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Lin ET, Bae Y, Birkett R, Sharma AM, Zhang R, Fisch KM, Funk W, Mestan KK. Cord Blood Adductomics Reveals Oxidative Stress Exposure Pathways of Bronchopulmonary Dysplasia. Antioxidants (Basel) 2024; 13:494. [PMID: 38671941 DOI: 10.3390/antiox13040494] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Revised: 04/13/2024] [Accepted: 04/16/2024] [Indexed: 04/28/2024] Open
Abstract
Fetal and neonatal exposures to perinatal oxidative stress (OS) are key mediators of bronchopulmonary dysplasia (BPD). To characterize these exposures, adductomics is an exposure science approach that captures electrophilic addition products (adducts) in blood protein. Adducts are bound to the nucleophilic cysteine loci of human serum albumin (HSA), which has a prolonged half-life. We conducted targeted and untargeted adductomics to test the hypothesis that adducts of OS vary with BPD. We studied 205 preterm infants (≤28 weeks) and 51 full-term infants from an ongoing birth cohort. Infant plasma was collected at birth (cord blood), 1-week, 1-month, and 36-weeks postmenstrual age. HSA was isolated from plasma, trypsin digested, and analyzed using high-performance liquid chromatography-mass spectrometry to quantify previously annotated (known) and unknown adducts. We identified 105 adducts in cord and postnatal blood. A total of 51 known adducts (small thiols, direct oxidation products, and reactive aldehydes) were increased with BPD. Postnatally, serial concentrations of several known OS adducts correlated directly with supplemental oxygen exposure. The application of large-scale adductomics elucidated OS-mediated pathways of BPD. This is the first study to investigate the "neonatal-perinatal exposome" and to identify oxidative stress-related exposure biomarkers that may inform antioxidant strategies to protect the health of future generations of infants.
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Affiliation(s)
- Erika T Lin
- Department of Pediatrics, Division of Neonatology, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA
| | - Yeunook Bae
- Department of Preventive Medicine, Northwestern University, 680 North Lake Shore Drive, Suite 1400, Chicago, IL 60611, USA
| | - Robert Birkett
- Department of Pediatrics, Division of Neonatology, Northwestern University, Chicago, IL 60611, USA
| | - Abhineet M Sharma
- Department of Pediatrics, Division of Neonatology, Northwestern University, Chicago, IL 60611, USA
| | - Runze Zhang
- Department of Preventive Medicine, Northwestern University, 680 North Lake Shore Drive, Suite 1400, Chicago, IL 60611, USA
| | - Kathleen M Fisch
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - William Funk
- Department of Preventive Medicine, Northwestern University, 680 North Lake Shore Drive, Suite 1400, Chicago, IL 60611, USA
| | - Karen K Mestan
- Department of Pediatrics, Division of Neonatology, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA
- Department of Pediatrics, Division of Neonatology, Northwestern University, Chicago, IL 60611, USA
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Nakagawa T, Santos J, Nasamran CA, Sen P, Sadat S, Monther A, Bendik J, Ebisumoto K, Hu J, Preissl S, Guo T, Vavinskaya V, Fisch KM, Califano JA. Defining the relationship of salivary gland malignancies to novel cell subpopulations in human salivary glands using single nucleus RNA-sequencing. Int J Cancer 2024; 154:1492-1503. [PMID: 37971144 DOI: 10.1002/ijc.34790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Revised: 09/26/2023] [Accepted: 10/17/2023] [Indexed: 11/19/2023]
Abstract
Salivary glands have essential roles in maintaining oral health, mastication, taste and speech, by secreting saliva. Salivary glands are composed of several types of cells, and each cell type is predicted to be involved in the carcinogenesis of different types of cancers including adenoid cystic carcinoma (ACC), acinic cell carcinoma (AciCC), salivary duct carcinoma (SDC), myoepithelial carcinoma (MECA) and other histology. In our study, we performed single nucleus RNA-seq on three human salivary gland samples to clarify the gene expression profile of each complex cellular component of the salivary glands and related these expression patterns to expression found in salivary gland cancers (SGC) to infer cell of origin. By single nucleus RNA-seq, salivary gland cells were stratified into four clusters: acinar cells, ductal cells 1, ductal cells 2 and myoepithelial cells/stromal cells. The localization of each cell group was verified by IHC of each cluster marker gene, and one group of ductal cells was found to represent intercalated ductal cells labeled with HES1. Furthermore, in comparison with SGC RNA-seq data, acinar cell markers were upregulated in AciCC, but downregulated in ACC and ductal cell markers were upregulated in SDC but downregulated in MECA, suggesting that markers of origin are highly expressed in some SGC. Cell type expressions in specific SGC histology are similar to those found in normal salivary gland populations, indicating a potential etiologic relationship.
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Affiliation(s)
- Takuya Nakagawa
- Moores Cancer Center, University of California San Diego, La Jolla, California, USA
| | - Jessica Santos
- Moores Cancer Center, University of California San Diego, La Jolla, California, USA
| | - Chanond A Nasamran
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, California, USA
| | - Prakriti Sen
- Moores Cancer Center, University of California San Diego, La Jolla, California, USA
| | - Sayed Sadat
- Moores Cancer Center, University of California San Diego, La Jolla, California, USA
| | - Abdula Monther
- Moores Cancer Center, University of California San Diego, La Jolla, California, USA
| | - Joseph Bendik
- Moores Cancer Center, University of California San Diego, La Jolla, California, USA
| | - Koji Ebisumoto
- Moores Cancer Center, University of California San Diego, La Jolla, California, USA
| | - Jingjing Hu
- Department of Pathology, University of California San Diego, San Diego, California, USA
| | - Sebastian Preissl
- Center for Epigenomics, Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, California, USA
| | - Theresa Guo
- Division of Otolaryngology - Head and Neck Surgery, Department of Surgery, University of California San Diego, La Jolla, California, USA
| | - Vera Vavinskaya
- Department of Pathology, University of California San Diego, San Diego, California, USA
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, California, USA
| | - Joseph A Califano
- Moores Cancer Center, University of California San Diego, La Jolla, California, USA
- Division of Otolaryngology - Head and Neck Surgery, Department of Surgery, University of California San Diego, La Jolla, California, USA
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Gabby LC, Jones CK, McIntyre BB, Manalo Z, Meads M, Pizzo DP, Diaz-Vigil J, Soncin F, Fisch KM, Ramos GA, Jacobs MB, Parast MM. Chronic villitis as a distinctive feature of placental injury in maternal SARS-CoV-2 infection. Am J Obstet Gynecol 2024:S0002-9378(24)00480-0. [PMID: 38580043 DOI: 10.1016/j.ajog.2024.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 03/19/2024] [Accepted: 04/01/2024] [Indexed: 04/07/2024]
Abstract
BACKGROUND SARS-CoV-2 infection during pregnancy is associated with an increased risk for stillbirth, preeclampsia, and preterm birth. However, this does not seem to be caused by intrauterine fetal infection because vertical transmission is rarely reported. There is a paucity of data regarding the associated placental SARS-CoV-2 histopathology and their relationship with the timing and severity of infection. OBJECTIVE This study aimed to determine if maternal SARS-CoV-2 infection was associated with specific patterns of placental injury and if these findings differed by gestational age at time of infection or disease severity. STUDY DESIGN A retrospective cohort study was performed at the University of California San Diego between March 2020 and February 2021. Placentas from pregnancies with a positive SARS-CoV-2 test were matched with 2 sets of controls; 1 set was time-matched by delivery date and sent to pathology for routine clinical indications, and the other was chosen from a cohort of placentas previously collected for research purposes without clinical indications for pathologic examination before the SARS-CoV-2 outbreak. Placental pathologic lesions were defined based on standard criteria and included maternal and fetal vascular malperfusion and acute and chronic inflammatory lesions. A bivariate analysis was performed using the independent Student t test and Pearson chi-square test. A logistic regression was used to control for relevant covariates. Regions of SARS-CoV-2-associated villitis were further investigated using protein-based digital spatial profiling assays on the GeoMx platform, validated by immunohistochemistry, and compared with cases of infectious villitis and villitis of unknown etiology. Differential expression analysis was performed to identify protein expression differences between these groups of villitis. RESULTS We included 272 SARS-CoV-2 positive cases, 272 time-matched controls, and 272 historic controls. The mean age of SARS-CoV-2 affected subjects was 30.1±5.5 years and the majority were Hispanic (53.7%) and parous (65.7%). SARS-CoV-2 placentas demonstrated a higher frequency of the 4 major patterns of placental injury (all P<.001) than the historic controls. SARS-CoV-2 placentas also showed a higher frequency of chronic villitis and severe chronic villitis (P=.03 for both) than the time-matched controls, which remained significant after controlling for gestational age at delivery (adjusted odds ratio, 1.52; 95% confidence interval, 1.01-2.28; adjusted odds ratio, 2.12; 95% confidence interval, 1.16-3.88, respectively). Digital spatial profiling revealed that programmed death-ligand 1 was increased in villitis-positive regions of the SARS-CoV-2 (logFC, 0.47; adjusted P value =.002) and villitis of unknown etiology (logFC, 0.58; adjusted P value =.003) cases, but it was conversely decreased in villitis-positive regions of the infectious villitis group (log FC, -1.40; adjusted P value <.001). CONCLUSION Chronic villitis seems to be the most specific histopathologic finding associated with SARS-CoV-2 maternal infection. Chronic villitis involves damage to the vasculosyncytial membrane of the chorionic villi, which are involved in gas and nutrient exchange, suggesting potential mechanisms of placental (and perhaps neonatal) injury, even in the absence of vertical transmission. Surprisingly, changes in protein expression in SARS-CoV-2-associated villitis seem to be more similar to villitis of unknown etiology than to infectious villitis.
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Affiliation(s)
- Lauryn C Gabby
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Diego, La Jolla, CA
| | - Chelsea K Jones
- University of California San Diego School of Medicine, La Jolla, CA
| | | | - Zoe Manalo
- Department of Pathology, University of California San Diego, La Jolla, CA; Sanford Consortium for Regenerative Medicine, La Jolla, CA
| | - Morgan Meads
- Department of Pathology, University of California San Diego, La Jolla, CA
| | - Donald P Pizzo
- Department of Pathology, University of California San Diego, La Jolla, CA
| | - Jessica Diaz-Vigil
- Department of Pathology, University of California San Diego, La Jolla, CA
| | - Francesca Soncin
- Department of Pathology, University of California San Diego, La Jolla, CA; Sanford Consortium for Regenerative Medicine, La Jolla, CA
| | - Kathleen M Fisch
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Diego, La Jolla, CA
| | - Gladys A Ramos
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Diego, La Jolla, CA
| | - Marni B Jacobs
- Division of Maternal-Fetal Medicine, Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Diego, La Jolla, CA
| | - Mana M Parast
- Department of Pathology, University of California San Diego, La Jolla, CA; Sanford Consortium for Regenerative Medicine, La Jolla, CA.
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Patta I, Zand M, Lee L, Mishra S, Bortnick A, Lu H, Prusty A, McArdle S, Mikulski Z, Wang HY, Cheng CS, Fisch KM, Hu M, Murre C. Nuclear morphology is shaped by loop-extrusion programs. Nature 2024; 627:196-203. [PMID: 38355805 PMCID: PMC11052650 DOI: 10.1038/s41586-024-07086-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Accepted: 01/17/2024] [Indexed: 02/16/2024]
Abstract
It is well established that neutrophils adopt malleable polymorphonuclear shapes to migrate through narrow interstitial tissue spaces1-3. However, how polymorphonuclear structures are assembled remains unknown4. Here we show that in neutrophil progenitors, halting loop extrusion-a motor-powered process that generates DNA loops by pulling in chromatin5-leads to the assembly of polymorphonuclear genomes. Specifically, we found that in mononuclear neutrophil progenitors, acute depletion of the loop-extrusion loading factor nipped-B-like protein (NIPBL) induced the assembly of horseshoe, banded, ringed and hypersegmented nuclear structures and led to a reduction in nuclear volume, mirroring what is observed during the differentiation of neutrophils. Depletion of NIPBL also induced cell-cycle arrest, activated a neutrophil-specific gene program and conditioned a loss of interactions across topologically associating domains to generate a chromatin architecture that resembled that of differentiated neutrophils. Removing NIPBL resulted in enrichment for mega-loops and interchromosomal hubs that contain genes associated with neutrophil-specific enhancer repertoires and an inflammatory gene program. On the basis of these observations, we propose that in neutrophil progenitors, loop-extrusion programs produce lineage-specific chromatin architectures that permit the packing of chromosomes into geometrically confined lobular structures. Our data also provide a blueprint for the assembly of polymorphonuclear structures, and point to the possibility of engineering de novo nuclear shapes to facilitate the migration of effector cells in densely populated tumorigenic environments.
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Affiliation(s)
- Indumathi Patta
- Department of Molecular Biology, University of California, San Diego, La Jolla, CA, USA
| | - Maryam Zand
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Lindsay Lee
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, USA
| | - Shreya Mishra
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, USA
| | - Alexandra Bortnick
- Department of Molecular Biology, University of California, San Diego, La Jolla, CA, USA
| | - Hanbin Lu
- Department of Molecular Biology, University of California, San Diego, La Jolla, CA, USA
| | - Arpita Prusty
- Department of Molecular Biology, University of California, San Diego, La Jolla, CA, USA
| | - Sara McArdle
- Microscopy and Histology Core Facility, La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Zbigniew Mikulski
- Microscopy and Histology Core Facility, La Jolla Institute for Immunology, La Jolla, CA, USA
| | - Huan-You Wang
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA
| | - Christine S Cheng
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Kathleen M Fisch
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA.
| | - Ming Hu
- Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic Foundation, Cleveland, OH, USA.
| | - Cornelis Murre
- Department of Molecular Biology, University of California, San Diego, La Jolla, CA, USA.
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Rivera M, Zhang H, Pham J, Isquith J, Zhou QJ, Balaian L, Sasik R, Enlund S, Mark A, Ma W, Holm F, Fisch KM, Kuo DJ, Jamieson C, Jiang Q. Malignant A-to-I RNA editing by ADAR1 drives T cell acute lymphoblastic leukemia relapse via attenuating dsRNA sensing. Cell Rep 2024; 43:113704. [PMID: 38265938 PMCID: PMC10962356 DOI: 10.1016/j.celrep.2024.113704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Revised: 10/24/2023] [Accepted: 01/09/2024] [Indexed: 01/26/2024] Open
Abstract
Leukemia-initiating cells (LICs) are regarded as the origin of leukemia relapse and therapeutic resistance. Identifying direct stemness determinants that fuel LIC self-renewal is critical for developing targeted approaches. Here, we show that the RNA-editing enzyme ADAR1 is a crucial stemness factor that promotes LIC self-renewal by attenuating aberrant double-stranded RNA (dsRNA) sensing. Elevated adenosine-to-inosine editing is a common attribute of relapsed T cell acute lymphoblastic leukemia (T-ALL) regardless of molecular subtype. Consequently, knockdown of ADAR1 severely inhibits LIC self-renewal capacity and prolongs survival in T-ALL patient-derived xenograft models. Mechanistically, ADAR1 directs hyper-editing of immunogenic dsRNA to avoid detection by the innate immune sensor melanoma differentiation-associated protein 5 (MDA5). Moreover, we uncover that the cell-intrinsic level of MDA5 dictates the dependency on the ADAR1-MDA5 axis in T-ALL. Collectively, our results show that ADAR1 functions as a self-renewal factor that limits the sensing of endogenous dsRNA. Thus, targeting ADAR1 presents an effective therapeutic strategy for eliminating T-ALL LICs.
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Affiliation(s)
- Maria Rivera
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Moores Cancer Center, La Jolla, CA 92037, USA
| | - Haoran Zhang
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Moores Cancer Center, La Jolla, CA 92037, USA
| | - Jessica Pham
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jane Isquith
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Qingchen Jenny Zhou
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Moores Cancer Center, La Jolla, CA 92037, USA
| | - Larisa Balaian
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Roman Sasik
- Center for Computational Biology & Bioinformatics (CCBB), University of California, San Diego, La Jolla, CA 92093-0681, USA
| | - Sabina Enlund
- Department of Women's and Children's Health, Division of Pediatric Oncology and Pediatric Surgery, Karolinska Institutet, Solna, Sweden
| | - Adam Mark
- Center for Computational Biology & Bioinformatics (CCBB), University of California, San Diego, La Jolla, CA 92093-0681, USA
| | - Wenxue Ma
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Frida Holm
- Department of Women's and Children's Health, Division of Pediatric Oncology and Pediatric Surgery, Karolinska Institutet, Solna, Sweden
| | - Kathleen M Fisch
- Center for Computational Biology & Bioinformatics (CCBB), University of California, San Diego, La Jolla, CA 92093-0681, USA; Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Diego, La Jolla, CA 92037, USA
| | - Dennis John Kuo
- Moores Cancer Center, La Jolla, CA 92037, USA; Division of Pediatric Hematology-Oncology, Rady Children's Hospital San Diego, University of California, San Diego, San Diego, CA 92123, USA
| | - Catriona Jamieson
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Moores Cancer Center, La Jolla, CA 92037, USA
| | - Qingfei Jiang
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA; Moores Cancer Center, La Jolla, CA 92037, USA.
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6
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Garcia C, Velez LM, Ujagar N, Del Mundo Z, Nguyen T, Fox C, Mark A, Fisch KM, Lawson MA, Duleba AJ, Seldin MM, Nicholas DA. Lipopolysaccharide-induced chronic inflammation increases female serum gonadotropins and shifts the pituitary transcriptomic landscape. Front Endocrinol (Lausanne) 2024; 14:1279878. [PMID: 38260148 PMCID: PMC10801245 DOI: 10.3389/fendo.2023.1279878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Accepted: 11/15/2023] [Indexed: 01/24/2024] Open
Abstract
Introduction Female reproductive function depends on a choreographed sequence of hormonal secretion and action, where specific stresses such as inflammation exert profound disruptions. Specifically, acute LPS-induced inflammation inhibits gonadotropin production and secretion from the pituitary, thereby impacting the downstream production of sex hormones. These outcomes have only been observed in acute inflammatory stress and little is known about the mechanisms by which chronic inflammation affects reproduction. In this study we seek to understand the chronic effects of LPS on pituitary function and consequent luteinizing and follicle stimulating hormone secretion. Methods A chronic inflammatory state was induced in female mice by twice weekly injections with LPS over 6 weeks. Serum gonadotropins were measured and bulk RNAseq was performed on the pituitaries from these mice, along with basic measurements of reproductive biology. Results Surprisingly, serum luteinizing and follicle stimulating hormone was not inhibited and instead we found it was increased with repeated LPS treatments. Discussion Analysis of bulk RNA-sequencing of murine pituitary revealed paracrine activation of TGFβ pathways as a potential mechanism regulating FSH secretion in response to chronic LPS. These results provide a framework with which to begin dissecting the impacts of chronic inflammation on reproductive physiology.
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Affiliation(s)
- Christopher Garcia
- Department of Molecular Biology and Biochemistry, School of Biological Sciences, University of California Irvine, Irvine, CA, United States
| | - Leandro M. Velez
- Department of Biological Chemistry, University of California Irvine, Irvine, CA, United States
- Center for Epigenetics and Metabolism, University of California Irvine, Irvine, CA, United States
| | - Naveena Ujagar
- Department of Molecular Biology and Biochemistry, School of Biological Sciences, University of California Irvine, Irvine, CA, United States
| | - Zena Del Mundo
- Department of Molecular Biology and Biochemistry, School of Biological Sciences, University of California Irvine, Irvine, CA, United States
| | - Thu Nguyen
- Department of Molecular Biology and Biochemistry, School of Biological Sciences, University of California Irvine, Irvine, CA, United States
| | - Chelsea Fox
- Division of Reproductive Endocrinology and Infertility, Department of Obstetrics and Gynecology, Prisma Health Upstate/University of South Carolina School of Medicine Greenville, Greenville, SC, United States
| | - Adam Mark
- Center for Computational Biology & Bioinformatics, University of California San Diego, La Jolla, CA, United States
| | - Kathleen M. Fisch
- Center for Computational Biology & Bioinformatics, University of California San Diego, La Jolla, CA, United States
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, United States
| | - Mark A. Lawson
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, United States
| | - Antoni J. Duleba
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, United States
| | - Marcus M. Seldin
- Department of Biological Chemistry, University of California Irvine, Irvine, CA, United States
- Center for Epigenetics and Metabolism, University of California Irvine, Irvine, CA, United States
| | - Dequina A. Nicholas
- Department of Molecular Biology and Biochemistry, School of Biological Sciences, University of California Irvine, Irvine, CA, United States
- Center for Epigenetics and Metabolism, University of California Irvine, Irvine, CA, United States
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7
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Matteson NL, Hassler GW, Kurzban E, Schwab MA, Perkins SA, Gangavarapu K, Levy JI, Parker E, Pride D, Hakim A, De Hoff P, Cheung W, Castro-Martinez A, Rivera A, Veder A, Rivera A, Wauer C, Holmes J, Wilson J, Ngo SN, Plascencia A, Lawrence ES, Smoot EW, Eisner ER, Tsai R, Chacón M, Baer NA, Seaver P, Salido RA, Aigner S, Ngo TT, Barber T, Ostrander T, Fielding-Miller R, Simmons EH, Zazueta OE, Serafin-Higuera I, Sanchez-Alavez M, Moreno-Camacho JL, García-Gil A, Murphy Schafer AR, McDonald E, Corrigan J, Malone JD, Stous S, Shah S, Moshiri N, Weiss A, Anderson C, Aceves CM, Spencer EG, Hufbauer EC, Lee JJ, King AJ, Ramesh KS, Nguyen KN, Saucedo K, Robles-Sikisaka R, Fisch KM, Gonias SL, Birmingham A, McDonald D, Karthikeyan S, Martin NK, Schooley RT, Negrete AJ, Reyna HJ, Chavez JR, Garcia ML, Cornejo-Bravo JM, Becker D, Isaksson M, Washington NL, Lee W, Garfein RS, Luna-Ruiz Esparza MA, Alcántar-Fernández J, Henson B, Jepsen K, Olivares-Flores B, Barrera-Badillo G, Lopez-Martínez I, Ramírez-González JE, Flores-León R, Kingsmore SF, Sanders A, Pradenas A, White B, Matthews G, Hale M, McLawhon RW, Reed SL, Winbush T, McHardy IH, Fielding RA, Nicholson L, Quigley MM, Harding A, Mendoza A, Bakhtar O, Browne SH, Olivas Flores J, Rincon Rodríguez DG, Gonzalez Ibarra M, Robles Ibarra LC, Arellano Vera BJ, Gonzalez Garcia J, Harvey-Vera A, Knight R, Laurent LC, Yeo GW, Wertheim JO, Ji X, Worobey M, Suchard MA, Andersen KG, Campos-Romero A, Wohl S, Zeller M. Genomic surveillance reveals dynamic shifts in the connectivity of COVID-19 epidemics. Cell 2023; 186:5690-5704.e20. [PMID: 38101407 PMCID: PMC10795731 DOI: 10.1016/j.cell.2023.11.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2023] [Revised: 08/21/2023] [Accepted: 11/21/2023] [Indexed: 12/17/2023]
Abstract
The maturation of genomic surveillance in the past decade has enabled tracking of the emergence and spread of epidemics at an unprecedented level. During the COVID-19 pandemic, for example, genomic data revealed that local epidemics varied considerably in the frequency of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) lineage importation and persistence, likely due to a combination of COVID-19 restrictions and changing connectivity. Here, we show that local COVID-19 epidemics are driven by regional transmission, including across international boundaries, but can become increasingly connected to distant locations following the relaxation of public health interventions. By integrating genomic, mobility, and epidemiological data, we find abundant transmission occurring between both adjacent and distant locations, supported by dynamic mobility patterns. We find that changing connectivity significantly influences local COVID-19 incidence. Our findings demonstrate a complex meaning of "local" when investigating connected epidemics and emphasize the importance of collaborative interventions for pandemic prevention and mitigation.
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Affiliation(s)
| | - Gabriel W Hassler
- Department of Computational Medicine, University of California, Los Angeles, Los Angeles, CA, USA
| | - Ezra Kurzban
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Madison A Schwab
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Sarah A Perkins
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Karthik Gangavarapu
- Department of Biomathematics, David Geffen School of Medicine at UCLA, University of California, Los Angeles, Los Angeles, CA, USA; Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Joshua I Levy
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Edyth Parker
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - David Pride
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA; Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Abbas Hakim
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA; Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA; COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Peter De Hoff
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA; Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA; COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Willi Cheung
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA; Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA; COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Anelizze Castro-Martinez
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA; Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA; Sanford Consortium of Regenerative Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Andrea Rivera
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Anthony Veder
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Ariana Rivera
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Cassandra Wauer
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Jacqueline Holmes
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Jedediah Wilson
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Shayla N Ngo
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Ashley Plascencia
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Elijah S Lawrence
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Elizabeth W Smoot
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Emily R Eisner
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Rebecca Tsai
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Marisol Chacón
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Nathan A Baer
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Phoebe Seaver
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Rodolfo A Salido
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Stefan Aigner
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Toan T Ngo
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Tom Barber
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Tyler Ostrander
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Rebecca Fielding-Miller
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, La Jolla, CA, USA; Division of Infectious Disease and Global Public Health, University of California, San Diego, La Jolla, CA, USA
| | | | - Oscar E Zazueta
- Department of Epidemiology, Secretaria de Salud de Baja California, Tijuana, Baja California, Mexico
| | | | - Manuel Sanchez-Alavez
- Centro de Diagnostico COVID-19 UABC, Tijuana, Baja California, Mexico; Department of Molecular Medicine, Scripps Research, La Jolla, CA, USA
| | | | - Abraham García-Gil
- Clinical Laboratory Department, Salud Digna, A.C, Tijuana, Baja California, Mexico
| | | | - Eric McDonald
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Jeremy Corrigan
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - John D Malone
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Sarah Stous
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Seema Shah
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Niema Moshiri
- Department of Computer Science and Engineering, University of California, San Diego, La Jolla, CA, USA
| | - Alana Weiss
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Catelyn Anderson
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Christine M Aceves
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Emily G Spencer
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Emory C Hufbauer
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Justin J Lee
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Alison J King
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Karthik S Ramesh
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Kelly N Nguyen
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Kieran Saucedo
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | | | - Kathleen M Fisch
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA; Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA, USA
| | - Steven L Gonias
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA
| | - Amanda Birmingham
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Daniel McDonald
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Smruthi Karthikeyan
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA
| | - Natasha K Martin
- Division of Infectious Disease and Global Public Health, University of California, San Diego, La Jolla, CA, USA
| | - Robert T Schooley
- Division of Infectious Disease and Global Public Health, University of California, San Diego, La Jolla, CA, USA
| | - Agustin J Negrete
- Facultad de Ciencias de la Salud Universidad Autonoma de Baja California Valle de Las Palmas, Tijuana, Baja California, Mexico
| | - Horacio J Reyna
- Facultad de Ciencias de la Salud Universidad Autonoma de Baja California Valle de Las Palmas, Tijuana, Baja California, Mexico
| | - Jose R Chavez
- Facultad de Ciencias de la Salud Universidad Autonoma de Baja California Valle de Las Palmas, Tijuana, Baja California, Mexico
| | - Maria L Garcia
- Facultad de Ciencias de la Salud Universidad Autonoma de Baja California Valle de Las Palmas, Tijuana, Baja California, Mexico
| | - Jose M Cornejo-Bravo
- Facultad de Ciencias Quimicas e Ingenieria, Universidad Autonoma de Baja California, Tijuana, Baja California, Mexico
| | | | | | | | | | - Richard S Garfein
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California, San Diego, La Jolla, CA, USA
| | | | | | - Benjamin Henson
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Kristen Jepsen
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Beatriz Olivares-Flores
- Instituto de Diagnóstico y Referencia Epidemiológicos (InDRE), Ciudad de México, CDMX, Mexico
| | - Gisela Barrera-Badillo
- Instituto de Diagnóstico y Referencia Epidemiológicos (InDRE), Ciudad de México, CDMX, Mexico
| | - Irma Lopez-Martínez
- Instituto de Diagnóstico y Referencia Epidemiológicos (InDRE), Ciudad de México, CDMX, Mexico
| | - José E Ramírez-González
- Instituto de Diagnóstico y Referencia Epidemiológicos (InDRE), Ciudad de México, CDMX, Mexico
| | - Rita Flores-León
- Instituto de Diagnóstico y Referencia Epidemiológicos (InDRE), Ciudad de México, CDMX, Mexico
| | | | - Alison Sanders
- Return to Learn, University of California, San Diego, La Jolla, CA, USA
| | - Allorah Pradenas
- Return to Learn, University of California, San Diego, La Jolla, CA, USA
| | - Benjamin White
- Return to Learn, University of California, San Diego, La Jolla, CA, USA
| | - Gary Matthews
- Return to Learn, University of California, San Diego, La Jolla, CA, USA
| | - Matt Hale
- Return to Learn, University of California, San Diego, La Jolla, CA, USA
| | - Ronald W McLawhon
- Return to Learn, University of California, San Diego, La Jolla, CA, USA
| | - Sharon L Reed
- Return to Learn, University of California, San Diego, La Jolla, CA, USA
| | - Terri Winbush
- Return to Learn, University of California, San Diego, La Jolla, CA, USA
| | | | | | | | | | | | | | | | - Sara H Browne
- Division of Infectious Disease and Global Public Health, University of California, San Diego, La Jolla, CA, USA; Specialist in Global Health, Encinitas, CA, USA
| | - Jocelyn Olivas Flores
- Facultad de Ciencias Quimicas e Ingenieria, Universidad Autonoma de Baja California, Tijuana, Baja California, Mexico; University of HealthMx, Tijuana, Baja California, Mexico
| | - Diana G Rincon Rodríguez
- University of HealthMx, Tijuana, Baja California, Mexico; Facultad de Medicina, Universidad Xochicalco, Tijuana, Baja California, Mexico
| | - Martin Gonzalez Ibarra
- University of HealthMx, Tijuana, Baja California, Mexico; Facultad de Medicina, Universidad Xochicalco, Tijuana, Baja California, Mexico
| | - Luis C Robles Ibarra
- University of HealthMx, Tijuana, Baja California, Mexico; Instituto de Seguridad y Servicios Sociales de los Trabajadores del Estado, Tijuana, Baja California, Mexico
| | - Betsy J Arellano Vera
- University of HealthMx, Tijuana, Baja California, Mexico; Instituto Mexicano del Seguro Social, Tijuana, Baja California, Mexico
| | - Jonathan Gonzalez Garcia
- University of HealthMx, Tijuana, Baja California, Mexico; SIMNSA, Tijuana, Baja California, Mexico
| | | | - Rob Knight
- Department of Computer Science and Engineering, University of California, San Diego, La Jolla, CA, USA; Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA; Department of Bioengineering, University of California, San Diego, La Jolla, CA, USA
| | - Louise C Laurent
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA; Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA; Sanford Consortium of Regenerative Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Gene W Yeo
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California, San Diego, La Jolla, CA, USA; Sanford Consortium of Regenerative Medicine, University of California, San Diego, La Jolla, CA, USA; Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Joel O Wertheim
- Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Xiang Ji
- Department of Mathematics, School of Science and Engineering, Tulane University, New Orleans, LA, USA
| | - Michael Worobey
- Department of Ecology and Evolutionary Biology, University of Arizona, Tucson, AZ, USA
| | - Marc A Suchard
- Department of Human Genetics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Kristian G Andersen
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA.
| | - Abraham Campos-Romero
- Innovation and Research Department, Salud Digna, A.C, Tijuana, Baja California, Mexico
| | - Shirlee Wohl
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA
| | - Mark Zeller
- Department of Immunology and Microbiology, Scripps Research, La Jolla, CA, USA.
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8
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Aisagbonhi O, Bui T, Nasamran CA, St Louis H, Pizzo D, Meads M, Mulholland M, Magallanes C, Lamale-Smith L, Laurent LC, Morey R, Jacobs MB, Fisch KM, Horii M. High placental expression of FLT1, LEP, PHYHIP and IL3RA - In persons of African ancestry with severe preeclampsia. Placenta 2023; 144:13-22. [PMID: 37949031 PMCID: PMC10843761 DOI: 10.1016/j.placenta.2023.10.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Revised: 10/13/2023] [Accepted: 10/16/2023] [Indexed: 11/12/2023]
Abstract
INTRODUCTION Mortality from preeclampsia (PE) and PE-associated morbidities are 3-to 5-fold higher in persons of African ancestry than in those of Asian and European ancestries. METHODS To elucidate placental contribution to worse PE outcomes in African ancestry pregnancies, we performed bulk RNA sequencing on 50 placentas from persons with severe PE (sPE) of African (n = 9), Asian (n = 18) and European (n = 23) ancestries and 73 normotensive controls of African (n = 10), Asian (n = 15) and European (n = 48) ancestries. RESULTS Previously described canonical preeclampsia genes, involved in metabolism and hypoxia/angiogenesis including: LEP, HK2, FSTL3, FLT1, ENG, TMEM45A, ARHGEF4 and HTRA1 were upregulated sPE versus normotensive placentas across ancestries. LTF, NPR3 and PHYHIP were higher in African vs. Asian ancestry sPE placentas. Allograft rejection/adaptive immune response genes were upregulated in placentas from African but not in Asian or European ancestry sPE patients; IL3RA was of particular interest because the patient with the highest placental IL3RA expression, a person of African ancestry with sPE, developed postpartum cardiomyopathy, and was the only patient out of 123, that developed this condition. Interestingly, the sPE patients with the highest IL3RA expression among persons of Asian and European ancestries developed unexplained tachycardia peripartum, necessitating echocardiography in the European ancestry patient. The association between elevated placental IL3RA levels and unexplained tachycardia or peripartum cardiomyopathy was found to be significant in the 50 sPE patients (p = .0005). DISCUSSION High placental upregulation of both canonical preeclampsia and allograft rejection/adaptive immune response genes may contribute to worse PE outcomes in African ancestry sPE patients.
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Affiliation(s)
- Omonigho Aisagbonhi
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA; Center for Perinatal Discovery, University of California, San Diego, La Jolla, CA, USA.
| | - Tony Bui
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA; Center for Perinatal Discovery, University of California, San Diego, La Jolla, CA, USA; Sanford Consortium for Regenerative Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Chanond A Nasamran
- Center for Computational Biology and Bioinformatics, University of California, San Diego, La Jolla, CA, USA
| | - Hailee St Louis
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA
| | - Donald Pizzo
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA
| | - Morgan Meads
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA; Center for Perinatal Discovery, University of California, San Diego, La Jolla, CA, USA; Sanford Consortium for Regenerative Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Megan Mulholland
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA; Center for Perinatal Discovery, University of California, San Diego, La Jolla, CA, USA; Sanford Consortium for Regenerative Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Celestine Magallanes
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Leah Lamale-Smith
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Louise C Laurent
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Robert Morey
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA; Sanford Consortium for Regenerative Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Marni B Jacobs
- Center for Perinatal Discovery, University of California, San Diego, La Jolla, CA, USA; Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Kathleen M Fisch
- Center for Perinatal Discovery, University of California, San Diego, La Jolla, CA, USA; Sanford Consortium for Regenerative Medicine, University of California, San Diego, La Jolla, CA, USA; Center for Computational Biology and Bioinformatics, University of California, San Diego, La Jolla, CA, USA; Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Mariko Horii
- Department of Pathology, University of California, San Diego, La Jolla, CA, USA; Center for Perinatal Discovery, University of California, San Diego, La Jolla, CA, USA; Sanford Consortium for Regenerative Medicine, University of California, San Diego, La Jolla, CA, USA
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9
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Agarwal K, Choudhury B, Robinson LS, Morrill SR, Bouchibiti Y, Chilin-Fuentes D, Rosenthal SB, Fisch KM, Peipert JF, Lebrilla CB, Allsworth JE, Lewis AL, Lewis WG. Resident microbes shape the vaginal epithelial glycan landscape. Sci Transl Med 2023; 15:eabp9599. [PMID: 38019934 DOI: 10.1126/scitranslmed.abp9599] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Accepted: 11/01/2023] [Indexed: 12/01/2023]
Abstract
Epithelial cells are covered in carbohydrates (glycans). This glycan coat or "glycocalyx" interfaces directly with microbes, providing a protective barrier against potential pathogens. Bacterial vaginosis (BV) is a condition associated with adverse health outcomes in which bacteria reside in direct proximity to the vaginal epithelium. Some of these bacteria, including Gardnerella, produce glycosyl hydrolase enzymes. However, glycans of the human vaginal epithelial surface have not been studied in detail. Here, we elucidate key characteristics of the "normal" vaginal epithelial glycan landscape and analyze the impact of resident microbes on the surface glycocalyx. In human BV, glycocalyx staining was visibly diminished in electron micrographs compared to controls. Biochemical and mass spectrometric analysis showed that, compared to normal vaginal epithelial cells, BV cells were depleted of sialylated N- and O-glycans, with underlying galactose residues exposed on the surface. Treatment of primary epithelial cells from BV-negative women with recombinant Gardnerella sialidases generated BV-like glycan phenotypes. Exposure of cultured VK2 vaginal epithelial cells to recombinant Gardnerella sialidase led to desialylation of glycans and induction of pathways regulating cell death, differentiation, and inflammatory responses. These data provide evidence that vaginal epithelial cells exhibit an altered glycan landscape in BV and suggest that BV-associated glycosidic enzymes may lead to changes in epithelial gene transcription that promote cell turnover and regulate responses toward the resident microbiome.
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Affiliation(s)
- Kavita Agarwal
- Department of Molecular Microbiology, Washington University School of Medicine, St. Louis, MO 63110, USA
- Center for Women's Infectious Disease Research, Washington University School of Medicine, St. Louis, MO 63110, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego (UCSD), La Jolla, CA 92093, USA
- Glycobiology Research and Training Center, UCSD, La Jolla, CA 92093, USA
| | - Biswa Choudhury
- Glycobiology Research and Training Center, UCSD, La Jolla, CA 92093, USA
| | - Lloyd S Robinson
- Department of Molecular Microbiology, Washington University School of Medicine, St. Louis, MO 63110, USA
- Center for Women's Infectious Disease Research, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Sydney R Morrill
- Department of Molecular Microbiology, Washington University School of Medicine, St. Louis, MO 63110, USA
- Center for Women's Infectious Disease Research, Washington University School of Medicine, St. Louis, MO 63110, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego (UCSD), La Jolla, CA 92093, USA
- Glycobiology Research and Training Center, UCSD, La Jolla, CA 92093, USA
| | - Yasmine Bouchibiti
- Department of Chemistry, University of California Davis, Davis, CA 95616, USA
- Department of Food Science and Technology, University of California Davis, Davis, CA 95616, USA
| | - Daisy Chilin-Fuentes
- Center for Computational Biology and Bioinformatics, UCSD, La Jolla, CA 92093, USA
| | - Sara B Rosenthal
- Center for Computational Biology and Bioinformatics, UCSD, La Jolla, CA 92093, USA
| | - Kathleen M Fisch
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego (UCSD), La Jolla, CA 92093, USA
- Center for Computational Biology and Bioinformatics, UCSD, La Jolla, CA 92093, USA
| | - Jeffrey F Peipert
- Department of Obstetrics and Gynecology, Indiana University School of Medicine, Indianapolis, IN 46202, USA
| | - Carlito B Lebrilla
- Department of Chemistry, University of California Davis, Davis, CA 95616, USA
- Department of Food Science and Technology, University of California Davis, Davis, CA 95616, USA
| | - Jenifer E Allsworth
- Department of Biomedical and Health Informatics, University of Missouri, Kansas City School of Medicine, Kansas City, MO 64110, USA
| | - Amanda L Lewis
- Department of Molecular Microbiology, Washington University School of Medicine, St. Louis, MO 63110, USA
- Center for Women's Infectious Disease Research, Washington University School of Medicine, St. Louis, MO 63110, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego (UCSD), La Jolla, CA 92093, USA
- Glycobiology Research and Training Center, UCSD, La Jolla, CA 92093, USA
| | - Warren G Lewis
- Department of Molecular Microbiology, Washington University School of Medicine, St. Louis, MO 63110, USA
- Center for Women's Infectious Disease Research, Washington University School of Medicine, St. Louis, MO 63110, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego (UCSD), La Jolla, CA 92093, USA
- Glycobiology Research and Training Center, UCSD, La Jolla, CA 92093, USA
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10
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Morey R, Bui T, Fisch KM, Horii M. Modeling placental development and disease using human pluripotent stem cells. Placenta 2023; 141:18-25. [PMID: 36333266 PMCID: PMC10148925 DOI: 10.1016/j.placenta.2022.10.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 10/03/2022] [Accepted: 10/18/2022] [Indexed: 11/08/2022]
Abstract
Our current knowledge of the cellular and molecular mechanisms of placental epithelial cells, trophoblast, primarily came from the use of mouse trophoblast stem cells and tumor-derived or immortalized human trophoblast cell lines. This was mainly due to the difficulties in maintaining primary trophoblast in culture and establishing human trophoblast stem cell (hTSC) lines. However, in-depth characterization of these cellular models and in vivo human trophoblast have revealed significant discrepancies. For the past two decades, multiple groups have shown that human pluripotent stem cells (hPSCs) can be differentiated into trophoblast, and thus could be used as a model for normal and disease trophoblast differentiation. During this time, trophoblast differentiation protocols have evolved, enabling researchers to study cellular characteristics at trophectoderm (TE), trophoblast stem cells (TSC), syncytiotrophoblast (STB), and extravillous trophoblast (EVT) stages. Recently, several groups reported methods to derive hTSC from pre-implantation blastocyst or early gestation placenta, and trophoblast organoids from early gestation placenta, drastically changing the landscape of trophoblast research. These culture conditions have been rapidly applied to generate hPSC-derived TSC and trophoblast organoids. As a result of these technological advancements, the field's capacity to better understand trophoblast differentiation and their involvement in pregnancy related disease has greatly expanded. Here, we present in vitro models of human trophoblast differentiation, describing both primary and hPSC-derived TSC, maintained as monolayers and 3-dimensional trophoblast organoids, as a tool to study early placental development and disease in multiple settings.
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Affiliation(s)
- Robert Morey
- Department of Pathology, University of California San Diego, La Jolla, CA, 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA, 92093, USA
| | - Tony Bui
- Department of Pathology, University of California San Diego, La Jolla, CA, 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA, 92093, USA
| | - Kathleen M Fisch
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, 92093, USA
| | - Mariko Horii
- Department of Pathology, University of California San Diego, La Jolla, CA, 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA, 92093, USA.
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11
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Qualliotine JR, Nakagawa T, Rosenthal SB, Sadat S, Ballesteros-Merino C, Xu G, Mark A, Nasamran A, Gutkind JS, Fisch KM, Guo T, Fox BA, Khan Z, Molinolo AA, Califano JA. A Network Landscape of HPVOPC Reveals Methylation Alterations as Significant Drivers of Gene Expression via an Immune-Mediated GPCR Signal. Cancers (Basel) 2023; 15:4379. [PMID: 37686653 PMCID: PMC10486378 DOI: 10.3390/cancers15174379] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2023] [Revised: 08/17/2023] [Accepted: 08/27/2023] [Indexed: 09/10/2023] Open
Abstract
HPV-associated oropharynx carcinoma (HPVOPC) tumors have a relatively low mutational burden. Elucidating the relative contributions of other tumor alterations, such as DNA methylation alterations, alternative splicing events (ASE), and copy number variation (CNV), could provide a deeper understanding of carcinogenesis drivers in this disease. We applied network propagation analysis to multiple classes of tumor alterations in a discovery cohort of 46 primary HPVOPC tumors and 25 cancer-unaffected controls and validated our findings with TCGA data. We identified significant overlap between differential gene expression networks and all alteration classes, and this association was highest for methylation and lowest for CNV. Significant overlap was seen for gene clusters of G protein-coupled receptor (GPCR) pathways. HPV16-human protein interaction analysis identified an enriched cluster defined by an immune-mediated GPCR signal, including CXCR3 cytokines CXCL9, CXCL10, and CXCL11. CXCR3 was found to be expressed in primary HPVOPC, and scRNA-seq analysis demonstrated CXCR3 ligands to be highly expressed in M2 macrophages. In vivo models demonstrated decreased tumor growth with antagonism of the CXCR3 receptor in immunodeficient but not immunocompetent mice, suggesting that the CXCR3 axis can drive tumor proliferation in an autocrine fashion, but the effect is tempered by an intact immune system. In conclusion, methylation, ASE, and SNV alterations are highly associated with network gene expression changes in HPVOPC, suggesting that ASE and methylation alterations have an important role in driving the oncogenic phenotype. Network analysis identifies GPCR networks, specifically the CXCR3 chemokine axis, as modulators of tumor-immune interactions that may have proliferative effects on primary tumors as well as a role for immunosurveillance; however, CXCR3 inhibition should be used with caution, as these agents may both inhibit and stimulate tumor growth considering the competing effects of this cytokine axis. Further investigation is needed to explore opportunities for targeted therapy in this setting.
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Affiliation(s)
- Jesse R. Qualliotine
- Department of Otolaryngology—Head and Neck Surgery, University of California San Diego, La Jolla, CA 92093, USA
- Gleiberman Head and Neck Cancer Center, Moores Cancer Center, University of California San Diego, La Jolla, CA 92093, USA
| | - Takuya Nakagawa
- Gleiberman Head and Neck Cancer Center, Moores Cancer Center, University of California San Diego, La Jolla, CA 92093, USA
- Department of Otorhinolaryngology, Head and Neck Surgery, Graduate School of Medicine, Chiba University, Chiba 263-8522, Japan
| | - Sara Brin Rosenthal
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Sayed Sadat
- Gleiberman Head and Neck Cancer Center, Moores Cancer Center, University of California San Diego, La Jolla, CA 92093, USA
| | | | - Guorong Xu
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Adam Mark
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Art Nasamran
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - J. Silvio Gutkind
- Gleiberman Head and Neck Cancer Center, Moores Cancer Center, University of California San Diego, La Jolla, CA 92093, USA
| | - Kathleen M. Fisch
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Theresa Guo
- Department of Otolaryngology—Head and Neck Surgery, University of California San Diego, La Jolla, CA 92093, USA
- Gleiberman Head and Neck Cancer Center, Moores Cancer Center, University of California San Diego, La Jolla, CA 92093, USA
| | - Bernard A. Fox
- Earle A. Chiles Research Institute, Providence Cancer Center, Portland, OR 97213, USA
| | - Zubair Khan
- Department of Otolaryngology—Head and Neck Surgery, Johns Hopkins University, Baltimore, MD 21218, USA
| | - Alfredo A. Molinolo
- Gleiberman Head and Neck Cancer Center, Moores Cancer Center, University of California San Diego, La Jolla, CA 92093, USA
| | - Joseph A. Califano
- Department of Otolaryngology—Head and Neck Surgery, University of California San Diego, La Jolla, CA 92093, USA
- Gleiberman Head and Neck Cancer Center, Moores Cancer Center, University of California San Diego, La Jolla, CA 92093, USA
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12
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Sluka KA, Wager TD, Sutherland SP, Labosky PA, Balach T, Bayman EO, Berardi G, Brummett CM, Burns J, Buvanendran A, Caffo B, Calhoun VD, Clauw D, Chang A, Coffey CS, Dailey DL, Ecklund D, Fiehn O, Fisch KM, Frey Law LA, Harris RE, Harte SE, Howard TD, Jacobs J, Jacobs JM, Jepsen K, Johnston N, Langefeld CD, Laurent LC, Lenzi R, Lindquist MA, Lokshin A, Kahn A, McCarthy RJ, Olivier M, Porter L, Qian WJ, Sankar CA, Satterlee J, Swensen AC, Vance CG, Waljee J, Wandner LD, Williams DA, Wixson RL, Zhou XJ. Predicting chronic postsurgical pain: current evidence and a novel program to develop predictive biomarker signatures. Pain 2023; 164:1912-1926. [PMID: 37326643 PMCID: PMC10436361 DOI: 10.1097/j.pain.0000000000002938] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Revised: 03/02/2023] [Accepted: 03/02/2023] [Indexed: 06/17/2023]
Abstract
ABSTRACT Chronic pain affects more than 50 million Americans. Treatments remain inadequate, in large part, because the pathophysiological mechanisms underlying the development of chronic pain remain poorly understood. Pain biomarkers could potentially identify and measure biological pathways and phenotypical expressions that are altered by pain, provide insight into biological treatment targets, and help identify at-risk patients who might benefit from early intervention. Biomarkers are used to diagnose, track, and treat other diseases, but no validated clinical biomarkers exist yet for chronic pain. To address this problem, the National Institutes of Health Common Fund launched the Acute to Chronic Pain Signatures (A2CPS) program to evaluate candidate biomarkers, develop them into biosignatures, and discover novel biomarkers for chronification of pain after surgery. This article discusses candidate biomarkers identified by A2CPS for evaluation, including genomic, proteomic, metabolomic, lipidomic, neuroimaging, psychophysical, psychological, and behavioral measures. Acute to Chronic Pain Signatures will provide the most comprehensive investigation of biomarkers for the transition to chronic postsurgical pain undertaken to date. Data and analytic resources generatedby A2CPS will be shared with the scientific community in hopes that other investigators will extract valuable insights beyond A2CPS's initial findings. This article will review the identified biomarkers and rationale for including them, the current state of the science on biomarkers of the transition from acute to chronic pain, gaps in the literature, and how A2CPS will address these gaps.
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Affiliation(s)
- Kathleen A. Sluka
- Department of Physical Therapy and Rehabilitation Science, Carver College of Medicine, University of Iowa, Iowa City, IA
| | - Tor D. Wager
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, NH
| | - Stephani P. Sutherland
- Department of Biostatistics, Johns Hopkins Bloomberg Schools of Public Health, Baltimore, MD
| | - Patricia A. Labosky
- Office of Strategic Coordination, Division of Program Coordination, Planning and Strategic Initiatives, Office of the Director, National Institutes of Health, Bethesda, MD
| | - Tessa Balach
- Department of Orthopaedic Surgery and Rehabilitation Medicine, The University of Chicago, Chicago, IL
| | - Emine O. Bayman
- Clinical Trials and Data Management Center, Department of Biostatistics, University of Iowa, Iowa City, IA
| | - Giovanni Berardi
- Department of Physical Therapy and Rehabilitation Science, Carver College of Medicine, University of Iowa, Iowa City, IA
| | - Chad M. Brummett
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI
| | - John Burns
- Division of Behavioral Sciences, Rush Medical College, Chicago, IL
| | | | - Brian Caffo
- Department of Biostatistics, Johns Hopkins Bloomberg Schools of Public Health, Baltimore, MD
| | - Vince D. Calhoun
- Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS), Georgia State, Georgia Tech, and Emory University, Atlanta, GA
| | - Daniel Clauw
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI
| | - Andrew Chang
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI
| | - Christopher S. Coffey
- Clinical Trials and Data Management Center, Department of Biostatistics, University of Iowa, Iowa City, IA
| | - Dana L. Dailey
- Department of Physical Therapy and Rehabilitation Science, Carver College of Medicine, University of Iowa, Iowa City, IA
| | - Dixie Ecklund
- Clinical Trials and Data Management Center, Department of Biostatistics, University of Iowa, Iowa City, IA
| | - Oliver Fiehn
- University of California, Davis, Davis, CA, United States
| | - Kathleen M. Fisch
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of California San Diego, San Diego, CA, United States
- Center for Computational Biology and Bioinformatics, University of California San Diego, San Diego, CA, United States
| | - Laura A. Frey Law
- Department of Physical Therapy and Rehabilitation Science, Carver College of Medicine, University of Iowa, Iowa City, IA
| | - Richard E. Harris
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI
| | - Steven E. Harte
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI
| | - Timothy D. Howard
- Department of Biochemistry, Center for Precision Medicine, Wake Forest School of Medicine, Winstom-Salem, NC
- Center for Precision Medicine, Wake Forest School of Medicine, Winstom-Salem, NC
| | - Joshua Jacobs
- Department of Orthopedic Surgery, Rush Medical College, CHicago, IL
| | - Jon M. Jacobs
- Environmental and Molecular Sciences Laboratory, Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA
| | | | | | - Carl D. Langefeld
- Center for Precision Medicine, Wake Forest School of Medicine, Winstom-Salem, NC
- Department of Biostatistics and Data Science, Center for Precision Medicine, Wake Forest School of Medicine, Winstom-Salem, NC
| | - Louise C. Laurent
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of California San Diego, San Diego, CA, United States
| | - Rebecca Lenzi
- Office of Strategic Coordination, Division of Program Coordination, Planning and Strategic Initiatives, Office of the Director, National Institutes of Health, Bethesda, MD
| | - Martin A. Lindquist
- Department of Biostatistics, Johns Hopkins Bloomberg Schools of Public Health, Baltimore, MD
| | | | - Ari Kahn
- Texas Advanced Computing Center, University of Texas, AUstin, TX
| | | | - Michael Olivier
- Center for Precision Medicine, Wake Forest School of Medicine, Winstom-Salem, NC
- Department of Internal Medicine, Center for Precision Medicine, Wake Forest School of Medicine, Winstom-Salem, NC
| | - Linda Porter
- National Institute of Neurological Disorders and Stroke, Bethesda, MD
- Office of Pain Policy and Planning National Institutes of Health, Bethesda, MD
| | - Wei-Jun Qian
- Environmental and Molecular Sciences Laboratory, Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA
| | - Cheryse A. Sankar
- National Institute of Neurological Disorders and Stroke, Bethesda, MD
| | | | - Adam C. Swensen
- Environmental and Molecular Sciences Laboratory, Biological Sciences Division, Pacific Northwest National Laboratory, Richland, WA
| | - Carol G.T. Vance
- Department of Physical Therapy and Rehabilitation Science, Carver College of Medicine, University of Iowa, Iowa City, IA
| | - Jennifer Waljee
- Department of Surgery, University of Michigan Medical School, Ann Arbor, MI
| | - Laura D. Wandner
- National Institute of Neurological Disorders and Stroke, Bethesda, MD
| | - David A. Williams
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI
| | | | - Xiaohong Joe Zhou
- Center for MR Research and Departments of Radiology, Neurosurgery, and Bioengineering, University of Illinois College of Medicine at Chicago, Chicago, IL, United States
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13
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Cooke EJ, Joseph BC, Nasamran CA, Fisch KM, von Drygalski A. Maladaptive lymphangiogenesis is associated with synovial iron accumulation and delayed clearance in factor VIII-deficient mice after induced hemarthrosis. J Thromb Haemost 2023; 21:2390-2404. [PMID: 37116753 PMCID: PMC10792547 DOI: 10.1016/j.jtha.2023.04.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 03/21/2023] [Accepted: 04/06/2023] [Indexed: 04/30/2023]
Abstract
BACKGROUND Mechanisms of iron clearance from hemophilic joints are unknown. OBJECTIVES To better understand mechanisms of iron clearance following joint bleeding in a mouse model of hemophilia. METHODS Hemarthrosis was induced by subpatellar puncture in factor VIII (FVIII)-deficient (FVII-/-) mice, +/- periprocedural recombinant human FVIII, and hypocoagulable (HypoBALB/c) mice. HypoBALB/c mice experienced transient FVIII deficiency (anti-FVIII antibody) at the time of injury combined with warfarin-induced hypocoagulability. Synovial tissue was harvested weekly up to 6 weeks after injury for histological analysis, ferric iron and macrophage accumulation (CD68), blood and lymphatic vessel remodeling (αSMA; LYVE1). Synovial RNA sequencing was performed for FVIII-/- mice at days 0, 3, and 14 after injury to quantify expression changes of iron regulators and lymphatic markers. RESULTS Bleed volumes were similar in FVIII-/- and HypoBALB/c mice. However, pronounced and prolonged synovial iron accumulation colocalizing with macrophages and impaired lymphangiogenesis were detected only in FVIII-/- mice and were prevented by periprocedural FVIII. Gene expression changes involved in iron handling (some genes with dual roles in inflammation) and lymphatic markers supported proinflammatory milieu with iron retention and disturbed lymphangiogenesis. CONCLUSION Accumulation and delayed clearance of iron-laden macrophages were associated with defective lymphangiogenesis after hemarthrosis in FVIII-/- mice. The absence of such findings in HypoBALB/c mice suggests that intact lymphatics are required for removal of iron-laden macrophages and that these processes depend on FVIII availability. Studies to elucidate the biological mechanisms of disturbed lymphangiogenesis in hemophilia appear critical to develop new therapeutic targets.
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Affiliation(s)
- Esther J Cooke
- Division of Hematology/Oncology, Department of Medicine, University of California San Diego, La Jolla, California, USA
| | - Bilgimol C Joseph
- Division of Hematology/Oncology, Department of Medicine, University of California San Diego, La Jolla, California, USA
| | - Chanond A Nasamran
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, California, USA
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, California, USA
| | - Annette von Drygalski
- Division of Hematology/Oncology, Department of Medicine, University of California San Diego, La Jolla, California, USA.
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14
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Rivera M, Zhang H, Pham J, Isquith J, Zhou QJ, Sasik R, Mark A, Ma W, Holm F, Fisch KM, Kuo DJ, Jamieson C, Jiang Q. Malignant A-to-I RNA editing by ADAR1 drives T-cell acute lymphoblastic leukemia relapse via attenuating dsRNA sensing. Res Sq 2023:rs.3.rs-2444524. [PMID: 37398458 PMCID: PMC10312963 DOI: 10.21203/rs.3.rs-2444524/v2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
Leukemia initiating cells (LICs) are regarded as the origin of leukemia relapse and therapeutic resistance. Identifying direct stemness determinants that fuel LIC self-renewal is critical for developing targeted approaches to eliminate LICs and prevent relapse. Here, we show that the RNA editing enzyme ADAR1 is a crucial stemness factor that promotes LIC self-renewal by attenuating aberrant double-stranded RNA (dsRNA) sensing. Elevated adenosine-to-inosine (A-to-I) editing is a common attribute of relapsed T-ALL regardless of molecular subtypes. Consequently, knockdown of ADAR1 severely inhibits LIC self-renewal capacity and prolongs survival in T-ALL PDX models. Mechanistically, ADAR1 directs hyper-editing of immunogenic dsRNA and retains unedited nuclear dsRNA to avoid detection by the innate immune sensor MDA5. Moreover, we uncovered that the cell intrinsic level of MDA5 dictates the dependency on ADAR1-MDA5 axis in T-ALL. Collectively, our results show that ADAR1 functions as a self-renewal factor that limits the sensing of endogenous dsRNA. Thus, targeting ADAR1 presents a safe and effective therapeutic strategy for eliminating T-ALL LICs.
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Affiliation(s)
- Maria Rivera
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
- Moores Cancer Center, La Jolla, CA 92037, USA
| | - Haoran Zhang
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
- Moores Cancer Center, La Jolla, CA 92037, USA
| | - Jessica Pham
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Jane Isquith
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Qingchen Jenny Zhou
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
- Moores Cancer Center, La Jolla, CA 92037, USA
| | - Roman Sasik
- Center for Computational Biology & Bioinformatics (CCBB), University of California, San Diego, La Jolla, 92093-0681
| | - Adam Mark
- Center for Computational Biology & Bioinformatics (CCBB), University of California, San Diego, La Jolla, 92093-0681
| | - Wenxue Ma
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Frida Holm
- Department of Women’s and Children’s Health, Division of Pediatric Oncology and Surgery, Karolinska Institutet, Sweden
| | - Kathleen M Fisch
- Center for Computational Biology & Bioinformatics (CCBB), University of California, San Diego, La Jolla, 92093-0681
- Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Diego, La Jolla, CA
| | - Dennis John Kuo
- Moores Cancer Center, La Jolla, CA 92037, USA
- Division of Pediatric Hematology-Oncology, Rady Children’s Hospital San Diego, University of California, San Diego, CA
| | - Catriona Jamieson
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
- Moores Cancer Center, La Jolla, CA 92037, USA
| | - Qingfei Jiang
- Division of Regenerative Medicine, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
- Moores Cancer Center, La Jolla, CA 92037, USA
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15
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Baghdassarian H, Blackstone SA, Clay OS, Philips R, Matthiasardottir B, Nehrebecky M, Hua VK, McVicar R, Liu Y, Tucker SM, Randazzo D, Deuitch N, Rosenzweig S, Mark A, Sasik R, Fisch KM, Pimpale Chavan P, Eren E, Watts NR, Ma CA, Gadina M, Schwartz DM, Sanyal A, Werner G, Murdock DR, Horita N, Chowdhury S, Dimmock D, Jepsen K, Remmers EF, Goldbach-Mansky R, Gahl WA, O'Shea JJ, Milner JD, Lewis NE, Chang J, Kastner DL, Torok K, Oda H, Putnam CD, Broderick L. Variant STAT4 and Response to Ruxolitinib in an Autoinflammatory Syndrome. N Engl J Med 2023; 388:2241-2252. [PMID: 37256972 PMCID: PMC10392571 DOI: 10.1056/nejmoa2202318] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
BACKGROUND Disabling pansclerotic morphea (DPM) is a rare systemic inflammatory disorder, characterized by poor wound healing, fibrosis, cytopenias, hypogammaglobulinemia, and squamous-cell carcinoma. The cause is unknown, and mortality is high. METHODS We evaluated four patients from three unrelated families with an autosomal dominant pattern of inheritance of DPM. Genomic sequencing independently identified three heterozygous variants in a specific region of the gene that encodes signal transducer and activator of transcription 4 (STAT4). Primary skin fibroblast and cell-line assays were used to define the functional nature of the genetic defect. We also assayed gene expression using single-cell RNA sequencing of peripheral-blood mononuclear cells to identify inflammatory pathways that may be affected in DPM and that may respond to therapy. RESULTS Genome sequencing revealed three novel heterozygous missense gain-of-function variants in STAT4. In vitro, primary skin fibroblasts showed enhanced interleukin-6 secretion, with impaired wound healing, contraction of the collagen matrix, and matrix secretion. Inhibition of Janus kinase (JAK)-STAT signaling with ruxolitinib led to improvement in the hyperinflammatory fibroblast phenotype in vitro and resolution of inflammatory markers and clinical symptoms in treated patients, without adverse effects. Single-cell RNA sequencing revealed expression patterns consistent with an immunodysregulatory phenotype that were appropriately modified through JAK inhibition. CONCLUSIONS Gain-of-function variants in STAT4 caused DPM in the families that we studied. The JAK inhibitor ruxolitinib attenuated the dermatologic and inflammatory phenotype in vitro and in the affected family members. (Funded by the American Academy of Allergy, Asthma, and Immunology Foundation and others.).
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Affiliation(s)
- Hratch Baghdassarian
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Sarah A Blackstone
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Owen S Clay
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Rachael Philips
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Brynja Matthiasardottir
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Michele Nehrebecky
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Vivian K Hua
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Rachael McVicar
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Yang Liu
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Suzanne M Tucker
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Davide Randazzo
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Natalie Deuitch
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Sofia Rosenzweig
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Adam Mark
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Roman Sasik
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Kathleen M Fisch
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Pallavi Pimpale Chavan
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Elif Eren
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Norman R Watts
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Chi A Ma
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Massimo Gadina
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Daniella M Schwartz
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Anwesha Sanyal
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Giffin Werner
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - David R Murdock
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Nobuyuki Horita
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Shimul Chowdhury
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - David Dimmock
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Kristen Jepsen
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Elaine F Remmers
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Raphaela Goldbach-Mansky
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - William A Gahl
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - John J O'Shea
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Joshua D Milner
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Nathan E Lewis
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Johanna Chang
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Daniel L Kastner
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Kathryn Torok
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Hirotsugu Oda
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Christopher D Putnam
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
| | - Lori Broderick
- From the Bioinformatics and Systems Biology Program (H.B.), the Department of Pediatrics (H.B., O.S.C., V.K.H., N.E.L.), the Center for Computational Biology and Bioinformatics, Department of Medicine (A.M., R.S., K.M.F.), the Institute for Genomic Medicine (K.J.), the Department of Bioengineering (N.E.L.), the Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics (J.C., L.B.), and the Department of Medicine (C.D.P.), University of California, San Diego, Sanford Burnham Prebys Medical Discovery Institute (R.M., Y.L.), and the San Diego Branch, Ludwig Institute for Cancer Research (C.D.P.), La Jolla, and the Department of Pathology (S.M.T.), Rady Children's Institute for Genomic Medicine (S.C., D.D.), and Rady Children's Hospital Foundation (J.C., L.B.), Rady Children's Hospital, San Diego - all in California; the Inflammatory Disease Section (S.A.B., B.M., M.N., S.R., P.P.C., N.H., E.F.R., D.L.K., H.O.), the Oncogenesis and Development Section (N.D.), and the Undiagnosed Diseases Program, Medical Genetics Branch (D.R.M., W.A.G.), National Human Genome Research Institute, the Molecular Immunology and Inflammation Branch (R.P., J.J.O.), the Light Imaging Section (D.R.) and the Translational Immunology Section (M.G.), Office of Science and Technology, and the Protein Expression Laboratory (E.E., N.R.W.), National Institute of Arthritis and Musculoskeletal and Skin Diseases, and the Genetics and Pathogenesis of Allergy Section, Laboratory of Allergic Diseases (C.A.M.), and the Translational Autoinflammatory Disease Section (R.G.-M.), National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, and the Department of Cell Biology and Molecular Genetics, University of Maryland, College Park (B.M.) - all in Maryland; Sanford School of Medicine, University of South Dakota, Sioux Falls (S.A.B.); the Division of Rheumatology and Clinical Immunology, University of Pittsburgh (D.M.S.), University of Pittsburgh Medical Center, Children's Hospital of Pittsburgh (A.S., G.W., K.T.), and the University of Pittsburgh Scleroderma Center (A.S., G.W., K.T.) - all in Pittsburgh; the Division of Pediatric Allergy, Immunology, and Rheumatology, Columbia University, New York (J.D.M.); and Cologne Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases and the Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany (H.O.)
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16
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Knorr J, Kaufmann B, Inzaugarat ME, Holtmann TM, Geisler L, Hundertmark J, Kohlhepp MS, Boosheri LM, Chilin‐Fuentes DR, Birmingham A, Fisch KM, Schilling JD, Loosen SH, Trautwein C, Roderburg C, Demir M, Tacke F, Hoffman HM, Feldstein AE, Wree A. Interleukin-18 signaling promotes activation of hepatic stellate cells in mouse liver fibrosis. Hepatology 2023; 77:1968-1982. [PMID: 36059147 PMCID: PMC9984672 DOI: 10.1002/hep.32776] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 08/17/2022] [Accepted: 08/17/2022] [Indexed: 01/18/2023]
Abstract
BACKGROUND AND AIMS Nucleotide-binding oligomerization domain-like receptor-family pyrin domain-containing 3 (NLRP3) inflammasome activation has been shown to result in liver fibrosis. Mechanisms and downstream signaling remain incompletely understood. Here, we studied the role of IL-18 in hepatic stellate cells (HSCs), and its impact on liver fibrosis. APPROACH AND RESULTS We observed significantly increased serum levels of IL-18 (128.4 pg/ml vs. 74.9 pg/ml) and IL-18 binding protein (BP; 46.50 ng/ml vs. 15.35 ng/ml) in patients with liver cirrhosis compared with healthy controls. Single cell RNA sequencing data showed that an immunoregulatory subset of murine HSCs highly expresses Il18 and Il18r1 . Treatment of cultured primary murine HSC with recombinant mouse IL-18 accelerated their transdifferentiation into myofibroblasts. In vivo , IL-18 receptor-deficient mice had reduced liver fibrosis in a model of fibrosis induced by HSC-specific NLRP3 overactivation. Whole liver RNA sequencing analysis from a murine model of severe NASH-induced fibrosis by feeding a choline-deficient, L-amino acid-defined, high fat diet showed that genes related to IL-18 and its downstream signaling were significantly upregulated, and Il18-/- mice receiving this diet for 10 weeks showed protection from fibrotic changes with decreased number of alpha smooth muscle actin-positive cells and collagen deposition. HSC activation triggered by NLRP3 inflammasome activation was abrogated when IL-18 signaling was blocked by its naturally occurring antagonist IL-18BP. Accordingly, we observed that the severe inflammatory phenotype associated with myeloid cell-specific NLRP3 gain-of-function was rescued by IL-18BP. CONCLUSIONS Our study highlights the role of IL-18 in the development of liver fibrosis by its direct effect on HSC activation identifying IL-18 as a target to treat liver fibrosis.
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Affiliation(s)
- Jana Knorr
- Department of Hepatology and Gastroenterology, Charité ‐ Universitätsmedizin Berlin, Campus Virchow Klinikum and Charité Campus Mitte, Berlin, Germany
- Department of Biology, Humboldt‐Universität zu Berlin, Berlin, Germany
| | - Benedikt Kaufmann
- Department of Pediatrics, University of California, San Diego, Rady Children's Hospital San Diego California, San Diego, California, USA
- Department of Surgery, TUM School of Medicine, Klinikum rechts der Isar, Technical University of Munich, Munich, Germany
| | | | - Theresa Maria Holtmann
- Department of Hepatology and Gastroenterology, Charité ‐ Universitätsmedizin Berlin, Campus Virchow Klinikum and Charité Campus Mitte, Berlin, Germany
| | - Lukas Geisler
- Department of Hepatology and Gastroenterology, Charité ‐ Universitätsmedizin Berlin, Campus Virchow Klinikum and Charité Campus Mitte, Berlin, Germany
| | - Jana Hundertmark
- Department of Hepatology and Gastroenterology, Charité ‐ Universitätsmedizin Berlin, Campus Virchow Klinikum and Charité Campus Mitte, Berlin, Germany
| | - Marlene Sophia Kohlhepp
- Department of Hepatology and Gastroenterology, Charité ‐ Universitätsmedizin Berlin, Campus Virchow Klinikum and Charité Campus Mitte, Berlin, Germany
| | - Laela M. Boosheri
- Department of Pediatrics, University of California, San Diego, Rady Children's Hospital San Diego California, San Diego, California, USA
| | - Daisy R. Chilin‐Fuentes
- Center for Computational Biology & Bioinformatics, University of California, San Diego, La Jolla, California, USA
| | - Amanda Birmingham
- Center for Computational Biology & Bioinformatics, University of California, San Diego, La Jolla, California, USA
| | - Kathleen M. Fisch
- Center for Computational Biology & Bioinformatics, University of California, San Diego, La Jolla, California, USA
| | - Joel D. Schilling
- Division of Cardiovascular Diseases, Department of Internal Medicine, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Sven H. Loosen
- Clinic for Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty of Heinrich Heine University Düsseldorf, University Hospital Düsseldorf, Düsseldorf, Germany
| | - Christian Trautwein
- Department of Internal Medicine III, RWTH University Hospital Aachen, Aachen, Germany
| | - Christoph Roderburg
- Clinic for Gastroenterology, Hepatology and Infectious Diseases, Medical Faculty of Heinrich Heine University Düsseldorf, University Hospital Düsseldorf, Düsseldorf, Germany
| | - Münevver Demir
- Department of Hepatology and Gastroenterology, Charité ‐ Universitätsmedizin Berlin, Campus Virchow Klinikum and Charité Campus Mitte, Berlin, Germany
| | - Frank Tacke
- Department of Hepatology and Gastroenterology, Charité ‐ Universitätsmedizin Berlin, Campus Virchow Klinikum and Charité Campus Mitte, Berlin, Germany
| | - Hal M. Hoffman
- Department of Pediatrics, University of California, San Diego, Rady Children's Hospital San Diego California, San Diego, California, USA
| | - Ariel E. Feldstein
- Department of Pediatrics, University of California, San Diego, Rady Children's Hospital San Diego California, San Diego, California, USA
| | - Alexander Wree
- Department of Hepatology and Gastroenterology, Charité ‐ Universitätsmedizin Berlin, Campus Virchow Klinikum and Charité Campus Mitte, Berlin, Germany
- Department of Pediatrics, University of California, San Diego, Rady Children's Hospital San Diego California, San Diego, California, USA
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17
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Vasquez-Bolanos LS, Gibbons MC, Ruoss S, Wu IT, Esparza MC, Fithian DC, Lane JG, Singh A, Nasamran CA, Fisch KM, Ward SR. Transcriptional time course after rotator cuff repair in 6 month old female rabbits. Front Physiol 2023; 14:1164055. [PMID: 37228812 PMCID: PMC10203179 DOI: 10.3389/fphys.2023.1164055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Accepted: 04/25/2023] [Indexed: 05/27/2023] Open
Abstract
Introduction: Rotator cuff tears are prevalent in the population above the age of 60. The disease progression leads to muscle atrophy, fibrosis, and fatty infiltration, which is not improved upon with surgical repair, highlighting the need to better understand the underlying biology impairing more favorable outcomes. Methods: In this study, we collected supraspinatus muscle tissue from 6 month old female rabbits who had undergone unilateral tenotomy for 8 weeks at 1, 2, 4, or 8 weeks post-repair (n = 4/group). RNA sequencing and enrichment analyses were performed to identify a transcriptional timeline of rotator cuff muscle adaptations and related morphological sequelae. Results: There were differentially expressed (DE) genes at 1 (819 up/210 down), 2 (776/120), and 4 (63/27) weeks post-repair, with none at 8 week post-repair. Of the time points with DE genes, there were 1092 unique DE genes and 442 shared genes, highlighting that there are changing processes in the muscle at each time point. Broadly, 1-week post-repair differentially expressed genes were significantly enriched in pathways of metabolism and energetic activity, binding, and regulation. Many were also significantly enriched at 2 weeks, with the addition of NIF/NF-kappaB signaling, transcription in response to hypoxia, and mRNA stability alongside many additional pathways. There was also a shift in transcriptional activity at 4 weeks post-repair with significantly enriched pathways for lipids, hormones, apoptosis, and cytokine activity, despite an overall decrease in the number of differentially expressed genes. At 8 weeks post-repair there were no DE genes when compared to control. These transcriptional profiles were correlated with the histological findings of increased fat, degeneration, and fibrosis. Specifically, correlated gene sets were enriched for fatty acid metabolism, TGF-B-related, and other pathways. Discussion: This study identifies the timeline of transcriptional changes in muscle after RC repair, which by itself, does not induce a growth/regenerative response as desired. Instead, it is predominately related to metabolism/energetics changes at 1 week post-repair, unclear or asynchronous transcriptional diversity at 2 weeks post-repair, increased adipogenesis at 4 weeks post-repair, and a low transcriptional steady state or a dysregulated stress response at 8 weeks post-repair.
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Affiliation(s)
- Laura S. Vasquez-Bolanos
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Michael C. Gibbons
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Severin Ruoss
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Isabella T. Wu
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Mary C. Esparza
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Donald C. Fithian
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - John G. Lane
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Anshuman Singh
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
- Department of Orthopaedic Surgery, Kaiser Permanente, San Diego, CA, United States
| | - Chanond A. Nasamran
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California, San Diego, San Diego, CA, United States
| | - Kathleen M. Fisch
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California, San Diego, San Diego, CA, United States
- Department of Obstetrics, Gynecology and Reproductive Science, University of California, San Diego, San Diego, CA, United States
| | - Samuel R. Ward
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
- Department of Radiology, University of California, San Diego, San Diego, CA, United States
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18
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Niemsiri V, Rosenthal SB, Nievergelt CM, Maihofer AX, Marchetto MC, Santos R, Shekhtman T, Alliey-Rodriguez N, Anand A, Balaraman Y, Berrettini WH, Bertram H, Burdick KE, Calabrese JR, Calkin CV, Conroy C, Coryell WH, DeModena A, Eyler LT, Feeder S, Fisher C, Frazier N, Frye MA, Gao K, Garnham J, Gershon ES, Goes FS, Goto T, Harrington GJ, Jakobsen P, Kamali M, Kelly M, Leckband SG, Lohoff FW, McCarthy MJ, McInnis MG, Craig D, Millett CE, Mondimore F, Morken G, Nurnberger JI, Donovan CO, Øedegaard KJ, Ryan K, Schinagle M, Shilling PD, Slaney C, Stapp EK, Stautland A, Tarwater B, Zandi PP, Alda M, Fisch KM, Gage FH, Kelsoe JR. Focal adhesion is associated with lithium response in bipolar disorder: evidence from a network-based multi-omics analysis. Mol Psychiatry 2023:10.1038/s41380-022-01909-9. [PMID: 36991131 DOI: 10.1038/s41380-022-01909-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 11/14/2022] [Accepted: 12/02/2022] [Indexed: 03/31/2023]
Abstract
Lithium (Li) is one of the most effective drugs for treating bipolar disorder (BD), however, there is presently no way to predict response to guide treatment. The aim of this study is to identify functional genes and pathways that distinguish BD Li responders (LR) from BD Li non-responders (NR). An initial Pharmacogenomics of Bipolar Disorder study (PGBD) GWAS of lithium response did not provide any significant results. As a result, we then employed network-based integrative analysis of transcriptomic and genomic data. In transcriptomic study of iPSC-derived neurons, 41 significantly differentially expressed (DE) genes were identified in LR vs NR regardless of lithium exposure. In the PGBD, post-GWAS gene prioritization using the GWA-boosting (GWAB) approach identified 1119 candidate genes. Following DE-derived network propagation, there was a highly significant overlap of genes between the top 500- and top 2000-proximal gene networks and the GWAB gene list (Phypergeometric = 1.28E-09 and 4.10E-18, respectively). Functional enrichment analyses of the top 500 proximal network genes identified focal adhesion and the extracellular matrix (ECM) as the most significant functions. Our findings suggest that the difference between LR and NR was a much greater effect than that of lithium. The direct impact of dysregulation of focal adhesion on axon guidance and neuronal circuits could underpin mechanisms of response to lithium, as well as underlying BD. It also highlights the power of integrative multi-omics analysis of transcriptomic and genomic profiling to gain molecular insights into lithium response in BD.
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Affiliation(s)
- Vipavee Niemsiri
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Sara Brin Rosenthal
- Center for Computational Biology and Bioinformatics, University of California, San Diego, La Jolla, CA, USA
| | | | - Adam X Maihofer
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Maria C Marchetto
- Department of Anthropology, University of California, San Diego, La Jolla, CA, USA
- Laboratory of Genetics, Salk Institute for Biological Studies, La Jolla, CA, USA
| | - Renata Santos
- Laboratory of Genetics, Salk Institute for Biological Studies, La Jolla, CA, USA
- University of Paris, Institute of Psychiatry and Neuroscience of Paris (IPNP), INSERM U1261266, Laboratory of Dynamics of Neuronal Structure in Health and Disease, Paris, France
| | - Tatyana Shekhtman
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Ney Alliey-Rodriguez
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA
- Department of Psychiatry and Behavioral Neuroscience, Northwestern University, Chicago, IL, USA
| | - Amit Anand
- Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Yokesh Balaraman
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Wade H Berrettini
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
| | - Holli Bertram
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Katherine E Burdick
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Joseph R Calabrese
- Mood Disorders Program, Case Western Reserve University School of Medicine, Cleveland, OH, USA
- Mood Disorders Program, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
| | - Cynthia V Calkin
- Department of Psychiatry and Medical Neuroscience, Dalhousie University, Halifax, NS, Canada
| | - Carla Conroy
- Mood Disorders Program, Case Western Reserve University School of Medicine, Cleveland, OH, USA
- Mood Disorders Program, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
| | | | - Anna DeModena
- Psychiatry Service, VA San Diego Healthcare System, San Diego, CA, USA
| | - Lisa T Eyler
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Scott Feeder
- Department of Psychiatry, The Mayo Clinic, Rochester, MN, USA
| | - Carrie Fisher
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Nicole Frazier
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Mark A Frye
- Department of Psychiatry, The Mayo Clinic, Rochester, MN, USA
| | - Keming Gao
- Mood Disorders Program, Case Western Reserve University School of Medicine, Cleveland, OH, USA
- Mood Disorders Program, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
| | - Julie Garnham
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
| | - Elliot S Gershon
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, IL, USA
| | - Fernando S Goes
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Toyomi Goto
- Mood Disorders Program, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | | | - Petter Jakobsen
- Norment, Division of Psychiatry, Haukeland University Hospital and Department of Clinical medicine, University of Bergen, Bergen, Norway
| | - Masoud Kamali
- Department of Psychiatry, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Marisa Kelly
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Susan G Leckband
- Psychiatry Service, VA San Diego Healthcare System, San Diego, CA, USA
| | - Falk W Lohoff
- Department of Psychiatry, University of Pennsylvania, Philadelphia, PA, USA
| | - Michael J McCarthy
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Melvin G McInnis
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - David Craig
- Department of Translational Genomics, University of Southern California, Los Angeles, CA, USA
| | - Caitlin E Millett
- Department of Psychiatry, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Francis Mondimore
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Gunnar Morken
- Division of Mental Health Care, St Olavs University Hospital, and Department of Mental Health, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
| | - John I Nurnberger
- Department of Psychiatry, Indiana University School of Medicine, Indianapolis, IN, USA
- Medical and Molecular Genetics, Stark Neurosciences Research Institute, Indiana University School of Medicine, Indianapolis, IN, USA
| | | | - Ketil J Øedegaard
- Norment, Division of Psychiatry, Haukeland University Hospital and Department of Clinical medicine, University of Bergen, Bergen, Norway
| | - Kelly Ryan
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA
| | - Martha Schinagle
- Mood Disorders Program, Case Western Reserve University School of Medicine, Cleveland, OH, USA
| | - Paul D Shilling
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Claire Slaney
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
| | - Emma K Stapp
- Department of Mental Health, Johns Hopkins Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD, USA
| | - Andrea Stautland
- Department of Clinical Medicine, University of Bergen, Bergen, Norway
| | - Bruce Tarwater
- Department of Psychiatry, University of Iowa, Iowa City, IA, USA
| | - Peter P Zandi
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University, Baltimore, MD, USA
| | - Martin Alda
- Department of Psychiatry, Dalhousie University, Halifax, NS, Canada
- National Institute of Mental Health, Klecany, Czech Republic
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, University of California, San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Fred H Gage
- Laboratory of Genetics, Salk Institute for Biological Studies, La Jolla, CA, USA
| | - John R Kelsoe
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA.
- Institute for Genomic Medicine, University of California, San Diego, La Jolla, CA, USA.
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19
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van der Werf I, Mondala PK, Steel SK, Balaian L, Ladel L, Mason CN, Diep RH, Pham J, Cloos J, Kaspers GJL, Chan WC, Mark A, La Clair JJ, Wentworth P, Fisch KM, Crews LA, Whisenant TC, Burkart MD, Donohoe ME, Jamieson CHM. Detection and targeting of splicing deregulation in pediatric acute myeloid leukemia stem cells. Cell Rep Med 2023; 4:100962. [PMID: 36889320 PMCID: PMC10040387 DOI: 10.1016/j.xcrm.2023.100962] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2022] [Revised: 08/03/2022] [Accepted: 02/10/2023] [Indexed: 03/09/2023]
Abstract
Pediatric acute myeloid leukemia (pAML) is typified by high relapse rates and a relative paucity of somatic DNA mutations. Although seminal studies show that splicing factor mutations and mis-splicing fuel therapy-resistant leukemia stem cell (LSC) generation in adults, splicing deregulation has not been extensively studied in pAML. Herein, we describe single-cell proteogenomics analyses, transcriptome-wide analyses of FACS-purified hematopoietic stem and progenitor cells followed by differential splicing analyses, dual-fluorescence lentiviral splicing reporter assays, and the potential of a selective splicing modulator, Rebecsinib, in pAML. Using these methods, we discover transcriptomic splicing deregulation typified by differential exon usage. In addition, we discover downregulation of splicing regulator RBFOX2 and CD47 splice isoform upregulation. Importantly, splicing deregulation in pAML induces a therapeutic vulnerability to Rebecsinib in survival, self-renewal, and lentiviral splicing reporter assays. Taken together, the detection and targeting of splicing deregulation represent a potentially clinically tractable strategy for pAML therapy.
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Affiliation(s)
- Inge van der Werf
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA; Department of Hematology, Amsterdam University Medical Center, VU University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands; Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands
| | - Phoebe K Mondala
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA
| | - S Kathleen Steel
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA
| | - Larisa Balaian
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA
| | - Luisa Ladel
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA
| | - Cayla N Mason
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA
| | - Raymond H Diep
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA
| | - Jessica Pham
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA
| | - Jacqueline Cloos
- Department of Hematology, Amsterdam University Medical Center, VU University Medical Center, Cancer Center Amsterdam, Amsterdam, the Netherlands
| | - Gertjan J L Kaspers
- Princess Máxima Center for Pediatric Oncology, Utrecht, the Netherlands; Emma Children's Hospital Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam, Pediatric Oncology, Amsterdam, the Netherlands
| | - Warren C Chan
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA 92037, USA
| | - Adam Mark
- Center for Computational Biology and Bioinformatics (CCBB), University of California, San Diego, La Jolla, CA 92037, USA
| | - James J La Clair
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA 92037, USA
| | - Peggy Wentworth
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics (CCBB), University of California, San Diego, La Jolla, CA 92037, USA
| | - Leslie A Crews
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA
| | - Thomas C Whisenant
- Center for Computational Biology and Bioinformatics (CCBB), University of California, San Diego, La Jolla, CA 92037, USA
| | - Michael D Burkart
- Department of Chemistry and Biochemistry, University of California, San Diego, La Jolla, CA 92037, USA
| | - Mary E Donohoe
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA
| | - Catriona H M Jamieson
- Division of Regenerative Medicine, Department of Medicine, Sanford Stem Cell Institute, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92037, USA.
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20
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Fielding-Miller R, Karthikeyan S, Gaines T, Garfein RS, Salido RA, Cantu VJ, Kohn L, Martin NK, Wynn A, Wijaya C, Flores M, Omaleki V, Majnoonian A, Gonzalez-Zuniga P, Nguyen M, Vo AV, Le T, Duong D, Hassani A, Tweeten S, Jepsen K, Henson B, Hakim A, Birmingham A, De Hoff P, Mark AM, Nasamran CA, Rosenthal SB, Moshiri N, Fisch KM, Humphrey G, Farmer S, Tubb HM, Valles T, Morris J, Kang J, Khaleghi B, Young C, Akel AD, Eilert S, Eno J, Curewitz K, Laurent LC, Rosing T, Knight R. Safer at school early alert: an observational study of wastewater and surface monitoring to detect COVID-19 in elementary schools. Lancet Reg Health Am 2023; 19:100449. [PMID: 36844610 PMCID: PMC9939935 DOI: 10.1016/j.lana.2023.100449] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 01/30/2023] [Accepted: 02/01/2023] [Indexed: 06/18/2023]
Abstract
Background Schools are high-risk settings for SARS-CoV-2 transmission, but necessary for children's educational and social-emotional wellbeing. Previous research suggests that wastewater monitoring can detect SARS-CoV-2 infections in controlled residential settings with high levels of accuracy. However, its effective accuracy, cost, and feasibility in non-residential community settings is unknown. Methods The objective of this study was to determine the effectiveness and accuracy of community-based passive wastewater and surface (environmental) surveillance to detect SARS-CoV-2 infection in neighborhood schools compared to weekly diagnostic (PCR) testing. We implemented an environmental surveillance system in nine elementary schools with 1700 regularly present staff and students in southern California. The system was validated from November 2020 to March 2021. Findings In 447 data collection days across the nine sites 89 individuals tested positive for COVID-19, and SARS-CoV-2 was detected in 374 surface samples and 133 wastewater samples. Ninety-three percent of identified cases were associated with an environmental sample (95% CI: 88%-98%); 67% were associated with a positive wastewater sample (95% CI: 57%-77%), and 40% were associated with a positive surface sample (95% CI: 29%-52%). The techniques we utilized allowed for near-complete genomic sequencing of wastewater and surface samples. Interpretation Passive environmental surveillance can detect the presence of COVID-19 cases in non-residential community school settings with a high degree of accuracy. Funding County of San Diego, Health and Human Services Agency, National Institutes of Health, National Science Foundation, Centers for Disease Control.
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Affiliation(s)
- Rebecca Fielding-Miller
- Division of Infectious Disease and Global Public Health, School of Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Smruthi Karthikeyan
- Department of Pediatrics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Tommi Gaines
- Division of Infectious Disease and Global Public Health, School of Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Richard S. Garfein
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Rodolfo A. Salido
- Department of Bioengineering, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Victor J. Cantu
- Department of Bioengineering, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Laura Kohn
- Kohn Education Consulting, San Diego, CA, USA
| | - Natasha K. Martin
- Division of Infectious Disease and Global Public Health, School of Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Adriane Wynn
- Division of Infectious Disease and Global Public Health, School of Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Carrissa Wijaya
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Marlene Flores
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Vinton Omaleki
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Araz Majnoonian
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
- University of California San Diego and San Diego State University Joint Doctoral Program in Public Health, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Patricia Gonzalez-Zuniga
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Megan Nguyen
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
- Johns Hopkins University Bloomberg School of Public Health, International Health Social and Behavioral Interventions, 615 N Wolfe St, Baltimore, MD 21205, USA
| | - Anh V. Vo
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
- Johns Hopkins University Bloomberg School of Public Health, International Health Social and Behavioral Interventions, 615 N Wolfe St, Baltimore, MD 21205, USA
| | - Tina Le
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Dawn Duong
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Ashkan Hassani
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Samantha Tweeten
- County of San Diego, Health and Human Services Agency, 1600 Pacific Highway, San Diego, CA, 92101, USA
| | - Kristen Jepsen
- Institute for Genomic Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Benjamin Henson
- Institute for Genomic Medicine, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Abbas Hakim
- Department of Obstetrics Gynecology and Reproductive Sciences, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Amanda Birmingham
- Center for Computational Biology & Bioinformatics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Peter De Hoff
- Department of Pediatrics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Adam M. Mark
- Center for Computational Biology & Bioinformatics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Chanond A. Nasamran
- Center for Computational Biology & Bioinformatics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Sara Brin Rosenthal
- Center for Computational Biology & Bioinformatics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Niema Moshiri
- Department of Computer Science & Engineering, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Kathleen M. Fisch
- Department of Obstetrics Gynecology and Reproductive Sciences, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
- Center for Computational Biology & Bioinformatics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Greg Humphrey
- Department of Pediatrics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Sawyer Farmer
- Department of Pediatrics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Helena M. Tubb
- Department of Pediatrics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Tommy Valles
- Department of Pediatrics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Justin Morris
- Department of Computer Science & Engineering, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
- Department of Electrical and Computer Engineering, San Diego State University, 5500 Campanile Drive, San Diego, CA, 92182, USA
| | - Jaeyoung Kang
- Department of Electrical and Computer Engineering, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Behnam Khaleghi
- Department of Computer Science & Engineering, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Colin Young
- Department of Computer Science & Engineering, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Ameen D. Akel
- Micron Technology, Inc., 7220 Trade Street, San Diego, CA 92121, USA
| | - Sean Eilert
- Micron Technology, Inc., 7220 Trade Street, San Diego, CA 92121, USA
| | - Justin Eno
- Micron Technology, Inc., 7220 Trade Street, San Diego, CA 92121, USA
| | - Ken Curewitz
- Micron Technology, Inc., 7220 Trade Street, San Diego, CA 92121, USA
| | - Louise C. Laurent
- University of California San Diego and San Diego State University Joint Doctoral Program in Public Health, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Tajana Rosing
- Department of Computer Science & Engineering, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Rob Knight
- Department of Pediatrics, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
- Department of Bioengineering, University of California San Diego, 9500 Gilman Drive, La Jolla, CA, 92093, USA
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21
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Fielding-Miller R, Karthikeyan S, Gaines T, Garfein RS, Salido RA, Cantu VJ, Kohn L, Martin NK, Wynn A, Wijaya C, Flores M, Omaleki V, Majnoonian A, Gonzalez-Zuniga P, Nguyen M, Vo AV, Le T, Duong D, Hassani A, Tweeten S, Jepsen K, Henson B, Hakim A, Birmingham A, De Hoff P, Mark AM, Nasamran CA, Rosenthal SB, Moshiri N, Fisch KM, Humphrey G, Farmer S, Tubb HM, Valles T, Morris J, Kang J, Khaleghi B, Young C, Akel AD, Eilert S, Eno J, Curewitz K, Laurent LC, Rosing T, Knight R. Wastewater and surface monitoring to detect COVID-19 in elementary school settings: The Safer at School Early Alert project. medRxiv 2023:2021.10.19.21265226. [PMID: 34704096 PMCID: PMC8547528 DOI: 10.1101/2021.10.19.21265226] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
Background Schools are high-risk settings for SARS-CoV-2 transmission, but necessary for children's educational and social-emotional wellbeing. Previous research suggests that wastewater monitoring can detect SARS-CoV-2 infections in controlled residential settings with high levels of accuracy. However, its effective accuracy, cost, and feasibility in non-residential community settings is unknown. Methods The objective of this study was to determine the effectiveness and accuracy of community-based passive wastewater and surface (environmental) surveillance to detect SARS-CoV-2 infection in neighborhood schools compared to weekly diagnostic (PCR) testing. We implemented an environmental surveillance system in nine elementary schools with 1700 regularly present staff and students in southern California. The system was validated from November 2020 - March 2021. Findings In 447 data collection days across the nine sites 89 individuals tested positive for COVID-19, and SARS-CoV-2 was detected in 374 surface samples and 133 wastewater samples. Ninety-three percent of identified cases were associated with an environmental sample (95% CI: 88% - 98%); 67% were associated with a positive wastewater sample (95% CI: 57% - 77%), and 40% were associated with a positive surface sample (95% CI: 29% - 52%). The techniques we utilized allowed for near-complete genomic sequencing of wastewater and surface samples. Interpretation Passive environmental surveillance can detect the presence of COVID-19 cases in non-residential community school settings with a high degree of accuracy. Funding County of San Diego, Health and Human Services Agency, National Institutes of Health, National Science Foundation, Centers for Disease Control.
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Affiliation(s)
- Rebecca Fielding-Miller
- University of California San Diego, School of Medicine, Division of Infectious Disease and Global Public Health
| | | | - Tommi Gaines
- University of California San Diego, School of Medicine, Division of Infectious Disease and Global Public Health
| | - Richard S. Garfein
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science
| | | | - Victor J. Cantu
- University of California San Diego, Department of Bioengineering
| | | | - Natasha K Martin
- University of California San Diego, School of Medicine, Division of Infectious Disease and Global Public Health
| | - Adriane Wynn
- University of California San Diego, School of Medicine, Division of Infectious Disease and Global Public Health
| | - Carrissa Wijaya
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science
| | - Marlene Flores
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science
| | - Vinton Omaleki
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science
| | - Araz Majnoonian
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science
- University of California San Diego and San Diego State University Joint Doctoral Program in Public Health
| | - Patricia Gonzalez-Zuniga
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science
| | - Megan Nguyen
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science
- Johns Hopkins University Bloomberg School of Public Health, International Health Social and Behavioral Interventions
| | - Anh V Vo
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science
- Johns Hopkins University Bloomberg School of Public Health, International Health Social and Behavioral Interventions
| | - Tina Le
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science
| | - Dawn Duong
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science
| | - Ashkan Hassani
- University of California San Diego, Herbert Wertheim School of Public Health and Human Longevity Science
| | | | - Kristen Jepsen
- University of California San Diego, Institute for Genomic Medicine
| | - Benjamin Henson
- University of California San Diego, Institute for Genomic Medicine
| | - Abbas Hakim
- University of California San Diego, Department of Obstetrics Gynecology and Reproductive Sciences
| | - Amanda Birmingham
- University of California San Diego, Center for Computational Biology & Bioinformatics
| | - Peter De Hoff
- University of California San Diego, Department of Pediatrics
| | - Adam M. Mark
- University of California San Diego, Center for Computational Biology & Bioinformatics
| | - Chanond A Nasamran
- University of California San Diego, Center for Computational Biology & Bioinformatics
| | - Sara Brin Rosenthal
- University of California San Diego, Center for Computational Biology & Bioinformatics
| | - Niema Moshiri
- University of California San Diego, Department of Computer Science & Engineering
| | - Kathleen M. Fisch
- University of California San Diego, Department of Obstetrics Gynecology and Reproductive Sciences
- University of California San Diego, Center for Computational Biology & Bioinformatics
| | - Greg Humphrey
- University of California San Diego, Department of Pediatrics
| | - Sawyer Farmer
- University of California San Diego, Department of Pediatrics
| | - Helena M. Tubb
- University of California San Diego, Department of Pediatrics
| | - Tommy Valles
- University of California San Diego, Department of Pediatrics
| | - Justin Morris
- University of California San Diego, Department of Computer Science & Engineering
- San Diego State University, Department of Electrical and Computer Engineering
| | - Jaeyoung Kang
- University of California San Diego, Department of Electrical and Computer Engineering
| | - Behnam Khaleghi
- University of California San Diego, Department of Computer Science & Engineering
| | - Colin Young
- University of California San Diego, Department of Computer Science & Engineering
| | | | | | | | | | - Louise C Laurent
- University of California San Diego and San Diego State University Joint Doctoral Program in Public Health
| | - Tajana Rosing
- University of California San Diego, Department of Computer Science & Engineering
| | - Rob Knight
- University of California San Diego, Department of Pediatrics
- University of California San Diego, Department of Bioengineering
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22
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Rios-Covian D, Butcher LD, Ablack AL, den Hartog G, Matsubara MT, Ly H, Oates AW, Xu G, Fisch KM, Ahrens ET, Toden S, Brown CC, Kim K, Le D, Eckmann L, Dhar B, Izumi T, Ernst PB, Crowe SE. A Novel Hypomorphic Apex1 Mouse Model Implicates Apurinic/Apyrimidinic Endonuclease 1 in Oxidative DNA Damage Repair in Gastric Epithelial Cells. Antioxid Redox Signal 2023; 38:183-197. [PMID: 35754343 PMCID: PMC10039277 DOI: 10.1089/ars.2021.0119] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Revised: 06/06/2022] [Accepted: 06/09/2022] [Indexed: 01/20/2023]
Abstract
Aims: Though best known for its role in oxidative DNA damage repair, apurinic/apyrimidinic endonuclease 1 (APE1) is a multifunctional protein that regulates multiple host responses during oxidative stress, including the reductive activation of transcription factors. As knockout of the APE1-encoding gene, Apex1, is embryonically lethal, we sought to create a viable model with generalized inhibition of APE1 expression. Results: A hypomorphic (HM) mouse with decreased APE1 expression throughout the body was generated using a construct containing a neomycin resistance (NeoR) cassette knocked into the Apex1 site. Offspring were assessed for APE1 expression, breeding efficiency, and morphology with a focused examination of DNA damage in the stomach. Heterozygotic breeding pairs yielded 50% fewer HM mice than predicted by Mendelian genetics. APE1 expression was reduced up to 90% in the lungs, heart, stomach, and spleen. The HM offspring were typically smaller, and most had a malformed tail. Oxidative DNA damage was increased spontaneously in the stomachs of HM mice. Further, all changes were reversed when the NeoR cassette was removed. Primary gastric epithelial cells from HM mice differentiated more quickly and had more evidence of oxidative DNA damage after stimulation with Helicobacter pylori or a chemical carcinogen than control lines from wildtype mice. Innovation: A HM mouse with decreased APE1 expression throughout the body was generated and extensively characterized. Conclusion: The results suggest that HM mice enable studies of APE1's multiple functions throughout the body. The detailed characterization of the stomach showed that gastric epithelial cells from HM were more susceptible to DNA damage. Antioxid. Redox Signal. 38, 183-197.
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Affiliation(s)
- David Rios-Covian
- Center for Veterinary Sciences and Comparative Medicine, Division of Comparative Pathology and Medicine, Department of Pathology, University of California, San Diego, La Jolla, California, USA
| | - Lindsay D. Butcher
- Division of Gastroenterology, Department of Medicine, University of California, San Diego, La Jolla, California, USA
| | - Amber L. Ablack
- Division of Gastroenterology, Department of Medicine, University of California, San Diego, La Jolla, California, USA
| | - Gerco den Hartog
- Division of Gastroenterology, Department of Medicine, University of California, San Diego, La Jolla, California, USA
| | - Mason T. Matsubara
- Division of Gastroenterology, Department of Medicine, University of California, San Diego, La Jolla, California, USA
| | - Hong Ly
- Division of Gastroenterology, Department of Medicine, University of California, San Diego, La Jolla, California, USA
| | - Andrew W. Oates
- Center for Veterinary Sciences and Comparative Medicine, Division of Comparative Pathology and Medicine, Department of Pathology, University of California, San Diego, La Jolla, California, USA
| | - Guorong Xu
- Center for Computational Biology & Bioinformatics, Department of Medicine, University of California, San Diego, La Jolla, California, USA
| | - Kathleen M. Fisch
- Center for Computational Biology & Bioinformatics, Department of Medicine, University of California, San Diego, La Jolla, California, USA
| | - Eric T. Ahrens
- Department of Radiology, University of California, San Diego, La Jolla, California, USA
| | - Shusuke Toden
- Molecular Stethoscope, Inc., San Diego, California, USA
| | - Corrie C. Brown
- Department of Pathology, College of Veterinary Medicine, University of Georgia, Athens, Georgia, USA
| | - Kenneth Kim
- La Jolla Institute for Immunology, La Jolla, California, USA
| | - Dzung Le
- Center for Veterinary Sciences and Comparative Medicine, Division of Comparative Pathology and Medicine, Department of Pathology, University of California, San Diego, La Jolla, California, USA
| | - Lars Eckmann
- Division of Gastroenterology, Department of Medicine, University of California, San Diego, La Jolla, California, USA
| | - Bithika Dhar
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, Kentucky, USA
| | - Tadahide Izumi
- Department of Toxicology and Cancer Biology, University of Kentucky, Lexington, Kentucky, USA
| | - Peter B. Ernst
- Center for Veterinary Sciences and Comparative Medicine, Division of Comparative Pathology and Medicine, Department of Pathology, University of California, San Diego, La Jolla, California, USA
- Division of Gastroenterology, Department of Medicine, University of California, San Diego, La Jolla, California, USA
- Department of Immunology, Chiba University, Chiba, Japan
| | - Sheila E. Crowe
- Division of Gastroenterology, Department of Medicine, University of California, San Diego, La Jolla, California, USA
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23
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Goemans SL, Pinson KA, Jacobs MB, Hoang M, Fisch KM, Longhurst CA, Tarsa M, Gyamfi-Bannerman C. The inequity of eclampsia in southern california. Am J Obstet Gynecol 2023. [DOI: 10.1016/j.ajog.2022.11.981] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
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24
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Goyal NP, Rosenthal SB, Nasamran C, Behling CA, Angeles JE, Fishbein MH, Harlow KE, Jain AK, Molleston JP, Newton KP, Ugalde-Nicalo P, Xanthankos SA, Yates K, Schork NJ, Fisch KM, Schwimmer JB. Nonalcoholic fatty liver disease risk and histologic severity are associated with genetic polymorphisms in children. Hepatology 2023; 77:197-212. [PMID: 35560106 PMCID: PMC9653518 DOI: 10.1002/hep.32570] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Revised: 05/09/2022] [Accepted: 05/09/2022] [Indexed: 02/03/2023]
Abstract
BACKGROUND AND AIMS NAFLD is the most common chronic liver disease in children. Large pediatric studies identifying single nucleotide polymorphisms (SNPs) associated with risk and histologic severity of NAFLD are limited. Study aims included investigating SNPs associated with risk for NAFLD using family trios and association of candidate alleles with histologic severity. APPROACH AND RESULTS Children with biopsy-confirmed NAFLD were enrolled from the NASH Clinical Research Network. The Expert Pathology Committee reviewed liver histology. Genotyping was conducted with allele-specific primers for 60 candidate SNPs. Parents were enrolled for trio analysis. To assess risk for NAFLD, the transmission disequilibrium test was conducted in trios. Among cases, regression analysis assessed associations with histologic severity. A total of 822 children with NAFLD had mean age 13.2 years (SD 2.7) and mean ALT 101 U/L (SD 90). PNPLA3 (rs738409) demonstrated the strongest risk ( p = 2.24 × 10 -14 ) for NAFLD. Among children with NAFLD, stratifying by PNPLA3 s738409 genotype, the variant genotype associated with steatosis ( p = 0.005), lobular ( p = 0.03) and portal inflammation ( p = 0.002). Steatosis grade associated with TM6SF2 ( p = 0.0009), GCKR ( p = 0.0032), PNPLA3 rs738409 ( p = 0.0053), and MTTP ( p = 0.0051). Fibrosis stage associated with PARVB rs6006473 ( p = 0.0001), NR1I2 ( p = 0.0021), ADIPOR2 ( p = 0.0038), and OXTR ( p = 0.0065). PNPLA3 rs738409 ( p = 0.0002) associated with borderline zone 1 NASH. CONCLUSIONS This study demonstrated disease-associated SNPs in children with NAFLD. In particular, rs6006473 was highly associated with severity of fibrosis. These hypothesis-generating results support future mechanistic studies of development of adverse outcomes such as fibrosis and generation of therapeutic targets for NAFLD in children.
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Affiliation(s)
- Nidhi P. Goyal
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Pediatrics, University of California, San Diego School of Medicine, San Diego, California, USA
- Department of Gastroenterology, Rady Children’s Hospital San Diego, San Diego, California, USA
| | - Sara B. Rosenthal
- Center for Computational Biology and Bioinformatics, University of California, San Diego, La Jolla, California, USA
| | - Chanod Nasamran
- Center for Computational Biology and Bioinformatics, University of California, San Diego, La Jolla, California, USA
| | - Cynthia A. Behling
- Department of Pathology, Sharp Memorial Hospital; Division of Gastroenterology, Hepatology, and Nutrition, Department of Pediatrics, University of California, San Diego, California, USA
| | - Jorge E. Angeles
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Pediatrics, University of California, San Diego School of Medicine, San Diego, California, USA
| | - Mark H. Fishbein
- Department of Pediatrics, Feinberg Medical School of Northwestern University, Chicago, Illinois, USA
| | - Kathryn E. Harlow
- Riley Hospital for Children At Indiana University Health, Indianapolis, Indiana, USA
| | - Ajay K. Jain
- Division of Gastroenterology, Hepatology and Nutrition, Department of Pediatrics, St. Louis University, St. Louis, Missouri, USA
| | - Jean P. Molleston
- Section of Pediatric Gastroenterology, Hepatology and Nutrition, Riley Hospital for Children, Indiana University School of Medicine, Indiana University, Indianapolis, Indiana, USA
| | - Kimberly P. Newton
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Pediatrics, University of California, San Diego School of Medicine, San Diego, California, USA
- Department of Gastroenterology, Rady Children’s Hospital San Diego, San Diego, California, USA
| | - Patricia Ugalde-Nicalo
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Pediatrics, University of California, San Diego School of Medicine, San Diego, California, USA
| | - Stavra A. Xanthankos
- Division of Gastroenterology, Hepatology and Nutrition, Cincinnati Children’s Hospital Medical Center, Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio, USA
| | - Katherine Yates
- Department of Epidemiology and Biostatistics, Johns Hopkins University, Baltimore, Maryland, USA
| | - Nicholas J. Schork
- The Translational Genomics Research Institute (TGen), Phoenix, Arizona, USA
- Department of Molecular and Cell Biology, The City of Hope National Medical Center, Duarte, California, USA
| | - Kathleen M. Fisch
- Center for Computational Biology and Bioinformatics, University of California, San Diego, La Jolla, California, USA
| | - Jeffrey B. Schwimmer
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Pediatrics, University of California, San Diego School of Medicine, San Diego, California, USA
- Department of Gastroenterology, Rady Children’s Hospital San Diego, San Diego, California, USA
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25
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Jones MK, Agarwal D, Mazo KW, Chopra M, Jurlina SL, Dash N, Xu Q, Ogata AR, Chow M, Hill AD, Kambli NK, Xu G, Sasik R, Birmingham A, Fisch KM, Weinreb RN, Enke RA, Skowronska-Krawczyk D, Wahlin KJ. Chromatin Accessibility and Transcriptional Differences in Human Stem Cell-Derived Early-Stage Retinal Organoids. Cells 2022; 11:cells11213412. [PMID: 36359808 PMCID: PMC9657268 DOI: 10.3390/cells11213412] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Revised: 10/19/2022] [Accepted: 10/21/2022] [Indexed: 02/08/2023] Open
Abstract
Retinogenesis involves the specification of retinal cell types during early vertebrate development. While model organisms have been critical for determining the role of dynamic chromatin and cell-type specific transcriptional networks during this process, an enhanced understanding of the developing human retina has been more elusive due to the requirement for human fetal tissue. Pluripotent stem cell (PSC) derived retinal organoids offer an experimentally accessible solution for investigating the developing human retina. To investigate cellular and molecular changes in developing early retinal organoids, we developed SIX6-GFP and VSX2-tdTomato (or VSX2-h2b-mRuby3) dual fluorescent reporters. When differentiated as 3D organoids these expressed GFP at day 15 and tdTomato (or mRuby3) at day 25, respectively. This enabled us to explore transcriptional and chromatin related changes using RNA-seq and ATAC-seq from pluripotency through early retina specification. Pathway analysis of developing organoids revealed a stepwise loss of pluripotency, while optic vesicle and retina pathways became progressively more prevalent. Correlating gene transcription with chromatin accessibility in early eye field development showed that retinal cells underwent a clear change in chromatin landscape, as well as gene expression profiles. While each dataset alone provided valuable information, considering both in parallel provided an informative glimpse into the molecular nature eye development.
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Affiliation(s)
- Melissa K. Jones
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
| | - Devansh Agarwal
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
- Department of Bioengineering, University of California San Diego, La Jolla, CA 92093, USA
| | - Kevin W. Mazo
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
| | - Manan Chopra
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
| | - Shawna L. Jurlina
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
| | - Nicholas Dash
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
| | - Qianlan Xu
- Center for Translational Vision Research, University of California Irvine, Irvine, CA 92617, USA
| | - Anna R. Ogata
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
| | - Melissa Chow
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
| | - Alex D. Hill
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
| | - Netra K. Kambli
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
- Department of Biotechnology, California State University Channel Islands, Camarillo, CA 93012, USA
| | - Guorong Xu
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA 92093, USA
| | - Roman Sasik
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA 92093, USA
| | - Amanda Birmingham
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA 92093, USA
| | - Kathleen M. Fisch
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA 92093, USA
- Department of Obstetrics, Gynecology & Reproductive Sciences, University of California San Diego, La Jolla, CA 92037, USA
| | - Robert N. Weinreb
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
| | - Ray A. Enke
- Department of Biology, James Madison University, Harrisonburg, VA 22807, USA
| | | | - Karl J. Wahlin
- Viterbi Family Department of Ophthalmology, Shiley Eye Institute, University of California San Diego, La Jolla, CA 92093, USA
- Correspondence:
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26
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Ruoss S, Esparza MC, Vasquez-Bolanos LS, Nasamran CA, Fisch KM, Engler AJ, Ward SR. Spatial transcriptomics tools allow for regional exploration of heterogeneous muscle pathology in the pre-clinical rabbit model of rotator cuff tear. J Orthop Surg Res 2022; 17:440. [PMID: 36195913 PMCID: PMC9531386 DOI: 10.1186/s13018-022-03326-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Accepted: 09/18/2022] [Indexed: 11/21/2022] Open
Abstract
Background Conditions affecting skeletal muscle, such as chronic rotator cuff tears, low back pain, dystrophies, and many others, often share changes in muscle phenotype: intramuscular adipose and fibrotic tissue increase while contractile tissue is lost. The underlying changes in cell populations and cell ratios observed with these phenotypic changes complicate the interpretation of tissue-level transcriptional data. Novel single-cell transcriptomics has limited capacity to address this problem because muscle fibers are too long to be engulfed in single-cell droplets and single nuclei transcriptomics are complicated by muscle fibers’ multinucleation. Therefore, the goal of this project was to evaluate the potential and challenges of a spatial transcriptomics technology to add dimensionality to transcriptional data in an attempt to better understand regional cellular activity in heterogeneous skeletal muscle tissue. Methods The 3′ Visium spatial transcriptomics technology was applied to muscle tissue of a rabbit model of rotator cuff tear. Healthy control and tissue collected at 2 and 16 weeks after tenotomy was utilized and freshly snap frozen tissue was compared with tissue stored for over 6 years to evaluate whether this technology is retrospectively useful in previously acquired tissues. Transcriptional information was overlayed with standard hematoxylin and eosin (H&E) stains of the exact same histological sections. Results Sequencing saturation and number of genes detected was not affected by sample storage duration. Unbiased clustering matched the underlying tissue type-based on H&E assessment. Connective-tissue-rich areas presented with lower unique molecular identifier counts are compared with muscle fibers even though tissue permeabilization was standardized across the section. A qualitative analysis of resulting datasets revealed heterogeneous fiber degeneration–regeneration after tenotomy based on (neonatal) myosin heavy chain 8 detection and associated differentially expressed gene analysis. Conclusions This protocol can be used in skeletal muscle to explore spatial transcriptional patterns and confidently relate them to the underlying histology, even for tissues that have been stored for up to 6 years. Using this protocol, there is potential for novel transcriptional pathway discovery in longitudinal studies since the transcriptional information is unbiased by muscle composition and cell type changes.
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Affiliation(s)
- Severin Ruoss
- Department of Orthopaedic Surgery, UC San Diego, 9500 Gilman Drive, La Jolla, CA, 92093-0863, USA
| | - Mary C Esparza
- Department of Orthopaedic Surgery, UC San Diego, 9500 Gilman Drive, La Jolla, CA, 92093-0863, USA
| | - Laura S Vasquez-Bolanos
- Department of Orthopaedic Surgery, UC San Diego, 9500 Gilman Drive, La Jolla, CA, 92093-0863, USA.,Department of Bioengineering, UC San Diego, La Jolla, CA, USA
| | - Chanond A Nasamran
- Center for Computational Biology and Bioinformatics, UC San Diego, La Jolla, CA, USA
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, UC San Diego, La Jolla, CA, USA.,Department of Obstetrics, Gynecology and Reproductive Sciences, UC San Diego, La Jolla, CA, USA
| | - Adam J Engler
- Department of Bioengineering, UC San Diego, La Jolla, CA, USA
| | - Samuel R Ward
- Department of Orthopaedic Surgery, UC San Diego, 9500 Gilman Drive, La Jolla, CA, 92093-0863, USA. .,Department of Bioengineering, UC San Diego, La Jolla, CA, USA. .,Department of Radiology, UC San Diego, La Jolla, CA, USA.
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27
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Podvin S, Rosenthal SB, Poon W, Wei E, Fisch KM, Hook V. Mutant Huntingtin Protein Interaction Map Implicates Dysregulation of Multiple Cellular Pathways in Neurodegeneration of Huntington's Disease. J Huntingtons Dis 2022; 11:243-267. [PMID: 35871359 PMCID: PMC9484122 DOI: 10.3233/jhd-220538] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Huntington's disease (HD) is a genetic neurodegenerative disease caused by trinucleotide repeat (CAG) expansions in the human HTT gene encoding the huntingtin protein (Htt) with an expanded polyglutamine tract. OBJECTIVE HD models from yeast to transgenic mice have investigated proteins interacting with mutant Htt that may initiate molecular pathways of cell death. There is a paucity of datasets of published Htt protein interactions that include the criteria of 1) defining fragments or full-length Htt forms, 2) indicating the number of poly-glutamines of the mutant and wild-type Htt forms, and 3) evaluating native Htt interaction complexes. This research evaluated such interactor data to gain understanding of Htt dysregulation of cellular pathways. METHODS Htt interacting proteins were compiled from the literature that meet our criteria and were subjected to network analysis via clustering, gene ontology, and KEGG pathways using rigorous statistical methods. RESULTS The compiled data of Htt interactors found that both mutant and wild-type Htt interact with more than 2,971 proteins. Application of a community detection algorithm to all known Htt interactors identified significant signal transduction, membrane trafficking, chromatin, and mitochondrial clusters, among others. Binomial analyses of a subset of reported protein interactor information determined that chromatin organization, signal transduction and endocytosis were diminished, while mitochondria, translation and membrane trafficking had enriched overall edge effects. CONCLUSION The data support the hypothesis that mutant Htt disrupts multiple cellular processes causing toxicity. This dataset is an open resource to aid researchers in formulating hypotheses of HD mechanisms of pathogenesis.
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Affiliation(s)
- Sonia Podvin
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Sara Brin Rosenthal
- Center for Computational Biology & Bioinformatics, University of California, San Diego, La Jolla, CA, USA
| | - William Poon
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Enlin Wei
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Kathleen M Fisch
- Center for Computational Biology & Bioinformatics, University of California, San Diego, La Jolla, CA, USA.,Department of Obstetrics, Gynecology & Reproductive Sciences, University of California, San Diego, La Jolla, CA, USA
| | - Vivian Hook
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA, USA.,Department of Neuroscience and Dept of Pharmacology, School of Medicine, University of California, San Diego, La Jolla, CA, USA
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28
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Karthikeyan S, Levy JI, De Hoff P, Humphrey G, Birmingham A, Jepsen K, Farmer S, Tubb HM, Valles T, Tribelhorn CE, Tsai R, Aigner S, Sathe S, Moshiri N, Henson B, Mark AM, Hakim A, Baer NA, Barber T, Belda-Ferre P, Chacón M, Cheung W, Cresini ES, Eisner ER, Lastrella AL, Lawrence ES, Marotz CA, Ngo TT, Ostrander T, Plascencia A, Salido RA, Seaver P, Smoot EW, McDonald D, Neuhard RM, Scioscia AL, Satterlund AM, Simmons EH, Abelman DB, Brenner D, Bruner JC, Buckley A, Ellison M, Gattas J, Gonias SL, Hale M, Hawkins F, Ikeda L, Jhaveri H, Johnson T, Kellen V, Kremer B, Matthews G, McLawhon RW, Ouillet P, Park D, Pradenas A, Reed S, Riggs L, Sanders A, Sollenberger B, Song A, White B, Winbush T, Aceves CM, Anderson C, Gangavarapu K, Hufbauer E, Kurzban E, Lee J, Matteson NL, Parker E, Perkins SA, Ramesh KS, Robles-Sikisaka R, Schwab MA, Spencer E, Wohl S, Nicholson L, Mchardy IH, Dimmock DP, Hobbs CA, Bakhtar O, Harding A, Mendoza A, Bolze A, Becker D, Cirulli ET, Isaksson M, Schiabor Barrett KM, Washington NL, Malone JD, Schafer AM, Gurfield N, Stous S, Fielding-Miller R, Garfein RS, Gaines T, Anderson C, Martin NK, Schooley R, Austin B, MacCannell DR, Kingsmore SF, Lee W, Shah S, McDonald E, Yu AT, Zeller M, Fisch KM, Longhurst C, Maysent P, Pride D, Khosla PK, Laurent LC, Yeo GW, Andersen KG, Knight R. Wastewater sequencing reveals early cryptic SARS-CoV-2 variant transmission. Nature 2022; 609:101-108. [PMID: 35798029 PMCID: PMC9433318 DOI: 10.1038/s41586-022-05049-6] [Citation(s) in RCA: 140] [Impact Index Per Article: 70.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 06/29/2022] [Indexed: 11/23/2022]
Abstract
As SARS-CoV-2 continues to spread and evolve, detecting emerging variants early is critical for public health interventions. Inferring lineage prevalence by clinical testing is infeasible at scale, especially in areas with limited resources, participation, or testing and/or sequencing capacity, which can also introduce biases1–3. SARS-CoV-2 RNA concentration in wastewater successfully tracks regional infection dynamics and provides less biased abundance estimates than clinical testing4,5. Tracking virus genomic sequences in wastewater would improve community prevalence estimates and detect emerging variants. However, two factors limit wastewater-based genomic surveillance: low-quality sequence data and inability to estimate relative lineage abundance in mixed samples. Here we resolve these critical issues to perform a high-resolution, 295-day wastewater and clinical sequencing effort, in the controlled environment of a large university campus and the broader context of the surrounding county. We developed and deployed improved virus concentration protocols and deconvolution software that fully resolve multiple virus strains from wastewater. We detected emerging variants of concern up to 14 days earlier in wastewater samples, and identified multiple instances of virus spread not captured by clinical genomic surveillance. Our study provides a scalable solution for wastewater genomic surveillance that allows early detection of SARS-CoV-2 variants and identification of cryptic transmission. Emerging SARS-CoV-2 variants of concern were detected early and multiple cases of virus spread not captured by clinical genomic surveillance were identified using high-resolution wastewater and clinical sequencing.
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Affiliation(s)
- Smruthi Karthikeyan
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Joshua I Levy
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Peter De Hoff
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.,Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA.,COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Greg Humphrey
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Amanda Birmingham
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA, USA
| | - Kristen Jepsen
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
| | - Sawyer Farmer
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Helena M Tubb
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Tommy Valles
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | | | - Rebecca Tsai
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Stefan Aigner
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Shashank Sathe
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Niema Moshiri
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA
| | - Benjamin Henson
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
| | - Adam M Mark
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA, USA
| | - Abbas Hakim
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.,Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA.,COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Nathan A Baer
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Tom Barber
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Pedro Belda-Ferre
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Marisol Chacón
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Willi Cheung
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.,Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA.,COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Evelyn S Cresini
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Emily R Eisner
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Alma L Lastrella
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Elijah S Lawrence
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Clarisse A Marotz
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Toan T Ngo
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Tyler Ostrander
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Ashley Plascencia
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Rodolfo A Salido
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Phoebe Seaver
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Elizabeth W Smoot
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Daniel McDonald
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Robert M Neuhard
- Operational Strategic Initiatives, University of California San Diego, La Jolla, CA, USA.,Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Angela L Scioscia
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA.,Student Health and Well-Being, University of California San Diego, La Jolla, CA, USA
| | | | | | - Dismas B Abelman
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - David Brenner
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Judith C Bruner
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Anne Buckley
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Michael Ellison
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Jeffrey Gattas
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Steven L Gonias
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Matt Hale
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Faith Hawkins
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Lydia Ikeda
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Hemlata Jhaveri
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Ted Johnson
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Vince Kellen
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Brendan Kremer
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Gary Matthews
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Ronald W McLawhon
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Pierre Ouillet
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Daniel Park
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Allorah Pradenas
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Sharon Reed
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Lindsay Riggs
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Alison Sanders
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | | | - Angela Song
- Operational Strategic Initiatives, University of California San Diego, La Jolla, CA, USA.,Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Benjamin White
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Terri Winbush
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Christine M Aceves
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Catelyn Anderson
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Karthik Gangavarapu
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Emory Hufbauer
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Ezra Kurzban
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Justin Lee
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Nathaniel L Matteson
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Edyth Parker
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Sarah A Perkins
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Karthik S Ramesh
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Refugio Robles-Sikisaka
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Madison A Schwab
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Emily Spencer
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Shirlee Wohl
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | | | | | - David P Dimmock
- Rady Children's Institute for Genomic Medicine, San Diego, CA, USA
| | | | | | | | | | | | | | | | | | | | | | - John D Malone
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | | | - Nikos Gurfield
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Sarah Stous
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Rebecca Fielding-Miller
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA.,Division of Infectious Disease and Global Public Health, University of California San Diego, La Jolla, CA, USA
| | - Richard S Garfein
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | - Tommi Gaines
- Division of Infectious Disease and Global Public Health, University of California San Diego, La Jolla, CA, USA
| | - Cheryl Anderson
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | - Natasha K Martin
- Division of Infectious Disease and Global Public Health, University of California San Diego, La Jolla, CA, USA
| | - Robert Schooley
- Division of Infectious Disease and Global Public Health, University of California San Diego, La Jolla, CA, USA
| | | | - Duncan R MacCannell
- Office of Advanced Molecular Detection, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | | | | | - Seema Shah
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Eric McDonald
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Alexander T Yu
- COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Mark Zeller
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Kathleen M Fisch
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA.,Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA, USA
| | - Christopher Longhurst
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.,Department of Biomedical Informatics, University of California, San Diego, La Jolla, California, USA
| | - Patty Maysent
- Office of the UC San Diego Health CEO, University of California, San Diego, USA
| | - David Pride
- Departments of Pathology and Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Pradeep K Khosla
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA
| | - Louise C Laurent
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.,Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA.,Sanford Consortium of Regenerative Medicine, University of California San Diego, La Jolla, CA, USA
| | - Gene W Yeo
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA.,Sanford Consortium of Regenerative Medicine, University of California San Diego, La Jolla, CA, USA.,Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA, USA
| | - Kristian G Andersen
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Rob Knight
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA. .,Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA. .,Department of Bioengineering, University of California San Diego, La Jolla, CA, USA.
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29
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Soncin F, Morey R, Bui T, Requena DF, Cheung VC, Kallol S, Kittle R, Jackson MG, Farah O, Chousal J, Meads M, Pizzo D, Horii M, Fisch KM, Parast MM. Derivation of functional trophoblast stem cells from primed human pluripotent stem cells. Stem Cell Reports 2022; 17:1303-1317. [PMID: 35594858 PMCID: PMC9214048 DOI: 10.1016/j.stemcr.2022.04.013] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 04/18/2022] [Accepted: 04/19/2022] [Indexed: 12/25/2022] Open
Abstract
Trophoblast stem cells (TSCs) have recently been derived from human embryos and early-first-trimester placenta; however, aside from ethical challenges, the unknown disease potential of these cells limits their scientific utility. We have previously established a bone morphogetic protein 4 (BMP4)-based two-step protocol for differentiation of primed human pluripotent stem cells (hPSCs) into functional trophoblasts; however, those trophoblasts could not be maintained in a self-renewing TSC-like state. Here, we use the first step from this protocol, followed by a switch to newly developed TSC medium, to derive bona fide TSCs. We show that these cells resemble placenta- and naive hPSC-derived TSCs, based on their transcriptome as well as their in vitro and in vivo differentiation potential. We conclude that primed hPSCs can be used to generate functional TSCs through a simple protocol, which can be applied to a widely available set of existing hPSCs, including induced pluripotent stem cells, derived from patients with known birth outcomes.
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Affiliation(s)
- Francesca Soncin
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Robert Morey
- Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA; Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Tony Bui
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Daniela F Requena
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Virginia Chu Cheung
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA; Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Sampada Kallol
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Ryan Kittle
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Madeline G Jackson
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Omar Farah
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Jennifer Chousal
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Morgan Meads
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Donald Pizzo
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA
| | - Mariko Horii
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA
| | - Kathleen M Fisch
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA 92093, USA
| | - Mana M Parast
- Department of Pathology, University of California San Diego, La Jolla, CA 92093, USA; Sanford Consortium for Regenerative Medicine, University of California San Diego, La Jolla, CA 92093, USA.
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30
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Berardi G, Frey-Law L, Sluka KA, Bayman EO, Coffey CS, Ecklund D, Vance CGT, Dailey DL, Burns J, Buvanendran A, McCarthy RJ, Jacobs J, Zhou XJ, Wixson R, Balach T, Brummett CM, Clauw D, Colquhoun D, Harte SE, Harris RE, Williams DA, Chang AC, Waljee J, Fisch KM, Jepsen K, Laurent LC, Olivier M, Langefeld CD, Howard TD, Fiehn O, Jacobs JM, Dakup P, Qian WJ, Swensen AC, Lokshin A, Lindquist M, Caffo BS, Crainiceanu C, Zeger S, Kahn A, Wager T, Taub M, Ford J, Sutherland SP, Wandner LD. Multi-Site Observational Study to Assess Biomarkers for Susceptibility or Resilience to Chronic Pain: The Acute to Chronic Pain Signatures (A2CPS) Study Protocol. Front Med (Lausanne) 2022; 9:849214. [PMID: 35547202 PMCID: PMC9082267 DOI: 10.3389/fmed.2022.849214] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 03/17/2022] [Indexed: 11/13/2022] Open
Abstract
Chronic pain has become a global health problem contributing to years lived with disability and reduced quality of life. Advances in the clinical management of chronic pain have been limited due to incomplete understanding of the multiple risk factors and molecular mechanisms that contribute to the development of chronic pain. The Acute to Chronic Pain Signatures (A2CPS) Program aims to characterize the predictive nature of biomarkers (brain imaging, high-throughput molecular screening techniques, or "omics," quantitative sensory testing, patient-reported outcome assessments and functional assessments) to identify individuals who will develop chronic pain following surgical intervention. The A2CPS is a multisite observational study investigating biomarkers and collective biosignatures (a combination of several individual biomarkers) that predict susceptibility or resilience to the development of chronic pain following knee arthroplasty and thoracic surgery. This manuscript provides an overview of data collection methods and procedures designed to standardize data collection across multiple clinical sites and institutions. Pain-related biomarkers are evaluated before surgery and up to 3 months after surgery for use as predictors of patient reported outcomes 6 months after surgery. The dataset from this prospective observational study will be available for researchers internal and external to the A2CPS Consortium to advance understanding of the transition from acute to chronic postsurgical pain.
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Affiliation(s)
- Giovanni Berardi
- Department of Physical Therapy and Rehabilitation Science, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - Laura Frey-Law
- Department of Physical Therapy and Rehabilitation Science, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - Kathleen A. Sluka
- Department of Physical Therapy and Rehabilitation Science, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - Emine O. Bayman
- Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, IA, United States
| | - Christopher S. Coffey
- Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, IA, United States
| | - Dixie Ecklund
- Department of Biostatistics, College of Public Health, University of Iowa, Iowa City, IA, United States
| | - Carol G. T. Vance
- Department of Physical Therapy and Rehabilitation Science, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - Dana L. Dailey
- Department of Physical Therapy, St. Ambrose University, Davenport, IA, United States
| | - John Burns
- Department of Psychiatry, Rush University Medical Center, Chicago, IL, United States
| | - Asokumar Buvanendran
- Department of Anesthesiology, Rush University Medical Center, Chicago, IL, United States
| | - Robert J. McCarthy
- Department of Anesthesiology, Rush University Medical Center, Chicago, IL, United States
| | - Joshua Jacobs
- Department of Orthopaedic Surgery, Rush University Medical Center, Chicago, IL, United States
| | - Xiaohong Joe Zhou
- Departments of Radiology, Neurosurgery, and Bioengineering, University of Illinois College of Medicine at Chicago, Chicago, IL, United States
| | - Richard Wixson
- NorthShore Orthopaedic and Spine Institute, NorthShore University HealthSystem, Skokie, IL, United States
| | - Tessa Balach
- Department of Orthopaedic Surgery and Rehabilitation Medicine, The University of Chicago, Chicago, IL, United States
| | - Chad M. Brummett
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI, United States
| | - Daniel Clauw
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI, United States
- Department of Medicine (Rheumatology), University of Michigan, Ann Arbor, MI, United States
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, United States
| | - Douglas Colquhoun
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI, United States
| | - Steven E. Harte
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI, United States
- Department of Medicine (Rheumatology), University of Michigan, Ann Arbor, MI, United States
| | - Richard E. Harris
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI, United States
- Department of Medicine (Rheumatology), University of Michigan, Ann Arbor, MI, United States
| | - David A. Williams
- Department of Anesthesiology, University of Michigan, Ann Arbor, MI, United States
- Department of Medicine (Rheumatology), University of Michigan, Ann Arbor, MI, United States
- Department of Psychiatry, University of Michigan, Ann Arbor, MI, United States
- Department of Psychology, University of Michigan, Ann Arbor, MI, United States
| | - Andrew C. Chang
- Section of Thoracic Surgery, University of Michigan, Ann Arbor, MI, United States
| | - Jennifer Waljee
- Section of Plastic and Reconstructive Surgery, University of Michigan, Ann Arbor, MI, United States
| | - Kathleen M. Fisch
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Diego, La Jolla, CA, United States
| | - Kristen Jepsen
- Institute of Genomic Medicine Genomics Center, University of California, San Diego, La Jolla, CA, United States
| | - Louise C. Laurent
- Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Diego, La Jolla, CA, United States
| | - Michael Olivier
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, United States
| | - Carl D. Langefeld
- Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC, United States
| | - Timothy D. Howard
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, United States
| | - Oliver Fiehn
- West Coast Metabolomics Center, University of California, Davis, Davis, CA, United States
| | - Jon M. Jacobs
- Environmental and Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Panshak Dakup
- Environmental and Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Wei-Jun Qian
- Environmental and Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Adam C. Swensen
- Environmental and Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Anna Lokshin
- Department of Pathology, University of Pittsburgh, Pittsburgh, PA, United States
| | - Martin Lindquist
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Brian S. Caffo
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Ciprian Crainiceanu
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Scott Zeger
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Ari Kahn
- Texas Advanced Computing Center, The University of Texas at Austin, Austin, TX, United States
| | - Tor Wager
- Presidential Cluster in Neuroscience, Department of Psychological and Brain Sciences, Dartmouth College, Hanover, NH, United States
| | - Margaret Taub
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - James Ford
- Geisel School of Medicine at Dartmouth, Hanover, NH, United States
| | - Stephani P. Sutherland
- Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, United States
| | - Laura D. Wandner
- National Institute of Neurological Disorders and Stroke, The National Institutes of Health, Bethesda, MD, United States
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31
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Honda A, Hoeksema MA, Sakai M, Lund SJ, Lakhdari O, Butcher LD, Rambaldo TC, Sekiya NM, Nasamran CA, Fisch KM, Sajti E, Glass CK, Prince LS. The Lung Microenvironment Instructs Gene Transcription in Neonatal and Adult Alveolar Macrophages. J Immunol 2022; 208:1947-1959. [PMID: 35354612 PMCID: PMC9012679 DOI: 10.4049/jimmunol.2101192] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 02/10/2022] [Indexed: 12/13/2022]
Abstract
Immaturity of alveolar macrophages (AMs) around birth contributes to the susceptibility of newborns to lung disease. However, the molecular features differentiating neonatal and mature, adult AMs are poorly understood. In this study, we identify the unique transcriptomes and enhancer landscapes of neonatal and adult AMs in mice. Although the core AM signature was similar, murine adult AMs expressed higher levels of genes involved in lipid metabolism, whereas neonatal AMs expressed a largely proinflammatory gene profile. Open enhancer regions identified by an assay for transposase-accessible chromatin followed by high-throughput sequencing (ATAC-seq) contained motifs for nuclear receptors, MITF, and STAT in adult AMs and AP-1 and NF-κB in neonatal AMs. Intranasal LPS activated a similar innate immune response in both neonatal and adult mice, with higher basal expression of inflammatory genes in neonates. The lung microenvironment drove many of the distinguishing gene expression and open chromatin characteristics of neonatal and adult AMs. Neonatal mouse AMs retained high expression of some proinflammatory genes, suggesting that the differences in neonatal AMs result from both inherent cell properties and environmental influences.
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Affiliation(s)
- Asami Honda
- Department of Pediatrics, University of California, San Diego, La Jolla, CA.,Rady Children's Hospital, San Diego, CA
| | - Marten A Hoeksema
- Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA
| | - Mashito Sakai
- Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA
| | - Sean J Lund
- Department of Pediatrics, University of California, San Diego, La Jolla, CA.,Rady Children's Hospital, San Diego, CA
| | - Omar Lakhdari
- Department of Pediatrics, University of California, San Diego, La Jolla, CA.,Rady Children's Hospital, San Diego, CA
| | - Lindsay D Butcher
- Department of Pediatrics, Stanford University School of Medicine, Palo Alto, CA
| | | | | | - Chanond A Nasamran
- Center for Computational Biology and Bioinformatics, University of California, San Diego, La Jolla, CA
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, University of California, San Diego, La Jolla, CA.,Department of Obstetrics, Gynecology and Reproductive Sciences, University of California, San Diego, La Jolla, CA; and
| | - Eniko Sajti
- Department of Pediatrics, University of California, San Diego, La Jolla, CA.,Rady Children's Hospital, San Diego, CA
| | - Christopher K Glass
- Department of Cellular and Molecular Medicine, University of California, San Diego, La Jolla, CA.,Department of Medicine, University of California, San Diego, La Jolla, CA
| | - Lawrence S Prince
- Department of Pediatrics, Stanford University School of Medicine, Palo Alto, CA;
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32
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Karthikeyan S, Levy JI, De Hoff P, Humphrey G, Birmingham A, Jepsen K, Farmer S, Tubb HM, Valles T, Tribelhorn CE, Tsai R, Aigner S, Sathe S, Moshiri N, Henson B, Mark AM, Hakim A, Baer NA, Barber T, Belda-Ferre P, Chacón M, Cheung W, Cresini ES, Eisner ER, Lastrella AL, Lawrence ES, Marotz CA, Ngo TT, Ostrander T, Plascencia A, Salido RA, Seaver P, Smoot EW, McDonald D, Neuhard RM, Scioscia AL, Satterlund AM, Simmons EH, Abelman DB, Brenner D, Bruner JC, Buckley A, Ellison M, Gattas J, Gonias SL, Hale M, Hawkins F, Ikeda L, Jhaveri H, Johnson T, Kellen V, Kremer B, Matthews G, McLawhon RW, Ouillet P, Park D, Pradenas A, Reed S, Riggs L, Sanders A, Sollenberger B, Song A, White B, Winbush T, Aceves CM, Anderson C, Gangavarapu K, Hufbauer E, Kurzban E, Lee J, Matteson NL, Parker E, Perkins SA, Ramesh KS, Robles-Sikisaka R, Schwab MA, Spencer E, Wohl S, Nicholson L, Mchardy IH, Dimmock DP, Hobbs CA, Bakhtar O, Harding A, Mendoza A, Bolze A, Becker D, Cirulli ET, Isaksson M, Barrett KMS, Washington NL, Malone JD, Schafer AM, Gurfield N, Stous S, Fielding-Miller R, Garfein RS, Gaines T, Anderson C, Martin NK, Schooley R, Austin B, MacCannell DR, Kingsmore SF, Lee W, Shah S, McDonald E, Yu AT, Zeller M, Fisch KM, Longhurst C, Maysent P, Pride D, Khosla PK, Laurent LC, Yeo GW, Andersen KG, Knight R. Wastewater sequencing uncovers early, cryptic SARS-CoV-2 variant transmission. medRxiv 2022:2021.12.21.21268143. [PMID: 35411350 PMCID: PMC8996633 DOI: 10.1101/2021.12.21.21268143] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
As SARS-CoV-2 continues to spread and evolve, detecting emerging variants early is critical for public health interventions. Inferring lineage prevalence by clinical testing is infeasible at scale, especially in areas with limited resources, participation, or testing/sequencing capacity, which can also introduce biases. SARS-CoV-2 RNA concentration in wastewater successfully tracks regional infection dynamics and provides less biased abundance estimates than clinical testing. Tracking virus genomic sequences in wastewater would improve community prevalence estimates and detect emerging variants. However, two factors limit wastewater-based genomic surveillance: low-quality sequence data and inability to estimate relative lineage abundance in mixed samples. Here, we resolve these critical issues to perform a high-resolution, 295-day wastewater and clinical sequencing effort, in the controlled environment of a large university campus and the broader context of the surrounding county. We develop and deploy improved virus concentration protocols and deconvolution software that fully resolve multiple virus strains from wastewater. We detect emerging variants of concern up to 14 days earlier in wastewater samples, and identify multiple instances of virus spread not captured by clinical genomic surveillance. Our study provides a scalable solution for wastewater genomic surveillance that allows early detection of SARS-CoV-2 variants and identification of cryptic transmission.
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Affiliation(s)
- Smruthi Karthikeyan
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Joshua I Levy
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Peter De Hoff
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
- COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Greg Humphrey
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Amanda Birmingham
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA, USA
| | - Kristen Jepsen
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
| | - Sawyer Farmer
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Helena M. Tubb
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Tommy Valles
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | | | - Rebecca Tsai
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Stefan Aigner
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Shashank Sathe
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Niema Moshiri
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA
| | - Benjamin Henson
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
| | - Adam M. Mark
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA, USA
| | - Abbas Hakim
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
- COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Nathan A Baer
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Tom Barber
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Pedro Belda-Ferre
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Marisol Chacón
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Willi Cheung
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
- COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Evelyn S Cresini
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Emily R Eisner
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Alma L Lastrella
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Elijah S Lawrence
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Clarisse A Marotz
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Toan T Ngo
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Tyler Ostrander
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Ashley Plascencia
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Rodolfo A Salido
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Phoebe Seaver
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Elizabeth W Smoot
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Daniel McDonald
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Robert M Neuhard
- Operational Strategic Initiatives, University of California San Diego, La Jolla, CA, USA
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Angela L Scioscia
- Student Health and Well-Being, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
| | | | | | - Dismas B. Abelman
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - David Brenner
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Judith C. Bruner
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Anne Buckley
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Michael Ellison
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Jeffrey Gattas
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Steven L. Gonias
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Matt Hale
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Faith Hawkins
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Lydia Ikeda
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Hemlata Jhaveri
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Ted Johnson
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Vince Kellen
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Brendan Kremer
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Gary Matthews
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | | | - Pierre Ouillet
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Daniel Park
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Allorah Pradenas
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Sharon Reed
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Lindsay Riggs
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Alison Sanders
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | | | - Angela Song
- Operational Strategic Initiatives, University of California San Diego, La Jolla, CA, USA
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Benjamin White
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Terri Winbush
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Christine M Aceves
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Catelyn Anderson
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Karthik Gangavarapu
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Emory Hufbauer
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Ezra Kurzban
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Justin Lee
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Nathaniel L Matteson
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Edyth Parker
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Sarah A Perkins
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Karthik S Ramesh
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Refugio Robles-Sikisaka
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Madison A Schwab
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Emily Spencer
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Shirlee Wohl
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Laura Nicholson
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Ian H Mchardy
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - David P Dimmock
- Rady Children’s Institute for Genomic Medicine, San Diego, CA, USA
| | | | | | | | | | | | | | | | | | | | | | - John D Malone
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | | | - Nikos Gurfield
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Sarah Stous
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Rebecca Fielding-Miller
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
- Division of Infectious Disease and Global Public Health, University of California San Diego, La Jolla, CA, USA
| | - Richard S. Garfein
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | - Tommi Gaines
- Division of Infectious Disease and Global Public Health, University of California San Diego, La Jolla, CA, USA
| | - Cheryl Anderson
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | - Natasha K. Martin
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | - Robert Schooley
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | | | - Duncan R. MacCannell
- Office of Advanced Molecular Detection, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | | | | | - Seema Shah
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Eric McDonald
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Alexander T. Yu
- COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Mark Zeller
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
| | - Christopher Longhurst
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Biomedical Informatics, University of California, San Diego, La Jolla, California, USA
| | - Patty Maysent
- Office of the UC San Diego Health CEO, University of California, San Diego
| | - David Pride
- Departments of Pathology and Medicine, University of California, San Diego, La Jolla, CA
| | - Pradeep K. Khosla
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA
| | - Louise C. Laurent
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
- Sanford Consortium of Regenerative Medicine, University of California San Diego, La Jolla, CA
| | - Gene W Yeo
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Sanford Consortium of Regenerative Medicine, University of California San Diego, La Jolla, CA
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA
| | - Kristian G Andersen
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Rob Knight
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
| |
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33
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Karthikeyan S, Levy JI, De Hoff P, Humphrey G, Birmingham A, Jepsen K, Farmer S, Tubb HM, Valles T, Tribelhorn CE, Tsai R, Aigner S, Sathe S, Moshiri N, Henson B, Mark AM, Hakim A, Baer NA, Barber T, Belda-Ferre P, Chacón M, Cheung W, Cresini ES, Eisner ER, Lastrella AL, Lawrence ES, Marotz CA, Ngo TT, Ostrander T, Plascencia A, Salido RA, Seaver P, Smoot EW, McDonald D, Neuhard RM, Scioscia AL, Satterlund AM, Simmons EH, Abelman DB, Brenner D, Bruner JC, Buckley A, Ellison M, Gattas J, Gonias SL, Hale M, Hawkins F, Ikeda L, Jhaveri H, Johnson T, Kellen V, Kremer B, Matthews G, McLawhon RW, Ouillet P, Park D, Pradenas A, Reed S, Riggs L, Sanders A, Sollenberger B, Song A, White B, Winbush T, Aceves CM, Anderson C, Gangavarapu K, Hufbauer E, Kurzban E, Lee J, Matteson NL, Parker E, Perkins SA, Ramesh KS, Robles-Sikisaka R, Schwab MA, Spencer E, Wohl S, Nicholson L, Mchardy IH, Dimmock DP, Hobbs CA, Bakhtar O, Harding A, Mendoza A, Bolze A, Becker D, Cirulli ET, Isaksson M, Barrett KMS, Washington NL, Malone JD, Schafer AM, Gurfield N, Stous S, Fielding-Miller R, Garfein RS, Gaines T, Anderson C, Martin NK, Schooley R, Austin B, MacCannell DR, Kingsmore SF, Lee W, Shah S, McDonald E, Yu AT, Zeller M, Fisch KM, Longhurst C, Maysent P, Pride D, Khosla PK, Laurent LC, Yeo GW, Andersen KG, Knight R. Wastewater sequencing uncovers early, cryptic SARS-CoV-2 variant transmission. medRxiv 2022. [PMID: 35411350 DOI: 10.1101/2022.01.27.22269965] [Citation(s) in RCA: 44] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2023]
Abstract
As SARS-CoV-2 continues to spread and evolve, detecting emerging variants early is critical for public health interventions. Inferring lineage prevalence by clinical testing is infeasible at scale, especially in areas with limited resources, participation, or testing/sequencing capacity, which can also introduce biases. SARS-CoV-2 RNA concentration in wastewater successfully tracks regional infection dynamics and provides less biased abundance estimates than clinical testing. Tracking virus genomic sequences in wastewater would improve community prevalence estimates and detect emerging variants. However, two factors limit wastewater-based genomic surveillance: low-quality sequence data and inability to estimate relative lineage abundance in mixed samples. Here, we resolve these critical issues to perform a high-resolution, 295-day wastewater and clinical sequencing effort, in the controlled environment of a large university campus and the broader context of the surrounding county. We develop and deploy improved virus concentration protocols and deconvolution software that fully resolve multiple virus strains from wastewater. We detect emerging variants of concern up to 14 days earlier in wastewater samples, and identify multiple instances of virus spread not captured by clinical genomic surveillance. Our study provides a scalable solution for wastewater genomic surveillance that allows early detection of SARS-CoV-2 variants and identification of cryptic transmission.
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Affiliation(s)
- Smruthi Karthikeyan
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Joshua I Levy
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Peter De Hoff
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
- COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Greg Humphrey
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Amanda Birmingham
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA, USA
| | - Kristen Jepsen
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
| | - Sawyer Farmer
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Helena M Tubb
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Tommy Valles
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | | | - Rebecca Tsai
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Stefan Aigner
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Shashank Sathe
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Niema Moshiri
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA
| | - Benjamin Henson
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
| | - Adam M Mark
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA, USA
| | - Abbas Hakim
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
- COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Nathan A Baer
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Tom Barber
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Pedro Belda-Ferre
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Marisol Chacón
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Willi Cheung
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
- COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Evelyn S Cresini
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Emily R Eisner
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Alma L Lastrella
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Elijah S Lawrence
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Clarisse A Marotz
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Toan T Ngo
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Tyler Ostrander
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Ashley Plascencia
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Rodolfo A Salido
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Phoebe Seaver
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Elizabeth W Smoot
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Daniel McDonald
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
| | - Robert M Neuhard
- Operational Strategic Initiatives, University of California San Diego, La Jolla, CA, USA
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Angela L Scioscia
- Student Health and Well-Being, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
| | | | | | - Dismas B Abelman
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - David Brenner
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Judith C Bruner
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Anne Buckley
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Michael Ellison
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Jeffrey Gattas
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Steven L Gonias
- Department of Pathology, University of California San Diego, La Jolla, CA, USA
| | - Matt Hale
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Faith Hawkins
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Lydia Ikeda
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Hemlata Jhaveri
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Ted Johnson
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Vince Kellen
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Brendan Kremer
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Gary Matthews
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Ronald W McLawhon
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Pierre Ouillet
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Daniel Park
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Allorah Pradenas
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Sharon Reed
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Lindsay Riggs
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Alison Sanders
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | | | - Angela Song
- Operational Strategic Initiatives, University of California San Diego, La Jolla, CA, USA
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Benjamin White
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Terri Winbush
- Return to Learn, University of California San Diego, La Jolla, CA, USA
| | - Christine M Aceves
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Catelyn Anderson
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Karthik Gangavarapu
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Emory Hufbauer
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Ezra Kurzban
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Justin Lee
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Nathaniel L Matteson
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Edyth Parker
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Sarah A Perkins
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Karthik S Ramesh
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Refugio Robles-Sikisaka
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Madison A Schwab
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Emily Spencer
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Shirlee Wohl
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Laura Nicholson
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Ian H Mchardy
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - David P Dimmock
- Rady Children's Institute for Genomic Medicine, San Diego, CA, USA
| | | | | | | | | | | | | | | | | | | | | | - John D Malone
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | | | - Nikos Gurfield
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Sarah Stous
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Rebecca Fielding-Miller
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
- Division of Infectious Disease and Global Public Health, University of California San Diego, La Jolla, CA, USA
| | - Richard S Garfein
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | - Tommi Gaines
- Division of Infectious Disease and Global Public Health, University of California San Diego, La Jolla, CA, USA
| | - Cheryl Anderson
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | - Natasha K Martin
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | - Robert Schooley
- Herbert Wertheim School of Public Health and Human Longevity Science, University of California San Diego, La Jolla, CA, USA
| | | | - Duncan R MacCannell
- Office of Advanced Molecular Detection, Centers for Disease Control and Prevention, Atlanta, GA, USA
| | | | | | - Seema Shah
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Eric McDonald
- County of San Diego Health and Human Services Agency, San Diego, CA, USA
| | - Alexander T Yu
- COVID-19 Detection, Investigation, Surveillance, Clinical, and Outbreak Response, California Department of Public Health, Richmond, CA, USA
| | - Mark Zeller
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
| | - Christopher Longhurst
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Biomedical Informatics, University of California, San Diego, La Jolla, California, USA
| | - Patty Maysent
- Office of the UC San Diego Health CEO, University of California, San Diego
| | - David Pride
- Departments of Pathology and Medicine, University of California, San Diego, La Jolla, CA
| | - Pradeep K Khosla
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA
| | - Louise C Laurent
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Obstetrics, Gynecology, and Reproductive Sciences, University of California San Diego, La Jolla, CA, USA
- Sanford Consortium of Regenerative Medicine, University of California San Diego, La Jolla, CA
| | - Gene W Yeo
- Expedited COVID Identification Environment (EXCITE) Laboratory, Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Sanford Consortium of Regenerative Medicine, University of California San Diego, La Jolla, CA
- Department of Cellular and Molecular Medicine, University of California San Diego, La Jolla, CA
| | - Kristian G Andersen
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, CA, USA
| | - Rob Knight
- Department of Pediatrics, University of California San Diego, La Jolla, CA, USA
- Department of Computer Science and Engineering, University of California San Diego, La Jolla, CA, USA
- Department of Bioengineering, University of California San Diego, La Jolla, CA, USA
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Gonzalez CG, Mills RH, Kordahi MC, Carrillo-Terrazas M, Secaira-Morocho H, Widjaja CE, Tsai MS, Mittal Y, Yee BA, Vargas F, Weldon K, Gauglitz JM, Delaroque C, Sauceda C, Rossitto LA, Ackermann G, Humphrey G, Swafford AD, Siegel CA, Buckey JC, Raffals LE, Sadler C, Lindholm P, Fisch KM, Valaseck M, Suriawinata A, Yeo GW, Ghosh P, Chang JT, Chu H, Dorrestein P, Zhu Q, Chassaing B, Knight R, Gonzalez DJ, Dulai PS. The Host-Microbiome Response to Hyperbaric Oxygen Therapy in Ulcerative Colitis Patients. Cell Mol Gastroenterol Hepatol 2022; 14:35-53. [PMID: 35378331 PMCID: PMC9117812 DOI: 10.1016/j.jcmgh.2022.03.008] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 03/24/2022] [Accepted: 03/25/2022] [Indexed: 12/13/2022]
Abstract
BACKGROUND & AIMS Hyperbaric oxygen therapy (HBOT) is a promising treatment for moderate-to-severe ulcerative colitis. However, our current understanding of the host and microbial response to HBOT remains unclear. This study examined the molecular mechanisms underpinning HBOT using a multi-omic strategy. METHODS Pre- and post-intervention mucosal biopsies, tissue, and fecal samples were collected from HBOT phase 2 clinical trials. Biopsies and fecal samples were subjected to shotgun metaproteomics, metabolomics, 16s rRNA sequencing, and metagenomics. Tissue was subjected to bulk RNA sequencing and digital spatial profiling (DSP) for single-cell RNA and protein analysis, and immunohistochemistry was performed. Fecal samples were also used for colonization experiments in IL10-/- germ-free UC mouse models. RESULTS Proteomics identified negative associations between HBOT response and neutrophil azurophilic granule abundance. DSP identified an HBOT-specific reduction of neutrophil STAT3, which was confirmed by immunohistochemistry. HBOT decreased microbial diversity with a proportional increase in Firmicutes and a secondary bile acid lithocholic acid. A major source of the reduction in diversity was the loss of mucus-adherent taxa, resulting in increased MUC2 levels post-HBOT. Targeted database searching revealed strain-level associations between Akkermansia muciniphila and HBOT response status. Colonization of IL10-/- with stool obtained from HBOT responders resulted in lower colitis activity compared with non-responders, with no differences in STAT3 expression, suggesting complementary but independent host and microbial responses. CONCLUSIONS HBOT reduces host neutrophil STAT3 and azurophilic granule activity in UC patients and changes in microbial composition and metabolism in ways that improve colitis activity. Intestinal microbiota, especially strain level variations in A muciniphila, may contribute to HBOT non-response.
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Key Words
- bclxl, b-cell lymphoma-extra large
- bim, bcl-2 interacting protein
- dsp, digital spatial profiling
- fdr, false discovery rate
- hbot, hyperbaric oxygen therapy
- hif, hypoxia inducible factor
- il, interleukin
- lca, lithocholic acid
- mapk, mitogen-activated protein kinase
- ms, mass spectrometry
- nlrp3, nod-, lrr- and pyrin domain-containing protein 3
- roi, regions of interest
- ros, reactive oxygen species
- stat3, signal transducer and activator of transcription 3
- tmt, tandem mass tag
- uc, ulcerative colitis
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Affiliation(s)
- Carlos G. Gonzalez
- Department of Pharmacology, University of California, San Diego, California,Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, California,Department of Pediatrics, University of California, San Diego, California
| | - Robert H. Mills
- Department of Pharmacology, University of California, San Diego, California,Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, California,Department of Pediatrics, University of California, San Diego, California
| | - Melissa C. Kordahi
- INSERM U1016, team “Mucosal microbiota in chronic inflammatory diseases”, CNRS UMR 8104, Université de Paris, Paris, France
| | - Marvic Carrillo-Terrazas
- Department of Pharmacology, University of California, San Diego, California,Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, California
| | - Henry Secaira-Morocho
- School of Life Sciences, Arizona State University, Tempe, Arizona,Biodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, Arizona
| | - Christella E. Widjaja
- Division of Gastroenterology, University of California San Diego, San Diego, California
| | - Matthew S. Tsai
- Division of Gastroenterology, University of California San Diego, San Diego, California
| | - Yash Mittal
- Division of Gastroenterology, University of California San Diego, San Diego, California
| | - Brian A. Yee
- Department of Cellular and Molecular Medicine, University of California San Diego, San Diego, California,Institute for Genomic Medicine, University of California San Diego, San Diego, California
| | - Fernando Vargas
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, California
| | - Kelly Weldon
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, California,Department of Computer Science and Engineering, University of California San Diego, San Diego, California
| | - Julia M. Gauglitz
- Department of Pediatrics, University of California, San Diego, California
| | - Clara Delaroque
- INSERM U1016, team “Mucosal microbiota in chronic inflammatory diseases”, CNRS UMR 8104, Université de Paris, Paris, France
| | - Consuelo Sauceda
- Department of Pharmacology, University of California, San Diego, California
| | - Leigh-Ana Rossitto
- Department of Pharmacology, University of California, San Diego, California
| | - Gail Ackermann
- Department of Pediatrics, University of California, San Diego, California
| | - Gregory Humphrey
- Department of Pediatrics, University of California, San Diego, California
| | - Austin D. Swafford
- Department of Computer Science and Engineering, University of California San Diego, San Diego, California
| | - Corey A. Siegel
- Section of Gastroenterology and Hepatology, Dartmouth Hitchcock Medical Center, Lebanon, New Hampshire
| | - Jay C. Buckey
- Center for Hyperbaric Medicine, Dartmouth Hitchcock Medical Center, Lebanon, New Hampshire
| | - Laura E. Raffals
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, Minnesota
| | - Charlotte Sadler
- Division of Hyperbaric Medicine, Department of Emergency Medicine, University of California San Diego, San Diego, California
| | - Peter Lindholm
- Division of Hyperbaric Medicine, Department of Emergency Medicine, University of California San Diego, San Diego, California
| | - Kathleen M. Fisch
- Center for Computational Biology and Bioinformatics, University of California San Diego, San Diego, California
| | - Mark Valaseck
- Department of Pathology, University of California San Diego, San Diego, California
| | - Arief Suriawinata
- Section of Gastroenterology and Hepatology, Dartmouth Hitchcock Medical Center, Lebanon, New Hampshire
| | - Gene W. Yeo
- Department of Cellular and Molecular Medicine, University of California San Diego, San Diego, California,Institute for Genomic Medicine, University of California San Diego, San Diego, California
| | - Pradipta Ghosh
- Division of Gastroenterology, University of California San Diego, San Diego, California,Department of Cellular and Molecular Medicine, University of California San Diego, San Diego, California
| | - John T. Chang
- Division of Gastroenterology, University of California San Diego, San Diego, California
| | - Hiutung Chu
- Department of Pathology, University of California San Diego, San Diego, California,Center for Microbiome Innovation, University of California San Diego, San Diego, California,Chiba University-UC San Diego Center for Mucosal Immunology, Allergy and Vaccines (cMAV), University of California, San Diego, La Jolla, California
| | - Pieter Dorrestein
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, California,Department of Pediatrics, University of California, San Diego, California,Center for Microbiome Innovation, University of California San Diego, San Diego, California
| | - Qiyun Zhu
- School of Life Sciences, Arizona State University, Tempe, Arizona,Biodesign Center for Fundamental and Applied Microbiomics, Arizona State University, Tempe, Arizona
| | - Benoit Chassaing
- INSERM U1016, team “Mucosal microbiota in chronic inflammatory diseases”, CNRS UMR 8104, Université de Paris, Paris, France
| | - Rob Knight
- Department of Computer Science and Engineering, University of California San Diego, San Diego, California,Department of Pediatrics, University of California, San Diego, California,Center for Microbiome Innovation, University of California San Diego, San Diego, California
| | - David J. Gonzalez
- Department of Pharmacology, University of California, San Diego, California,Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, California,Center for Microbiome Innovation, University of California San Diego, San Diego, California
| | - Parambir S. Dulai
- Division of Gastroenterology, University of California San Diego, San Diego, California,Division of Gastroenterology, Northwestern University, Chicago, Illinois,Correspondence Address correspondence to: Parambir S. Dulai, MD, Division of Gastroenterology & Hepatology, Northwestern University Feinberg School of Medicine, Arkes Pavilion, 676 North St Clair Street, 14th Floor, Chicago, Illinois 60611. fax: (858) 657-5022.
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35
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Gabriel RA, Harjai B, Prasad RS, Simpson S, Chu I, Fisch KM, Said ET. Machine learning approach to predicting persistent opioid use following lower extremity joint arthroplasty. Reg Anesth Pain Med 2022; 47:313-319. [PMID: 35115414 PMCID: PMC8961772 DOI: 10.1136/rapm-2021-103299] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2021] [Accepted: 01/18/2022] [Indexed: 12/27/2022]
Abstract
Background The objective of this study is to develop predictive models for persistent opioid use following lower extremity joint arthroplasty and determine if ensemble learning and an oversampling technique may improve model performance. Methods We compared various predictive models to identify at-risk patients for persistent postoperative opioid use using various preoperative, intraoperative, and postoperative data, including surgical procedure, patient demographics/characteristics, past surgical history, opioid use history, comorbidities, lifestyle habits, anesthesia details, and postoperative hospital course. Six classification models were evaluated: logistic regression, random forest classifier, simple-feedforward neural network, balanced random forest classifier, balanced bagging classifier, and support vector classifier. Performance with Synthetic Minority Oversampling Technique (SMOTE) was also evaluated. Repeated stratified k-fold cross-validation was implemented to calculate F1-scores and area under the receiver operating characteristics curve (AUC). Results There were 1042 patients undergoing elective knee or hip arthroplasty in which 242 (23.2%) reported persistent opioid use. Without SMOTE, the logistic regression model has an F1 score of 0.47 and an AUC of 0.79. All ensemble methods performed better, with the balanced bagging classifier having an F1 score of 0.80 and an AUC of 0.94. SMOTE improved performance of all models based on F1 score. Specifically, performance of the balanced bagging classifier improved to an F1 score of 0.84 and an AUC of 0.96. The features with the highest importance in the balanced bagging model were postoperative day 1 opioid use, body mass index, age, preoperative opioid use, prescribed opioids at discharge, and hospital length of stay. Conclusions Ensemble learning can dramatically improve predictive models for persistent opioid use. Accurate and early identification of high-risk patients can play a role in clinical decision making and early optimization with personalized interventions.
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Affiliation(s)
- Rodney A Gabriel
- Anesthesiology, University of California San Diego, La Jolla, California, USA
| | - Bhavya Harjai
- Anesthesiology, University of California San Diego, La Jolla, California, USA
| | - Rupa S Prasad
- Anesthesiology, University of California San Diego, La Jolla, California, USA
| | - Sierra Simpson
- Psychiatry, University of California San Diego, La Jolla, California, USA
| | - Iris Chu
- Anesthesiology, University of California San Diego, La Jolla, California, USA
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, California, USA
| | - Engy T Said
- Anesthesiology, University of California San Diego, La Jolla, California, USA
- University of California San Diego, San Diego, California, USA
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36
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Rosenthal SB, Willsey HR, Xu Y, Mei Y, Dea J, Wang S, Curtis C, Sempou E, Khokha MK, Chi NC, Willsey AJ, Fisch KM, Ideker T. A convergent molecular network underlying autism and congenital heart disease. Cell Syst 2021; 12:1094-1107.e6. [PMID: 34411509 PMCID: PMC8602730 DOI: 10.1016/j.cels.2021.07.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2020] [Revised: 05/10/2021] [Accepted: 07/28/2021] [Indexed: 12/29/2022]
Abstract
Patients with neurodevelopmental disorders, including autism, have an elevated incidence of congenital heart disease, but the extent to which these conditions share molecular mechanisms remains unknown. Here, we use network genetics to identify a convergent molecular network underlying autism and congenital heart disease. This network is impacted by damaging genetic variants from both disorders in multiple independent cohorts of patients, pinpointing 101 genes with shared genetic risk. Network analysis also implicates risk genes for each disorder separately, including 27 previously unidentified genes for autism and 46 for congenital heart disease. For 7 genes with shared risk, we create engineered disruptions in Xenopus tropicalis, confirming both heart and brain developmental abnormalities. The network includes a family of ion channels, such as the sodium transporter SCN2A, linking these functions to early heart and brain development. This study provides a road map for identifying risk genes and pathways involved in co-morbid conditions.
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Affiliation(s)
- Sara Brin Rosenthal
- Center for Computational Biology & Bioinformatics, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Helen Rankin Willsey
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Yuxiao Xu
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Yuan Mei
- Division of Genetics, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Jeanselle Dea
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Sheng Wang
- Quantitative Biosciences Institute (QBI), University of California, San Francisco, San Francisco, CA 94158, USA
| | - Charlotte Curtis
- Division of Genetics, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Emily Sempou
- Pediatric Genomics Discovery Program, Department of Pediatrics and Genetics, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Mustafa K Khokha
- Pediatric Genomics Discovery Program, Department of Pediatrics and Genetics, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Neil C Chi
- Division of Cardiology, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Arthur Jeremy Willsey
- Department of Psychiatry and Behavioral Sciences, Weill Institute for Neurosciences, University of California, San Francisco, San Francisco, CA 94158, USA; Quantitative Biosciences Institute (QBI), University of California, San Francisco, San Francisco, CA 94158, USA.
| | - Kathleen M Fisch
- Center for Computational Biology & Bioinformatics, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
| | - Trey Ideker
- Division of Genetics, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA.
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37
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Vasquez-Bolanos LS, Gibbons MC, Ruoss S, Wu IT, Vargas-Vila M, Hyman SA, Esparza MC, Fithian DC, Lane JG, Singh A, Nasamran CA, Fisch KM, Ward SR. Corrigendum: Transcriptional Time Course After Rotator Cuff Tear. Front Physiol 2021; 12:775297. [PMID: 34777027 PMCID: PMC8589024 DOI: 10.3389/fphys.2021.775297] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Accepted: 10/07/2021] [Indexed: 11/13/2022] Open
Affiliation(s)
- Laura S Vasquez-Bolanos
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States.,Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Michael C Gibbons
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States.,Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Severin Ruoss
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Isabella T Wu
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Mario Vargas-Vila
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Sydnee A Hyman
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States.,Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Mary C Esparza
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Donald C Fithian
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - John G Lane
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Anshuman Singh
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States.,Department of Orthopedic Surgery, Kaiser Permanente, San Diego, CA, United States
| | - Chanond A Nasamran
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California, San Diego, San Diego, CA, United States
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California, San Diego, San Diego, CA, United States
| | - Samuel R Ward
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States.,Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States.,Department of Radiology, University of California, San Diego, San Diego, CA, United States
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38
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Vasquez-Bolanos LS, Gibbons MC, Ruoss S, Wu IT, Vargas-Vila M, Hyman SA, Esparza MC, Fithian DC, Lane JG, Singh A, Nasamran CA, Fisch KM, Ward SR. Transcriptional Time Course After Rotator Cuff Tear. Front Physiol 2021; 12:707116. [PMID: 34421646 PMCID: PMC8378535 DOI: 10.3389/fphys.2021.707116] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2021] [Accepted: 07/06/2021] [Indexed: 12/13/2022] Open
Abstract
Rotator cuff (RC) tears are prevalent in the population above the age of 60. The disease progression leads to muscle atrophy, fibrosis, and fatty infiltration in the chronic state, which is not improved with intervention or surgical repair. This highlights the need to better understand the underlying dysfunction in muscle after RC tendon tear. Contemporary studies aimed at understanding muscle pathobiology after RC tear have considered transcriptional data in mice, rats and sheep models at 2–3 time points (1 to 16 weeks post injury). However, none of these studies observed a transition or resurgence of gene expression after the initial acute time points. In this study, we collected rabbit supraspinatus muscle tissue with high temporal resolution (1, 2, 4, 8, and 16 weeks) post-tenotomy (n = 6/group), to determine if unique, time-dependent transcriptional changes occur. RNA sequencing and analyses were performed to identify a transcriptional timeline of RC muscle changes and related morphological sequelae. At 1-week post-tenotomy, the greatest number of differentially expressed genes was observed (1,069 up/873 down) which decreases through 2 (170/133), 4 (86/41), and 8 weeks (16/18), followed by a resurgence and transition of expression at 16 weeks (1,421/293), a behavior which previously has not been captured or reported. Broadly, 1-week post-tenotomy is an acute time point with expected immune system responses, catabolism, and changes in energy metabolism, which continues into 2 weeks with less intensity and greater contribution from mitochondrial effects. Expression shifts at 4 weeks post-tenotomy to fatty acid oxidation, lipolysis, and general upregulation of adipogenesis related genes. The effects of previous weeks’ transcriptional dysfunction present themselves at 8 weeks post-tenotomy with enriched DNA damage binding, aggresome activity, extracellular matrix-receptor changes, and significant expression of genes known to induce apoptosis. At 16 weeks post-tenotomy, there is a range of enriched pathways including extracellular matrix constituent binding, mitophagy, neuronal activity, immune response, and more, highlighting the chaotic nature of this time point and possibility of a chronic classification. Transcriptional activity correlated significantly with histological changes and were enriched for biologically relevant pathways such as lipid metabolism. These data provide platform for understanding the biological mechanisms of chronic muscle degeneration after RC tears.
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Affiliation(s)
- Laura S Vasquez-Bolanos
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States.,Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Michael C Gibbons
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States.,Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Severin Ruoss
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Isabella T Wu
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Mario Vargas-Vila
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Sydnee A Hyman
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States.,Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Mary C Esparza
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Donald C Fithian
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - John G Lane
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States
| | - Anshuman Singh
- Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States.,Department of Orthopedic Surgery, Kaiser Permanente, San Diego, CA, United States
| | - Chanond A Nasamran
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California, San Diego, San Diego, CA, United States
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California, San Diego, San Diego, CA, United States
| | - Samuel R Ward
- Department of Bioengineering, University of California, San Diego, San Diego, CA, United States.,Department of Orthopaedic Surgery, University of California, San Diego, San Diego, CA, United States.,Department of Radiology, University of California, San Diego, San Diego, CA, United States
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Bickler SW, Cauvi DM, Fisch KM, Prieto JM, Sykes AG, Thangarajah H, Lazar DA, Ignacio RC, Gerstmann DR, Ryan AF, Bickler PE, De Maio A. Extremes of age are associated with differences in the expression of selected pattern recognition receptor genes and ACE2, the receptor for SARS-CoV-2: implications for the epidemiology of COVID-19 disease. BMC Med Genomics 2021; 14:138. [PMID: 34030677 PMCID: PMC8142073 DOI: 10.1186/s12920-021-00970-7] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Accepted: 04/28/2021] [Indexed: 02/06/2023] Open
Abstract
Background Older aged adults and those with pre-existing conditions are at highest risk for severe COVID-19 associated outcomes. Methods Using a large dataset of genome-wide RNA-seq profiles derived from human dermal fibroblasts (GSE113957) we investigated whether age affects the expression of pattern recognition receptor (PRR) genes and ACE2, the receptor for SARS-CoV-2. Results Extremes of age are associated with increased expression of selected PRR genes, ACE2 and four genes that encode proteins that have been shown to interact with SAR2-CoV-2 proteins. Conclusions Assessment of PRR expression might provide a strategy for stratifying the risk of severe COVID-19 disease at both the individual and population levels. Supplementary Information The online version contains supplementary material available at 10.1186/s12920-021-00970-7.
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Affiliation(s)
- Stephen W Bickler
- Rady Children's Hospital, Rady Children's Hospital, University of California San Diego, 3030 Children's Way, San Diego, CA, 92123, USA. .,Department of Surgery, University of California San Diego, La Jolla, CA, USA. .,Center for Investigations of Health and Education Disparities, University of California San Diego, La Jolla, CA, USA.
| | - David M Cauvi
- Department of Surgery, University of California San Diego, La Jolla, CA, USA.,Center for Investigations of Health and Education Disparities, University of California San Diego, La Jolla, CA, USA
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA, USA
| | - James M Prieto
- Rady Children's Hospital, Rady Children's Hospital, University of California San Diego, 3030 Children's Way, San Diego, CA, 92123, USA.,Naval Medical Center San Diego, San Diego, CA, USA
| | - Alicia G Sykes
- Rady Children's Hospital, Rady Children's Hospital, University of California San Diego, 3030 Children's Way, San Diego, CA, 92123, USA.,Naval Medical Center San Diego, San Diego, CA, USA
| | - Hariharan Thangarajah
- Rady Children's Hospital, Rady Children's Hospital, University of California San Diego, 3030 Children's Way, San Diego, CA, 92123, USA.,Department of Surgery, University of California San Diego, La Jolla, CA, USA
| | - David A Lazar
- Rady Children's Hospital, Rady Children's Hospital, University of California San Diego, 3030 Children's Way, San Diego, CA, 92123, USA.,Department of Surgery, University of California San Diego, La Jolla, CA, USA
| | - Romeo C Ignacio
- Rady Children's Hospital, Rady Children's Hospital, University of California San Diego, 3030 Children's Way, San Diego, CA, 92123, USA.,Department of Surgery, University of California San Diego, La Jolla, CA, USA
| | | | - Allen F Ryan
- Department of Surgery, University of California San Diego, La Jolla, CA, USA.,VA Medical Center, San Diego, CA, USA
| | - Philip E Bickler
- Department of Anesthesia, University of California San Francisco, San Francisco, CA, USA
| | - Antonio De Maio
- Department of Surgery, University of California San Diego, La Jolla, CA, USA.,Center for Investigations of Health and Education Disparities, University of California San Diego, La Jolla, CA, USA
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da Silveira WA, Fazelinia H, Rosenthal SB, Laiakis EC, Kim MS, Meydan C, Kidane Y, Rathi KS, Smith SM, Stear B, Ying Y, Zhang Y, Foox J, Zanello S, Crucian B, Wang D, Nugent A, Costa HA, Zwart SR, Schrepfer S, Elworth RAL, Sapoval N, Treangen T, MacKay M, Gokhale NS, Horner SM, Singh LN, Wallace DC, Willey JS, Schisler JC, Meller R, McDonald JT, Fisch KM, Hardiman G, Taylor D, Mason CE, Costes SV, Beheshti A. Comprehensive Multi-omics Analysis Reveals Mitochondrial Stress as a Central Biological Hub for Spaceflight Impact. Cell 2021; 183:1185-1201.e20. [PMID: 33242417 DOI: 10.1016/j.cell.2020.11.002] [Citation(s) in RCA: 125] [Impact Index Per Article: 41.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Revised: 10/01/2020] [Accepted: 11/02/2020] [Indexed: 12/11/2022]
Abstract
Spaceflight is known to impose changes on human physiology with unknown molecular etiologies. To reveal these causes, we used a multi-omics, systems biology analytical approach using biomedical profiles from fifty-nine astronauts and data from NASA's GeneLab derived from hundreds of samples flown in space to determine transcriptomic, proteomic, metabolomic, and epigenetic responses to spaceflight. Overall pathway analyses on the multi-omics datasets showed significant enrichment for mitochondrial processes, as well as innate immunity, chronic inflammation, cell cycle, circadian rhythm, and olfactory functions. Importantly, NASA's Twin Study provided a platform to confirm several of our principal findings. Evidence of altered mitochondrial function and DNA damage was also found in the urine and blood metabolic data compiled from the astronaut cohort and NASA Twin Study data, indicating mitochondrial stress as a consistent phenotype of spaceflight.
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Affiliation(s)
| | - Hossein Fazelinia
- The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | | | | | - Man S Kim
- The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Cem Meydan
- Weill Cornell Medical College, New York, NY 10065, USA
| | - Yared Kidane
- Texas Scottish Rite Hospital for Children, Dallas, TX 75219, USA
| | - Komal S Rathi
- The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | | | - Benjamin Stear
- The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Yue Ying
- The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Yuanchao Zhang
- The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Jonathan Foox
- Weill Cornell Medical College, New York, NY 10065, USA
| | | | | | - Dong Wang
- University of California San Francisco, San Francisco, CA 94115, USA
| | | | | | - Sara R Zwart
- University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Sonja Schrepfer
- University of California San Francisco, San Francisco, CA 94115, USA
| | | | | | | | | | | | | | - Larry N Singh
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Douglas C Wallace
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA; Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | | | | | - Robert Meller
- Morehouse School of Medicine, Atlanta, GA 30310, USA
| | - J Tyson McDonald
- Georgetown University Medical Center, Washington D.C. 20057, USA
| | | | - Gary Hardiman
- Queens University Belfast, Belfast BT9 5DL, UK; Medical University of South Carolina, Charleston, SC 29425, USA
| | - Deanne Taylor
- The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA; Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA; Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | | | | | - Afshin Beheshti
- KBR, NASA Ames Research Center, Moffett Field, CA 94035, USA.
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41
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Ruoss S, Walker JT, Nasamran CA, Fisch KM, Paez C, Parekh JN, Ball ST, Chen JL, Ahmed SS, Ward SR. Strategies to Identify Mesenchymal Stromal Cells in Minimally Manipulated Human Bone Marrow Aspirate Concentrate Lack Consensus. Am J Sports Med 2021; 49:1313-1322. [PMID: 33646886 PMCID: PMC8409176 DOI: 10.1177/0363546521993788] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND There is a need to identify and quantify mesenchymal stromal cells (MSCs) in human bone marrow aspirate concentrate (BMAC) source tissues, but current methods to do so were established in cultured cell populations. Given that surface marker and gene expression change in cultured cells, it is doubtful that these strategies are valid to quantify MSCs in fresh BMAC. PURPOSE To establish the presence, quantity, and heterogeneity of BMAC-derived MSCs in minimally manipulated BMAC using currently available strategies. STUDY DESIGN Descriptive laboratory study. METHODS Five published strategies to identify MSCs were compared for suitability and efficiency to quantify clinical-grade BMAC-MSCs and cultured MSCs at the single cell transcriptome level on BMAC samples being used clinically from 15 orthopaedic patients and on 1 cultured MSC sample. Strategies included (1) the guidelines by the International Society for Cellular Therapy (ISCT), (2) CD271 expression, (3) the Ghazanfari et al transcriptional profile, (4) the Jia et al transcriptional profile, and (5) the Silva et al transcriptional profile. RESULTS ISCT guidelines did not identify any MSCs in BMAC at the transcriptional level and only 1 in 9 million cells at the protein level. Of 12,850 BMAC cells, 9 expressed the CD271 gene. Only 116 of 396 Ghazanfari genes were detected in BMAC, whereas no cells expressed all of them. No cells expressed all Jia genes, but 25 cells expressed at least 13 of 22. No cells expressed all Silva genes, but 19 cells expressed at least 8 of 23. Most importantly, the liberalized strategies tended to identify different cells and most of them clustered with immune cells. CONCLUSION Currently available methods need to be liberalized to identify any MSCs in fresh human BMAC and lack consensus at the single cell transcriptome and protein expression levels. These different cells should be isolated and challenged to establish phenotypic differences. CLINICAL RELEVANCE This study demonstrated that improved strategies to quantify MSC concentrations in BMAC for clinical applications are urgently needed. Until then, injected minimally manipulated MSC doses should be reported as rough estimates or as unknown.
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Affiliation(s)
- Severin Ruoss
- Department of Orthopaedic Surgery, UC San Diego, La Jolla CA, USA
| | - J. Todd Walker
- Department of Orthopaedic Surgery, UC San Diego, La Jolla CA, USA
| | - Chanond A. Nasamran
- Center for Computational Biology and Bioinformatics, Department of Medicine, UC San Diego, La Jolla CA, USA
| | - Kathleen M. Fisch
- Center for Computational Biology and Bioinformatics, Department of Medicine, UC San Diego, La Jolla CA, USA
| | - Conner Paez
- Department of Orthopaedic Surgery, UC San Diego, La Jolla CA, USA
| | - Jesal N. Parekh
- Department of Orthopaedic Surgery, UC San Diego, La Jolla CA, USA
| | - Scott T. Ball
- Department of Orthopaedic Surgery, UC San Diego, La Jolla CA, USA
| | - Jeffrey L. Chen
- Department of Orthopaedic Surgery, UC San Diego, La Jolla CA, USA
| | - Sonya S. Ahmed
- Department of Orthopaedic Surgery, UC San Diego, La Jolla CA, USA
| | - Samuel R. Ward
- Department of Orthopaedic Surgery, UC San Diego, La Jolla CA, USA
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Overbey EG, Saravia-Butler AM, Zhang Z, Rathi KS, Fogle H, da Silveira WA, Barker RJ, Bass JJ, Beheshti A, Berrios DC, Blaber EA, Cekanaviciute E, Costa HA, Davin LB, Fisch KM, Gebre SG, Geniza M, Gilbert R, Gilroy S, Hardiman G, Herranz R, Kidane YH, Kruse CPS, Lee MD, Liefeld T, Lewis NG, McDonald JT, Meller R, Mishra T, Perera IY, Ray S, Reinsch SS, Rosenthal SB, Strong M, Szewczyk NJ, Tahimic CGT, Taylor DM, Vandenbrink JP, Villacampa A, Weging S, Wolverton C, Wyatt SE, Zea L, Costes SV, Galazka JM. NASA GeneLab RNA-seq consensus pipeline: standardized processing of short-read RNA-seq data. iScience 2021; 24:102361. [PMID: 33870146 PMCID: PMC8044432 DOI: 10.1016/j.isci.2021.102361] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Revised: 10/30/2020] [Accepted: 03/23/2021] [Indexed: 12/15/2022] Open
Abstract
With the development of transcriptomic technologies, we are able to quantify precise changes in gene expression profiles from astronauts and other organisms exposed to spaceflight. Members of NASA GeneLab and GeneLab-associated analysis working groups (AWGs) have developed a consensus pipeline for analyzing short-read RNA-sequencing data from spaceflight-associated experiments. The pipeline includes quality control, read trimming, mapping, and gene quantification steps, culminating in the detection of differentially expressed genes. This data analysis pipeline and the results of its execution using data submitted to GeneLab are now all publicly available through the GeneLab database. We present here the full details and rationale for the construction of this pipeline in order to promote transparency, reproducibility, and reusability of pipeline data; to provide a template for data processing of future spaceflight-relevant datasets; and to encourage cross-analysis of data from other databases with the data available in GeneLab. Analysis of omics data from different spaceflight studies presents unique challenges A standardized pipeline for RNA-seq analysis eliminates data processing variation The GeneLab RNA-seq pipeline includes QC, trimming, mapping, quantification, and DGE Space-relevant data processed with this pipeline are available at genelab.nasa.gov
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Affiliation(s)
- Eliah G Overbey
- Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA
| | - Amanda M Saravia-Butler
- Logyx, LLC, Mountain View, CA 94043, USA.,Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Zhe Zhang
- Department of Biomedical and Health Informatics, The Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Komal S Rathi
- Department of Biomedical and Health Informatics, The Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Homer Fogle
- The Bionetics Corporation, NASA Ames Research Center, Moffett Field, CA 94035, USA.,Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Willian A da Silveira
- Institute for Global Food Security (IGFS) & School of Biological Sciences, Queen's University Belfast, Belfast, UK
| | - Richard J Barker
- Department of Botany, University of Wisconsin, Madison, WI 53706, USA
| | - Joseph J Bass
- MRC Versus Arthritis Centre for Musculoskeletal Ageing Research, Royal Derby Hospital, University of Nottingham & National Institute for Health Research Nottingham Biomedical Research Centre, Derby DE22 3DT, UK
| | - Afshin Beheshti
- KBR, NASA Ames Research Center, Moffett Field, CA 94035, USA.,Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Daniel C Berrios
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Elizabeth A Blaber
- Center for Biotechnology and Interdisciplinary Studies, Department of Biomedical Engineering, Rensselaer Polytechnic Institute, Troy, NY 12180, USA
| | - Egle Cekanaviciute
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Helio A Costa
- Departments of Pathology, and of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Laurence B Davin
- Institute of Biological Chemistry, Washington State University, Pullman, WA 99164, USA
| | - Kathleen M Fisch
- Center for Computational Biology & Bioinformatics, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Samrawit G Gebre
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA.,KBR, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | | | - Rachel Gilbert
- NASA Postdoctoral Program, Universities Space Research Association, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Simon Gilroy
- Department of Botany, University of Wisconsin, Madison, WI 53706, USA
| | - Gary Hardiman
- Institute for Global Food Security (IGFS) & School of Biological Sciences, Queen's University Belfast, Belfast, UK.,Medical University of South Carolina, Charleston, SC, USA
| | - Raúl Herranz
- Centro de Investigaciones Biológicas Margarita Salas (CSIC), Ramiro de Maeztu 9, 28040 Madrid, Spain
| | - Yared H Kidane
- Center for Pediatric Bone Biology and Translational Research, Texas Scottish Rite Hospital for Children, 2222 Welborn St., Dallas, TX 75219, USA
| | - Colin P S Kruse
- Los Alamos National Laboratory, Bioscience Division, Los Alamos, NM 87545, USA
| | - Michael D Lee
- Exobiology Branch, NASA Ames Research Center, Mountain View, CA 94035, USA.,Blue Marble Space Institute of Science, Seattle, WA 98154, USA
| | - Ted Liefeld
- Department of Medicine, University of California San Diego, San Diego, CA 92093, USA
| | - Norman G Lewis
- Institute of Biological Chemistry, Washington State University, Pullman, WA 99164, USA
| | - J Tyson McDonald
- Department of Radiation Medicine, Georgetown University Medical Center, Washington, DC 20007, USA
| | - Robert Meller
- Department of Neurobiology and Pharmacology, Morehouse School of Medicine, Atlanta, GA 30310, USA
| | - Tejaswini Mishra
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Imara Y Perera
- Department of Plant and Microbial Biology, North Carolina State University, Raleigh, NC 27695, USA
| | - Shayoni Ray
- NGM Biopharmaceuticals, South San Francisco, CA 94080, USA
| | - Sigrid S Reinsch
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Sara Brin Rosenthal
- Center for Computational Biology & Bioinformatics, Department of Medicine, University of California, San Diego, La Jolla, CA 92093, USA
| | - Michael Strong
- National Jewish Health, Center for Genes, Environment, and Health, 1400 Jackson Street, Denver, CO 80206, USA
| | - Nathaniel J Szewczyk
- Ohio Musculoskeletal and Neurological Institute and Department of Biomedical Sciences, Ohio University, Athens, OH 43147, USA
| | - Candice G T Tahimic
- Department of Biology, University of North Florida, Jacksonville, FL 32224, USA
| | - Deanne M Taylor
- Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia and the Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | | | - Alicia Villacampa
- Centro de Investigaciones Biológicas Margarita Salas (CSIC), Ramiro de Maeztu 9, 28040 Madrid, Spain
| | - Silvio Weging
- Institute of Computer Science, Martin-Luther University Halle-Wittenberg, Von-Seckendorff-Platz 1, Halle 06120, Germany
| | - Chris Wolverton
- Department of Botany and Microbiology, Ohio Wesleyan University, Delaware, OH, USA
| | - Sarah E Wyatt
- Department of Environmental and Plant Biology, Ohio University, Athens, OH 45701, USA.,Interdisciplinary Program in Molecular and Cellular Biology, Ohio University, Athens, OH 45701, USA
| | - Luis Zea
- BioServe Space Technologies, Aerospace Engineering Sciences Department, University of Colorado Boulder, Boulder 80303 USA
| | - Sylvain V Costes
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Jonathan M Galazka
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA
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Zhou Y, Bastian IN, Long MD, Dow M, Li W, Liu T, Ngu RK, Antonucci L, Huang JY, Phung QT, Zhao XH, Banerjee S, Lin XJ, Wang H, Dang B, Choi S, Karin D, Su H, Ellisman MH, Jamieson C, Bosenberg M, Cheng Z, Haybaeck J, Kenner L, Fisch KM, Bourgon R, Hernandez G, Lill JR, Liu S, Carter H, Mellman I, Karin M, Shalapour S. Activation of NF-κB and p300/CBP potentiates cancer chemoimmunotherapy through induction of MHC-I antigen presentation. Proc Natl Acad Sci U S A 2021; 118:e2025840118. [PMID: 33602823 PMCID: PMC7923353 DOI: 10.1073/pnas.2025840118] [Citation(s) in RCA: 44] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Many cancers evade immune rejection by suppressing major histocompatibility class I (MHC-I) antigen processing and presentation (AgPP). Such cancers do not respond to immune checkpoint inhibitor therapies (ICIT) such as PD-1/PD-L1 [PD-(L)1] blockade. Certain chemotherapeutic drugs augment tumor control by PD-(L)1 inhibitors through potentiation of T-cell priming but whether and how chemotherapy enhances MHC-I-dependent cancer cell recognition by cytotoxic T cells (CTLs) is not entirely clear. We now show that the lysine acetyl transferases p300/CREB binding protein (CBP) control MHC-I AgPPM expression and neoantigen amounts in human cancers. Moreover, we found that two distinct DNA damaging drugs, the platinoid oxaliplatin and the topoisomerase inhibitor mitoxantrone, strongly up-regulate MHC-I AgPP in a manner dependent on activation of nuclear factor kappa B (NF-κB), p300/CBP, and other transcription factors, but independently of autocrine IFNγ signaling. Accordingly, NF-κB and p300 ablations prevent chemotherapy-induced MHC-I AgPP and abrogate rejection of low MHC-I-expressing tumors by reinvigorated CD8+ CTLs. Drugs like oxaliplatin and mitoxantrone may be used to overcome resistance to PD-(L)1 inhibitors in tumors that had "epigenetically down-regulated," but had not permanently lost MHC-I AgPP activity.
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Affiliation(s)
- Yixuan Zhou
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
| | - Ingmar Niels Bastian
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
| | - Mark D Long
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263
| | - Michelle Dow
- Division of Medical Genetics, Health Sciences, Department of Biomedical Informatics, University of California San Diego, La Jolla, CA 92093
- Department of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Weihua Li
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Tao Liu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263
| | - Rachael Katie Ngu
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
| | - Laura Antonucci
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Jian Yu Huang
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Qui T Phung
- Department of Microchemistry, Proteomics, and Lipidomics, Genentech, Inc., South San Francisco, CA 94080
| | - Xi-He Zhao
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
- Oncology Department, China Medical University Shengjing Hospital, 110004 Shenyang City, China
| | - Sourav Banerjee
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Department of Cellular Medicine, Jacqui Wood Cancer Centre, University of Dundee, Dundee DD1 9SY, United Kingdom
| | - Xue-Jia Lin
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
- Biomedical Translational Research Institute and the First Affiliated Hospital, Jinan University, 510632 Guangzhou, Guangdong, China
| | - Hongxia Wang
- State Key Laboratory of Proteomics, Institute of Basic Medical Sciences, National Center of Biomedical Analysis, 100850 Beijing, China
| | - Brian Dang
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Sylvia Choi
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Daniel Karin
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
| | - Hua Su
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Mark H Ellisman
- National Center for Microscopy and Imaging Research, Center for Research in Biological Systems, University of California San Diego, La Jolla, CA 92093
| | - Christina Jamieson
- Department of Urology, Moores Cancer Center, University of California San Diego, La Jolla, CA 92093
| | - Marcus Bosenberg
- Department of Immunobiology, Yale School of Medicine, New Haven, CT 06510
- Department of Dermatology, Yale School of Medicine, New Haven, CT 06510
| | - Zhang Cheng
- Center for Epigenomics, Department of Cellular and Molecular Medicine, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Johannes Haybaeck
- Institute of Pathology, Medical University of Graz, A-8036 Graz, Austria
- Department of Pathology, Neuropathology and Molecular Pathology, Medical University of Innsbruck, A-6020 Innsbruck, Austria
| | - Lukas Kenner
- Department of Pathology, Christian Doppler Laboratory, Medical University of Vienna, 1090 Vienna, Austria
- Unit of Pathology of Laboratory Animals, University of Veterinary Medicine Vienna, 1210 Vienna, Austria
| | - Kathleen M Fisch
- Center for Computational Biology and Bioinformatics, Department of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Richard Bourgon
- Department of Cancer Immunology, Genentech, Inc., South San Francisco, CA 94080
| | - Genevive Hernandez
- Department of Cancer Immunology, Genentech, Inc., South San Francisco, CA 94080
| | - Jennie R Lill
- Department of Microchemistry, Proteomics, and Lipidomics, Genentech, Inc., South San Francisco, CA 94080
| | - Song Liu
- Department of Biostatistics and Bioinformatics, Roswell Park Comprehensive Cancer Center, Buffalo, NY 14263
| | - Hannah Carter
- Division of Medical Genetics, Health Sciences, Department of Biomedical Informatics, University of California San Diego, La Jolla, CA 92093
- Department of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Ira Mellman
- Department of Cancer Immunology, Genentech, Inc., South San Francisco, CA 94080
| | - Michael Karin
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093;
- Laboratory of Gene Regulation and Signal Transduction, Department of Pharmacology, School of Medicine, University of California San Diego, La Jolla, CA 92093
| | - Shabnam Shalapour
- Department of Pharmacology, School of Medicine, University of California San Diego, CA 92093;
- Department of Cancer Biology, University of Texas MD Anderson Cancer Center, Houston, TX 77054
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44
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Nasamran CA, Sachan ANS, Mott J, Kuras YI, Scherzer CR, Study HB, Ricciardelli E, Jepsen K, Edland SD, Fisch KM, Desplats P. Differential blood DNA methylation across Lewy body dementias. Alzheimers Dement (Amst) 2021; 13:e12156. [PMID: 33665346 PMCID: PMC7896631 DOI: 10.1002/dad2.12156] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Accepted: 12/29/2020] [Indexed: 12/17/2022]
Abstract
INTRODUCTION Dementia with Lewy bodies (DLB) and Parkinson's disease dementia (PDD) are characterized by cognitive alterations, visual hallucinations, and motor impairment. Diagnosis is based on type and timing of clinical manifestations; however, determination of clinical subtypes is challenging. The utility of blood DNA methylation as a biomarker for Lewy body disorders (LBD) is mostly unexplored. METHODS We performed a cross-sectional analysis of blood methylation in 42 DLB and 50 PDD cases applying linear models to compare groups and logistic least absolute shrinkage and selection operator regression to explore the discriminant power of methylation signals. RESULTS DLB blood shows differential methylation compared to PDD. Some methylation changes associate with core features of LBD. Sets of probes show high predictive value to discriminate between variants. DISCUSSION Our study is the first to explore LBD blood methylation. Despite overlapping clinical presentation, we detected differential epigenetic signatures that, if confirmed in independent cohorts, could be developed into useful biomarkers.
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Affiliation(s)
- Chanond A. Nasamran
- Center for Computational Biology & BioinformaticsDepartment of MedicineUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Anubhav Nikunj Singh Sachan
- Division of Biostatistics, Department of Family Medicine and Public HealthUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Jennifer Mott
- Department of Neurosciences, School of MedicineUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Yuliya I. Kuras
- Center for Advanced Parkinson Research and Precision Neurology Program, Harvard Medical SchoolBrigham & Women's HospitalBostonMassachusettsUSA
| | - Clemens R. Scherzer
- Center for Advanced Parkinson Research and Precision Neurology Program, Harvard Medical SchoolBrigham & Women's HospitalBostonMassachusettsUSA
| | | | - Eugenia Ricciardelli
- Genomics CenterInstitute for Genomics MedicineUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Kristen Jepsen
- Genomics CenterInstitute for Genomics MedicineUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Steven D. Edland
- Department of Neurosciences, School of MedicineUniversity of California San DiegoLa JollaCaliforniaUSA
- Department of Family Medicine and Public HealthUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Kathleen M. Fisch
- Center for Computational Biology & BioinformaticsDepartment of MedicineUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Paula Desplats
- Department of Neurosciences, School of MedicineUniversity of California San DiegoLa JollaCaliforniaUSA
- Department of Pathology, School of MedicineUniversity of California San DiegoLa JollaCaliforniaUSA
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Jiang Q, Isquith J, Ladel L, Mark A, Holm F, Mason C, He Y, Mondala P, Oliver I, Pham J, Ma W, Reynoso E, Ali S, Morris IJ, Diep R, Nasamran C, Xu G, Sasik R, Rosenthal SB, Birmingham A, Coso S, Pineda G, Crews L, Donohoe ME, Venter JC, Whisenant T, Mesa RA, Alexandrov LB, Fisch KM, Jamieson C. Inflammation-driven deaminase deregulation fuels human pre-leukemia stem cell evolution. Cell Rep 2021; 34:108670. [PMID: 33503434 PMCID: PMC8477897 DOI: 10.1016/j.celrep.2020.108670] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Revised: 12/03/2020] [Accepted: 12/29/2020] [Indexed: 12/11/2022] Open
Abstract
Inflammation-dependent base deaminases promote therapeutic resistance in many malignancies. However, their roles in human pre-leukemia stem cell (pre-LSC) evolution to acute myeloid leukemia stem cells (LSCs) had not been elucidated. Comparative whole-genome and whole-transcriptome sequencing analyses of FACS-purified pre-LSCs from myeloproliferative neoplasm (MPN) patients reveal APOBEC3C upregulation, an increased C-to-T mutational burden, and hematopoietic stem and progenitor cell (HSPC) proliferation during progression, which can be recapitulated by lentiviral APOBEC3C overexpression. In pre-LSCs, inflammatory splice isoform overexpression coincides with APOBEC3C upregulation and ADAR1p150-induced A-to-I RNA hyper-editing. Pre-LSC evolution to LSCs is marked by STAT3 editing, STAT3β isoform switching, elevated phospho-STAT3, and increased ADAR1p150 expression, which can be prevented by JAK2/STAT3 inhibition with ruxolitinib or fedratinib or lentiviral ADAR1 shRNA knockdown. Conversely, lentiviral ADAR1p150 expression enhances pre-LSC replating and STAT3 splice isoform switching. Thus, pre-LSC evolution to LSCs is fueled by primate-specific APOBEC3C-induced pre-LSC proliferation and ADAR1-mediated splicing deregulation.
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Affiliation(s)
- Qingfei Jiang
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Jane Isquith
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Luisa Ladel
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Adam Mark
- Center for Computational Biology & Bioinformatics (CCBB), Department of Medicine, University of California, San Diego, La Jolla, CA 92093-0681, USA
| | - Frida Holm
- Karolinska Institutet, Stockholm, Sweden
| | - Cayla Mason
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Yudou He
- Department of Cellular and Molecular Medicine and Department of Bioengineering and Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093, USA
| | - Phoebe Mondala
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Isabelle Oliver
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Jessica Pham
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Wenxue Ma
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Eduardo Reynoso
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Shawn Ali
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Isabella Jamieson Morris
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Raymond Diep
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Chanond Nasamran
- Center for Computational Biology & Bioinformatics (CCBB), Department of Medicine, University of California, San Diego, La Jolla, CA 92093-0681, USA
| | - Guorong Xu
- Center for Computational Biology & Bioinformatics (CCBB), Department of Medicine, University of California, San Diego, La Jolla, CA 92093-0681, USA
| | - Roman Sasik
- Center for Computational Biology & Bioinformatics (CCBB), Department of Medicine, University of California, San Diego, La Jolla, CA 92093-0681, USA
| | - Sara Brin Rosenthal
- Center for Computational Biology & Bioinformatics (CCBB), Department of Medicine, University of California, San Diego, La Jolla, CA 92093-0681, USA
| | - Amanda Birmingham
- Center for Computational Biology & Bioinformatics (CCBB), Department of Medicine, University of California, San Diego, La Jolla, CA 92093-0681, USA
| | - Sanja Coso
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Gabriel Pineda
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Leslie Crews
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | - Mary E Donohoe
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA
| | | | - Thomas Whisenant
- Center for Computational Biology & Bioinformatics (CCBB), Department of Medicine, University of California, San Diego, La Jolla, CA 92093-0681, USA
| | - Ruben A Mesa
- Mays Cancer Center at UT Health San Antonio MD Anderson, UT Health San Antonio, San Antonio, TX 78229, USA
| | - Ludmil B Alexandrov
- Department of Cellular and Molecular Medicine and Department of Bioengineering and Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093, USA.
| | - Kathleen M Fisch
- Center for Computational Biology & Bioinformatics (CCBB), Department of Medicine, University of California, San Diego, La Jolla, CA 92093-0681, USA.
| | - Catriona Jamieson
- Division of Regenerative Medicine, Department of Medicine, Moores Cancer Center, University of California, San Diego, La Jolla, CA 92093-0820, USA.
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46
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Rutter L, Barker R, Bezdan D, Cope H, Costes SV, Degoricija L, Fisch KM, Gabitto MI, Gebre S, Giacomello S, Gilroy S, Green SJ, Mason CE, Reinsch SS, Szewczyk NJ, Taylor DM, Galazka JM, Herranz R, Muratani M. A New Era for Space Life Science: International Standards for Space Omics Processing. Patterns (N Y) 2020; 1:100148. [PMID: 33336201 PMCID: PMC7733874 DOI: 10.1016/j.patter.2020.100148] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Space agencies have announced plans for human missions to the Moon to prepare for Mars. However, the space environment presents stressors that include radiation, microgravity, and isolation. Understanding how these factors affect biology is crucial for safe and effective crewed space exploration. There is a need to develop countermeasures, to adapt plants and microbes for nutrient sources and bioregenerative life support, and to limit pathogen infection. Scientists across the world are conducting space omics experiments on model organisms and, more recently, on humans. Optimal extraction of actionable scientific discoveries from these precious datasets will only occur at the collective level with improved standardization. To address this shortcoming, we established ISSOP (International Standards for Space Omics Processing), an international consortium of scientists who aim to enhance standard guidelines between space biologists at a global level. Here we introduce our consortium and share past lessons learned and future challenges related to spaceflight omics.
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Affiliation(s)
- Lindsay Rutter
- Transborder Medical Research Center and Department of Genome Biology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki 305-8575, Japan
| | - Richard Barker
- Department of Botany, University of Wisconsin, Madison, WI 53706, USA
| | - Daniela Bezdan
- Institute of Medical Virology and Epidemiology of Viral Diseases, University Hospital, Tubingen, Germany
| | - Henry Cope
- School of Computer Science, University of Nottingham, Nottingham NG8 1BB, UK
| | - Sylvain V. Costes
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | | | - Kathleen M. Fisch
- Center for Computational Biology & Bioinformatics, Department of Medicine, University of California, San Diego, La Jolla, CA 92037, USA
| | - Mariano I. Gabitto
- Flatiron Institute, Center for Computational Biology, Simons Foundation, New York, NY 10010, USA
| | - Samrawit Gebre
- KBR, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | | | - Simon Gilroy
- Department of Botany, University of Wisconsin, Madison, WI 53706, USA
| | - Stefan J. Green
- Genome Research Core, University of Illinois at Chicago, Chicago, IL 60612, USA
| | - Christopher E. Mason
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10065, USA
- The HRH Prince Alwaleed Bin Talal Bin Abdulaziz Alsaud Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10021, USA
- The WorldQuant Initiative for Quantitative Prediction, Weill Cornell Medicine, New York, NY 10065, USA
- The Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York, NY 10065, USA
| | - Sigrid S. Reinsch
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Nathaniel J. Szewczyk
- Ohio Musculoskeletal and Neurological Institute (OMNI), Ohio University, Athens, OH 45701, USA
| | - Deanne M. Taylor
- Department of Biomedical and Health Informatics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Jonathan M. Galazka
- Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Raul Herranz
- Centro de Investigaciones Biológicas “Margarita Salas” (CSIC), Ramiro de Maeztu 9, Madrid 28040, Spain
| | - Masafumi Muratani
- Transborder Medical Research Center and Department of Genome Biology, Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki 305-8575, Japan
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47
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Bickler SW, Prieto JM, Cauvi DM, De Cos V, Nasamran C, Ameh E, Amin S, Nicholson S, Din H, Mocumbi AO, Noormahomed EV, Tellez-Isaias G, Fisch KM, De Maio A. Differential expression of nuclear genes encoding mitochondrial proteins from urban and rural populations in Morocco. Cell Stress Chaperones 2020; 25:847-856. [PMID: 32319023 PMCID: PMC7591688 DOI: 10.1007/s12192-020-01108-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Revised: 03/26/2020] [Accepted: 03/30/2020] [Indexed: 11/25/2022] Open
Abstract
Urbanization in low-income countries represents an important inflection point in the epidemiology of disease, with rural populations experiencing high rates of chronic and recurrent infections and urban populations displaying a profile of noncommunicable diseases. To investigate if urbanization alters the expression of genes encoding mitochondrial proteins, we queried gene microarray data from rural and urban populations living in Morocco (GSE17065). The R Bioconductor packages edgeR and limma were used to identify genes with different expression. The experimental design was modeled upon location and sex. Nuclear genes encoding mitochondrial proteins were identified from the MitoCarta2.0 database. Of the 1158 genes listed in the MitoCarta2.0 database, 847 genes (73%) were available for analysis in the Moroccan dataset. The urban-rural comparison with the greatest environmental differences showed that 76.5% of the MitoCarta2.0 genes were differentially expressed, with 97% of the genes having an increased expression in the urban area. Enrichment analysis revealed 367 significantly enriched pathways (adjusted p value < 0.05), with oxidative phosphorylation, insulin secretion and glucose regulations (adj.p values = 6.93E-16) being the top three. Four significantly perturbed KEGG disease pathways were associated with urbanization-three degenerative neurological diseases (Huntington's, Alzheimer's, and Parkinson's diseases) and herpes simplex infection (false discover rate corrected p value (PGFdr) < 0.2). Mitochondrial RNA metabolic processing and translational elongation were the biological processes that had the greatest enrichment (enrichment ratios 14.0 and 14.8, respectively, FDR < 0.5). Our study links urbanization in Morocco with changes in the expression of the nuclear genes encoding mitochondrial proteins.
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Affiliation(s)
- Stephen W. Bickler
- Division of Pediatric Surgery, Rady Children’s Hospital—University of California San Diego, 3030 Children’s Way, San Diego, CA 92123 USA
- Department of Surgery, School of Medicine, University of California San Diego, La Jolla, CA 92093 USA
- Center for Investigations of Health and Education Disparities, University of California San Diego, La Jolla, CA 92093 USA
| | - James M. Prieto
- Department of Surgery, Naval Medical Center San Diego, San Diego, CA USA
| | - David M. Cauvi
- Department of Surgery, School of Medicine, University of California San Diego, La Jolla, CA 92093 USA
- Center for Investigations of Health and Education Disparities, University of California San Diego, La Jolla, CA 92093 USA
| | - Victor De Cos
- Division of Pediatric Surgery, Rady Children’s Hospital—University of California San Diego, 3030 Children’s Way, San Diego, CA 92123 USA
| | - Chanond Nasamran
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA 92093 USA
| | - Emmanuel Ameh
- Department of Pediatric Surgery, National Hospital, Abuja, Nigeria
| | - Said Amin
- Department of Histopathology, National Hospital, Abuja, Nigeria
| | - Sneha Nicholson
- Division of Pediatric Surgery, Rady Children’s Hospital—University of California San Diego, 3030 Children’s Way, San Diego, CA 92123 USA
| | - Hena Din
- Division of Pediatric Surgery, Rady Children’s Hospital—University of California San Diego, 3030 Children’s Way, San Diego, CA 92123 USA
| | - Ana Olga Mocumbi
- Instituto Nacional de Saúde, Maputo, Mozambique
- Department of Microbiology, Faculty of Medicine, Universidade Eduardo Mondlane (UEM), Maputo, Mozambique
| | | | | | - Kathleen M. Fisch
- Center for Computational Biology and Bioinformatics, University of California San Diego, La Jolla, CA 92093 USA
| | - Antonio De Maio
- Department of Surgery, School of Medicine, University of California San Diego, La Jolla, CA 92093 USA
- Center for Investigations of Health and Education Disparities, University of California San Diego, La Jolla, CA 92093 USA
- Department of Neurosciences, School of Medicine, University of California San Diego, La Jolla, CA 92093 USA
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48
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Ren S, Gaykalova DA, Guo T, Favorov AV, Fertig EJ, Tamayo P, Callejas-Valera JL, Allevato M, Gilardi M, Santos J, Fukusumi T, Sakai A, Ando M, Sadat S, Liu C, Xu G, Fisch KM, Wang Z, Molinolo AA, Gutkind JS, Ideker T, Koch WM, Califano JA. HPV E2, E4, E5 drive alternative carcinogenic pathways in HPV positive cancers. Oncogene 2020; 39:6327-6339. [PMID: 32848210 PMCID: PMC7529583 DOI: 10.1038/s41388-020-01431-8] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Revised: 07/19/2020] [Accepted: 08/13/2020] [Indexed: 12/26/2022]
Abstract
The dominant paradigm for HPV carcinogenesis includes integration into the host genome followed by expression of E6 and E7 (E6/E7). We explored an alternative carcinogenic pathway characterized by episomal E2, E4, and E5 (E2/E4/E5) expression. Half of HPV positive cervical and pharyngeal cancers comprised a subtype with increase in expression of E2/E4/E5, as well as association with lack of integration into the host genome. Models of the E2/E4/E5 carcinogenesis show p53 dependent enhanced proliferation in vitro, as well as increased susceptibility to induction of cancer in vivo. Whole genomic expression analysis of the E2/E4/E5 pharyngeal cancer subtype is defined by activation of the fibroblast growth factor receptor (FGFR) pathway and this subtype is susceptible to combination FGFR and mTOR inhibition, with implications for targeted therapy.
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Affiliation(s)
- Shuling Ren
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA.,Department of Otolaryngology-Head and Neck Surgery, Beijing Friendship Hospital, Capital Medical University, Beijing, China
| | - Daria A Gaykalova
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins Medical Institutions, Baltimore, MD, USA
| | - Theresa Guo
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins Medical Institutions, Baltimore, MD, USA
| | - Alexander V Favorov
- Division of Oncology Biostatistics, Department of Oncology, Johns Hopkins Medical Institutions, Baltimore, MD, USA.,Laboratory of Systems Biology and Computational Genetics, Vavilov Institute of General Genetics, Russian Academy of Sciences, Moscow, Russia
| | - Elana J Fertig
- Division of Oncology Biostatistics, Department of Oncology, Johns Hopkins Medical Institutions, Baltimore, MD, USA
| | - Pablo Tamayo
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Juan Luis Callejas-Valera
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA.,Cancer Biology and Immunotherapies group, Sanford Research, Sioux Falls, SD, USA
| | - Mike Allevato
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Mara Gilardi
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Jessica Santos
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Takahito Fukusumi
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Akihiro Sakai
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Mizuo Ando
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Sayed Sadat
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Chao Liu
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Guorong Xu
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Kathleen M Fisch
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Zhiyong Wang
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Alfredo A Molinolo
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - J Silvio Gutkind
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Trey Ideker
- Department of Medicine, University of California San Diego, La Jolla, CA, USA
| | - Wayne M Koch
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins Medical Institutions, Baltimore, MD, USA
| | - Joseph A Califano
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA. .,Division of Otolaryngology-Head and Neck Surgery, Department of Surgery, University of California San Diego, La Jolla, CA, USA.
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49
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Canchi S, Raao B, Masliah D, Rosenthal SB, Sasik R, Fisch KM, De Jager PL, Bennett DA, Rissman RA. Integrating Gene and Protein Expression Reveals Perturbed Functional Networks in Alzheimer's Disease. Cell Rep 2020; 28:1103-1116.e4. [PMID: 31340147 PMCID: PMC7503200 DOI: 10.1016/j.celrep.2019.06.073] [Citation(s) in RCA: 44] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2018] [Revised: 05/20/2019] [Accepted: 06/19/2019] [Indexed: 12/23/2022] Open
Abstract
Asymptomatic and symptomatic Alzheimer’s disease (AD) subjects may present with equivalent neuropathological burdens but have significantly different antemortem cognitive decline rates. Using the transcriptome as a proxy for functional state, we selected 414 expression profiles of symptomatic AD subjects and age-matched non-demented controls from a community-based neuropathological study. By combining brain tissue-specific protein interactomes with gene networks, we identified functionally distinct composite clusters of genes that reveal extensive changes in expression levels in AD. Global expression for clusters broadly corresponding to synaptic transmission, metabolism, cell cycle, survival, and immune response were downregulated, while the upregulated cluster included largely uncharacterized processes. We propose that loss of EGR3 regulation mediates synaptic deficits by targeting the synaptic vesicle cycle. Our results highlight the utility of integrating protein interactions with gene perturbations to generate a comprehensive framework for characterizing alterations in the molecular network as applied to AD. Canchi et al. reveal the transcriptomic dynamics of clinically and neuropathologically confirmed Alzheimer’s disease subjects by integrating brain tissue-specific proteome data with gene network analysis. They identify perturbed biological processes and provide insights into the interactions between molecular mechanisms in symptomatic Alzheimer’s disease.
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Affiliation(s)
- Saranya Canchi
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA; Veterans Affairs San Diego Healthcare System, San Diego, CA, USA
| | - Balaji Raao
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA
| | - Deborah Masliah
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA
| | - Sara Brin Rosenthal
- Center for Computational Biology & Bioinformatics, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Roman Sasik
- Center for Computational Biology & Bioinformatics, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Kathleen M Fisch
- Center for Computational Biology & Bioinformatics, Department of Medicine, University of California, San Diego, La Jolla, CA, USA
| | - Philip L De Jager
- Center for Translational & Computational Neuroimmunology, Department of Neurology, Columbia University Medical Center, New York, NY, USA
| | - David A Bennett
- Rush Alzheimer's Disease Center, Rush University Medical Center, Chicago, IL, USA
| | - Robert A Rissman
- Department of Neurosciences, University of California, San Diego, La Jolla, CA, USA; Veterans Affairs San Diego Healthcare System, San Diego, CA, USA.
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50
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Osterman CJD, Ozmadenci D, Kleinschmidt EG, Taylor KN, Barrie AM, Jiang S, Bean LM, Sulzmaier FJ, Li J, Chen XL, Fu G, Ojalill M, Rappu P, Heino J, Mark AA, Xu G, Fisch KM, Weaver DT, Pachter JA, Győrffy B, McHale MT, Connolly DC, Molinolo A, Stupack DG, Schlaepfer DD. Abstract A61: FAK activity sustains intrinsic and acquired ovarian cancer resistance to platinum chemotherapy. Clin Cancer Res 2020. [DOI: 10.1158/1557-3265.ovca19-a61] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Gene copy number alterations, tumor cell stemness, and development of platinum chemotherapy resistance contribute to high-grade serous ovarian cancer (HGSOC) recurrence. Stemness phenotypes involving Wnt-beta-catenin, aldehyde dehydrogenase activities, intrinsic platinum resistance, and tumorsphere formation are here associated with spontaneous genetic gains in KRAS, MYC, and FAK (KMF) genes, in a new aggressive murine model of ovarian cancer. Noncanonical signaling via FAK sustained KMF and human tumorsphere proliferation as well as resistance to cisplatin cytotoxicity. Platinum-resistant tumorspheres can acquire a dependence on FAK for growth. Accordingly, increased FAK tyrosine phosphorylation was observed within HGSOC patient tumors surviving neoadjuvant chemotherapy. Combining a FAK inhibitor with platinum overcame chemoresistance, triggering tumor cell apoptosis. FAK transcriptomic analyses across knockout and reconstituted cells identified 135 genes elevated by a FAK activity-dependent, beta-catenin, and Myc signaling axis including pluripotency and DNA repair genes. Identified target increases in HGSOC tumors may reflect oncogenic FAK signaling.
Citation Format: Carlos J. Díaz Osterman, Duygu Ozmadenci, Elizabeth G. Kleinschmidt, Kristin N. Taylor, Allison M. Barrie, Shulin Jiang, Lisa M. Bean, Florian J. Sulzmaier, Jian Li, Xiao Lei Chen, Guo Fu, Marjaana Ojalill, Pekka Rappu, Jyrki Heino, Adam A. Mark, Guorong Xu, Kathleen M. Fisch, David T. Weaver, Jonathan A. Pachter, Balázs Győrffy, Michael T. McHale, Denise C. Connolly, Alfredo Molinolo, Dwayne G. Stupack, David D. Schlaepfer. FAK activity sustains intrinsic and acquired ovarian cancer resistance to platinum chemotherapy [abstract]. In: Proceedings of the AACR Special Conference on Advances in Ovarian Cancer Research; 2019 Sep 13-16, 2019; Atlanta, GA. Philadelphia (PA): AACR; Clin Cancer Res 2020;26(13_Suppl):Abstract nr A61.
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Affiliation(s)
| | | | | | | | | | | | | | | | - Jian Li
- 2Xiamen University, Xiamen, China,
| | | | - Guo Fu
- 2Xiamen University, Xiamen, China,
| | | | | | | | | | - Guorong Xu
- 4UCSD Department of Medicine, La Jolla, CA,
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