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Cheng X, Meng X, Chen R, Song Z, Li S, Wei S, Lv H, Zhang S, Tang H, Jiang Y, Zhang R. The molecular subtypes of autoimmune diseases. Comput Struct Biotechnol J 2024; 23:1348-1363. [PMID: 38596313 PMCID: PMC11001648 DOI: 10.1016/j.csbj.2024.03.026] [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] [Subscribe] [Scholar Register] [Received: 11/12/2023] [Revised: 03/27/2024] [Accepted: 03/27/2024] [Indexed: 04/11/2024] Open
Abstract
Autoimmune diseases (ADs) are characterized by their complexity and a wide range of clinical differences. Despite patients presenting with similar symptoms and disease patterns, their reactions to treatments may vary. The current approach of personalized medicine, which relies on molecular data, is seen as an effective method to address the variability in these diseases. This review examined the pathologic classification of ADs, such as multiple sclerosis and lupus nephritis, over time. Acknowledging the limitations inherent in pathologic classification, the focus shifted to molecular classification to achieve a deeper insight into disease heterogeneity. The study outlined the established methods and findings from the molecular classification of ADs, categorizing systemic lupus erythematosus (SLE) into four subtypes, inflammatory bowel disease (IBD) into two, rheumatoid arthritis (RA) into three, and multiple sclerosis (MS) into a single subtype. It was observed that the high inflammation subtype of IBD, the RA inflammation subtype, and the MS "inflammation & EGF" subtype share similarities. These subtypes all display a consistent pattern of inflammation that is primarily driven by the activation of the JAK-STAT pathway, with the effective drugs being those that target this signaling pathway. Additionally, by identifying markers that are uniquely associated with the various subtypes within the same disease, the study was able to describe the differences between subtypes in detail. The findings are expected to contribute to the development of personalized treatment plans for patients and establish a strong basis for tailored approaches to treating autoimmune diseases.
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Affiliation(s)
| | | | | | - Zerun Song
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Shuai Li
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Siyu Wei
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Hongchao Lv
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Shuhao Zhang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Hao Tang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Yongshuai Jiang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
| | - Ruijie Zhang
- College of Bioinformatics Science and Technology, Harbin Medical University, Harbin, China
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Gu W, Huang X, Singh PNP, Li S, Lan Y, Deng M, Lacko LA, Gomez-Salinero JM, Rafii S, Verzi MP, Shivdasani RA, Zhou Q. A MTA2-SATB2 chromatin complex restrains colonic plasticity toward small intestine by retaining HNF4A at colonic chromatin. Nat Commun 2024; 15:3595. [PMID: 38678016 DOI: 10.1038/s41467-024-47738-y] [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: 12/05/2022] [Accepted: 04/08/2024] [Indexed: 04/29/2024] Open
Abstract
Plasticity among cell lineages is a fundamental, but poorly understood, property of regenerative tissues. In the gut tube, the small intestine absorbs nutrients, whereas the colon absorbs electrolytes. In a striking display of inherent plasticity, adult colonic mucosa lacking the chromatin factor SATB2 is converted to small intestine. Using proteomics and CRISPR-Cas9 screening, we identify MTA2 as a crucial component of the molecular machinery that, together with SATB2, restrains colonic plasticity. MTA2 loss in the adult mouse colon activated lipid absorptive genes and functional lipid uptake. Mechanistically, MTA2 co-occupies DNA with HNF4A, an activating pan-intestinal transcription factor (TF), on colonic chromatin. MTA2 loss leads to HNF4A release from colonic chromatin, and accumulation on small intestinal chromatin. SATB2 similarly restrains colonic plasticity through an HNF4A-dependent mechanism. Our study provides a generalizable model of lineage plasticity in which broadly-expressed TFs are retained on tissue-specific enhancers to maintain cell identity and prevent activation of alternative lineages, and their release unleashes plasticity.
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Affiliation(s)
- Wei Gu
- Division of Regenerative Medicine & Hartman Institute for Organ Regeneration, Department of Medicine, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA.
- BeiGene Institute, BeiGene (Shanghai) Research & Development Co., Ltd, Shanghai, 200131, China.
| | - Xiaofeng Huang
- Division of Regenerative Medicine & Hartman Institute for Organ Regeneration, Department of Medicine, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA
| | - Pratik N P Singh
- Department of Medical Oncology, Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - Sanlan Li
- Division of Regenerative Medicine & Hartman Institute for Organ Regeneration, Department of Medicine, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA
| | - Ying Lan
- Division of Regenerative Medicine & Hartman Institute for Organ Regeneration, Department of Medicine, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA
| | - Min Deng
- Division of Regenerative Medicine & Hartman Institute for Organ Regeneration, Department of Medicine, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA
| | - Lauretta A Lacko
- Division of Regenerative Medicine & Hartman Institute for Organ Regeneration, Department of Medicine, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA
- Human Therapeutic Organoid Core Facility, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA
| | - Jesus M Gomez-Salinero
- Division of Regenerative Medicine & Hartman Institute for Organ Regeneration, Department of Medicine, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA
| | - Shahin Rafii
- Division of Regenerative Medicine & Hartman Institute for Organ Regeneration, Department of Medicine, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA
| | - Michael P Verzi
- Department of Genetics, Rutgers University, 145 Bevier Road, Piscataway, NJ, 08854, USA
| | - Ramesh A Shivdasani
- Department of Medical Oncology, Center for Functional Cancer Epigenetics, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, 02215, USA
- Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - Qiao Zhou
- Division of Regenerative Medicine & Hartman Institute for Organ Regeneration, Department of Medicine, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA.
- Human Therapeutic Organoid Core Facility, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA.
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3
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Zheng C, Chen X, Ke Y, Xu X, Wu C, Jiang L. Constructing models for Crohn's disease diagnosis and prediction of infliximab non-response based on angiogenesis-related genes. Front Immunol 2024; 15:1239496. [PMID: 38343536 PMCID: PMC10853379 DOI: 10.3389/fimmu.2024.1239496] [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] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Accepted: 01/12/2024] [Indexed: 02/15/2024] Open
Abstract
Background Angiogenesis response plays a crucial role in the occurrence and development of Crohn's disease (CD) and may involve the mechanism of infliximab non-response. However, the role of angiogenesis-related genes in Crohn's disease has not been comprehensively studied. This study aimed to explore the expression profiles of angiogenesis-related genes in CD patients and construct models for disease diagnosis and prediction of infliximab non-response. Methods CD-related microarray datasets were collected from the GEO database. Unsupervised consensus clustering analysis was performed based on differentially expressed angiogenesis-related genes to divide CD samples into two distinct clusters. Weighted gene co-expression network analysis (WGCNA) was conducted on the clusters to identify angiogenesis-related module. Based on the differentially expressed genes in the module, machine learning algorithms were employed to further identify hub genes and construct a disease diagnostic model. Subsequently, treatment outcome-related genes were extracted from these hub genes, and a predictive model for infliximab non-response in CD patients was ultimately built. Results Based on angiogenesis-related genes, we identified two distinct CD clusters (C1 and C2). Compared to C1, the metabolic pathways in C2 were significantly upregulated, and there was a higher abundance of cell clusters such as M1 macrophages and plasma cells. Additionally, C2 showed a poorer response to infliximab. Furthermore, a predictive model for infliximab non-response in CD patients was constructed based on the hub genes, and it was successfully validated using an external dataset. Conclusion Comprehensive analysis of angiogenesis-related genes revealed different clusters of CD, which exhibited differential response rates to infliximab. The construction of models provides a reference for disease diagnosis and drug selection, aiding in clinical decision-making.
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Affiliation(s)
- Chenwei Zheng
- School of Clinical Medicine, Fujian Medical University, Fuzhou, Fujian, China
- Department of Gastroscopy, Fujian Medical University Affiliated First Quanzhou Hospital, Quanzhou, Fujian, China
| | - Xiangbo Chen
- School of Clinical Medicine, Fujian Medical University, Fuzhou, Fujian, China
- Department of Gastroscopy, Fujian Medical University Affiliated First Quanzhou Hospital, Quanzhou, Fujian, China
| | - Yujing Ke
- School of Clinical Medicine, Fujian Medical University, Fuzhou, Fujian, China
- Department of Gastroscopy, Fujian Medical University Affiliated First Quanzhou Hospital, Quanzhou, Fujian, China
| | - Xiaolin Xu
- School of Clinical Medicine, Fujian Medical University, Fuzhou, Fujian, China
- Department of Gastroscopy, Fujian Medical University Affiliated First Quanzhou Hospital, Quanzhou, Fujian, China
| | - Chao Wu
- School of Clinical Medicine, Fujian Medical University, Fuzhou, Fujian, China
- Department of Gastroscopy, Fujian Medical University Affiliated First Quanzhou Hospital, Quanzhou, Fujian, China
| | - Lingling Jiang
- School of Clinical Medicine, Fujian Medical University, Fuzhou, Fujian, China
- Department of Gastroscopy, Fujian Medical University Affiliated First Quanzhou Hospital, Quanzhou, Fujian, China
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Moret-Tatay I, Nos P, Iborra M, Rausell F, Beltrán B. Catalase inhibition can modulate the ability of peripheral blood T cells to undergo apoptosis in Crohn's disease. Clin Exp Immunol 2024:uxad134. [PMID: 38247555 DOI: 10.1093/cei/uxad134] [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: 04/02/2023] [Revised: 10/12/2023] [Accepted: 12/18/2023] [Indexed: 01/23/2024] Open
Abstract
Crohn's disease (CD) is a chronic relapsing inflammatory disorder in which defective apoptosis of mucosal T cells is postulated to produce sustained inflammation and reactive oxygen species accumulation. Whether CD T cells are intrinsically resistant to apoptosis or whether this resistance is acquired at the intestinal site needs to be clarified, as the cellular mechanisms modulate the impaired apoptosis in these cells. Here, we analysed peripheral blood T cells from patients naïve to specific CD treatment at the onset and from healthy controls. Non-activated freshly purified lymphocytes were cultured and submitted to in vitro protocols for activation (CD3/CD28 antibodies) and apoptosis (Fas antibody). Cells were analysed by flow cytometry. Caspases (3, 8, and 9) and catalase activity were measured; protein levels of bax, Bcl-2, and NF-kB were detected by western blotting, and cytokines by Luminex-based assays. The results showed that CD4 T cells from CD patients are less prone to apoptosis before they can migrate to the intestinal mucosa. Caspase-9, FasR, sIL-2Rα, IL-17A, IFNγ, IL-6, TNF-α, and IL-10 were shown to be significantly different in CD but not for the rest of the analysed biological elements. Catalase activity was significantly reduced in CD T cells, which was confirmed in ex vivo experiments in which catalase inhibition in T cells from healthy controls triggered apoptosis inhibition in a dose-dependent manner. In conclusion, apoptosis inhibition of CD T cells is a feature of these cells before they can migrate to the intestinal mucosa. Noteworthy, the impaired apoptosis of T cells can be directly influenced by catalase inhibition.
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Affiliation(s)
- Inés Moret-Tatay
- Inflammatory Bowel Disease Research Group, Health Research Institute, Hospital La Fe (IIS La Fe), Valencia, Spain
- General Directorate of Public Health, Council of Healthcare, Valencia, Spain
- Biomedical Research Centre, Hepatic and Digestive Diseases Network (Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas [CIBEREHD]), Madrid, Spain
| | - Pilar Nos
- Biomedical Research Centre, Hepatic and Digestive Diseases Network (Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas [CIBEREHD]), Madrid, Spain
- Gastroenterology Unit, La Fe University and Polytechnic Hospital, Valencia, Spain
| | - Marisa Iborra
- Biomedical Research Centre, Hepatic and Digestive Diseases Network (Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas [CIBEREHD]), Madrid, Spain
- Gastroenterology Unit, La Fe University and Polytechnic Hospital, Valencia, Spain
| | - Francisco Rausell
- Inflammatory Bowel Disease Research Group, Health Research Institute, Hospital La Fe (IIS La Fe), Valencia, Spain
| | - Belén Beltrán
- Biomedical Research Centre, Hepatic and Digestive Diseases Network (Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas [CIBEREHD]), Madrid, Spain
- Gastroenterology Unit, La Fe University and Polytechnic Hospital, Valencia, Spain
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Zhao Y, Zhou R, Xie B, Liu CY, Kalski M, Cham CM, Koval J, Weber CR, Rubin DT, Sogin M, Crosson S, Huang J, Fiebig A, Dalal S, Chang EB, Basu A, Pott S. Multiomic analysis reveals cellular and epigenetic plasticity in intestinal pouches of ulcerative colitis patients. medRxiv 2023:2023.11.11.23298309. [PMID: 38014192 PMCID: PMC10680893 DOI: 10.1101/2023.11.11.23298309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Abstract
Background & Aims Total proctocolectomy with ileal pouch anal anastomosis (IPAA) is the standard of care for patients with severe treatment resistant ulcerative colitis (UC). Despite improvements in patient outcomes, about 50% of patients will develop inflammation of the pouch within 1-2 years following surgery. Establishment of UC pouches is associated with profound histological changes of the mucosa. A detailed characterization of these changes on a cellular and molecular level is crucial for an improved understanding of pouch physiology and diseases management. Methods We generated cell-type-resolved transcriptional and epigenetic atlases of UC pouches using scRNA-seq and scATAC-seq data from paired biopsy samples from the ileal pouch and ileal segment above the pouch (pre-pouch) of UC-IPAA patients (n=6, female=2) without symptoms. We also collected data from paired biopsies of the terminal ileum (TI) and ascending colon (AC) from healthy controls (n=6, female=3). Results We identified novel populations of colon-like absorptive and secretory epithelial cells, constituting a significant proportion of the epithelial cell fraction in the pouch but not in matched pre-pouch samples. Pouch-specific enterocytes expressed colon-specific genes, including CEACAM5, CA2. However, in contrast to normal colonic epithelium, these cells also expressed a range of inflammatory and secretory genes, similar to previously detected gene expression signatures in IBD patients. Comparison to longitudinal bulk RNA-seq data from UC pouches demonstrated that colon-like epithelial cells are present early after pouch functionalization and independently of subsequent pouchitis. Finally, single cell chromatin accessibility revealed activation colonic transcriptional regulators, including CDX1, NFIA, and EHF. Conclusion UC pouches are characterized by partial colonic metaplasia of the epithelium. These data constitute a resource of transcriptomic and epigenetic signatures of cell populations in the pouch and provide an anchor for understanding the underlying molecular mechanisms of pouchitis.
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Affiliation(s)
- Yu Zhao
- University of Chicago, Pritzker School of Molecular Engineering, Chicago, IL
| | - Ran Zhou
- University of Chicago, Department of Medicine, Chicago, IL
| | - Bingqing Xie
- University of Chicago, Department of Medicine, Chicago, IL
| | - Cambrian Y Liu
- University of Chicago, Department of Medicine, Chicago, IL
| | - Martin Kalski
- University of Chicago, Department of Medicine, Chicago, IL
| | - Candace M Cham
- University of Chicago, Department of Medicine, Chicago, IL
| | - Jason Koval
- University of Chicago, Department of Medicine, Chicago, IL
| | | | - David T Rubin
- University of Chicago, Department of Medicine, Chicago, IL
- University of Chicago, Department of Pathology, Chicago, IL
| | - Mitch Sogin
- Marine Biological Laboratory, Woods Hole, MA
| | | | - Jun Huang
- University of Chicago, Pritzker School of Molecular Engineering, Chicago, IL
| | | | - Sushila Dalal
- University of Chicago, Department of Medicine, Chicago, IL
| | - Eugene B Chang
- University of Chicago, Department of Medicine, Chicago, IL
| | - Anindita Basu
- University of Chicago, Department of Medicine, Chicago, IL
| | - Sebastian Pott
- University of Chicago, Department of Medicine, Chicago, IL
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Bernard JK, Bucar EB, Liu CY, Katada K, Washington MK, Schumacher MA, Frey MR. Deletion of Endogenous Neuregulin-4 Limits Adaptive Immunity During Interleukin-10 Receptor-Neutralizing Colitis. Inflamm Bowel Dis 2023; 29:1778-1792. [PMID: 37265326 PMCID: PMC10628918 DOI: 10.1093/ibd/izad092] [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: 07/13/2022] [Indexed: 06/03/2023]
Abstract
BACKGROUND Growth factors are essential for maintenance of intestinal health. We previously showed that exogenous neuregulin-4 (NRG4) promotes colonocyte survival during cytokine challenge and is protective against acute models of intestinal inflammation. However, the function(s) of endogenous NRG4 are not well understood. Using NRG4-/- mice, we tested the role of endogenous NRG4 in models of colitis skewed toward either adaptive (interleukin-10 receptor [IL-10R] neutralization) or innate (dextran sulfate sodium [DSS]) immune responses. METHODS NRG4-/- and wild-type cage mate mice were subjected to chronic IL-10R neutralization colitis and acute DSS colitis. Disease was assessed by histological examination, inflammatory cytokine levels, fecal lipocalin-2 levels, and single cell mass cytometry immune cell profiling. Homeostatic gene alterations were evaluated by RNA sequencing analysis from colonic homogenates, with real-time quantitative polymerase chain reaction confirmation in both tissue and isolated epithelium. RESULTS During IL-10R neutralization colitis, NRG4-/- mice had reduced colonic inflammatory cytokine expression, histological damage, and colonic CD8+ T cell numbers vs wild-type cage mates. Conversely, in DSS colitis, NRG4-/- mice had elevated cytokine expression, fecal lipocalin-2 levels, and impaired weight recovery. RNA sequencing showed a loss of St3gal4, a sialyltransferase involved in immune cell trafficking, in NRG4-null colons, which was verified in both tissue and isolated epithelium. The regulation of St3gal4 by NRG4 was confirmed with ex vivo epithelial colon organoid cultures from NRG4-/- mice and by induction of St3gal4 in vivo following NRG4 treatment. CONCLUSIONS NRG4 regulates colonic epithelial ST3GAL4 and thus may allow for robust recruitment of CD8+ T cells during adaptive immune responses in colitis. On the other hand, NRG4 loss exacerbates injury driven by innate immune responses.
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Affiliation(s)
- Jessica K Bernard
- Saban Research Institute, Children’s Hospital Los Angeles, Los Angeles, CA, USA
- Craniofacial Biology Program, Herman Ostrow School of Dentistry, University of Southern California, Los Angeles, CA, USA
| | - Edie B Bucar
- Saban Research Institute, Children’s Hospital Los Angeles, Los Angeles, CA, USA
| | - Cambrian Y Liu
- Saban Research Institute, Children’s Hospital Los Angeles, Los Angeles, CA, USA
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Kay Katada
- Saban Research Institute, Children’s Hospital Los Angeles, Los Angeles, CA, USA
| | - Mary K Washington
- Department of Pathology, Microbiology, and Immunology, Vanderbilt Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Michael A Schumacher
- Saban Research Institute, Children’s Hospital Los Angeles, Los Angeles, CA, USA
- Department of Pediatrics, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
| | - Mark R Frey
- Saban Research Institute, Children’s Hospital Los Angeles, Los Angeles, CA, USA
- Department of Pediatrics, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- Department of Biochemistry and Molecular Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
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Castrillón-Betancur JC, López-Agudelo VA, Sommer N, Cleeves S, Bernardes JP, Weber-Stiehl S, Rosenstiel P, Sommer F. Epithelial Dual Oxidase 2 Shapes the Mucosal Microbiome and Contributes to Inflammatory Susceptibility. Antioxidants (Basel) 2023; 12:1889. [PMID: 37891968 PMCID: PMC10603924 DOI: 10.3390/antiox12101889] [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: 09/05/2023] [Revised: 10/03/2023] [Accepted: 10/19/2023] [Indexed: 10/29/2023] Open
Abstract
Reactive oxygen species (ROS) are highly reactive molecules formed from diatomic oxygen. They act as cellular signals, exert antibiotic activity towards invading microorganisms, but can also damage host cells. Dual oxidase 2 (DUOX2) is the main ROS-producing enzyme in the intestine, regulated by cues of the commensal microbiota and functions in pathogen defense. DUOX2 plays multiple roles in different organs and cell types, complicating the functional analysis using systemic deletion models. Here, we interrogate the precise role of epithelial DUOX2 for intestinal homeostasis and host-microbiome interactions. Conditional Duox2∆IEC mice lacking DUOX2, specifically in intestinal epithelial cells, were generated, and their intestinal mucosal immune phenotype and microbiome were analyzed. Inflammatory susceptibility was evaluated by challenging Duox2∆IEC mice in the dextran sodium sulfate (DSS) colitis model. DUOX2-microbiome interactions in humans were investigated by paired analyses of mucosal DUOX2 expression and fecal microbiome data in patients with intestinal inflammation. Under unchallenged conditions, we did not observe any obvious phenotype of Duox2∆IEC mice, although intestinal epithelial ROS production was drastically decreased, and the mucosal microbiome composition was altered. When challenged with DSS, Duox2∆IEC mice were protected from colitis, possibly by inhibiting ROS-mediated damage and fostering epithelial regenerative responses. Finally, in patients with intestinal inflammation, DUOX2 expression was increased in inflamed tissue, and high DUOX2 levels were linked to a dysbiotic microbiome. Our findings demonstrate that bidirectional DUOX2-microbiome interactions contribute to mucosal homeostasis, and their dysregulation may drive disease development, thus highlighting this axis as a therapeutic target to treat intestinal inflammation.
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Affiliation(s)
| | - Víctor Alonso López-Agudelo
- Institute of Clinical Molecular Biology, University of Kiel, Rosalind-Franklin-Straße 12, 24105 Kiel, Germany
| | - Nina Sommer
- Institute of Clinical Molecular Biology, University of Kiel, Rosalind-Franklin-Straße 12, 24105 Kiel, Germany
| | - Sven Cleeves
- Fraunhofer Institute for Toxicology and Experimental Medicine ITEM, Nikolai-Fuchs-Straße 1, 30625 Hannover, Germany
| | - Joana Pimenta Bernardes
- Institute of Clinical Molecular Biology, University of Kiel, Rosalind-Franklin-Straße 12, 24105 Kiel, Germany
| | - Saskia Weber-Stiehl
- Institute of Clinical Molecular Biology, University of Kiel, Rosalind-Franklin-Straße 12, 24105 Kiel, Germany
| | - Philip Rosenstiel
- Institute of Clinical Molecular Biology, University of Kiel, Rosalind-Franklin-Straße 12, 24105 Kiel, Germany
| | - Felix Sommer
- Institute of Clinical Molecular Biology, University of Kiel, Rosalind-Franklin-Straße 12, 24105 Kiel, Germany
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Kharaghani AA, Harzandi N, Khorsand B, Rajabnia M, Kharaghani AA, Houri H. High prevalence of Mucosa-Associated extended-spectrum β-Lactamase-producing Escherichia coli and Klebsiella pneumoniae among Iranain patients with inflammatory bowel disease (IBD). Ann Clin Microbiol Antimicrob 2023; 22:86. [PMID: 37710309 PMCID: PMC10503005 DOI: 10.1186/s12941-023-00630-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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2023] [Accepted: 08/29/2023] [Indexed: 09/16/2023] Open
Abstract
BACKGROUND Several pieces of evidence suggest that certain pathobionts belonging to Enterobacterales are associated with the development and progression of inflammatory bowel diseases (IBD). Extended-spectrum β-lactamases (ESBLs) ESBLs are frequently found in the Enterobacterales members, particularly in Escherichia coli and Klebsiella spp., and might trigger antibiotic-induced perturbations of the intestinal microbiota and led to more severe disease activity in IBD. Therefore, the severity of IBD could be influenced by ESBL-producing Enterobacterales, and hence, this study aimed to investigate the presence of ESBLs and carbapenemases among mucosa-associated E. coli and Klebsiella pneumoniae isolated from colonic biopsies of Iranian patients with IBD. METHODS In this cross-sectional study, E. coli and K. pneumoniae were isolated from inflamed ileum and/or colon tissue of patients with IBD, including Ulcerative colitis (UC) and Crohn's disease (CD), during colonoscopy. Demographic data and clinical characteristics were recorded, and UC and CD disease activity and extent were evaluated according to the full Mayo score and Crohn's disease activity index (CDAI), respectively. Phenotypic and molecular detection of ESBL- and carbapenemase-producing E. coli and Klebsiella pneumoniae were carried out. Disease activity and other clinical and microbial features were compared in patients with and without gut colonization with ESBL producers. RESULTS A total of 83 IBD patients, including 67 UC and 16 CD, were enrolled in the initial analysis. Intestinal colonization with ESBL-producing E. coli and/or Klebsiella pneumoniae was found in 37 (55.2%) of UC and 9 (56.2%) of DC patients - mostly harbored E. coli containing the blaCTX-M and blaTEM genes. UC patients with intestinal colonization with ESBL-producers had more severe disease compared with patients without colonization. Moreover, 10.2% of tested E. coli and 34.8% of K. pneumoniea were recognized as potential carbapenemase producers. CONCLUSION Intestinal colonization with ESBL producers could arise disease activity in IBD patients. Further large-scale case-control studies should be performed to investigate the possible confounding factors that could contribute to this outcome.
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Affiliation(s)
- Ayda Afshari Kharaghani
- Foodborne and Waterborne Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
- Department of Microbiology, Karaj Branch, Islamic Azad University, Karaj, Iran
| | - Naser Harzandi
- Department of Microbiology, Karaj Branch, Islamic Azad University, Karaj, Iran
| | - Babak Khorsand
- Gastroenterology and Liver Disease Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mohsen Rajabnia
- Non-Communicable Diseases Research Center, Alborz University of Medical Sciences, Karaj, Iran
| | - Azin Afshari Kharaghani
- Foodborne and Waterborne Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran
- Department of Microbiology, Karaj Branch, Islamic Azad University, Karaj, Iran
| | - Hamidreza Houri
- Foodborne and Waterborne Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
- Foodborne and Waterborne Diseases Research Center, Research Institute for Gastroenterology and Liver Diseases, Shahid Beheshti University of Medical Sciences, Shahid Arabi Ave., Yemen St, Velenjak, Tehran, Iran.
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Kamal S, Parkash N, Beattie W, Christensen B, Segal JP. Are We Ready to Reclassify Crohn's Disease Using Molecular Classification? J Clin Med 2023; 12:5786. [PMID: 37762727 PMCID: PMC10532006 DOI: 10.3390/jcm12185786] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [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: 07/12/2023] [Revised: 08/21/2023] [Accepted: 09/02/2023] [Indexed: 09/29/2023] Open
Abstract
Crohn's disease (CD) is a type of inflammatory bowel disease. The number of IBD cases worldwide was estimated to be 4.9 million in 2019. CD exhibits heterogeneity in clinical presentation, anatomical involvement, disease behaviour, clinical course and response to treatment. The classical description of CD involves transmural inflammation with skip lesions anywhere along the entire gastrointestinal tract. The complexity and heterogeneity of Crohn's disease is not currently reflected in the conventional classification system. Though the knowledge of Crohn's pathophysiology remains far from understood, the established complex interplay of the omics-genomics, transcriptomics, proteomics, epigenomics, metagenomics, metabolomics, lipidomics and immunophenomics-provides numerous targets for potential molecular markers of disease. Advancing technology has enabled identification of small molecules within these omics, which can be extrapolated to differentiate types of Crohn's disease. The multi-omic future of Crohn's disease is promising, with potential for advancements in understanding of its pathogenesis and implementation of personalised medicine.
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Affiliation(s)
- Shahed Kamal
- Department of Gastroenterology, Northern Hospital, Epping, Melbourne VIC 3076, Australia
| | - Nikita Parkash
- Department of Gastroenterology, Royal Melbourne Hospital, Parkville, Melbourne VIC 3052, Australia
| | - William Beattie
- Department of Gastroenterology, Royal Melbourne Hospital, Parkville, Melbourne VIC 3052, Australia
| | - Britt Christensen
- Department of Gastroenterology, Royal Melbourne Hospital, Parkville, Melbourne VIC 3052, Australia
- Department of Gastroenterology, The University of Melbourne, Parkville, Melbourne VIC 3010, Australia
| | - Jonathan P. Segal
- Department of Gastroenterology, Royal Melbourne Hospital, Parkville, Melbourne VIC 3052, Australia
- Department of Gastroenterology, The University of Melbourne, Parkville, Melbourne VIC 3010, Australia
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10
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Mo S, Jin B, Tseng Y, Lin L, Lin L, Shen X, Song H, Kong M, Luo Z, Chu Y, Jiang C, Cao Z, Liu J, Luo F. A precise molecular subtyping of ulcerative colitis reveals the immune heterogeneity and predicts clinical drug responses. J Transl Med 2023; 21:466. [PMID: 37443022 PMCID: PMC10347743 DOI: 10.1186/s12967-023-04326-w] [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: 03/22/2023] [Accepted: 07/05/2023] [Indexed: 07/15/2023] Open
Abstract
BACKGROUND AND AIMS We sought to identify novel molecular subtypes of ulcerative colitis (UC) based on large-scale cohorts and establish a clinically applicable subtyping system for the precision treatment of the disease. METHODS Eight microarray profiles containing colon samples from 357 patients were utilized. Expression heterogeneity was screened out and stable subtypes were identified among UC patients. Immune infiltration pattern and biological agent response were compared among subtypes to assess the value in guiding treatment. The relationship between PRLR and TNFSF13B genes with the highest predictive value was further validated by functional experiments. RESULTS Three stable molecular subtypes were successfully identified. Immune cell infiltration analysis defined three subtypes as innate immune activated UC (IIA), whole immune activated UC (WIA), and immune homeostasis like UC (IHL). Notably, the response rate towards biological agents (infliximab/vedolizumab) in WIA patients was the lowest (less than 10%), while the response rate in IHL patients was the highest, ranging from 42 to 60%. Among the featured genes of subtypes, the ratio of PRLR to TNFSF13B could effectively screen for IHL UC subtype suitable for biological agent therapies (Area under curve: 0.961-0.986). Furthermore, we demonstrated that PRLR expressed in epithelial cells could inhibit the expression of TNFSF13B in monocyte-derived macrophages through the CXCL1-NF-κB pathway. CONCLUSIONS We identified three stable UC subtypes with a heterogeneous immune pattern and different response rates towards biological agents for the first time. We also established a precise molecular subtyping system and classifier to predict clinical drug response and provide individualized treatment strategies for UC patients.
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Affiliation(s)
- Shaocong Mo
- Department of Digestive Diseases, Huashan Hospital, Fudan University, 12 Wulumuqi Middle Road, Shanghai, 200040, China
- National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Bryan Jin
- Department of Digestive Diseases, Huashan Hospital, Fudan University, 12 Wulumuqi Middle Road, Shanghai, 200040, China
| | - Yujen Tseng
- Department of Digestive Diseases, Huashan Hospital, Fudan University, 12 Wulumuqi Middle Road, Shanghai, 200040, China
| | - Lingxi Lin
- Department of Digestive Diseases, Huashan Hospital, Fudan University, 12 Wulumuqi Middle Road, Shanghai, 200040, China
| | - Lishuang Lin
- Department of Digestive Diseases, Huashan Hospital, Fudan University, 12 Wulumuqi Middle Road, Shanghai, 200040, China
- Department of Pathology, Huashan Hospital, Fudan University, Shanghai, China
| | - Xin Shen
- Department of Digestive Diseases, Huashan Hospital, Fudan University, 12 Wulumuqi Middle Road, Shanghai, 200040, China
| | - Huan Song
- Department of Digestive Diseases, Huashan Hospital, Fudan University, 12 Wulumuqi Middle Road, Shanghai, 200040, China
| | - Mingjia Kong
- Department of Digestive Diseases, Huashan Hospital, Fudan University, 12 Wulumuqi Middle Road, Shanghai, 200040, China
| | - Zhongguang Luo
- Department of Digestive Diseases, Huashan Hospital, Fudan University, 12 Wulumuqi Middle Road, Shanghai, 200040, China
| | - Yiwei Chu
- Biotherapy Research Center, Department of Immunology, School of Basic Medical Sciences and Institute of Biomedical Sciences, Fudan University, Shanghai, 200032, China
| | - Chen Jiang
- Department of Pharmaceutics, School of Pharmacy, Fudan University, Shanghai, 201203, China
| | - Zhiwei Cao
- School of Life Sciences, Fudan University, Shanghai, 200433, China
- School of Life Sciences and Technology, Tongji University, Shanghai, 200092, China
| | - Jie Liu
- Department of Digestive Diseases, Huashan Hospital, Fudan University, 12 Wulumuqi Middle Road, Shanghai, 200040, China.
- National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, 200040, China.
| | - Feifei Luo
- Department of Digestive Diseases, Huashan Hospital, Fudan University, 12 Wulumuqi Middle Road, Shanghai, 200040, China.
- National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai, 200040, China.
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11
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Xiao S, Xie W, Zhang Y, Pan Y, Lei L. The Immune Landscape and Molecular Subtypes of Pediatric Crohn's Disease: Results from In Silico Analysis. J Pers Med 2023; 13:jpm13040571. [PMID: 37108957 PMCID: PMC10142949 DOI: 10.3390/jpm13040571] [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: 01/01/2023] [Revised: 03/02/2023] [Accepted: 03/03/2023] [Indexed: 04/29/2023] Open
Abstract
Pediatric Crohn's disease (CD) presents a distinct phenotype from adult-onset disease. A dysregulated immune response is critical in CD pathogenesis; thus, it is clinically important to describe immune cell alterations and to identify a new molecular classification for pediatric CD. To this end, in this study, a RNA-seq derived dataset GSE101794-which contains the expression profiles of 254 treatment-naïve pediatric CD samples, including CIBERSORTx and weighted gene-co-expression network analysis (WGCNA)-were performed to estimate the ratio of immune cells and to identify modules and genes related to specific immune cell infiltration, respectively. Hub genes derived from WGCNA were further employed to create a molecular classification using unsupervised K-means clustering. In the pediatric CD samples, it was found that M2 macrophages, CD4+ memory resting T cells, CD8+ T cells, and resting mast cells were the most prominent immune cells in intestinal tissues. Then, 985 up-regulated genes and 860 down-regulated genes were identified in samples with high immune cell infiltration. Of these differential genes, 10 hub genes (APOA1, CYB5A, XPNPEP2, SLC1A7, SLC4A6, LIPE, G6PC, AGXT2, SLC13A1, and SOAT2) were associated with CD8+T cell infiltration. Clinically, the higher expression of these 10 hub genes was strongly associated with an earlier age of CD onset and colonic-type CD. Furthermore, based on these key genes, pediatric CD could be classified into three molecular subtypes, displaying a different immune landscape. Altogether, this in silico analysis provides a novel insight into the immune signature of pediatric CD, and a new classification of pediatric CD is presented, which may help us develop more personalized disease management and treatments for pediatric CD.
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Affiliation(s)
- Shiyu Xiao
- Department of Gastroenterology, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu 610072, China
- School of Medicine, University of Electronic Science and Technology of China, Chengdu 100034, China
| | - Wenhui Xie
- Department of Rheumatology and Clinical Immunology, Peking University First Hospital, Beijing 100034, China
| | - Yinghui Zhang
- Department of Gastroenterology, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu 610072, China
- School of Medicine, University of Electronic Science and Technology of China, Chengdu 100034, China
| | - Yan Pan
- Department of Gastroenterology, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu 610072, China
- School of Medicine, University of Electronic Science and Technology of China, Chengdu 100034, China
| | - Lei Lei
- Department of Gastroenterology, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu 610072, China
- School of Medicine, University of Electronic Science and Technology of China, Chengdu 100034, China
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12
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Bai L, Dermadi D, Kalesinskas L, Dvorak M, Chang SE, Ganesan A, Rubin SJS, Kuo A, Cheung P, Donato M, Utz PJ, Habtezion A, Khatri P. Mass-cytometry-based quantitation of global histone post-translational modifications at single-cell resolution across peripheral immune cells in IBD. J Crohns Colitis 2022; 17:804-815. [PMID: 36571819 PMCID: PMC10155749 DOI: 10.1093/ecco-jcc/jjac194] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Indexed: 01/26/2023]
Abstract
BACKGROUND AND AIMS Current understanding of histone post-translational modifications (histone modifications) across immune cell types in patients with inflammatory bowel disease (IBD) during remission and flare is limited. The study aimed to quantify histone modifications at a single-cell resolution in IBD patients during remission and flare and how they differ compared to healthy controls. METHODS We performed a case-control study of 94 subjects (83 IBD patients and 11 healthy controls). IBD patients had either UC (n=38) or CD (n=45) in clinical remission or flare. We used epigenetic profiling by time-of-flight (EpiTOF) to investigate changes in histone modifications within peripheral blood mononuclear cells from IBD patients. RESULTS We discovered substantial heterogeneity in histone modifications across multiple immune cell types in IBD patients. They had a higher proportion of less differentiated CD34 + hematopoietic progenitors, and a subset of CD56 bright NK cells and γδ T cells characterized by distinct histone modifications associated with the gene transcription. The subset of CD56 bright NK cells had increased several histone acetylations. An epigenetically defined subset of NK was associated with higher levels of CRP in peripheral blood. CD14+ monocytes from IBD patients had significantly decreased cleaved H3T22, suggesting they were epigenetically primed for macrophage differentiation. CONCLUSION We describe the first systems-level quantification of histone modifications across immune cells from IBD patients at a single-cell resolution revealing the increased epigenetic heterogeneity that is not possible with traditional ChIP-seq profiling. Our data open new directions in investigating the association between histone modifications and IBD pathology using other epigenomic tools.
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Affiliation(s)
- Lawrence Bai
- Immunology Program, Stanford University School of Medicine, 1215 Welch Road, Modular B, Stanford, CA 94305 USA
| | - Denis Dermadi
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA 94305, USA.,Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, CA 94305, USA
| | - Laurynas Kalesinskas
- Biomedical Informatics Training Program, Stanford University School of Medicine, 1265 Welch Road, MSOB X-343, Stanford, CA 94305 USA
| | - Mai Dvorak
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA 94305, USA.,Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Sarah E Chang
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA 94305, USA.,Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Ananthakrishnan Ganesan
- Computational and Mathematical Engineering, Stanford University, 475 Via Ortega, Suite B060, Stanford, CA 94305 USA
| | - Samuel J S Rubin
- Division of Gastroenterology and Hepatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, United States
| | - Alex Kuo
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA 94305, USA.,Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Peggie Cheung
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA 94305, USA.,Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Michele Donato
- Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA 94305, USA.,Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, CA 94305, USA
| | - Paul J Utz
- Immunology Program, Stanford University School of Medicine, 1215 Welch Road, Modular B, Stanford, CA 94305 USA.,Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA 94305, USA.,Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Aida Habtezion
- Immunology Program, Stanford University School of Medicine, 1215 Welch Road, Modular B, Stanford, CA 94305 USA.,Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA 94305, USA.,Division of Gastroenterology and Hepatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, United States
| | - Purvesh Khatri
- Immunology Program, Stanford University School of Medicine, 1215 Welch Road, Modular B, Stanford, CA 94305 USA.,Institute for Immunity, Transplantation and Infection, School of Medicine, Stanford University, Stanford, CA 94305, USA.,Center for Biomedical Informatics Research, Department of Medicine, Stanford University, Stanford, CA 94305, USA
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13
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Gomez-Nguyen A, Gupta N, Sanaka H, Gruszka D, Pizarro A, DiMartino L, Basson A, Menghini P, Osme A, DeSalvo C, Pizarro T, Cominelli F. Chronic stress induces colonic tertiary lymphoid organ formation and protection against secondary injury through IL-23/IL-22 signaling. Proc Natl Acad Sci U S A 2022; 119:e2208160119. [PMID: 36161939 PMCID: PMC9546604 DOI: 10.1073/pnas.2208160119] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [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: 05/11/2022] [Accepted: 08/17/2022] [Indexed: 11/18/2022] Open
Abstract
Psychological stress has been previously reported to worsen symptoms of inflammatory bowel disease (IBD). Similarly, intestinal tertiary lymphoid organs (TLOs) are associated with more severe inflammation. While there is active debate about the role of TLOs and stress in IBD pathogenesis, there are no studies investigating TLO formation in the context of psychological stress. Our mouse model of Crohn's disease-like ileitis, the SAMP1/YitFc (SAMP) mouse, was subjected to 56 consecutive days of restraint stress (RS). Stressed mice had significantly increased colonic TLO formation. However, stress did not significantly increase small or large intestinal inflammation in the SAMP mice. Additionally, 16S analysis of the stressed SAMP microbiome revealed no genus-level changes. Fecal microbiome transplantation into germ-free SAMP mice using stool from unstressed and stressed mice replicated the behavioral phenotype seen in donor mice. However, there was no difference in TLO formation between recipient mice. Stress increased the TLO formation cytokines interleukin-23 (IL-23) and IL-22 followed by up-regulation of antimicrobial peptides. SAMP × IL-23r-/- (knockout [KO]) mice subjected to chronic RS did not have increased TLO formation. Furthermore, IL-23, but not IL-22, production was increased in KO mice, and administration of recombinant IL-22 rescued TLO formation. Following secondary colonic insult with dextran sodium sulfate, stressed mice had reduced colitis on both histology and colonoscopy. Our findings demonstrate that psychological stress induces colonic TLOs through intrinsic alterations in IL-23 signaling, not through extrinsic influence from the microbiome. Furthermore, chronic stress is protective against secondary insult from colitis, suggesting that TLOs may function to improve the mucosal barrier.
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Affiliation(s)
- Adrian Gomez-Nguyen
- Digestive Health Research Institute, Case Western Reserve University School of Medicine, Cleveland, OH 44106
- Department of Medicine, Case Western Reserve University School of Medicine, Cleveland, OH 44106
| | - Nikhilesh Gupta
- Digestive Health Research Institute, Case Western Reserve University School of Medicine, Cleveland, OH 44106
| | - Harsha Sanaka
- Digestive Health Research Institute, Case Western Reserve University School of Medicine, Cleveland, OH 44106
| | - Dennis Gruszka
- Digestive Health Research Institute, Case Western Reserve University School of Medicine, Cleveland, OH 44106
| | - Alaina Pizarro
- Digestive Health Research Institute, Case Western Reserve University School of Medicine, Cleveland, OH 44106
| | - Luca DiMartino
- Digestive Health Research Institute, Case Western Reserve University School of Medicine, Cleveland, OH 44106
- Department of Medicine, Case Western Reserve University School of Medicine, Cleveland, OH 44106
| | - Abigail Basson
- Digestive Health Research Institute, Case Western Reserve University School of Medicine, Cleveland, OH 44106
- Department of Medicine, Case Western Reserve University School of Medicine, Cleveland, OH 44106
| | - Paola Menghini
- Digestive Health Research Institute, Case Western Reserve University School of Medicine, Cleveland, OH 44106
- Department of Medicine, Case Western Reserve University School of Medicine, Cleveland, OH 44106
| | - Abdullah Osme
- Digestive Health Research Institute, Case Western Reserve University School of Medicine, Cleveland, OH 44106
- Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH 44106
| | - Carlo DeSalvo
- Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH 44106
| | - Theresa Pizarro
- Digestive Health Research Institute, Case Western Reserve University School of Medicine, Cleveland, OH 44106
- Department of Medicine, Case Western Reserve University School of Medicine, Cleveland, OH 44106
- Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH 44106
| | - Fabio Cominelli
- Digestive Health Research Institute, Case Western Reserve University School of Medicine, Cleveland, OH 44106
- Department of Medicine, Case Western Reserve University School of Medicine, Cleveland, OH 44106
- Department of Pathology, Case Western Reserve University School of Medicine, Cleveland, OH 44106
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14
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Abstract
Inflammatory bowel disease (IBD) refers to a group of disorders, including Crohn's disease and ulcerative colitis, that exhibit similar but distinct manifestations. These diseases are characterized by refractory and chronic inflammation of the bowel. IBD is usually accompanied by severe symptoms. When a patient presents with suspected IBD, physicians encounter various challenges in terms of diagnosis and treatment. In addition, given such characteristics, the associated medical expenses gradually increase. Although IBD was formerly known as a disease of Western countries, the incidence and prevalence are increasing in Korea. Korean investigators have accumulated a great deal of knowledge about the regional characteristics and epidemiology of the disease, especially via well-organized, joint cohort studies. Against this background, this article describes the epidemiology of IBD in Korea compared to that in the West. In addition, an overview of the pathophysiology of the disease is provided, focusing on the latest results.
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Affiliation(s)
- Jung Won Lee
- Department of Internal Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, Changwon,
Korea
| | - Chang Soo Eun
- Department of Internal Medicine, Hanyang University Guri Hospital, Hanyang University College of Medicine, Guri,
Korea
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15
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Liu Z, Jiang Z, Zhang Z, Liu T, Fan Y, Liu T, Peng N. Bacillus coagulans in Combination with Chitooligosaccharides Regulates Gut Microbiota and Ameliorates the DSS-Induced Colitis in Mice. Microbiol Spectr 2022; 10:e0064122. [PMID: 35900082 PMCID: PMC9430726 DOI: 10.1128/spectrum.00641-22] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [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: 02/24/2022] [Accepted: 07/07/2022] [Indexed: 11/20/2022] Open
Abstract
Ulcerative colitis (UC) are chronic inflammatory disorders, which may be caused by intestinal barrier dysfunction, immune system disorders and intestinal microbiota dysbiosis. Synbiotic, the combination of probiotics and prebiotics, is thought to be a pragmatic approach in mitigating inflammation in UC. Bacillus coagulans has been recognized as a potential probiotic for treating intestinal diseases because of its favorable industrial and probiotic properties, including sporulation and lactic acid production. In this study, we evaluated the treatment effects of the B. coagulans FCYS01 spores with or without the chitooligosaccharides (COSs) on UC generated using dextran sulfate sodium (DSS) in mice. Supplementation of B. coagulans spores, prebiotic COSs or the synbiotic (the spores + COSs) had a significant positive effect on DSS-induced UC. The disease activity index and histological damage score were significantly reduced after these supplementations. Compared to DSS group, these supplementations also significantly modulated the cytokines IL-4, IL-6, IL-8, IL-10, and C-reactive protein (CRP) levels and significantly maintained expressions of tight junction proteins and mucin protein and promotes recovery of the intestinal barrier. In addition, these supplementations regulate the composition of gut microbiota and improve the production of short-chain fatty acids (SCFAs), through enrichment of SCFA-producing bacteria, such as Akkermansia and Ruminococcus species. In summary, the synbiotic ameliorated the overall inflammatory status of the experimental UC model and showed a better treatment effect than B. coagulans or COSs did alone as revealed by the markers such as, colon length, IL-4 and Occludin levels. IMPORTANCE Probiotic and prebiotic are believed to be useful in alleviating the inflammatory, thereby resolving or preventing the severity of UC. Spore-forming bacteria Bacillus coagulans show advantages of stability and probiotic effects, being suggested as the important probiotics for UC treatment. Here, we demonstrate that administration of B. coagulans spores, chitooligosaccharides (COSs), or the synbiotic attenuates DSS-induced colitis and significantly correlates with altered gut immune responses. The treatment effect of the synbiotic is inferred to be relied on the enrichment of probiotic bacteria, such as Akkermansia and Ruminococcaceae species, which are reported to be crucial important for gut health. Our findings facilitate the development of therapeutic and preventive strategies for UC using spore-forming lactic acid bacteria in combination with COSs.
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Affiliation(s)
- Zhenzhen Liu
- Antibiotics Research and Re-evaluation Key Laboratory of Sichuan Province, Sichuan Industrial Institute of Antibiotics, School of Pharmacy, Chengdu University, Chengdu, People’s Republic of China
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, People’s Republic of China
| | - Ziyang Jiang
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, People’s Republic of China
| | - Zhenting Zhang
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, People’s Republic of China
| | - Tong Liu
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, People’s Republic of China
| | - Yurong Fan
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, People’s Republic of China
| | - Tao Liu
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, People’s Republic of China
| | - Nan Peng
- Antibiotics Research and Re-evaluation Key Laboratory of Sichuan Province, Sichuan Industrial Institute of Antibiotics, School of Pharmacy, Chengdu University, Chengdu, People’s Republic of China
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, College of Life Science and Technology, Huazhong Agricultural University, Wuhan, People’s Republic of China
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16
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Ngollo M, Perez K, Hammoudi N, Gorelik Y, Delord M, Auzolle C, Bottois H, Cazals-Hatem D, Bezault M, Nancey S, Nachury M, Treton X, Fumery M, Buisson A, Barnich N, Seksik P, Shen-Orr SS, Le Bourhis L, Allez M. Identification of Gene Expression Profiles Associated with an Increased Risk of Post-Operative Recurrence in Crohn's Disease. J Crohns Colitis 2022; 16:1269-1280. [PMID: 35143619 DOI: 10.1093/ecco-jcc/jjac021] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [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] [Received: 08/05/2021] [Revised: 12/07/2021] [Accepted: 02/02/2022] [Indexed: 02/06/2023]
Abstract
BACKGROUND AND AIMS Ileocolonic resection is frequently needed in the course of Crohn's disease [CD] treatment and post-operative recurrence is extremely common. Our main objective was to analyse gene expression in the mucosa of CD patients at the time of surgery and at post-operative endoscopy, in order to identify predictors and mechanisms of early endoscopic recurrence. METHODS We conducted transcriptome analyses on ileal mucosa samples collected from inflamed sections of the surgical specimens [n = 200], from ileal resection margins [n = 149] and in the neo-terminal ileum 6 months after surgery [n = 122]; these were compared with non-inflammatory bowel disease controls [n = 25]. The primary endpoint was post-operative endoscopic recurrence at 6 months. We applied regression models to identify gene signatures predicting endoscopic recurrence. RESULTS Chronic inflammation was associated with strong expression of inflammatory genes [IL-6, IL-8, IL-1B] and decreased expression of genes involved in metabolic processes, but with a high inter-individual heterogeneity. Gene signatures associated with early endoscopic recurrence were mainly characterized by upregulation of TNFα, IFNγ, IL23A and IL17A. Pathway analyses showed that upregulation of mitochondrial dysfunction within the inflamed sections and JAK/STAT at the ileal margin were predictive of post-operative recurrence. A combined model integrating these top pathway signatures improved the prediction of endoscopic recurrence [area under the curve of 0.79]. STAT3 phosphorylation at the surgical ileal margin was associated with severe recurrence at 6 months. CONCLUSION We identified several biological pathways in surgical ileal mucosa specimens associated with an increased risk of disease recurrence. Integration of the JAK/STAT and mitochondrial dysfunction pathways in the clinical model improved the prediction of post-operative recurrence.
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Affiliation(s)
- Marjolaine Ngollo
- Université de Paris, Institut de Recherche Saint-Louis, EMily, INSERM U1160, F-75010, Paris, France
| | - Kevin Perez
- Université de Paris, Institut de Recherche Saint-Louis, EMily, INSERM U1160, F-75010, Paris, France
| | - Nassim Hammoudi
- Université de Paris, Institut de Recherche Saint-Louis, EMily, INSERM U1160, F-75010, Paris, France.,Gastroenterology Department, Hôpital Saint-Louis - APHP, F-75010, Paris, France
| | - Yuri Gorelik
- Faculty of Medicine, Technion-Israel Institute of Technology, 3109601, Haifa, Israel
| | - Marc Delord
- Université de Paris, Institut de Recherche Saint-Louis, F-75010, Paris, France
| | - Claire Auzolle
- Université de Paris, Institut de Recherche Saint-Louis, EMily, INSERM U1160, F-75010, Paris, France.,Gastroenterology Department, Hôpital Saint-Louis - APHP, F-75010, Paris, France
| | - Hugo Bottois
- Université de Paris, Institut de Recherche Saint-Louis, EMily, INSERM U1160, F-75010, Paris, France
| | | | | | - Stéphane Nancey
- Gastroenterology Department, Hospices Civils De Lyon, F-69002, Lyon, France
| | - Maria Nachury
- Gastroenterology Department, Hôpital Claude Huriez, Université De Lille 2, F-59000, Lille, France
| | - Xavier Treton
- Gastroenterology Department, Hôpital Beaujon, MICI et Assistance Nutritive, F-92110, Clichy, France
| | - Mathurin Fumery
- Hepato-Gastroenterology Department, CHU d'Amiens, F-80000, Amiens, France
| | - Anthony Buisson
- Hepato-Gastroenterology Department, CHU de Clermont-Ferrand, F-6300, Clermont-Ferrand, France
| | - Nicolas Barnich
- Université Clermont Auvergne, INSERM U1071, M2iSH, USC-INRA 2018, F-63000, Clermont-Ferrand, France
| | - Philippe Seksik
- Gastroenterology Department, Hôpital Saint-Antoine, Université de la Sorbonne, AP-HP, F-75012, Paris, France
| | | | - Shai S Shen-Orr
- Faculty of Medicine, Technion-Israel Institute of Technology, 3109601, Haifa, Israel
| | - Lionel Le Bourhis
- Université de Paris, Institut de Recherche Saint-Louis, EMily, INSERM U1160, F-75010, Paris, France
| | - Matthieu Allez
- Université de Paris, Institut de Recherche Saint-Louis, EMily, INSERM U1160, F-75010, Paris, France.,Gastroenterology Department, Hôpital Saint-Louis - APHP, F-75010, Paris, France.,REMIND group, Hôpital Saint-Louis, F-75010, Paris, France
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17
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Reinisch W, Serone A, Hébuterne X, Kühbacher T, Kłopocka M, Roblin X, Brodbeck J, Etchevers K, Galien R, Grant E, Tasset C, Yoon OK, Zaboli S, Vermeire S. Mucosal p-STAT1/3 correlates with histologic disease activity in Crohn's disease and is responsive to filgotinib. Tissue Barriers 2022; 11:2088961. [PMID: 35762272 PMCID: PMC10161938 DOI: 10.1080/21688370.2022.2088961] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022] Open
Abstract
The validity and relevance of histologic disease activity in Crohn's disease (CD) is unclear, owing to disconnects with endoscopic pathology. Here, we explore relationships between endoscopic, histologic, and molecular activity. This post hoc analysis of the Phase 2 FITZROY trial (NCT02048618) assessed baseline and week 10 (W10) inflammation across matched ileal and colonic segments in CD patients receiving filgotinib 200 mg (n = 42) vs placebo (n = 18). Macroscopic and microscopic disease were assessed by Simple Endoscopic Score for CD ulceration subscore (uSES-CD) and Global Histologic Activity Score activity subscore (aGHAS), respectively. Molecular activity was quantified by phosphorylated signal transducer and activator of transcription (pSTAT)1 and pSTAT3 in epithelium and nonepithelium. Segments were classified as "low" or "high" activity; correlations and concordance were calculated. Logistic regression identified W10 outcome predictors. Overall, 300 segments in 60 patients were assessed. Baseline uSES-CD and aGHAS correlations were 0.72 and 0.53 in colon and ileum, respectively. pSTAT levels had poor-to-moderate concordance with uSES-CD (κ range, 0.11-0.49) but moderate-to-good concordance with aGHAS (0.43-0.77). With filgotinib vs placebo, uSES-CD and aGHAS decreased in significantly more segments with high baseline uSES-CD and aGHAS, and significantly more segments with high baseline pSTAT improved at W10. pSTAT1 was more sensitive to change than uSES-CD and aGHAS. Low baseline pSTAT3 in colon nonepithelium predicted W10 low uSES-CD (P = .044). There was better concordance between histologic and molecular disease activity associated with higher sensitivity to change vs endoscopic severity in ileocolonic CD. Our results suggest histologic activity be included in the assessment of CD inflammatory burden.
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Affiliation(s)
- Walter Reinisch
- Division Gastroenterology and Hepatology, Medical University of Vienna, Vienna, Austria
| | - Adrian Serone
- Clinical Research, Gilead Sciences, Inc., Foster City, CA, USA
| | - Xavier Hébuterne
- Department of Gastroenterology and Nutrition, Archet 2 Hospital, Centre Hospitalier Universitaire de Nice, and University Côte d'Azur, Nice, France
| | - Tanja Kühbacher
- Department of Internal Medicine, Diabetes, Pneumology, Gastroenterology, Tumor Medicine, and Palliative Medicine at the Medius Clinic in Nürtingen, Stuttgart, Germany
| | - Maria Kłopocka
- Department of Gastroenterology and Nutrition, NC University in Toruñ, Collegium Medicum in Bydgoszcz, Bydgoszcz, Poland
| | - Xavier Roblin
- Department of Gastroenterology, University Hospital of Saint Etienne, Saint-Étienne, France
| | - Jens Brodbeck
- Nonclinical Safety and Pathobiology, Gilead Sciences, Inc., Foster City, CA, USA
| | - Kim Etchevers
- Biostatistics Inflammation, Gilead Sciences, Inc., Foster City, CA, USA
| | - René Galien
- Inflammation Therapeutic Area, Galapagos SASU, Parc Biocitech, Romainville, France
| | - Ethan Grant
- Biology, Gilead Sciences, Inc, Foster City, CA, USA
| | - Chantal Tasset
- Late Development Portfolio, Galapagos NV, Mechelen, Belgium
| | - Oh Kyu Yoon
- Clinical Bioinformatics and Exploratory Analytics, Gilead Sciences, Inc., Foster City, CA, USA
| | - Shiva Zaboli
- Nonclinical Safety and Pathobiology, Gilead Sciences, Inc., Foster City, CA, USA
| | - Séverine Vermeire
- Department of Gastroenterology and Hepatology, University Hospitals Leuven, Leuven, Belgium
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18
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Ye C, Zhu S, Yuan J. Characterization of Two TNF-Related Subtypes Predicting Infliximab Therapy Responses in Crohn’s Disease. Front Immunol 2022; 13:871312. [PMID: 35529850 PMCID: PMC9072632 DOI: 10.3389/fimmu.2022.871312] [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] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Accepted: 03/24/2022] [Indexed: 11/13/2022] Open
Abstract
Background Anti–tumor necrosis factor (TNF) therapy is widely used to treat Crohn’s disease (CD). Unfortunately, 10%–40% of patients have primary non-response to anti-TNF therapy. TNF family genes play crucial roles in inflammation and immune regulation; however, the effects of TNF family genes on CD remain unclear. Methods CD expression profiles were downloaded from the Gene Expression Omnibus database. Unsupervised clustering was then used to identify the gene subtypes in CD based on the expressions of TNF family genes. The features of the gene subtypes were characterized using functional enrichment and immune infiltration analyses, and biomarkers of the gene subtypes were identified. Results Patients with CD were divided on the basis of unsupervised clustering into two gene subtypes: immune and metabolic. Gene subtype A was significantly correlated with leukocyte migration and cytokine interactions, whereas gene subtype B was associated with metabolic pathways. Whereas 89.5% of the patients in gene subtype B responded to infliximab, only 16.7% of patients in gene subtype A responded. In addition, a combination of interleukin 1 beta (IL1β), interleukin 6 (IL6), and Toll-like receptor 4 (TLR4) can effectively distinguish between gene subtypes A and B. Conclusion Comprehensive analyses of the TNF family genes may reveal the underlying pathogenesis of CD. The classification of subtypes may provide new ideas for the personalized treatment of patients with CD.
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Affiliation(s)
- Chenglin Ye
- Department of Pathology, Renmin Hospital of Wuhan University, Wuhan, China
- *Correspondence: Chenglin Ye, ; Jingping Yuan,
| | - Sizhe Zhu
- Department of Clinical Immunology, Tongji Hospital, Tongji Medical College, Huazhong University of Sciences and Technology, Wuhan, China
| | - Jingping Yuan
- Department of Pathology, Renmin Hospital of Wuhan University, Wuhan, China
- *Correspondence: Chenglin Ye, ; Jingping Yuan,
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19
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Santana PT, Rosas SLB, Ribeiro BE, Marinho Y, de Souza HSP. Dysbiosis in Inflammatory Bowel Disease: Pathogenic Role and Potential Therapeutic Targets. Int J Mol Sci 2022; 23:3464. [PMID: 35408838 DOI: 10.3390/ijms23073464] [Citation(s) in RCA: 65] [Impact Index Per Article: 32.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 03/17/2022] [Accepted: 03/21/2022] [Indexed: 12/12/2022] Open
Abstract
Microbe-host communication is essential to maintain vital functions of a healthy host, and its disruption has been associated with several diseases, including Crohn's disease and ulcerative colitis, the two major forms of inflammatory bowel disease (IBD). Although individual members of the intestinal microbiota have been associated with experimental IBD, identifying microorganisms that affect disease susceptibility and phenotypes in humans remains a considerable challenge. Currently, the lack of a definition between what is healthy and what is a dysbiotic gut microbiome limits research. Nevertheless, although clear proof-of-concept of causality is still lacking, there is an increasingly evident need to understand the microbial basis of IBD at the microbial strain, genomic, epigenomic, and functional levels and in specific clinical contexts. Recent information on the role of diet and novel environmental risk factors affecting the gut microbiome has direct implications for the immune response that impacts the development of IBD. The complexity of IBD pathogenesis, involving multiple distinct elements, suggests the need for an integrative approach, likely utilizing computational modeling of molecular datasets to identify more specific therapeutic targets.
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20
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Saul D, Leite Barros L, Wixom AQ, Gellhaus B, Gibbons HR, Faubion WA, Kosinsky RL. Cell Type-Specific Induction of Inflammation-Associated Genes in Crohn’s Disease and Colorectal Cancer. Int J Mol Sci 2022; 23:ijms23063082. [PMID: 35328501 PMCID: PMC8955412 DOI: 10.3390/ijms23063082] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 03/10/2022] [Accepted: 03/11/2022] [Indexed: 12/10/2022] Open
Abstract
Based on the rapid increase in incidence of inflammatory bowel disease (IBD), the identification of susceptibility genes and cell populations contributing to this condition is essential. Previous studies suggested multiple genes associated with the susceptibility of IBD; however, due to the analysis of whole-tissue samples, the contribution of individual cell populations remains widely unresolved. Single-cell RNA sequencing (scRNA-seq) provides the opportunity to identify underlying cellular populations. We determined the enrichment of Crohn’s disease (CD)-induced genes in a publicly available Crohn’s disease scRNA-seq dataset and detected the strongest induction of these genes in innate lymphoid cells (ILC1), highly activated T cells and dendritic cells, pericytes and activated fibroblasts, as well as epithelial cells. Notably, these genes were highly enriched in IBD-associated neoplasia, as well as sporadic colorectal cancer (CRC). Indeed, the same six cell populations displayed an upregulation of CD-induced genes in a CRC scRNA-seq dataset. Finally, after integrating and harmonizing the CD and CRC scRNA-seq data, we demonstrated that these six cell types display a gradual increase in gene expression levels from a healthy state to an inflammatory and tumorous state. Together, we identified cell populations that specifically upregulate CD-induced genes in CD and CRC patients and could, therefore, contribute to inflammation-associated tumor development.
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Affiliation(s)
- Dominik Saul
- Division of Endocrinology, Mayo Clinic, Rochester, MN 55905, USA
- Robert and Arlene Kogod Center on Aging, Mayo Clinic, Rochester, MN 55905, USA
- Department of Trauma, Orthopedics and Reconstructive Surgery, Georg-August-University of Göttingen, 37075 Göttingen, Germany;
- Correspondence: (D.S.); (R.L.K.)
| | - Luísa Leite Barros
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN 55905, USA; (L.L.B.); (A.Q.W.); (H.R.G.); (W.A.F.)
- Department of Gastroenterology, School of Medicine, University of São Paulo, São Paulo 05403-000, Brazil
| | - Alexander Q. Wixom
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN 55905, USA; (L.L.B.); (A.Q.W.); (H.R.G.); (W.A.F.)
| | - Benjamin Gellhaus
- Department of Trauma, Orthopedics and Reconstructive Surgery, Georg-August-University of Göttingen, 37075 Göttingen, Germany;
| | - Hunter R. Gibbons
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN 55905, USA; (L.L.B.); (A.Q.W.); (H.R.G.); (W.A.F.)
| | - William A. Faubion
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN 55905, USA; (L.L.B.); (A.Q.W.); (H.R.G.); (W.A.F.)
| | - Robyn Laura Kosinsky
- Division of Gastroenterology and Hepatology, Mayo Clinic, Rochester, MN 55905, USA; (L.L.B.); (A.Q.W.); (H.R.G.); (W.A.F.)
- Correspondence: (D.S.); (R.L.K.)
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21
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Kanke M, Kennedy Ng MM, Connelly S, Singh M, Schaner M, Shanahan MT, Wolber EA, Beasley C, Lian G, Jain A, Long MD, Barnes EL, Herfarth HH, Isaacs KL, Hansen JJ, Kapadia M, Guillem JG, Feschotte C, Furey TS, Sheikh SZ, Sethupathy P. Single-Cell Analysis Reveals Unexpected Cellular Changes and Transposon Expression Signatures in the Colonic Epithelium of Treatment-Naïve Adult Crohn's Disease Patients. Cell Mol Gastroenterol Hepatol 2022; 13:1717-1740. [PMID: 35158099 PMCID: PMC9046244 DOI: 10.1016/j.jcmgh.2022.02.005] [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] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Revised: 02/04/2022] [Accepted: 02/04/2022] [Indexed: 12/12/2022]
Abstract
BACKGROUND & AIMS The intestinal barrier comprises a monolayer of specialized intestinal epithelial cells (IECs) that are critical in maintaining mucosal homeostasis. Dysfunction within various IEC fractions can alter intestinal permeability in a genetically susceptible host, resulting in a chronic and debilitating condition known as Crohn's disease (CD). Defining the molecular changes in each IEC type in CD will contribute to an improved understanding of the pathogenic processes and the identification of cell type-specific therapeutic targets. We performed, at single-cell resolution, a direct comparison of the colonic epithelial cellular and molecular landscape between treatment-naïve adult CD and non-inflammatory bowel disease control patients. METHODS Colonic epithelial-enriched, single-cell sequencing from treatment-naïve adult CD and non-inflammatory bowel disease patients was investigated to identify disease-induced differences in IEC types. RESULTS Our analysis showed that in CD patients there is a significant skew in the colonic epithelial cellular distribution away from canonical LGR5+ stem cells, located at the crypt bottom, and toward one specific subtype of mature colonocytes, located at the crypt top. Further analysis showed unique changes to gene expression programs in every major cell type, including a previously undescribed suppression in CD of most enteroendocrine driver genes as well as L-cell markers including GCG. We also dissect an incompletely understood SPIB+ cell cluster, revealing at least 4 subclusters that likely represent different stages of a maturational trajectory. One of these SPIB+ subclusters expresses crypt-top colonocyte markers and is up-regulated significantly in CD, whereas another subcluster strongly expresses and stains positive for lysozyme (albeit no other canonical Paneth cell marker), which surprisingly is greatly reduced in expression in CD. In addition, we also discovered transposable element markers of colonic epithelial cell types as well as transposable element families that are altered significantly in CD in a cell type-specific manner. Finally, through integration with data from genome-wide association studies, we show that genes implicated in CD risk show heretofore unknown cell type-specific patterns of aberrant expression in CD, providing unprecedented insight into the potential biological functions of these genes. CONCLUSIONS Single-cell analysis shows a number of unexpected cellular and molecular features, including transposable element expression signatures, in the colonic epithelium of treatment-naïve adult CD.
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Affiliation(s)
- Matt Kanke
- Biomedical Sciences, Cornell University, Ithaca, New York
| | - Meaghan M Kennedy Ng
- Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Sean Connelly
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Manvendra Singh
- Molecular Biology and Genetics, Cornell University, Ithaca, New York
| | - Matthew Schaner
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | | | - Elizabeth A Wolber
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Caroline Beasley
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Grace Lian
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Animesh Jain
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Millie D Long
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Edward L Barnes
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Hans H Herfarth
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Kim L Isaacs
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Jonathon J Hansen
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Muneera Kapadia
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Jose Gaston Guillem
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Cedric Feschotte
- Molecular Biology and Genetics, Cornell University, Ithaca, New York
| | - Terrence S Furey
- Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.
| | - Shehzad Z Sheikh
- Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina.
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22
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Ben-Horin S, Novack L, Mao R, Guo J, Zhao Y, Sergienko R, Zhang J, Kobayashi T, Hibi T, Chowers Y, Peyrin-Biroulet L, Colombel JF, Kaplan GG, Chen MH. Efficacy of Biologic Drugs in Short-Duration Versus Long-Duration Inflammatory Bowel Disease: A Systematic Review and an Individual-Patient Data Meta-Analysis of Randomized Controlled Trials. Gastroenterology 2022; 162:482-494. [PMID: 34757139 DOI: 10.1053/j.gastro.2021.10.037] [Citation(s) in RCA: 38] [Impact Index Per Article: 19.0] [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] [Received: 06/05/2021] [Revised: 09/11/2021] [Accepted: 10/25/2021] [Indexed: 12/16/2022]
Abstract
BACKGROUND AND AIMS Starting biologic treatment early in the course of inflammatory bowel disease (IBD) may be associated with higher efficacy, especially in Crohn's disease (CD). METHODS This was a systematic review and individual-patient data meta-analysis of all placebo-controlled trials of biologics approved for IBD at study inception (October 2015), using Vivli data-sharing platform. The primary outcome was the proportional biologic/placebo treatment effect on induction of remission in patients with short-duration (≤18 months) vs long-duration disease (>18 months) analyzed separately for CD and ulcerative colitis (UC). We used meta-regression to examine the impact of patients' characteristics on the primary outcome. RESULTS We included 25 trials, testing infliximab, adalimumab, certolizumab, golimumab, natalizumab, or vedolizumab (6168 patients with CD and 3227 patients with UC). In CD, remission induction rates were higher in pooled placebo and patients in active arms with short-duration disease of ≤18 months (41.4% [244 of 589]) compared with disease duration of >18 months (29.8% [852 of 2857], meta-analytically estimated odds ratio, 1.33; 95% confidence interval, 1.09-1.64). The primary outcome, proportional biologic/placebo treatment effect on induction of remission, was not different in short-duration disease of ≤18 months (n = 589, odds ratio, 1.47; 95% confidence interval, 1.01-2.15) compared with longer disease duration (n = 2857, odds ratio, 1.43; 95% confidence interval, 1.19-1.72). In UC trials, both the proportional biologic/placebo remission-induction effect and the pooled biologic-placebo effect were stable, regardless of disease duration. Primary outcome results remained unchanged when tested using alternative temporal cutoffs and when modeled for individual patient's covariates, including prior anti-tumor necrosis factor exposure. CONCLUSIONS There are higher rates of induction of remission with biologics and with placebo in early CD, resulting in a treatment to placebo effect ratio that is similar across disease durations. No such relationships between disease duration and outcomes was found in UC. PROSPERO registration: CRD42018041961.
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Affiliation(s)
- Shomron Ben-Horin
- Department of Gastroenterology, First Affiliated Hospital of the Sun Yatsen University, Guangzhou, China; Department of Gastroenterology, Sheba Medical Center, Sackler School of Medicine, Tel-Aviv University, Tel Aviv, Israel.
| | - Lena Novack
- Clinical Research Center, Soroka University Medical Center, Beer-Sheva, Israel; Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Ren Mao
- Department of Gastroenterology, First Affiliated Hospital of the Sun Yatsen University, Guangzhou, China
| | - Jing Guo
- Department of Gastroenterology, First Affiliated Hospital of the Sun Yatsen University, Guangzhou, China
| | - Yue Zhao
- Department of Gastroenterology, First Affiliated Hospital of the Sun Yatsen University, Guangzhou, China
| | - Ruslan Sergienko
- Faculty of Health Sciences, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Jian Zhang
- Department of Gastroenterology, Sheba Medical Center, Sackler School of Medicine, Tel-Aviv University, Tel Aviv, Israel
| | - Taku Kobayashi
- Center for Advanced Inflammatory Bowel Disease Research and Treatment, Kitasato University, Kitasato Institute Hospital, Tokyo, Japan
| | - Toshifumi Hibi
- Center for Advanced Inflammatory Bowel Disease Research and Treatment, Kitasato University, Kitasato Institute Hospital, Tokyo, Japan
| | - Yehuda Chowers
- Department of Gastroenterology, Rambam Health Care Campus, Bruce and Ruth Rappaport Faculty of Medicine, Technion Institute of Technology, Haifa, Israel
| | | | - Jean Frederic Colombel
- Helmsley Inflammatory Bowel Disease Center, Icahn School of Medicine, Mount Sinai Hospital, New York, New York
| | - Gilaad G Kaplan
- Department of Medicine and Community Health Sciences, University of Calgary, Calgary, Canada
| | - Min-Hu Chen
- Department of Gastroenterology, First Affiliated Hospital of the Sun Yatsen University, Guangzhou, China.
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23
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Hinrichsen F, Hamm J, Westermann M, Schröder L, Shima K, Mishra N, Walker A, Sommer N, Klischies K, Prasse D, Zimmermann J, Kaiser S, Bordoni D, Fazio A, Marinos G, Laue G, Imm S, Tremaroli V, Basic M, Häsler R, Schmitz RA, Krautwald S, Wolf A, Stecher B, Schmitt-Kopplin P, Kaleta C, Rupp J, Bäckhed F, Rosenstiel P, Sommer F. Microbial regulation of hexokinase 2 links mitochondrial metabolism and cell death in colitis. Cell Metab 2021; 33:2355-2366.e8. [PMID: 34847376 DOI: 10.1016/j.cmet.2021.11.004] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2021] [Revised: 08/07/2021] [Accepted: 11/09/2021] [Indexed: 12/14/2022]
Abstract
Hexokinases (HK) catalyze the first step of glycolysis limiting its pace. HK2 is highly expressed in gut epithelium, contributes to immune responses, and is upregulated during inflammation. We examined the microbial regulation of HK2 and its impact on inflammation using mice lacking HK2 in intestinal epithelial cells (Hk2ΔIEC). Hk2ΔIEC mice were less susceptible to acute colitis. Analyzing the epithelial transcriptome from Hk2ΔIEC mice during colitis and using HK2-deficient intestinal organoids and Caco-2 cells revealed reduced mitochondrial respiration and epithelial cell death in the absence of HK2. The microbiota strongly regulated HK2 expression and activity. The microbially derived short-chain fatty acid (SCFA) butyrate repressed HK2 expression via histone deacetylase 8 (HDAC8) and reduced mitochondrial respiration in wild-type but not in HK2-deficient Caco-2 cells. Butyrate supplementation protected wild-type but not Hk2ΔIEC mice from colitis. Our findings define a mechanism how butyrate promotes intestinal homeostasis and suggest targeted HK2-inhibition as therapeutic avenue for inflammation.
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Affiliation(s)
- Finn Hinrichsen
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Jacob Hamm
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Magdalena Westermann
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Lena Schröder
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Kensuke Shima
- Department of Infectious Diseases and Microbiology, University of Lübeck, 23538 Lübeck, Germany
| | - Neha Mishra
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Alesia Walker
- Research Unit Analytical BioGeoChemistry, Helmholtz Zentrum München, German Research Centre for Environmental Health (GmbH), 85764 Neuherberg, Germany
| | - Nina Sommer
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Kenneth Klischies
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Daniela Prasse
- Institute of General Microbiology, University of Kiel, 24118 Kiel, Germany
| | | | - Sina Kaiser
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Dora Bordoni
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Antonella Fazio
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Georgios Marinos
- Institute of Experimental Medicine, University of Kiel, 24105 Kiel, Germany
| | - Georg Laue
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Simon Imm
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Valentina Tremaroli
- The Wallenberg Laboratory, Department of Molecular and Clinical Medicine, University of Gothenburg, 41345 Gothenburg, Sweden
| | - Marijana Basic
- Institute for Laboratory Animal Science, Hannover Medical School, 30625 Hannover, Germany
| | - Robert Häsler
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany; Department of Dermatology and Allergy, University Hospital Schleswig-Holstein, 24105 Kiel, Germany
| | - Ruth A Schmitz
- Institute of General Microbiology, University of Kiel, 24118 Kiel, Germany
| | - Stefan Krautwald
- Department of Nephrology and Hypertension, University Hospital Schleswig-Holstein, 24105 Kiel, Germany
| | - Andrea Wolf
- Department of Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA
| | - Bärbel Stecher
- Max von Pettenkofer Institute of Hygiene and Medical Microbiology, Ludwig-Maximilians-University of Munich, 80336 Munich, Germany; German Center for Infection Research (DZIF), partner site LMU Munich, Munich Germany
| | - Philippe Schmitt-Kopplin
- Research Unit Analytical BioGeoChemistry, Helmholtz Zentrum München, German Research Centre for Environmental Health (GmbH), 85764 Neuherberg, Germany
| | - Christoph Kaleta
- Institute of Experimental Medicine, University of Kiel, 24105 Kiel, Germany
| | - Jan Rupp
- Department of Infectious Diseases and Microbiology, University of Lübeck, 23538 Lübeck, Germany
| | - Fredrik Bäckhed
- The Wallenberg Laboratory, Department of Molecular and Clinical Medicine, University of Gothenburg, 41345 Gothenburg, Sweden; Department of Clinical Physiology, Sahlgrenska University Hospital, Gothenburg, Sweden; Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, 2200, Copenhagen, Denmark
| | - Philip Rosenstiel
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany
| | - Felix Sommer
- Institute of Clinical Molecular Biology, University of Kiel, 24105 Kiel, Germany.
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Stankovic B, Kotur N, Nikcevic G, Gasic V, Zukic B, Pavlovic S. Machine Learning Modeling from Omics Data as Prospective Tool for Improvement of Inflammatory Bowel Disease Diagnosis and Clinical Classifications. Genes (Basel) 2021; 12:1438. [PMID: 34573420 DOI: 10.3390/genes12091438] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 08/21/2021] [Accepted: 09/14/2021] [Indexed: 12/14/2022] Open
Abstract
Research of inflammatory bowel disease (IBD) has identified numerous molecular players involved in the disease development. Even so, the understanding of IBD is incomplete, while disease treatment is still far from the precision medicine. Reliable diagnostic and prognostic biomarkers in IBD are limited which may reduce efficient therapeutic outcomes. High-throughput technologies and artificial intelligence emerged as powerful tools in search of unrevealed molecular patterns that could give important insights into IBD pathogenesis and help to address unmet clinical needs. Machine learning, a subtype of artificial intelligence, uses complex mathematical algorithms to learn from existing data in order to predict future outcomes. The scientific community has been increasingly employing machine learning for the prediction of IBD outcomes from comprehensive patient data-clinical records, genomic, transcriptomic, proteomic, metagenomic, and other IBD relevant omics data. This review aims to present fundamental principles behind machine learning modeling and its current application in IBD research with the focus on studies that explored genomic and transcriptomic data. We described different strategies used for dealing with omics data and outlined the best-performing methods. Before being translated into clinical settings, the developed machine learning models should be tested in independent prospective studies as well as randomized controlled trials.
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Jung SM, Park KS, Kim KJ. Deep phenotyping of synovial molecular signatures by integrative systems analysis in rheumatoid arthritis. Rheumatology (Oxford) 2021; 60:3420-3431. [PMID: 33230538 DOI: 10.1093/rheumatology/keaa751] [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] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 09/29/2020] [Indexed: 12/11/2022] Open
Abstract
OBJECTIVE RA encompasses a complex, heterogeneous and dynamic group of diseases arising from molecular and cellular perturbations of synovial tissues. The aim of this study was to decipher this complexity using an integrative systems approach and provide novel insights for designing stratified treatments. METHODS An RNA sequencing dataset of synovial tissues from 152 RA patients and 28 normal controls was imported and subjected to filtration of differentially expressed genes, functional enrichment and network analysis, non-negative matrix factorization, and key driver analysis. A naïve Bayes classifier was applied to the independent datasets to investigate the factors associated with treatment outcome. RESULTS A matrix of 1241 upregulated differentially expressed genes from RA samples was classified into three subtypes (C1-C3) with distinct molecular and cellular signatures. C3 with prominent immune cells and proinflammatory signatures had a stronger association with the presence of ACPA and showed a better therapeutic response than C1 and C2, which were enriched with neutrophil and fibroblast signatures, respectively. C2 was more occupied by synovial fibroblasts of destructive phenotype and carried highly expressed key effector molecules of invasion and osteoclastogenesis. CXCR2, JAK3, FYN and LYN were identified as key driver genes in C1 and C3. HDAC, JUN, NFKB1, TNF and TP53 were key regulators modulating fibroblast aggressiveness in C2. CONCLUSIONS Deep phenotyping of synovial heterogeneity captured comprehensive and discrete pathophysiological attributes of RA regarding clinical features and treatment response. This result could serve as a template for future studies to design stratified approaches for RA patients.
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Affiliation(s)
- Seung Min Jung
- Division of Rheumatology, Department of Internal Medicine, Seoul St. Mary's Hospital, College of Medicine, The Catholic University of Korea
| | - Kyung-Su Park
- Division of Rheumatology, Department of Internal Medicine, St. Vincent's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Ki-Jo Kim
- Division of Rheumatology, Department of Internal Medicine, St. Vincent's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
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Jung SM, Park KS, Kim KJ. Integrative analysis of lung molecular signatures reveals key drivers of systemic sclerosis-associated interstitial lung disease. Ann Rheum Dis 2021; 81:108-116. [PMID: 34380701 DOI: 10.1136/annrheumdis-2021-220493] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [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: 04/05/2021] [Accepted: 07/25/2021] [Indexed: 11/04/2022]
Abstract
OBJECTIVES Interstitial lung disease is a significant comorbidity and the leading cause of mortality in patients with systemic sclerosis. Transcriptomic data of systemic sclerosis-associated interstitial lung disease (SSc-ILD) were analysed to evaluate the salient molecular and cellular signatures in comparison with those in related pulmonary diseases and to identify the key driver genes and target molecules in the disease module. METHODS A transcriptomic dataset of lung tissues from patients with SSc-ILD (n=52), idiopathic pulmonary fibrosis (IPF) (n=549), non-specific interstitial pneumonia (n=49) and pulmonary arterial hypertension (n=81) and from normal healthy controls (n=331) was subjected to filtration of differentially expressed genes, functional enrichment analysis, network-based key driver analysis and kernel-based diffusion scoring. The association of enriched pathways with clinical parameters was evaluated in patients with SSc-ILD. RESULTS SSc-ILD shared key pathogenic pathways with other fibrosing pulmonary diseases but was distinguishable in some pathological processes. SSc-ILD showed general similarity with IPF in molecular and cellular signatures but stronger signals for myofibroblasts, which in SSc-ILD were in a senescent and apoptosis-resistant state. The p53 signalling pathway was the most enriched signature in lung tissues and lung fibroblasts of SSc-ILD, and was significantly correlated with carbon monoxide diffusing capacity of lung, cellular senescence and apoptosis. EEF2, EFF2K, PHKG2, VCAM1, PRKACB, ITGA4, CDK1, CDK2, FN1 and HDAC1 were key regulators with high diffusion scores in the disease module. CONCLUSIONS Integrative transcriptomic analysis of lung tissues revealed key signatures of fibrosis in SSc-ILD. A network-based Bayesian approach provides deep insights into key regulatory genes and molecular targets applicable to treating SSc-ILD.
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Affiliation(s)
- Seung Min Jung
- Division of Rheumatology, Department of Internal Medicine, St. Vincent's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Kyung-Su Park
- Division of Rheumatology, Department of Internal Medicine, St. Vincent's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
| | - Ki-Jo Kim
- Division of Rheumatology, Department of Internal Medicine, St. Vincent's Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea
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Berger K, Somineni H, Prince J, Kugathasan S, Gibson G. Altered splicing associated with the pathology of inflammatory bowel disease. Hum Genomics 2021; 15:47. [PMID: 34301333 PMCID: PMC8305504 DOI: 10.1186/s40246-021-00347-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [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: 04/15/2021] [Accepted: 07/17/2021] [Indexed: 12/11/2022] Open
Abstract
Background Aberrant splicing of individual genes is a well-known mechanism promoting pathology for a wide range of conditions, but disease is less commonly attributed to global disruption of exon usage. To explore the possible association of aberrant splicing with inflammatory bowel disease, we developed a pipeline for quantifying transcript abundance and exon inclusion transcriptome-wide and applied it to a dataset of ileal and rectal biopsies, both obtained in duplicate from 34 pediatric or young adult cases of ulcerative colitis and Crohn’s disease. Results Expression and splicing covary to some extent, and eight individuals exhibited aberrant profiles that can be explained by altered ratios of epithelial to stromal and immune cells. Ancestry-related biases in alternative splicing accounting for 5% of the variance were also observed, in part also related to cell-type proportions. In addition, two individuals were identified who had 284 exons with significantly divergent percent spliced in exons, including in the established IBD risk gene CEACAM1, which caused their ileal samples to resemble the rectum. Conclusions These results imply that quantitative differences in splice usage contribute to the pathology of inflammatory bowel disease in a previously unrecognized manner. Supplementary Information The online version contains supplementary material available at 10.1186/s40246-021-00347-y.
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Affiliation(s)
- Kiera Berger
- School of Biological Sciences and Center for Integrative Genomics, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Hari Somineni
- Department of Pediatrics, Emory University, Atlanta, GA, 30322, USA.,Current address: insitro, San Francisco, CA, 94080, USA
| | - Jarod Prince
- Department of Pediatrics, Emory University, Atlanta, GA, 30322, USA
| | - Subra Kugathasan
- Department of Pediatrics, Emory University, Atlanta, GA, 30322, USA
| | - Greg Gibson
- School of Biological Sciences and Center for Integrative Genomics, Georgia Institute of Technology, Atlanta, GA, 30332, USA.
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28
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Toyonaga T, Araba KC, Kennedy MM, Keith BP, Wolber EA, Beasley C, Steinbach EC, Schaner MR, Jain A, Long MD, Barnes EL, Herfarth HH, Isaacs KL, Hansen JJ, Kapadia MR, Guillem JG, Gulati AS, Sethupathy P, Furey TS, Ehre C, Sheikh SZ. Increased colonic expression of ACE2 associates with poor prognosis in Crohn's disease. Sci Rep 2021; 11:13533. [PMID: 34188154 PMCID: PMC8241995 DOI: 10.1038/s41598-021-92979-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [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: 01/19/2021] [Accepted: 06/18/2021] [Indexed: 12/13/2022] Open
Abstract
The host receptor for SARS-CoV-2, angiotensin-converting enzyme 2 (ACE2), is highly expressed in small intestine. Our aim was to study colonic ACE2 expression in Crohn's disease (CD) and non-inflammatory bowel disease (non-IBD) controls. We hypothesized that the colonic expression levels of ACE2 impacts CD course. We examined the expression of colonic ACE2 in 67 adult CD and 14 NIBD control patients using RNA-seq and quantitative (q) RT-PCR. We validated ACE2 protein expression and localization in formalin-fixed, paraffin-embedded matched colon and ileal tissues using immunohistochemistry. The impact of increased ACE2 expression in CD for the risk of surgery was evaluated by a multivariate regression analysis and a Kaplan–Meier estimator. To provide critical support for the generality of our findings, we analyzed previously published RNA-seq data from two large independent cohorts of CD patients. Colonic ACE2 expression was significantly higher in a subset of adult CD patients which was defined as the ACE2-high CD subset. IHC in a sampling of ACE2-high CD patients confirmed high ACE2 protein expression in the colon and ileum compared to ACE2-low CD and NIBD patients. Notably, we found that ACE2-high CD patients are significantly more likely to undergo surgery within 5 years of CD diagnosis, and a Cox regression analysis found that high ACE2 levels is an independent risk factor for surgery (OR 2.17; 95% CI, 1.10–4.26; p = 0.025). Increased intestinal expression of ACE2 is associated with deteriorated clinical outcomes in CD patients. These data point to the need for molecular stratification that can impact CD disease-related outcomes.
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Affiliation(s)
- Takahiko Toyonaga
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA.,Department of Gastroenterology and Hepatology, The Jikei University School of Medicine, Tokyo, Japan
| | - Kenza C Araba
- Department of Genetics, Curriculum in Bioinformatics and Computational Biology, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA.,Marsico Lung Institute, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA
| | - Meaghan M Kennedy
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA.,Department of Genetics, Curriculum in Bioinformatics and Computational Biology, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA
| | - Benjamin P Keith
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA.,Department of Genetics, Curriculum in Bioinformatics and Computational Biology, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA
| | - Elisabeth A Wolber
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Caroline Beasley
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Erin C Steinbach
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA.,Division of Rheumatology, Allergy and Immunology, Department of Medicine, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA
| | - Matthew R Schaner
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Animesh Jain
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Millie D Long
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Edward L Barnes
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Hans H Herfarth
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Kim L Isaacs
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Jonathan J Hansen
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Muneera R Kapadia
- Department of Surgery, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA
| | - José Gaston Guillem
- Department of Surgery, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA
| | - Ajay S Gulati
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA.,Division of Gastroenterology, Department of Pediatrics, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA
| | - Praveen Sethupathy
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, NY, USA
| | - Terrence S Furey
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA.,Department of Genetics, Curriculum in Bioinformatics and Computational Biology, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA.,Department of Biology, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA
| | - Camille Ehre
- Marsico Lung Institute, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA
| | - Shehzad Z Sheikh
- Center for Gastrointestinal Biology and Disease, University of North Carolina At Chapel Hill, 111 Mason Farm Road, 7312B MBRB, UNC Chapel Hill, Chapel Hill, NC, 27599, USA. .,Department of Genetics, Curriculum in Bioinformatics and Computational Biology, University of North Carolina At Chapel Hill, Chapel Hill, NC, USA.
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Park I, Jung J, Lee S, Park K, Ryu JW, Son MY, Cho HS, Kim DS. Characterization of terminal-ileal and colonic Crohn's disease in treatment-naïve paediatric patients based on transcriptomic profile using logistic regression. J Transl Med 2021; 19:250. [PMID: 34098982 PMCID: PMC8185924 DOI: 10.1186/s12967-021-02909-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [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: 03/22/2021] [Accepted: 05/24/2021] [Indexed: 12/18/2022] Open
Abstract
BACKGROUND Inflammatory bowel disease (IBD) is a chronic and idiopathic inflammatory disorder of the gastrointestinal tract and comprises ulcerative colitis (UC) and Crohn's disease (CD). Crohn's disease can affect any part of the gastrointestinal tract, but mainly the terminal ileum and colon. In the present study, we aimed to characterize terminal-ileal CD (ICD) and colonic CD (CCD) at the molecular level, which might enable a more optimized approach for the clinical care and scientific research of CD. METHODS We analyzed differentially expressed genes in samples from 23 treatment-naïve paediatric patients with CD and 25 non-IBD controls, and compared the data with previously published RNA-Seq data using multi-statistical tests and confidence intervals. We implemented functional profiling and proposed statistical methods for feature selection using a logistic regression model to identify genes that are highly associated in ICD or CCD. We also validated our final candidate genes in independent paediatric and adult cohorts. RESULTS We identified 550 genes specifically expressed in patients with CD compared with those in healthy controls (p < 0.05). Among these DEGs, 240 from patients with CCD were mainly involved in mitochondrial dysfunction, whereas 310 from patients with ICD were enriched in the ileum functions such as digestion, absorption, and metabolism. To choose the most effective gene set, we selected the most powerful genes (p-value ≤ 0.05, accuracy ≥ 0.8, and AUC ≥ 0.8) using logistic regression. Consequently, 33 genes were identified as useful for discriminating CD location; the accuracy and AUC were 0.86 and 0.83, respectively. We then validated the 33 genes with data from another independent paediatric cohort (accuracy = 0.93, AUC = 0.92) and adult cohort (accuracy = 0.88, AUC = 0.72). CONCLUSIONS In summary, we identified DEGs that are specifically expressed in CCD and ICD compared with those in healthy controls and patients with UC. Based on the feature selection analysis, 33 genes were identified as useful for discriminating CCD and ICD with high accuracy and AUC, for not only paediatric patients but also independent cohorts. We propose that our approach and the final gene set are useful for the molecular classification of patients with CD, and it could be beneficial in treatments based on disease location.
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Affiliation(s)
- Ilkyu Park
- Department of Bioinformatics, KRIBB School of Bioscience, Korea University of Science and Technology (UST), 217 Gajeong-ro, Yuseong-gu, Daejeon, Korea.,Department of Environmental Disease Research Center, Korea Research Institute of Bioscience & Biotechnology (KRIBB), 125 Gwahak-ro, Yuseong-gu, Daejeon, 34141, Korea
| | - Jaeeun Jung
- Department of Environmental Disease Research Center, Korea Research Institute of Bioscience & Biotechnology (KRIBB), 125 Gwahak-ro, Yuseong-gu, Daejeon, 34141, Korea
| | - Sugi Lee
- Department of Bioinformatics, KRIBB School of Bioscience, Korea University of Science and Technology (UST), 217 Gajeong-ro, Yuseong-gu, Daejeon, Korea.,Department of Environmental Disease Research Center, Korea Research Institute of Bioscience & Biotechnology (KRIBB), 125 Gwahak-ro, Yuseong-gu, Daejeon, 34141, Korea
| | - Kunhyang Park
- Department of Core Facility Management Center, Korea Research Institute of Bioscience & Biotechnology (KRIBB), 125 Gwahak-ro, Yuseong-gu, Daejeon, Korea
| | - Jea-Woon Ryu
- Department of Rare Disease Research Center, Korea Research Institute of Bioscience & Biotechnology (KRIBB), 125 Gwahak-ro, Yuseong-gu, Daejeon, Korea
| | - Mi-Young Son
- Department of Stem Cell Convergence Research Center, Korea Research Institute of Bioscience & Biotechnology (KRIBB), 125 Gwahak-ro, Yuseong-gu, Daejeon, Korea.
| | - Hyun-Soo Cho
- Department of Stem Cell Convergence Research Center, Korea Research Institute of Bioscience & Biotechnology (KRIBB), 125 Gwahak-ro, Yuseong-gu, Daejeon, Korea.
| | - Dae-Soo Kim
- Department of Bioinformatics, KRIBB School of Bioscience, Korea University of Science and Technology (UST), 217 Gajeong-ro, Yuseong-gu, Daejeon, Korea. .,Department of Environmental Disease Research Center, Korea Research Institute of Bioscience & Biotechnology (KRIBB), 125 Gwahak-ro, Yuseong-gu, Daejeon, 34141, Korea.
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Aguilar D, Revilla L, Garrido-Trigo A, Panés J, Lozano JJ, Planell N, Esteller M, Lacerda AP, Guay H, Butler J, Davis JW, Salas A. Randomized Controlled Trial Substudy of Cell-specific Mechanisms of Janus Kinase 1 Inhibition With Upadacitinib in the Crohn's Disease Intestinal Mucosa: Analysis From the CELEST Study. Inflamm Bowel Dis 2021; 27:1999-2009. [PMID: 34042156 PMCID: PMC8599035 DOI: 10.1093/ibd/izab116] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Indexed: 12/13/2022]
Abstract
BACKGROUND Janus kinase (JAK) inhibition shows promise for treatment of patients with moderate to severe Crohn's disease. We aimed to provide mechanistic insights into the JAK1-selective inhibitor upadacitinib through a transcriptomics substudy on biopsies from patients with Crohn's disease from CELEST. METHODS Seventy-four patients consented to this optional substudy. Ileal and colonic biopsies were collected during endoscopy at screening and week 12 or 16. RNA isolated from 226 samples was analyzed by RNAseq, with additional qPCR analysis. Additional biopsies from patients with Crohn's disease receiving anti-tumor necrosis factor (anti-TNF; n = 34) and healthy controls (n = 10) were used for qPCR. Single-cell RNAseq public profiles were used to evaluate treatment effects on specific cellular subsets, associations with endoscopic improvement, and indirect comparisons with the anti-TNF-treated cohort. RESULTS In involved areas of mucosa with endoscopic remission after upadacitinib treatment, 1156 and 76 protein-coding genes were significantly regulated (false discovery rate < 0.05) at week 12/16 in colonic and ileal biopsies, respectively (60 overlapped), compared with baseline. Upadacitinib did not significantly affect transcriptomes of noninvolved intestinal areas. CELEST patients (mostly anti-TNF-refractory) showed baseline differences in gene expression compared with a separate cohort of biologic-naïve patients. Notably, upadacitinib reversed overexpression of inflammatory fibroblast and interferon-γ effector signature markers. CONCLUSIONS Upadacitinib modulates inflammatory pathways in mucosal lesions of patients with anti-TNF-refractory Crohn's disease, including inflammatory fibroblast and interferon-γ-expressing cytotoxic T cell compartments. This substudy is the first to describe the molecular response to JAK1 inhibition in inflammatory bowel disease and differential effects relative to anti-TNF treatment. (Clinical trial identifier: NCT02365649).
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Affiliation(s)
- Daniel Aguilar
- Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, Instituto de Salud Carlos III, Barcelona, Spain
| | - Lluís Revilla
- Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, Instituto de Salud Carlos III, Barcelona, Spain
| | - Alba Garrido-Trigo
- Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, Instituto de Salud Carlos III, Barcelona, Spain
| | - Julian Panés
- Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, Instituto de Salud Carlos III, Barcelona, Spain
| | - Juan J Lozano
- Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, Instituto de Salud Carlos III, Barcelona, Spain
| | - Núria Planell
- Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, Instituto de Salud Carlos III, Barcelona, Spain
| | - Miriam Esteller
- Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, Instituto de Salud Carlos III, Barcelona, Spain
| | | | - Heath Guay
- AbbVie Inc., North Chicago, Illinois, USA
| | | | | | - Azucena Salas
- Hospital Clinic Barcelona, Institut d'Investigacions Biomèdiques August Pi i Sunyer, Barcelona, Spain,Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas, Instituto de Salud Carlos III, Barcelona, Spain,Address correspondence to: Azucena Salas, Department of Gastroenterology, IDIBAPS, Hospital Clinic Barcelona, CIBERehd, Rosselló 149-153, 08036, Barcelona, Spain. E-mail:
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Sudhakar P, Verstockt B, Cremer J, Verstockt S, Sabino J, Ferrante M, Vermeire S. Understanding the Molecular Drivers of Disease Heterogeneity in Crohn's Disease Using Multi-omic Data Integration and Network Analysis. Inflamm Bowel Dis 2021; 27:870-886. [PMID: 33313682 PMCID: PMC8128416 DOI: 10.1093/ibd/izaa281] [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] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Indexed: 12/12/2022]
Abstract
Crohn's disease (CD), a form of inflammatory bowel disease (IBD), is characterized by heterogeneity along multiple clinical axes, which in turn impacts disease progression and treatment modalities. Using advanced data integration approaches and systems biology tools, we studied the contribution of CD susceptibility variants and gene expression in distinct peripheral immune cell subsets (CD14+ monocytes and CD4+ T cells) to relevant clinical traits. Our analyses revealed that most clinical traits capturing CD heterogeneity could be associated with CD14+ and CD4+ gene expression rather than disease susceptibility variants. By disentangling the sources of variation, we identified molecular features that could potentially be driving the heterogeneity of various clinical traits of CD patients. Further downstream analyses identified contextual hub proteins such as genes encoding barrier functions, antimicrobial peptides, chemokines, and their receptors, which are either targeted by drugs used in CD or other inflammatory diseases or are relevant to the biological functions implicated in disease pathology. These hubs could be used as cell type-specific targets to treat specific subtypes of CD patients in a more individualized approach based on the underlying biology driving their disease subtypes. Our study highlights the importance of data integration and systems approaches to investigate complex and heterogeneous diseases such as IBD.
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Affiliation(s)
- Padhmanand Sudhakar
- Department of Chronic Diseases, Metabolism and Ageing, Translational Research Center for Gastrointestinal Disorders (TARGID)
| | - Bram Verstockt
- Department of Chronic Diseases, Metabolism and Ageing, Translational Research Center for Gastrointestinal Disorders (TARGID)
- University Hospitals Leuven, Department of Gastroenterology and Hepatology
| | - Jonathan Cremer
- Department of Microbiology and Immunology, Laboratory of Clinical Immunology, Katholieke Universiteit Leuven, Leuven, Belgium
| | - Sare Verstockt
- Department of Chronic Diseases, Metabolism and Ageing, Translational Research Center for Gastrointestinal Disorders (TARGID)
| | - João Sabino
- Department of Chronic Diseases, Metabolism and Ageing, Translational Research Center for Gastrointestinal Disorders (TARGID)
- University Hospitals Leuven, Department of Gastroenterology and Hepatology
| | - Marc Ferrante
- Department of Chronic Diseases, Metabolism and Ageing, Translational Research Center for Gastrointestinal Disorders (TARGID)
- University Hospitals Leuven, Department of Gastroenterology and Hepatology
| | - Séverine Vermeire
- Department of Chronic Diseases, Metabolism and Ageing, Translational Research Center for Gastrointestinal Disorders (TARGID)
- University Hospitals Leuven, Department of Gastroenterology and Hepatology
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Abstract
Recent discoveries of distinct molecular subtypes have led to remarkable advances in treatment for a variety of diseases. While subtyping via unsupervised clustering has received a great deal of interest, most methods rely on basic statistical or machine learning methods. At the same time, techniques based on graph clustering, particularly clique-based strategies, have been successfully used to identify disease biomarkers and gene networks. A graph theoretical approach based on the paraclique algorithm is described that can easily be employed to identify putative disease subtypes and serve as an aid in outlier detection as well. The feasibility and potential effectiveness of this method is demonstrated on publicly available gene co-expression data derived from patient samples covering twelve different disease families.
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Heppert JK, Davison JM, Kelly C, Mercado GP, Lickwar CR, Rawls JF. Transcriptional programmes underlying cellular identity and microbial responsiveness in the intestinal epithelium. Nat Rev Gastroenterol Hepatol 2021; 18:7-23. [PMID: 33024279 DOI: 10.1038/s41575-020-00357-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/12/2020] [Indexed: 12/19/2022]
Abstract
The intestinal epithelium serves the unique and critical function of harvesting dietary nutrients, while simultaneously acting as a cellular barrier separating tissues from the luminal environment and gut microbial ecosystem. Two salient features of the intestinal epithelium enable it to perform these complex functions. First, cells within the intestinal epithelium achieve a wide range of specialized identities, including different cell types and distinct anterior-posterior patterning along the intestine. Second, intestinal epithelial cells are sensitive and responsive to the dynamic milieu of dietary nutrients, xenobiotics and microorganisms encountered in the intestinal luminal environment. These diverse identities and responsiveness of intestinal epithelial cells are achieved in part through the differential transcription of genes encoded in their shared genome. Here, we review insights from mice and other vertebrate models into the transcriptional regulatory mechanisms underlying intestinal epithelial identity and microbial responsiveness, including DNA methylation, chromatin accessibility, histone modifications and transcription factors. These studies are revealing that most transcription factors involved in intestinal epithelial identity also respond to changes in the microbiota, raising both opportunities and challenges to discern the underlying integrative transcriptional regulatory networks.
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Abstract
Inflammatory bowel diseases (IBD) develop via convergence of environmental, microbial, immunological, and genetic factors. Alterations in the gut microbiota have been associated with development and progression of IBD, but it is not clear which populations of microbes are involved or how they might contribute to IBD. We review the genetic and environmental factors affecting the gut microbiota, the roles of gut microbes and their bioproducts in the development and clinical course of IBD, and strategies by which microbiome-based therapies can be used to prevent, manage, and eventually cure IBD. We discuss research findings that help bridge the gap between the basic sciences and clinical application.
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Affiliation(s)
| | - Eugene B Chang
- Department of Medicine, University of Chicago, Chicago, Illinois.
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35
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Affiliation(s)
- John T Chang
- From the Department of Medicine, University of California San Diego, La Jolla, and the Department of Medicine, Veterans Affairs San Diego Healthcare System, San Diego
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36
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Abstract
The gut microbiota appears to play a central role in health, and alterations in the gut microbiota are observed in both forms of inflammatory bowel disease [IBD], namely Crohn's disease and ulcerative colitis. Yet, the mechanisms behind host-microbiota interactions in IBD, especially at the intestinal epithelial cell level, are not yet fully understood. Dissecting the role of host-microbiota interactions in disease onset and progression is pivotal, and requires representative models mimicking the gastrointestinal ecosystem, including the intestinal epithelium, the gut microbiota, and immune cells. New advancements in organoid microfluidics technology are facilitating the study of IBD-related microbial-epithelial cross-talk, and the discovery of novel microbial therapies. Here, we review different organoid-based ex vivo models that are currently available, and benchmark their suitability and limitations for specific research questions. Organoid applications, such as patient-derived organoid biobanks for microbial screening and 'omics technologies, are discussed, highlighting their potential to gain better mechanistic insights into disease mechanisms and eventually allow personalised medicine.
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Affiliation(s)
- Martina Poletti
- Earlham Institute, Norwich Research Park, Norwich, UK,Quadram Institute, Norwich Research Park, Norwich, UK
| | - Kaline Arnauts
- Department of Chronic Diseases, Metabolism and Ageing [CHROMETA], Translational Research Center for Gastrointestinal Disorders [TARGID], KU Leuven, Leuven, Belgium,Department of Development and Regeneration, Stem Cell Institute Leuven [SCIL], KU Leuven, Leuven, Belgium
| | - Marc Ferrante
- Department of Chronic Diseases, Metabolism and Ageing [CHROMETA], Translational Research Center for Gastrointestinal Disorders [TARGID], KU Leuven, Leuven, Belgium,Department of Gastroenterology and Hepatology, University Hospitals Leuven, KU Leuven, Leuven, Belgium,Corresponding author: Marc Ferrante, MD, PhD, Department of Gastroenterology and Hepatology, University Hospitals Leuven, KU Leuven, Herestraat 49, 3000 Leuven, Belgium. Tel.: +32 16 344225;
| | - Tamas Korcsmaros
- Earlham Institute, Norwich Research Park, Norwich, UK,Quadram Institute, Norwich Research Park, Norwich, UK
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Affiliation(s)
- Jun Miyoshi
- Department of Medicine, Section of Gastroenterology, Hepatology, and Nutrition, Knapp Center for Biomedical Discovery, University of Chicago, Chicago, Illinois; Department of Gastroenterology and Hepatology, Kyorin University School of Medicine, Tokyo, Japan
| | - Mrinalini C Rao
- Department of Medicine, Section of Gastroenterology, Hepatology, and Nutrition, Knapp Center for Biomedical Discovery, University of Chicago, Chicago, Illinois
| | - Eugene B Chang
- Department of Medicine, Section of Gastroenterology, Hepatology, and Nutrition, Knapp Center for Biomedical Discovery, University of Chicago, Chicago, Illinois.
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Toyonaga T, Araba KC, Kennedy MM, Keith BP, Wolber EA, Beasley C, Steinbach EC, Schaner MR, Jain A, Long MD, Barnes EL, Herfarth HH, Isaacs KL, Hansen JJ, Kapadia M, Gaston Guillem J, Koruda MJ, Rahbar R, Sadiq T, Gulati AS, Sethupathy P, Furey TS, Ehre C, Sheikh SZ. Increased Colonic Expression of ACE2 Associates with Poor Prognosis in Crohn's disease. bioRxiv 2020. [PMID: 33269348 DOI: 10.1101/2020.11.24.396382] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Background and Aims The host receptor for SARS-CoV-2, angiotensin-converting enzyme 2 (ACE2), is highly expressed in small intestine. Our aim was to study colonic ACE2 expression in Crohn's disease (CD) and non-inflammatory bowel disease (non-IBD) controls. We hypothesized that the colonic expression levels of ACE2 impacts CD course. Methods We examined the expression of colon ACE2 using RNA-seq and quantitative (q) RT-PCR from 69 adult CD and 14 NIBD control patients. In a subset of this cohort we validated ACE2 protein expression and localization in formalin-fixed, paraffin-embedded matched colon and ileal tissues using immunohistochemistry. The impact of increased ACE2 expression in CD for the risk of surgery was evaluated by a multivariate regression analysis and a Kaplan-Meier estimator. To provide critical support for the generality of our findings, we analyzed previously published RNA-seq data from two large independent cohorts of CD patients. Results Colonic ACE2 expression was significantly higher in a subset of adult CD patients (ACE2-high CD). IHC in a sampling of ACE2-high CD patients confirmed high ACE2 protein expression in the colon and ileum compared to ACE2-low CD and NIBD patients. Notably, we found that ACE2-high CD patients are significantly more likely to undergo surgery within 5 years of diagnosis, with a Cox regression analysis finding that high ACE2 levels is an independent risk factor (OR 2.18; 95%CI, 1.05-4.55; p=0.037). Conclusion Increased intestinal expression of ACE2 is associated with deteriorated clinical outcomes in CD patients. These data point to the need for molecular stratification that may impact CD disease-related outcomes.
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Sebastian-delaCruz M, Olazagoitia-Garmendia A, Gonzalez-Moro I, Santin I, Garcia-Etxebarria K, Castellanos-Rubio A. Implication of m6A mRNA Methylation in Susceptibility to Inflammatory Bowel Disease. Epigenomes 2020; 4:16. [PMID: 34968289 PMCID: PMC8594712 DOI: 10.3390/epigenomes4030016] [Citation(s) in RCA: 6] [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: 06/29/2020] [Revised: 07/21/2020] [Accepted: 07/28/2020] [Indexed: 01/08/2023] Open
Abstract
Inflammatory bowel disease (IBD) is a chronic inflammatory condition of the gastrointestinal tract that develops due to the interaction between genetic and environmental factors. More than 160 loci have been associated with IBD, but the functional implication of many of the associated genes remains unclear. N6-Methyladenosine (m6A) is the most abundant internal modification in mRNA. m6A methylation regulates many aspects of mRNA metabolism, playing important roles in the development of several pathologies. Interestingly, SNPs located near or within m6A motifs have been proposed as possible contributors to disease pathogenesis. We hypothesized that certain IBD-associated SNPs could regulate the function of genes involved in IBD development via m6A-dependent mechanisms. We used online available GWAS, m6A and transcriptome data to find differentially expressed genes that harbored m6A-SNPs associated with IBD. Our analysis resulted in five candidate genes corresponding to two of the major IBD subtypes: UBE2L3 and SLC22A4 for Crohn's Disease and TCF19, C6orf47 and SNAPC4 for Ulcerative Colitis. Further analysis using in silico predictions and co-expression analyses in combination with in vitro functional studies showed that our candidate genes seem to be regulated by m6A-dependent mechanisms. These findings provide the first indication of the implication of RNA methylation events in IBD pathogenesis.
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Affiliation(s)
- Maialen Sebastian-delaCruz
- Department of Genetics, Physical Anthropology and Animal Fisiology, University of the Basque Country, 48940 Leioa, Spain; (M.S.-d.); (A.O.-G.)
- Biocruces Bizkaia Health Research Institute, 48903 Barakaldo, Spain; (I.G.-M.); (I.S.)
| | - Ane Olazagoitia-Garmendia
- Department of Genetics, Physical Anthropology and Animal Fisiology, University of the Basque Country, 48940 Leioa, Spain; (M.S.-d.); (A.O.-G.)
- Biocruces Bizkaia Health Research Institute, 48903 Barakaldo, Spain; (I.G.-M.); (I.S.)
| | - Itziar Gonzalez-Moro
- Biocruces Bizkaia Health Research Institute, 48903 Barakaldo, Spain; (I.G.-M.); (I.S.)
- Department of Biochemistry and Molecular Biology, University of the Basque Country, 48940 Leioa, Spain
| | - Izortze Santin
- Biocruces Bizkaia Health Research Institute, 48903 Barakaldo, Spain; (I.G.-M.); (I.S.)
- Department of Biochemistry and Molecular Biology, University of the Basque Country, 48940 Leioa, Spain
- CIBER (Centro de Investigación Biomédica en Red) de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto de Salud Carlos III, 28029 Madrid, Spain
| | | | - Ainara Castellanos-Rubio
- Department of Genetics, Physical Anthropology and Animal Fisiology, University of the Basque Country, 48940 Leioa, Spain; (M.S.-d.); (A.O.-G.)
- Biocruces Bizkaia Health Research Institute, 48903 Barakaldo, Spain; (I.G.-M.); (I.S.)
- CIBER (Centro de Investigación Biomédica en Red) de Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto de Salud Carlos III, 28029 Madrid, Spain
- Ikerbasque, Basque Foundation for Science, 48013 Bilbao, Spain
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Noor NM, Verstockt B, Parkes M, Lee JC. Personalised medicine in Crohn's disease. Lancet Gastroenterol Hepatol 2020; 5:80-92. [PMID: 31818474 DOI: 10.1016/s2468-1253(19)30340-1] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2019] [Revised: 08/19/2019] [Accepted: 08/21/2019] [Indexed: 12/13/2022]
Abstract
Similar to many immune-mediated diseases, Crohn's disease follows a relapsing-remitting pattern, with a variable disease course and heterogeneous clinical outcomes. Frequency of flare-ups, development of complications, and response to treatment collectively determine the effect on a patient's quality of life, which can vary from minimal disruption to profound disability or death. Despite recent advances in the understanding of complex disease pathogenesis, including for Crohn's disease, management decisions are still typically made using a one-size-fits-all approach. Indeed, the inability to reliably predict clinical outcomes in a way that could guide future therapy represents a major unmet need. Recently, several important insights have been made into the biology underlying outcomes in Crohn's disease. In this Review, we will summarise these insights and discuss how greater understanding of these disease mechanisms can be used to develop clinically useful biomarkers, identify novel approaches to optimise disease control, and help deliver the goal of personalised medicine.
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Affiliation(s)
- Nurulamin M Noor
- Department of Medicine, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge, UK; Department of Gastroenterology, Addenbrooke's Hospital, Cambridge University Hospitals NHS Trust, Cambridge, UK; Medical Research Council Clinical Trials Unit, University College London, London, UK
| | - Bram Verstockt
- Department of Medicine, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge, UK; Department of Gastroenterology and Hepatology, University Hospitals Leuven, Katholieke Universiteit Leuven, Leuven, Belgium; Translational Research in Gastrointestinal Disorders (TARGID), Department of Chronic Diseases, Metabolism and Ageing, Katholieke Universiteit Leuven, Leuven, Belgium
| | - Miles Parkes
- Department of Medicine, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge, UK; Department of Gastroenterology, Addenbrooke's Hospital, Cambridge University Hospitals NHS Trust, Cambridge, UK
| | - James C Lee
- Department of Medicine, University of Cambridge School of Clinical Medicine, Cambridge Biomedical Campus, Cambridge, UK; Department of Gastroenterology, Addenbrooke's Hospital, Cambridge University Hospitals NHS Trust, Cambridge, UK; Cambridge Institute for Therapeutic Immunology and Infectious Disease, Jeffrey Cheah Building, Cambridge Biomedical Campus, Cambridge, UK.
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Toyonaga T, Steinbach EC, Keith BP, Barrow JB, Schaner MR, Wolber EA, Beasley C, Huling J, Wang Y, Allbritton NL, Chaumont N, Sadiq TS, Koruda MJ, Jain A, Long MD, Barnes EL, Herfarth HH, Isaacs KL, Hansen JJ, Shanahan MT, Rahbar R, Furey TS, Sethupathy P, Sheikh SZ. Decreased Colonic Activin Receptor-Like Kinase 1 Disrupts Epithelial Barrier Integrity in Patients With Crohn's Disease. Cell Mol Gastroenterol Hepatol 2020; 10:779-796. [PMID: 32561494 PMCID: PMC7502566 DOI: 10.1016/j.jcmgh.2020.06.005] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Revised: 06/09/2020] [Accepted: 06/09/2020] [Indexed: 12/12/2022]
Abstract
BACKGROUND & AIMS Intestinal epithelial cell (IEC) barrier dysfunction is critical to the development of Crohn's disease (CD). However, the mechanism is understudied. We recently reported increased microRNA-31-5p (miR-31-5p) expression in colonic IECs of CD patients, but downstream targets and functional consequences are unknown. METHODS microRNA-31-5p target genes were identified by integrative analysis of RNA- and small RNA-sequencing data from colonic mucosa and confirmed by quantitative polymerase chain reaction in colonic IECs. Functional characterization of activin receptor-like kinase 1 (ACVRL1 or ALK1) in IECs was performed ex vivo using 2-dimensional cultured human primary colonic IECs. The impact of altered colonic ALK1 signaling in CD for the risk of surgery and endoscopic relapse was evaluated by a multivariate regression analysis and a Kaplan-Meier estimator. RESULTS ALK1 was identified as a target of miR-31-5p in colonic IECs of CD patients and confirmed using a 3'-untranslated region reporter assay. Activation of ALK1 restricted the proliferation of colonic IECs in a 5-ethynyl-2-deoxyuridine proliferation assay and down-regulated the expression of stemness-related genes. Activated ALK1 signaling increased colonic IEC differentiation toward colonocytes. Down-regulated ALK1 signaling was associated with increased stemness and decreased colonocyte-specific marker expression in colonic IECs of CD patients compared with healthy controls. Activation of ALK1 enhanced epithelial barrier integrity in a transepithelial electrical resistance permeability assay. Lower colonic ALK1 expression was identified as an independent risk factor for surgery and was associated with a higher risk of endoscopic relapse in CD patients. CONCLUSIONS Decreased colonic ALK1 disrupted colonic IEC barrier integrity and was associated with poor clinical outcomes in CD patients.
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Affiliation(s)
- Takahiko Toyonaga
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Erin C. Steinbach
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina,Division of Rheumatology, Allergy and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Benjamin P. Keith
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina,Department of Genetics, Department of Biology, Curriculum in Bioinformatics and Computational Biology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Jasmine B. Barrow
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Matthew R. Schaner
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Elisabeth A. Wolber
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Caroline Beasley
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Jennifer Huling
- Joint Department of Biomedical Engineering, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Yuli Wang
- Joint Department of Biomedical Engineering, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Nancy L. Allbritton
- Joint Department of Biomedical Engineering, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Nicole Chaumont
- Department of Surgery, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Timothy S. Sadiq
- Department of Surgery, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Mark J. Koruda
- Department of Surgery, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Animesh Jain
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Millie D. Long
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Edward L. Barnes
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Hans H. Herfarth
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Kim L. Isaacs
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Jonathan J. Hansen
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Michael T. Shanahan
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, New York
| | - Reza Rahbar
- Department of Surgery, Rex Healthcare of Wakefield, North Carolina
| | - Terrence S. Furey
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina,Department of Genetics, Department of Biology, Curriculum in Bioinformatics and Computational Biology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Praveen Sethupathy
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University, Ithaca, New York
| | - Shehzad Z. Sheikh
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina,Correspondence Address correspondence to: Shehzad Z. Sheikh, MD, Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, 7314 Medical Biomolecular Research Building, 111 Mason Farm Road, Chapel Hill, North Carolina 27599. fax: (919) 843-2585.
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Sánchez-Valle J, Tejero H, Fernández JM, Juan D, Urda-García B, Capella-Gutiérrez S, Al-Shahrour F, Tabarés-Seisdedos R, Baudot A, Pancaldi V, Valencia A. Interpreting molecular similarity between patients as a determinant of disease comorbidity relationships. Nat Commun 2020; 11:2854. [PMID: 32504002 DOI: 10.1038/s41467-020-16540-x] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Accepted: 05/09/2020] [Indexed: 12/31/2022] Open
Abstract
Comorbidity is a medical condition attracting increasing attention in healthcare and biomedical research. Little is known about the involvement of potential molecular factors leading to the emergence of a specific disease in patients affected by other conditions. We present here a disease interaction network inferred from similarities between patients’ molecular profiles, which significantly recapitulates epidemiologically documented comorbidities. Furthermore, we identify disease patient-subgroups that present different molecular similarities with other diseases, some of them opposing the general tendencies observed at the disease level. Analyzing the generated patient-subgroup network, we identify genes involved in such relations, together with drugs whose effects are potentially associated with the observed comorbidities. All the obtained associations are available at the disease PERCEPTION portal (http://disease-perception.bsc.es). Disease comorbidity is attracting increasing attention, but the involvement of molecular factors in forecasting risk of a disease in the presence of other diseases is poorly understood. Here the authors build a disease interaction network based on gene expression profile and discover new comorbidity relationships in patient subgroups.
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Abstract
The industrial revolution that began in the late 1800s has resulted in dramatic changes in the environment, human lifestyle, dietary habits, social structure, and so on. Almost certainly because this rapid evolution has outpaced the ability of the body to adapt to a number of environmental and behavioral changes, there has been a parallel emergence of several chronic inflammatory diseases, among which are inflammatory bowel diseases (IBD), primarily ulcerative colitis and Crohn's disease. The ability to treat these conditions has progressively improved in the last 50 years, particularly in the last couple of decades with the introduction of biological therapy targeting primarily soluble mediators produced by inflammatory cells. A large number of biologics are now available, but all of them induce similarly unsatisfactory (<50%) rates of clinical response and remission, and most of them lose efficacy over time, requiring dose escalation or switching from one biologic to another. So, treatment of IBD still needs improvement that will occur only if different approaches are taken. A reason why even the most recent forms of IBD therapy are unsatisfactory is because they target only selected components of an exceedingly complex pathophysiological process, a reality that must be honestly considered if better IBD therapies are to be achieved. Brand new approaches must integrate all relevant factors in their totality - the "omes" - and identify the key controllers of biological responses. This can be accomplished by using systems biology-based approaches and advanced bioinformatics tools, which together represent the essence of network medicine. This review looks at the past and the present of IBD pathogenesis and therapy, and discusses how to develop new therapies based on a network medicine approach.
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Alric H, Amiot A, Kirchgesner J, Tréton X, Allez M, Bouhnik Y, Beaugerie L, Carbonnel F, Meyer A. The effectiveness of either ustekinumab or vedolizumab in 239 patients with Crohn's disease refractory to anti-tumour necrosis factor. Aliment Pharmacol Ther 2020; 51:948-957. [PMID: 32249966 DOI: 10.1111/apt.15706] [Citation(s) in RCA: 77] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2019] [Revised: 11/15/2019] [Accepted: 03/10/2020] [Indexed: 12/26/2022]
Abstract
BACKGROUND There is no head-to-head trial comparing ustekinumab and vedolizumab in patients with Crohn's disease (CD) refractory to anti-tumour necrosis factor (anti-TNF). AIM To compare the effectiveness and safety of ustekinumab and vedolizumab in patients with CD refractory to anti-TNF in a multicentre retrospective observational cohort. METHODS All consecutive patients with CD refractory or intolerant to anti-TNF who initiated either vedolizumab or ustekinumab were included between May 2014 and August 2018. Clinical remission, steroid-free clinical remission (SFCR) and treatment persistence were assessed at week 48 with intention-to-treat analysis and propensity scores weighted comparison. RESULTS A total of 239 patients were included, 107 received ustekinumab and 132 received vedolizumab. At week 48, ustekinumab was associated with a higher clinical remission rate (54.4% vs 38.3%; odds ratios, OR = 1.92, 95% CI [1.09-3.39]) and treatment persistence (71.5% vs 49.7%; OR = 2.54, 95% CI [1.40-4.62]) than vedolizumab. The rate of SFCR did not differ significantly between ustekinumab and vedolizumab (44.7% vs 34.0%; OR = 1.57, 95% CI [0.88-2.79]). Subgroup analyses showed that ustekinumab was associated with a higher clinical remission rates at week 48 in patients with ileal location (OR = 3.49, 95% CI [1.33-9.17) and penetrating behaviour (OR = 6.58, 95% CI [1.91-22.68]). Regardless of the treatment group, combination therapy at initiation was associated with a higher clinical remission rate at week 48 (OR = 1.93, 95% CI [1.09-3.43]). CONCLUSION This study suggests that ustekinumab is associated with a higher rate of clinical remission and treatment persistence than vedolizumab after 48 weeks of follow-up, in patients with CD refractory or intolerant to anti-TNF. The rate of SFCR was not significantly different.
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Affiliation(s)
- Hadrien Alric
- Assistance Publique-Hôpitaux de Paris, Hôpital Bicêtre, Université Paris Saclay, Le Kremlin Bicêtre, France
| | - Aurélien Amiot
- Assitance-Publique-Hôpitaux de Paris, Hôpitaux Universitaires Henri Mondor, Université Paris Est Créteil, Créteil, France
| | - Julien Kirchgesner
- Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine, Sorbonne Université, Paris, France
| | - Xavier Tréton
- Assistance Publique-Hôpitaux de Paris, Hôpital Beaujon, Université de Paris, Clichy, France
| | - Matthieu Allez
- Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Louis, Université de Paris, Paris, France
| | - Yoram Bouhnik
- Assistance Publique-Hôpitaux de Paris, Hôpital Beaujon, Université de Paris, Clichy, France
| | - Laurent Beaugerie
- Assistance Publique-Hôpitaux de Paris, Hôpital Saint-Antoine, Sorbonne Université, Paris, France
| | - Franck Carbonnel
- Assistance Publique-Hôpitaux de Paris, Hôpital Bicêtre, Université Paris Saclay, Le Kremlin Bicêtre, France
| | - Antoine Meyer
- Assistance Publique-Hôpitaux de Paris, Hôpital Bicêtre, Université Paris Saclay, Le Kremlin Bicêtre, France
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Ballan R, Battistini C, Xavier-Santos D, Saad SMI. Interactions of probiotics and prebiotics with the gut microbiota. Prog Mol Biol Transl Sci 2020; 171:265-300. [PMID: 32475525 DOI: 10.1016/bs.pmbts.2020.03.008] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
The gut microbiota (GM) composition varies among individuals and is influenced by intrinsic (genetics, age) and extrinsic (environment, diet, lifestyle) factors. An imbalance or dysbiosis is directly associated with the development of several illnesses, due to the potential increase in intestinal permeability leading to a systemic inflammation triggered by higher levels of circulating lipopolysaccharides and changes in the immune response caused by an overgrowth of a specific genus or of pathogens. These mechanisms may increase symptoms in gastrointestinal disorders or reduce glucose tolerance in metabolic diseases. Diet also has a significant impact on GM, and functional foods, namely prebiotics and probiotics, are a novel approach to reestablish the indigenous microbiota. Prebiotics, like inulin and polyphenols, are selectively utilized by GM, releasing short-chain fatty acids (SCFA) and other metabolites which may reduce the intestinal lumen pH, inhibit growth of pathogens, and enhance mineral and vitamin bioavailability. Probiotic microorganism may increase the microbial diversity of GM and improve the integrity of the intestinal barrier, leading to an improvement of baseline and pathologic inflammation. In this chapter, we will discuss the potential roles of prebiotics and probiotics in health and diseases throughout an individual's lifetime and proposed mechanisms of action.
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Lopens S, Krawczyk M, Papp M, Milkiewicz P, Schierack P, Liu Y, Wunsch E, Conrad K, Roggenbuck D. The search for the Holy Grail: autoantigenic targets in primary sclerosing cholangitis associated with disease phenotype and neoplasia. Auto Immun Highlights 2020; 11:6. [PMID: 32178720 PMCID: PMC7077156 DOI: 10.1186/s13317-020-00129-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Accepted: 03/06/2020] [Indexed: 12/22/2022]
Abstract
Unlike in other autoimmune liver diseases such as autoimmune hepatitis and primary biliary cholangitis, the role and nature of autoantigenic targets in primary sclerosing cholangitis (PSC), a progressive, chronic, immune-mediated, life threatening, genetically predisposed, cholestatic liver illness, is poorly elucidated. Although anti-neutrophil cytoplasmic antibodies (ANCA) have been associated with the occurrence of PSC, their corresponding targets have not yet been identified entirely. Genome-wide association studies revealed a significant number of immune-related and even disease-modifying susceptibility loci for PSC. However, these loci did not allow discerning a clear autoimmune pattern nor do the therapy options and the male gender preponderance in PSC support a pathogenic role of autoimmune responses. Nevertheless, PSC is characterized by the co-occurrence of inflammatory bowel diseases (IBD) demonstrating autoimmune responses. The identification of novel autoantigenic targets in IBD such as the major zymogen granule membrane glycoprotein 2 (GP2) or the appearance of proteinase 3 (PR3) autoantibodies (autoAbs) have refocused the interest on a putative association of loss of tolerance with the IBD phenotype and consequently with the PSC phenotype. Not surprisingly, the report of an association between GP2 IgA autoAbs and disease severity in patients with PSC gave a new impetus to autoAb research for autoimmune liver diseases. It might usher in a new era of serological research in this field. The mucosal loss of tolerance against the microbiota-sensing GP2 modulating innate and adaptive intestinal immunity and its putative role in the pathogenesis of PSC will be elaborated in this review. Furthermore, other potential PSC-related autoantigenic targets such as the neutrophil PR3 will be discussed. GP2 IgA may represent a group of new pathogenic antibodies, which share characteristics of both type 2 and 3 of antibody-mediated hypersensitive reactions according to Coombs and Gell.
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Affiliation(s)
| | - Marcin Krawczyk
- Department of Medicine II, Saarland University Hospital, Saarland University, Homburg/Saar, Germany.,Liver and Internal Medicine Unit, Medical University of Warsaw, Warsaw, Poland
| | - Maria Papp
- Division of Gastroenterology, Department of Internal Medicine, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - Piotr Milkiewicz
- Liver and Internal Medicine Unit, Medical University of Warsaw, Warsaw, Poland
| | - Peter Schierack
- Institute of Biotechnology, Faculty Environment and Natural Sciences, Brandenburg University of Technology Cottbus-Senftenberg, Senftenberg, Germany
| | - Yudong Liu
- Department of Laboratory Medicine, Peking University People's Hospital, Beijing, China
| | - Ewa Wunsch
- Translational Medicine Group, Pomeranian Medical University, Szczecin, Poland
| | - Karsten Conrad
- Institute of Immunology, Technical University Dresden, Dresden, Germany
| | - Dirk Roggenbuck
- Institute of Biotechnology, Faculty Environment and Natural Sciences, Brandenburg University of Technology Cottbus-Senftenberg, Senftenberg, Germany. .,Faculty of Health Sciences, Joint Faculty of the Brandenburg University of Technology Cottbus-Senftenberg, the Brandenburg Medical School Theodor Fontane and the University of Potsdam, Universitätsplatz 1, 01968, Senftenberg, Germany.
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47
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Molania R, Gagnon-Bartsch JA, Dobrovic A, Speed TP. A new normalization for Nanostring nCounter gene expression data. Nucleic Acids Res 2020; 47:6073-6083. [PMID: 31114909 PMCID: PMC6614807 DOI: 10.1093/nar/gkz433] [Citation(s) in RCA: 51] [Impact Index Per Article: 12.8] [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: 09/23/2018] [Revised: 04/25/2019] [Accepted: 05/07/2019] [Indexed: 12/18/2022] Open
Abstract
The Nanostring nCounter gene expression assay uses molecular barcodes and single molecule imaging to detect and count hundreds of unique transcripts in a single reaction. These counts need to be normalized to adjust for the amount of sample, variations in assay efficiency and other factors. Most users adopt the normalization approach described in the nSolver analysis software, which involves background correction based on the observed values of negative control probes, a within-sample normalization using the observed values of positive control probes and normalization across samples using reference (housekeeping) genes. Here we present a new normalization method, Removing Unwanted Variation-III (RUV-III), which makes vital use of technical replicates and suitable control genes. We also propose an approach using pseudo-replicates when technical replicates are not available. The effectiveness of RUV-III is illustrated on four different datasets. We also offer suggestions on the design and analysis of studies involving this technology.
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Affiliation(s)
- Ramyar Molania
- Translational Genomics and Epigenomics Laboratory, Olivia Newton-John Cancer Research Institute, Heidelberg, Victoria 3084, Australia.,Bioinformatics Division, Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria 3052, Australia.,Department of Medicine, The University of Melbourne, Austin Health, Heidelberg, Victoria 3084, Australia
| | | | - Alexander Dobrovic
- Translational Genomics and Epigenomics Laboratory, Olivia Newton-John Cancer Research Institute, Heidelberg, Victoria 3084, Australia.,School of Cancer Medicine and Molecular Cancer Prevention Program, La Trobe University, Bundoora, Victoria 3086, Australia.,Department of Clinical Pathology, The University of Melbourne, Parkville, Victoria 3010, Australia.,Department of Surgery, The University of Melbourne, Austin Health, Heidelberg, Victoria, 3084, Australia
| | - Terence P Speed
- Bioinformatics Division, Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria 3052, Australia.,Department of Mathematics and Statistics, University of Melbourne, Victoria 3010, Australia
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48
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Arafah K, Kriegsmann M, Renner M, Lasitschka F, Fresnais M, Kriegsmann K, von Winterfeld M, Goeppert B, Kriegsmann J, Casadonte R, Kazdal D, Bulet P, Longuespée R. Microproteomics and Immunohistochemistry Reveal Differences in Aldo-Keto Reductase Family 1 Member C3 in Tissue Specimens of Ulcerative Colitis and Crohn's Disease. Proteomics Clin Appl 2020; 14:e1900110. [PMID: 32003543 DOI: 10.1002/prca.201900110] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [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: 09/16/2019] [Revised: 12/11/2019] [Indexed: 12/22/2022]
Abstract
PURPOSE Differential diagnosis of ulcerative colitis (UC) and Crohn's disease (CD) is of utmost importance for the decision making of respective therapeutic treatment strategies but in about 10-15% of cases, a clinical and histopathological assessment does not lead to a definite diagnosis. The aim of the study is to characterize proteomic differences between UC and CD. EXPERIMENTAL DESIGN Microproteomics is performed on formalin-fixed paraffin-embedded colonic tissue specimens from 9 UC and 9 CD patients. Protein validation is performed using immunohistochemistry (IHC) (nUC =51, nCD =62, nCTRL =10) followed by digital analysis. RESULTS Microproteomic analyses reveal eight proteins with higher abundance in CD compared to UC including proteins related to neutrophil activity and damage-associated molecular patterns. Moreover, one protein, Aldo-keto reductase family 1 member C3 (AKR1C3), is present in eight out of nine CD and absent in all UC samples. Digital IHC analysis reveal a higher percentage and an increased expression intensity of AKR1C3-positive epithelial cells in CD compared to UC and in controls compared to inflammatory bowel disease (IBD). CONCLUSION AND CLINICAL RELEVANCE Overall, the results suggest that microproteomics is an adequate tool to highlight protein patterns in IBD. IHC and digital pathology might support future differential diagnosis of UC and CD.
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Affiliation(s)
- Karim Arafah
- Platform BioPark Archamps, MassOmics Services, 74160, Archamps, France
| | - Mark Kriegsmann
- Institute of Pathology, University of Heidelberg, 69120, Heidelberg, Germany
| | - Marcus Renner
- Institute of Pathology, University of Heidelberg, 69120, Heidelberg, Germany
| | - Felix Lasitschka
- Institute of Pathology, University of Heidelberg, 69120, Heidelberg, Germany
| | - Margaux Fresnais
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, 69120, Heidelberg, Germany.,German Cancer Consortium (DKTK)-German Cancer Research Center (DKFZ), 69120, Heidelberg, Germany
| | - Katharina Kriegsmann
- Department of Hematology, Oncology and Rheumatology, University of Heidelberg, 69120, Heidelberg, Germany
| | | | - Benjamin Goeppert
- Institute of Pathology, University of Heidelberg, 69120, Heidelberg, Germany
| | - Jörg Kriegsmann
- Molecular Pathology Trier, 54296, Trier, Germany.,Proteopath, 54296, Trier, Germany
| | | | - Daniel Kazdal
- Institute of Pathology, University of Heidelberg, 69120, Heidelberg, Germany
| | - Philippe Bulet
- Platform BioPark Archamps, MassOmics Services, 74160, Archamps, France.,CR Université Grenoble Alpes, Institute for Advanced Biosciences, Inserm U1209, CNRS UMR 5309, Team Immunologie Analytique des Pathologies Chroniques, 38700, La Tronche, France
| | - Rémi Longuespée
- Department of Clinical Pharmacology and Pharmacoepidemiology, University of Heidelberg, 69120, Heidelberg, Germany
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49
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Shen EX, Lord A, Doecke JD, Hanigan K, Irwin J, Cheng RKY, Radford-Smith G. A validated risk stratification tool for detecting high-risk small bowel Crohn's disease. Aliment Pharmacol Ther 2020; 51:281-290. [PMID: 31769537 DOI: 10.1111/apt.15550] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2019] [Revised: 02/16/2019] [Accepted: 09/30/2019] [Indexed: 12/12/2022]
Abstract
BACKGROUND Delays in Crohn's disease (CD) diagnosis are positively associated with ileal location and an increased risk of complications. AIM To develop a simple risk assessment tool to enable primary care physicians to recognise potential ileal CD earlier, shortening the delay to specialist investigation METHODS: Three cohorts were acquired for this study. Cohort 1 included 61 patients retrospectively identified with ileal CD between 2000 and 2010 and 78 matched controls drawn from a cohort referred for investigation of abdominal symptoms. Cohort 2 included 42 individuals diagnosed with ileal CD and 57 controls identified prospectively. Cohort 3 included an additional 84 individuals with ileal CD and 495 without CD referred for colonoscopy. Clinical symptoms and serological biomarkers were acquired and used to develop a risk prediction algorithm. The algorithm was trained independently on each of the three cohorts and tested on the latter two cohorts. RESULTS Altered bowel habit with abdominal pain combined with derangements in white cell count (WCC), albumin and platelet counts were important features in predicting ileal CD (AUC = 0.92, 95% CI = 0.89-0.92). This was validated in cohorts 2 (AUC = 0.96, 95% CI = 0.95-0.98) and 3 (AUC = 0.94, 95% CI = 0.92-0.96). C-reactive protein was independently associated with ileal CD but non-signficant in a multivariate model. CONCLUSION A web-based risk stratification tool for ileal CD has been developed from objective and symptom-based criteria. This tool enables primary care physicians to more confidently request urgent specialist assessment for patients identified as at high risk for ileal CD.
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Affiliation(s)
- Eddie X Shen
- QIMR Berghofer Medical Research Institute, Brisbane, Qld, Australia.,Faculty of Medicine, University of Queensland, Brisbane, Qld, Australia
| | - Anton Lord
- QIMR Berghofer Medical Research Institute, Brisbane, Qld, Australia
| | - James D Doecke
- CSIRO Health and Biosecurity/Australian e-Health Research Centre, Brisbane, Qld, Australia
| | | | - James Irwin
- QIMR Berghofer Medical Research Institute, Brisbane, Qld, Australia.,Department of Gastroenterology and Hepatology, Royal Brisbane and Women's Hospital, Brisbane, Qld, Australia
| | - Richard K Y Cheng
- QIMR Berghofer Medical Research Institute, Brisbane, Qld, Australia.,Department of Gastroenterology and Hepatology, Royal Brisbane and Women's Hospital, Brisbane, Qld, Australia
| | - Graham Radford-Smith
- QIMR Berghofer Medical Research Institute, Brisbane, Qld, Australia.,Faculty of Medicine, University of Queensland, Brisbane, Qld, Australia.,Department of Gastroenterology and Hepatology, Royal Brisbane and Women's Hospital, Brisbane, Qld, Australia
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50
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Majchrzak K, Fichna J. Biologic Therapy in Crohn's Disease-What We Have Learnt So Far. Curr Drug Targets 2019; 21:792-806. [PMID: 31854272 DOI: 10.2174/1389450121666191218123203] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [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: 10/08/2019] [Revised: 11/28/2019] [Accepted: 12/02/2019] [Indexed: 12/22/2022]
Abstract
Crohn's disease (CD) is an autoimmune disorder from the group of inflammatory bowel diseases. The etiology of CD is not clear; currently, the interaction between the genetic, immunological and environmental factors is assumed as the cause of the disease. Partial knowledge of those factors has led to the development of drugs, which control the clinical symptoms and improve the overall condition of the infected; the main objective of the modern therapeutic strategies is the induction and maintenance of remission. Among the wide range of available treatments, older generation molecules: mesalazine, corticosteroids and thiopurine derivatives as well as biological drugs and biosimilars can be distinguished. Moreover, some novel biologics and small molecule drugs have shown potential in CD clinical trials, providing safe and effective results. This article provides an overview of the achievements in the field of biologic therapy, its efficacy and safety with an indication of future directions in CD treatment.
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Affiliation(s)
- Kinga Majchrzak
- Department of Biochemistry, Faculty of Medicine, Medical University of Lodz, Lodz, Poland
| | - Jakub Fichna
- Department of Biochemistry, Faculty of Medicine, Medical University of Lodz, Lodz, Poland
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