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Dougherty MW, Valdés-Mas R, Wernke KM, Gharaibeh RZ, Yang Y, Brant JO, Riva A, Muehlbauer M, Elinav E, Puschhof J, Herzon SB, Jobin C. The microbial genotoxin colibactin exacerbates mismatch repair mutations in colorectal tumors. Neoplasia 2023; 43:100918. [PMID: 37499275 PMCID: PMC10413156 DOI: 10.1016/j.neo.2023.100918] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Revised: 07/14/2023] [Accepted: 07/19/2023] [Indexed: 07/29/2023]
Abstract
Certain Enterobacteriaceae strains contain a 54-kb biosynthetic gene cluster referred to as "pks" encoding the biosynthesis of a secondary metabolite, colibactin. Colibactin-producing E. coli promote colorectal cancer (CRC) in preclinical models, and in vitro induce a specific mutational signature that is also detected in human CRC genomes. Yet, how colibactin exposure affects the mutational landscape of CRC in vivo remains unclear. Here we show that colibactin-producing E. coli-driven colonic tumors in mice have a significantly higher SBS burden and a larger percentage of these mutations can be attributed to a signature associated with mismatch repair deficiency (MMRd; SBS15), compared to tumors developed in the presence of colibactin-deficient E. coli. We found that the synthetic colibactin 742 but not an inactive analog 746 causes DNA damage and induces transcriptional activation of p53 and senescence signaling pathways in non-transformed human colonic epithelial cells. In MMRd colon cancer cells (HCT 116), chronic exposure to 742 resulted in the upregulation of BRCA1, Fanconi anemia, and MMR signaling pathways as revealed by global transcriptomic analysis. This was accompanied by increased T>N single-base substitutions (SBS) attributed to the proposed pks+E. coli signature (SBS88), reactive oxygen species (SBS17), and mismatch-repair deficiency (SBS44). A significant co-occurrence between MMRd SBS44 and pks-associated SBS88 signature was observed in a large cohort of human CRC patients (n=2,945), and significantly more SBS44 mutations were found when SBS88 was also detected. Collectively, these findings reveal the host response mechanisms underlying colibactin genotoxic activity and suggest that colibactin may exacerbate MMRd-associated mutations.
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Affiliation(s)
- Michael W Dougherty
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, USA
| | - Rafael Valdés-Mas
- Systems Immunology Department, Weizmann Institute of Science, Rehovot, IL, Israel
| | - Kevin M Wernke
- Department of Chemistry, Yale University, New Haven, CT, USA
| | - Raad Z Gharaibeh
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, USA
| | - Ye Yang
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, USA
| | - Jason O Brant
- Department of Biostatistics, University of Florida College of Medicine, Gainesville, FL, USA
| | - Alberto Riva
- Bioinformatics Core, Interdisciplinary Center for Biotechnology Research, University of Florida, Gainesville, FL, USA
| | - Marcus Muehlbauer
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, USA
| | - Eran Elinav
- Systems Immunology Department, Weizmann Institute of Science, Rehovot, IL, Israel; Microbiome and Cancer Division, German Cancer Research Center (DKFZ), Heidelberg, DE, Germany
| | - Jens Puschhof
- Microbiome and Cancer Division, German Cancer Research Center (DKFZ), Heidelberg, DE, Germany
| | - Seth B Herzon
- Department of Biostatistics, University of Florida College of Medicine, Gainesville, FL, USA; Departments of Pharmacology and Therapeutic Radiology, Yale University, New Haven, CT, USA
| | - Christian Jobin
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, USA; Department of Infectious Diseases and Immunology, University of Florida College of Medicine, Gainesville, FL, USA; Department of Anatomy and Cell Biology, University of Florida College of Medicine, Gainesville, FL, USA.
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2
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Newsome RC, Oh J, Jian W, Gharaibeh RZ, Crawford J, Jobin C. Abstract 1825: A bacterial consortium engineered from feces of patients responding to anti-PD1 treatment mediates tumor response through IFNγ in non-small cell lung cancer. Cancer Res 2023. [DOI: 10.1158/1538-7445.am2023-1825] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/07/2023]
Abstract
Abstract
Introduction: We previously showed that non-small cell lung cancer (NSCLC) patients that respond (R) to immune checkpoint blockade (ICB) have a different microbial community structure than non-responders (NR) pre-treatment (Genome Med 2022). Importantly, we showed that pooled R microbiota transplantation into gnotobiotic xenograft mice decreased tumor growth compared to NR colonized mice following anti-PD1 therapy, a phenomenon associated with enrichment of the Bacteroides genus. However, the bacterial strains driving this synergistic effect with anti-PD1 therapy and mechanism of action are unknown.
Method: Feces collected from R mice were used as source material for high-throughput microbial isolation performed with the GALT Prospector technology. Bacterial identification was performed with MALDI-TOF Biotyper and Sanger sequencing. The cell free supernatants and under 3 kDa small molecules of 183 Bacteroides isolates were screened for their ability to stimulate IFNγ production by primary CD8+ T cells by flow cytometry. A consortium composed of 6 IFNγ-stimulating isolates or NR feces was transplanted into a gnotobiotic mouse model of lung cancer treated with anti-PD1, with or without anti-IFNγ monoclonal antibody depletion. Tumors were harvested at endpoint for flow cytometric analysis, and blood serum for IFNγ ELISA. Bioactivity-guided fractionation coupled with LC-MS analysis was used to identify small molecules from the cell free supernatant of a single stimulating Bacteroides isolate. Potential bioactive small molecule characterization was performed using LC-MS/MS supported by computational pipelines for structural prediction followed by NMR for structural confirmation.
Results: We cultured and identified 679 isolates from 30 unique species. The cell free supernatant from 6 out of 183 Bacteroides isolates stimulated IFNγ production from primary CD8+ T cells. Small molecules from the six stimulatory isolates’ supernatants significantly induced IFNγ production compared to 6 taxonomy-matched non-stimulatory isolates (P=0.039). A defined consortium composed of the six stimulatory isolates (R-consortium) was able to colonize germ free mice, and decreased tumor growth compared to NR feces-colonized mice (P=0.041). IFNγ depletion of R-consortium mice significantly increased tumor growth (P=0.012) compared to non-depleted mice. Intratumor IFNγ+ CD8+ T cell frequency and circulating serum IFNγ was elevated only in R-consortium mice. Bioassay guided fractionation revealed 5 small molecule metabolites produced by Bacteroides and their structure and bioactivity are currently being investigated.
Conclusion: A microbial consortium engineered from R patients’ feces synergizes with anti-PD1 therapy to reduce lung cancer growth through an IFNγ-dependent mechanism which may be mediated by small molecule metabolites.
Citation Format: Rachel C. Newsome, Joonseok Oh, Wenya Jian, Raad Z. Gharaibeh, Jason Crawford, Christian Jobin. A bacterial consortium engineered from feces of patients responding to anti-PD1 treatment mediates tumor response through IFNγ in non-small cell lung cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2023; Part 1 (Regular and Invited Abstracts); 2023 Apr 14-19; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2023;83(7_Suppl):Abstract nr 1825.
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3
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Schoch JJ, Gauthier J, Gharaibeh RZ, Jobin C, Bohannon M, Neu J, Parker L. Skin microbiome sampling in the preterm neonate. Pediatr Dermatol 2023; 40:129-131. [PMID: 36385397 PMCID: PMC9868045 DOI: 10.1111/pde.15158] [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: 05/26/2022] [Accepted: 09/25/2022] [Indexed: 11/18/2022]
Abstract
Despite advances in our understanding of the human microbiome, there exist significant knowledge gaps in our understanding of the skin microbiome of the preterm neonate. Herein, we describe skin microbiome sampling of six preterm neonates at multiple timepoints, and compare the skin microbiome samples to environmental (crib/isolette swabs) and negative controls. Samples of the same type (skin, crib, control) were more similar than when compared by week or by patient.
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Affiliation(s)
- Jennifer J Schoch
- Department of Dermatology, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Josee Gauthier
- Department of Medicine, Division of Gastroenterology, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Raad Z Gharaibeh
- Department of Medicine, Division of Gastroenterology, Department of Molecular Genetics and Microbiology, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Christian Jobin
- Department of Medicine, Division of Gastroenterology, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Mary Bohannon
- Department of Dermatology, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Josef Neu
- Department of Pediatrics, Division of Neonatology, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Leslie Parker
- University of Florida College of Nursing, Gainesville, Florida, USA
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4
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da Silva L, Jiang J, Perkins C, Atanasova KR, Bray JK, Bulut G, Azevedo-Pouly A, Campbell-Thompson M, Yang X, Hakimjavadi H, Chamala S, Ratnayake R, Gharaibeh RZ, Li C, Luesch H, Schmittgen TD. Pharmacological inhibition and reversal of pancreatic acinar ductal metaplasia. Cell Death Discov 2022; 8:378. [PMID: 36055991 PMCID: PMC9440259 DOI: 10.1038/s41420-022-01165-4] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 08/04/2022] [Accepted: 08/11/2022] [Indexed: 01/04/2023] Open
Abstract
Pancreatic acinar cells display a remarkable degree of plasticity and can dedifferentiate into ductal-like progenitor cells by a process known as acinar ductal metaplasia (ADM). ADM is believed to be one of the earliest precursor lesions toward the development of pancreatic ductal adenocarcinoma and maintaining the pancreatic acinar cell phenotype suppresses tumor formation. The effects of a novel pStat3 inhibitor (LLL12B) and the histone deacetylase (HDAC) inhibitor trichostatin A (TSA) were investigated using 3-D cultures from p48Cre/+ and p48Cre/+LSL-KrasG12D/+ (KC) mice. LLL12B and TSA inhibited ADM in both KC and p48Cre/+ mouse pancreatic organoids. Furthermore, treatment with LLL12B or TSA on dedifferentiated acini from p48Cre/+ and KC mice that had undergone ADM produced morphologic and gene expression changes that suggest a reversal of ADM. Validation experiments using qRT-PCR (p48Cre/+ and KC) and RNA sequencing (KC) of the LLL12B and TSA treated cultures showed that the ADM reversal was more robust for the TSA treatments. Pathway analysis showed that TSA inhibited Spink1 and PI3K/AKT signaling during ADM reversal. The ability of TSA to reverse ADM was also observed in primary human acinar cultures. We report that pStat3 and HDAC inhibition can attenuate ADM in vitro and reverse ADM in the context of wild-type Kras. Our findings suggest that pharmacological inhibition or reversal of pancreatic ADM represents a potential therapeutic strategy for blocking aberrant ductal reprogramming of acinar cells.
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Affiliation(s)
- Lais da Silva
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Jinmai Jiang
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Corey Perkins
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Kalina Rosenova Atanasova
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, USA
- Center for Natural Products, Drug Discovery and Development, University of Florida, Gainesville, FL, USA
| | - Julie K Bray
- Department of Pathology, Immunology, and Laboratory Medicine, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Gamze Bulut
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Ana Azevedo-Pouly
- Department of Surgery, University of Arkansas for Medical Sciences, University of Florida, Gainesville, FL, USA
| | - Martha Campbell-Thompson
- Department of Pathology, Immunology, and Laboratory Medicine, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Xiaozhi Yang
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Hesamedin Hakimjavadi
- Department of Pathology, Immunology, and Laboratory Medicine, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Srikar Chamala
- Department of Pathology, Immunology, and Laboratory Medicine, College of Medicine, University of Florida, Gainesville, FL, USA
| | - Ranjala Ratnayake
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, USA
- Center for Natural Products, Drug Discovery and Development, University of Florida, Gainesville, FL, USA
| | - Raad Z Gharaibeh
- Department of Medicine, University of Florida, Gainesville, FL, USA
- Department of Molecular Genetics and Microbiology, University of Florida, Gainesville, FL, USA
| | - Chenglong Li
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, USA
- Center for Natural Products, Drug Discovery and Development, University of Florida, Gainesville, FL, USA
| | - Hendrik Luesch
- Department of Medicinal Chemistry, College of Pharmacy, University of Florida, Gainesville, FL, USA
- Center for Natural Products, Drug Discovery and Development, University of Florida, Gainesville, FL, USA
| | - Thomas D Schmittgen
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, USA.
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5
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Yu Q, Newsome RC, Beveridge M, Hernandez MC, Gharaibeh RZ, Jobin C, Thomas RM. Intestinal microbiota modulates pancreatic carcinogenesis through intratumoral natural killer cells. Gut Microbes 2022; 14:2112881. [PMID: 35980869 PMCID: PMC9397420 DOI: 10.1080/19490976.2022.2112881] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
Preclinical data demonstrate that the gut microbiota can promote pancreatic ductal adenocarcinoma (PDAC), but mechanisms remain unclear. We hypothesized that intestinal microbiota alters anti-tumor innate immunity response to facilitate PDAC progression. Human PDAC L3.6pl cells were heterotopically implanted into Rag1-/- mice after microbiota depletion with antibiotics, while syngeneic murine PDAC Pan02 cells were implanted intrapancreatic into germ-free (GF) C57BL/6 J mice. Natural killer (NK) cells and their IFNγ expression were quantitated by flow cytometry. NK cells were depleted in vivo using anti-Asialo GM1 antibody to confirm the role of NK cells. Bacteria-free supernatant from SPF and GF mice feces was used to test its effect on NK-92MI cell anti-tumor response in vitro. SPF and ex-GF mice (reconstituted with SPF microbiota) developed larger PDAC tumors with decreased NK cell tumor infiltration and IFNγ expression versus GF-Rag1-/-. Microbiota-induced PDAC tumorigenesis was attenuated by antibiotic exposure, a process reversed following NK cell depletion in both Rag1-/- and C57BL/6 J mice. Compared to GF, SPF-Rag1-/- abiotic stool culture supernatant inhibited NK-92MI cytotoxicity, migration, and anti-cancer related gene expression. Gut microbiota promotes PDAC tumor progression through modulation of the intratumoral infiltration and activity of NK cells.
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Affiliation(s)
- Qin Yu
- Department of Medicine, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Rachel C. Newsome
- Department of Medicine, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Mark Beveridge
- Department of Surgery, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Maria C. Hernandez
- Department of Medicine, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Raad Z. Gharaibeh
- Department of Medicine, University of Florida College of Medicine, Gainesville, Florida, USA
| | - Christian Jobin
- Department of Medicine, University of Florida College of Medicine, Gainesville, Florida, USA,Department of Infectious Diseases and Immunology, University of Florida College of Medicine, Gainesville, Florida, USA,Department of Anatomy and Cell Biology, University of Florida College of Medicine, Gainesville, Florida, USA,Christian Jobin Department of Medicine, University of Florida, 2033 Mowry Rd, 461, Gainesville, Florida32610, USA
| | - Ryan M. Thomas
- Department of Surgery, University of Florida College of Medicine, Gainesville, Florida, USA,Department of Molecular Genetics and Microbiology, University of Florida College of Medicine, Gainesville, Florida, USA,CONTACT Ryan M. Thomas Department of Surgery, University of Florida, PO Box 100109, Gainesville, Florida32610, USA
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6
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Wu Q, O’Malley J, Datta S, Gharaibeh RZ, Jobin C, Karagas MR, Coker MO, Hoen AG, Christensen BC, Madan JC, Li Z. MarZIC: A Marginal Mediation Model for Zero-Inflated Compositional Mediators with Applications to Microbiome Data. Genes (Basel) 2022; 13:1049. [PMID: 35741811 PMCID: PMC9223163 DOI: 10.3390/genes13061049] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2022] [Revised: 06/06/2022] [Accepted: 06/07/2022] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND The human microbiome can contribute to pathogeneses of many complex diseases by mediating disease-leading causal pathways. However, standard mediation analysis methods are not adequate to analyze the microbiome as a mediator due to the excessive number of zero-valued sequencing reads in the data and that the relative abundances have to sum to one. The two main challenges raised by the zero-inflated data structure are: (a) disentangling the mediation effect induced by the point mass at zero; and (b) identifying the observed zero-valued data points that are not zero (i.e., false zeros). METHODS We develop a novel marginal mediation analysis method under the potential-outcomes framework to address the issues. We also show that the marginal model can account for the compositional structure of microbiome data. RESULTS The mediation effect can be decomposed into two components that are inherent to the two-part nature of zero-inflated distributions. With probabilistic models to account for observing zeros, we also address the challenge with false zeros. A comprehensive simulation study and the application in a real microbiome study showcase our approach in comparison with existing approaches. CONCLUSIONS When analyzing the zero-inflated microbiome composition as the mediators, MarZIC approach has better performance than standard causal mediation analysis approaches and existing competing approach.
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Affiliation(s)
- Quran Wu
- Department of Biostatistics, University of Florida, Gainesville, FL 32611, USA; (Q.W.); (S.D.)
| | - James O’Malley
- The Dartmouth Institute, Geisel School of Medicine at Dartmouth, Hanover, NH 03755, USA;
| | - Susmita Datta
- Department of Biostatistics, University of Florida, Gainesville, FL 32611, USA; (Q.W.); (S.D.)
| | - Raad Z. Gharaibeh
- Department of Medicine, University of Florida, Gainesville, FL 32611, USA; (R.Z.G.); (C.J.)
| | - Christian Jobin
- Department of Medicine, University of Florida, Gainesville, FL 32611, USA; (R.Z.G.); (C.J.)
| | - Margaret R. Karagas
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH 03755, USA; (M.R.K.); (M.O.C.); (A.G.H.); (B.C.C.); (J.C.M.)
| | - Modupe O. Coker
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH 03755, USA; (M.R.K.); (M.O.C.); (A.G.H.); (B.C.C.); (J.C.M.)
| | - Anne G. Hoen
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH 03755, USA; (M.R.K.); (M.O.C.); (A.G.H.); (B.C.C.); (J.C.M.)
| | - Brock C. Christensen
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH 03755, USA; (M.R.K.); (M.O.C.); (A.G.H.); (B.C.C.); (J.C.M.)
| | - Juliette C. Madan
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH 03755, USA; (M.R.K.); (M.O.C.); (A.G.H.); (B.C.C.); (J.C.M.)
| | - Zhigang Li
- Department of Biostatistics, University of Florida, Gainesville, FL 32611, USA; (Q.W.); (S.D.)
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7
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Pernigoni N, Zagato E, Calcinotto A, Troiani M, Mestre RP, Calì B, Attanasio G, Troisi J, Minini M, Mosole S, Revandkar A, Pasquini E, Elia AR, Bossi D, Rinaldi A, Rescigno P, Flohr P, Hunt J, Neeb A, Buroni L, Guo C, Welti J, Ferrari M, Grioni M, Gauthier J, Gharaibeh RZ, Palmisano A, Lucchini GM, D'Antonio E, Merler S, Bolis M, Grassi F, Esposito A, Bellone M, Briganti A, Rescigno M, Theurillat JP, Jobin C, Gillessen S, de Bono J, Alimonti A. Commensal bacteria promote endocrine resistance in prostate cancer through androgen biosynthesis. Science 2021; 374:216-224. [PMID: 34618582 DOI: 10.1126/science.abf8403] [Citation(s) in RCA: 117] [Impact Index Per Article: 39.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
[Figure: see text].
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Affiliation(s)
- Nicolò Pernigoni
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Elena Zagato
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Arianna Calcinotto
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Martina Troiani
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Ricardo Pereira Mestre
- Medical Oncology Unit, Oncology Institute of Southern Switzerland, Ente Ospedaliero Cantonale, 6500 Bellinzona, Switzerland
| | - Bianca Calì
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Giuseppe Attanasio
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Jacopo Troisi
- Theoreo Srl, Montecorvino Pugliano, 84090 Salerno, Italy
| | - Mirko Minini
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Simone Mosole
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Ajinkya Revandkar
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Emiliano Pasquini
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Angela Rita Elia
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Daniela Bossi
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Andrea Rinaldi
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | | | - Penny Flohr
- Institute of Cancer Research and Royal Marsden NHS Foundation Trust, London, UK
| | - Joanne Hunt
- Institute of Cancer Research and Royal Marsden NHS Foundation Trust, London, UK
| | - Antje Neeb
- Institute of Cancer Research and Royal Marsden NHS Foundation Trust, London, UK
| | - Lorenzo Buroni
- Institute of Cancer Research and Royal Marsden NHS Foundation Trust, London, UK
| | - Christina Guo
- Institute of Cancer Research and Royal Marsden NHS Foundation Trust, London, UK
| | - Jonathan Welti
- Institute of Cancer Research and Royal Marsden NHS Foundation Trust, London, UK
| | - Matteo Ferrari
- Medical Oncology Unit, Oncology Institute of Southern Switzerland, Ente Ospedaliero Cantonale, 6500 Bellinzona, Switzerland
| | - Matteo Grioni
- Cellular Immunology Unit, IRCCS Ospedale San Raffaele, 20100 Milan, Italy
| | - Josée Gauthier
- Department of Medicine, Division of Gastroenterology, Hepatology and Nutrition, University of Florida College of Medicine, Gainesville, FL, USA
| | - Raad Z Gharaibeh
- Department of Medicine, Division of Gastroenterology, Hepatology and Nutrition, University of Florida College of Medicine, Gainesville, FL, USA
| | - Anna Palmisano
- Experimental Imaging Center, San Raffaele Scientific Institute, 20100 Milan, Italy.,School of Medicine, University Vita-Salute San Raffaele, Milan, Italy
| | | | - Eugenia D'Antonio
- Medical Oncology Unit, Oncology Institute of Southern Switzerland, Ente Ospedaliero Cantonale, 6500 Bellinzona, Switzerland
| | - Sara Merler
- Department of Medicine, Venetian Institute of Molecular Medicine, University of Padova, Padova, Italy.,Section of Oncology, Department of Medicine, University of Verona, 37134 Verona, Italy
| | - Marco Bolis
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland.,Computational Oncology Unit, Department of Oncology, Istituto di Ricerche Farmacologiche "Mario Negri" IRCCS, 20156 Milano, Italy
| | - Fabio Grassi
- Institute for Research in Biomedicine, Faculty of Biomedical Sciences, Università della Svizzera Italiana, 6500 Bellinzona, Switzerland
| | - Antonio Esposito
- Experimental Imaging Center, San Raffaele Scientific Institute, 20100 Milan, Italy.,School of Medicine, University Vita-Salute San Raffaele, Milan, Italy
| | - Matteo Bellone
- Cellular Immunology Unit, IRCCS Ospedale San Raffaele, 20100 Milan, Italy
| | - Alberto Briganti
- Division of Oncology, Unit of Urology, URI, IRCCS Ospedale San Raffaele, Milan, Italy.,University Vita-Salute San Raffaele, Milan, Italy
| | - Maria Rescigno
- IRCCS Humanitas Research Hospital, 20089 Rozzano, Milan, Italy.,Department of Biomedical Sciences, Humanitas University, 20090 Pieve Emanuele, Milan, Italy
| | - Jean-Philippe Theurillat
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland
| | - Christian Jobin
- Department of Medicine, Division of Gastroenterology, Hepatology and Nutrition, University of Florida College of Medicine, Gainesville, FL, USA.,Department of Infectious Diseases and Immunology, University of Florida College of Medicine, Gainesville, FL, USA.,Department of Anatomy and Cell Biology, University of Florida College of Medicine, Gainesville, FL, USA
| | - Silke Gillessen
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland.,Medical Oncology Unit, Oncology Institute of Southern Switzerland, Ente Ospedaliero Cantonale, 6500 Bellinzona, Switzerland
| | - Johann de Bono
- Institute of Cancer Research and Royal Marsden NHS Foundation Trust, London, UK
| | - Andrea Alimonti
- Institute of Oncology Research, Oncology Institute of Southern Switzerland, CH-6500 Bellinzona, Switzerland.,Faculty of Biomedical Sciences, Università della Svizzera Italiana, CH-1011 Lugano, Switzerland.,Department of Medicine, Venetian Institute of Molecular Medicine, University of Padova, Padova, Italy.,Department of Health Sciences and Technology, Eidgenössische Technische Hochschule (ETH) Zürich, Zurich, Switzerland
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8
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Wang P, Zhang S, Yerke A, Ohland CL, Gharaibeh RZ, Fouladi F, Fodor AA, Jobin C, Sang S. Avenanthramide Metabotype from Whole-Grain Oat Intake is Influenced by Faecalibacterium prausnitzii in Healthy Adults. J Nutr 2021; 151:1426-1435. [PMID: 33694368 DOI: 10.1093/jn/nxab006] [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: 09/15/2020] [Revised: 10/09/2020] [Accepted: 01/07/2021] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND Oat has been widely accepted as a key food for human health. It is becoming increasingly evident that individual differences in metabolism determine how different individuals benefit from diet. Both host genetics and the gut microbiota play important roles on the metabolism and function of dietary compounds. OBJECTIVES To investigate the mechanism of individual variations in response to whole-grain (WG) oat intake. METHODS We used the combination of in vitro incubation assays with human gut microbiota, mouse and human S9 fractions, chemical analyses, germ-free (GF) mice, 16S rRNA sequencing, gnotobiotic techniques, and a human feeding study. RESULTS Avenanthramides (AVAs), the signature bioactive polyphenols of WG oat, were not metabolized into their dihydro forms, dihydro-AVAs (DH-AVAs), by both human and mouse S9 fractions. DH-AVAs were detected in the colon and the distal regions but not in the proximal and middle regions of the perfused mouse intestine, and were in specific pathogen-free (SPF) mice but not in GF mice. A kinetic study of humans fed oat bran showed that DH-AVAs reached their maximal concentrations at much later time points than their corresponding AVAs (10.0-15.0 hours vs. 4.0-4.5 hours, respectively). We observed interindividual variations in the metabolism of AVAs to DH-AVAs in humans. Faecalibacterium prausnitzii was identified as the individual bacterium to metabolize AVAs to DH-AVAs by 16S rRNA sequencing analysis. Moreover, as opposed to GF mice, F. prausnitzii-monocolonized mice were able to metabolize AVAs to DH-AVAs. CONCLUSIONS These findings demonstrate that the presence of intestinal F. prausnitzii is indispensable for proper metabolism of AVAs in both humans and mice. We propose that the abundance of F. prausnitzii can be used to subcategorize individuals into AVA metabolizers and nonmetabolizers after WG oat intake. This study was registered at clinicaltrials.gov as NCT04335435.
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Affiliation(s)
- Pei Wang
- Laboratory for Functional Foods and Human Health, Center for Excellence in Post-Harvest Technologies, North Carolina Agricultural and Technical State University, North Carolina Research Campus, Kannapolis, NC, USA
| | - Shuwei Zhang
- Laboratory for Functional Foods and Human Health, Center for Excellence in Post-Harvest Technologies, North Carolina Agricultural and Technical State University, North Carolina Research Campus, Kannapolis, NC, USA
| | - Aaron Yerke
- Laboratory for Functional Foods and Human Health, Center for Excellence in Post-Harvest Technologies, North Carolina Agricultural and Technical State University, North Carolina Research Campus, Kannapolis, NC, USA.,Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, USA
| | | | - Raad Z Gharaibeh
- Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Farnaz Fouladi
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, USA
| | - Anthony A Fodor
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, USA
| | - Christian Jobin
- Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Shengmin Sang
- Laboratory for Functional Foods and Human Health, Center for Excellence in Post-Harvest Technologies, North Carolina Agricultural and Technical State University, North Carolina Research Campus, Kannapolis, NC, USA
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9
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Konnikova L, Robinson TO, Owings AH, Shirley JF, Davis E, Tang Y, Wall S, Li J, Hasan MH, Gharaibeh RZ, Mendoza Alvarez LB, Ryan LK, Doty A, Chovanec JF, O'Connell MP, Grunes DE, Daley WP, Mayer E, Chang L, Liu J, Snapper SB, Milner JD, Glover SC, Lyons JJ. Small intestinal immunopathology and GI-associated antibody formation in hereditary alpha-tryptasemia. J Allergy Clin Immunol 2021; 148:813-821.e7. [PMID: 33865872 DOI: 10.1016/j.jaci.2021.04.004] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2020] [Revised: 03/09/2021] [Accepted: 04/01/2021] [Indexed: 02/06/2023]
Abstract
BACKGROUND Hereditary alpha-tryptasemia (HαT) is characterized by elevated basal serum tryptase due to increased copies of the TPSAB1 gene. Individuals with HαT frequently present with multisystem complaints, including anaphylaxis and seemingly functional gastrointestinal (GI) symptoms. OBJECTIVE We sought to determine the prevalence of HαT in an irritable bowel syndrome cohort and associated immunologic characteristics that may distinguish patients with HαT from patients without HαT. METHODS Tryptase genotyping by droplet digital PCR, flow cytometry, cytometry by time-of-flight, immunohistochemistry, and other molecular biology techniques was used. RESULTS HαT prevalence in a large irritable bowel syndrome cohort was 5% (N = 8/158). Immunophenotyping of HαT PBMCs (N ≥ 27) revealed increased total and class-switched memory B cells. In the small bowel, expansion of tissue mast cells with expression of CD203c, HLA-DR, and FcεRI, higher intestinal epithelial cell pyroptosis, and increased class-switched memory B cells were observed. IgG profiles in sera from individuals with HαT (N = 21) significantly differed from those in individuals with quiescent Crohn disease (N = 20) and non-HαT controls (N = 19), with increased antibodies directed against GI-associated proteins identified in individuals with HαT. CONCLUSIONS Increased mast cell number and intestinal epithelial cell pyroptosis in the small intestine, and class-switched memory B cells in both the gut and peripheral blood associated with IgG reactive to GI-related proteins, distinguish HαT from functional GI disease. These innate and adaptive immunologic findings identified in association with HαT are suggestive of subclinical intestinal inflammation in symptomatic individuals.
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Affiliation(s)
- Liza Konnikova
- Division of Newborn Medicine, Boston Children's Hospital, Boston, Mass; Department of Pediatrics, Children's Hospital of UPMC, Pittsburgh, Pa; Department of Pediatrics, Yale University School of Medicine, New Haven, Conn
| | - Tanya O Robinson
- Division of Digestive Diseases, Department of Medicine, University of Mississippi Medical Center, Jackson, Miss
| | - Anna H Owings
- Division of Digestive Diseases, Department of Medicine, University of Mississippi Medical Center, Jackson, Miss
| | - James F Shirley
- Division of Gastroenterology, Department of Medicine, University of Florida, Gainesville, Fla
| | - Elisabeth Davis
- Division of Gastroenterology, Department of Medicine, University of Arkansas for Medical Sciences, Little Rock, Ark
| | - Ying Tang
- Division of Gastroenterology, Department of Medicine, University of Florida, Gainesville, Fla; Division of Gastroenterology, Hepatology, and Nutrition, Boston Children's Hospital, Boston, Mass
| | - Sarah Wall
- Division of Gastroenterology, Hepatology, and Nutrition, Boston Children's Hospital, Boston, Mass
| | - Jian Li
- Division of Gastroenterology, Department of Medicine, University of Florida, Gainesville, Fla
| | - Mohammad H Hasan
- Division of Digestive Diseases, Department of Medicine, University of Mississippi Medical Center, Jackson, Miss
| | - Raad Z Gharaibeh
- Division of Gastroenterology, Department of Medicine, University of Florida, Gainesville, Fla
| | - Lybil B Mendoza Alvarez
- Division of Pediatric Gastroenterology, Department of Pediatrics, University of Florida, Gainesville, Fla
| | - Lisa K Ryan
- Division of Infectious Disease, Department of Medicine, University of Florida, Gainesville, Fla
| | - Andria Doty
- Interdisciplinary Center for Biotechnology Research Cytometry Core, University of Florida, Gainesville, Fla
| | - Jack F Chovanec
- Laboratory of Allergic Diseases, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Md
| | - Michael P O'Connell
- Laboratory of Allergic Diseases, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Md
| | - Dianne E Grunes
- Department of Pathology, University of Mississippi Medical Center, Jackson, Miss
| | - William P Daley
- Department of Pathology, University of Mississippi Medical Center, Jackson, Miss
| | - Emeran Mayer
- Vatche and Tamar Manoukian Division of Digestive Diseases, Department of Medicine, UCLA, Los Angeles, Calif
| | - Lin Chang
- Vatche and Tamar Manoukian Division of Digestive Diseases, Department of Medicine, UCLA, Los Angeles, Calif
| | - Julia Liu
- Morehouse School of Medicine, Atlanta, Ga
| | - Scott B Snapper
- Division of Gastroenterology, Hepatology, and Nutrition, Boston Children's Hospital, Boston, Mass
| | - Joshua D Milner
- Division of Allergy, Immunology and Rheumatology, Columbia University Medical Center, New York, NY
| | - Sarah C Glover
- Division of Digestive Diseases, Department of Medicine, University of Mississippi Medical Center, Jackson, Miss; Division of Gastroenterology, Department of Medicine, University of Florida, Gainesville, Fla.
| | - Jonathan J Lyons
- Laboratory of Allergic Diseases, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Md.
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10
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Mankowski RT, Thomas RM, Darden DB, Gharaibeh RZ, Hawkins RB, Cox MC, Apple C, Nacionales DC, Ungaro RF, Dirain ML, Moore FA, Leeuwenburgh C, Brakenridge SC, Clanton TL, Laitano O, Moldawer LL, Mohr AM, Efron PA. Septic Stability? Gut Microbiota in Young Adult Mice Maintains Overall Stability After Sepsis Compared to Old Adult Mice. Shock 2021; 55:519-525. [PMID: 32826817 PMCID: PMC7895866 DOI: 10.1097/shk.0000000000001648] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
BACKGROUND Older adults have worse outcomes after sepsis than young adults. Additionally, alterations of the gut microbiota have been demonstrated to contribute to sepsis-related mortality. We sought to determine if there were alterations in the gut microbiota with a novel sepsis model in old adult mice, which enter a state of persistent inflammation, immunosuppression, and catabolism (PICS), as compared with young adult mice, which recover with the sepsis model. METHODS Mixed sex old (∼20 mo) and young (∼4 mo) C57Bl/6J mice underwent cecal ligation and puncture with daily chronic stress (CLP+DCS) and were compared with naive age-matched controls. Mice were sacrificed at CLP+DCS day 7 and feces collected for bacterial DNA isolation. The V3-V4 hypervariable region was amplified, 16S rRNA gene sequencing performed, and cohorts compared. α-Diversity was assessed using Chao1 and Shannon indices using rarefied counts, and β-diversity was assessed using Bray-Curtis dissimilarity. RESULTS Naive old adult mice had significantly different α and β-diversity compared with naive adult young adult mice. After CLP+DCS, there was a significant shift in the α and β-diversity (FDR = 0.03 for both) of old adult mice (naive vs. CLP+DCS). However, no significant shift was displayed in the microbiota of young mice that underwent CLP+DCS in regards to α-diversity (FDR = 0.052) and β-diversity (FDR = 0.12), demonstrating a greater overall stability of their microbiota at 7 days despite the septic insult. The taxonomic changes in old mice undergoing CLP+DCS were dominated by decreased abundance of the order Clostridiales and genera Oscillospira. CONCLUSION Young adult mice maintain an overall microbiome stability 7 days after CLP+DCS after compared with old adult mice. The lack of microbiome stability could contribute to PICS and worse long-term outcomes in older adult sepsis survivors. Further studies are warranted to elucidate mechanistic pathways and potential therapeutics.
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Affiliation(s)
- Robert T. Mankowski
- Department of Aging and Geriatric Research; University of Florida College of Medicine; Gainesville, FL, USA
| | - Ryan M. Thomas
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
- Department of Molecular Genetics and Microbiology; University of Florida College of Medicine; Gainesville, FL, USA
- Section of General Surgery; North Florida/South Georgia Veterans Health System; Gainesville, FL, USA
| | - Dijoia B. Darden
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
| | | | - Russell B. Hawkins
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
| | - Michael C. Cox
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
| | - Camille Apple
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
| | - Dina C. Nacionales
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
| | - Ricardo F. Ungaro
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
| | - Marvin L. Dirain
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
| | - Fredrick A. Moore
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
| | - Christiaan Leeuwenburgh
- Department of Aging and Geriatric Research; University of Florida College of Medicine; Gainesville, FL, USA
| | - Scott C. Brakenridge
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
| | - Thomas L. Clanton
- Department of Applied Physiology & Kinesiology; University of Florida College of Health and Human Performance; Gainesville, FL, USA
| | - Orlando Laitano
- Department of Applied Physiology & Kinesiology; University of Florida College of Health and Human Performance; Gainesville, FL, USA
| | - Lyle L. Moldawer
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
| | - Alicia M. Mohr
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
| | - Philip A. Efron
- Department of Aging and Geriatric Research; University of Florida College of Medicine; Gainesville, FL, USA
- Department of Surgery; University of Florida College of Medicine; Gainesville, FL, USA
- Department of Molecular Genetics and Microbiology; University of Florida College of Medicine; Gainesville, FL, USA
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11
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Farhadfar N, Gharaibeh RZ, Lyon D, Whitlock JA, Murthy HS, Weaver MT, Wang GP, Jobin C, Wingard JR, Kelly DL. Microbiota phylogenic analysis revealed decreased abundance of Faecalibacterium prausnitzii, an anti-inflammatory commensal bacterium, in patients with chronic graft-versus-host disease. Hematol Oncol Stem Cell Ther 2021; 14:263-265. [PMID: 33785388 DOI: 10.1016/j.hemonc.2021.03.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 01/21/2021] [Accepted: 03/06/2021] [Indexed: 11/16/2022] Open
Affiliation(s)
- Nosha Farhadfar
- Division of Hematology and Oncology, University of Florida College of Medicine, Gainesville, FL, USA.
| | - Raad Z Gharaibeh
- Division of Gastroenterology, University of Florida College of Medicine, Gainesville, FL, USA
| | - Debra Lyon
- College of Nursing, University of Florida, Gainesville, FL, USA
| | - Joan A Whitlock
- Division of Infectious Diseases, University of Florida College of medicine, Gainesville, FL, USA
| | - Hemant S Murthy
- Division of Hematology and Oncology, University of Florida College of Medicine, Gainesville, FL, USA
| | | | - Gary P Wang
- Division of Infectious Diseases, University of Florida College of medicine, Gainesville, FL, USA
| | - Christian Jobin
- Division of Gastroenterology, University of Florida College of Medicine, Gainesville, FL, USA
| | - John R Wingard
- Division of Hematology and Oncology, University of Florida College of Medicine, Gainesville, FL, USA
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12
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Farhadfar N, Gharaibeh RZ, Dahl WJ, Mead L, Weaver MT, Al-Mansour Z, Jobin C, Lyon DE, Wingard JR, Kelly DL. Gut Microbiota Dysbiosis Associated with Persistent Fatigue in Hematopoietic Cell Transplantation Survivors. Transplant Cell Ther 2021. [DOI: 10.1016/s2666-6367(21)00065-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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13
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Farhadfar N, Gharaibeh RZ, Dahl WJ, Mead L, Alabasi KM, Newsome R, IrizarryGatell V, Weaver MT, Al-Mansour Z, Jobin C, Lyon D, Wingard JR, Kelly DL. Gut Microbiota Dysbiosis Associated with Persistent Fatigue in Hematopoietic Cell Transplantation Survivors. Transplant Cell Ther 2021; 27:498.e1-498.e8. [PMID: 33775619 DOI: 10.1016/j.jtct.2021.02.017] [Citation(s) in RCA: 3] [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: 01/05/2021] [Revised: 02/15/2021] [Accepted: 02/21/2021] [Indexed: 01/04/2023]
Abstract
Fatigue is one of the most prevalent and distressing complications among hematopoietic stem cell transplantation (HCT) survivors, negatively affecting physical, social, and emotional domains of quality of life. Chronic systemic inflammation has been linked to alterations in nervous system activity and initiation of distressing symptoms, such as fatigue. Damage to gut mucosa due to alteration in gut microbiota (GM) composition and microbial translocation has been shown to increase systemic proinflammatory cytokines. The aim of this study was to evaluate the relationship between fatigue and GM by measuring the differences in GM composition in HCT survivors with and without persistent fatigue. This cross-sectional study included 30 adults who underwent HCT for a hematologic disease and were at least 1 year post-HCT. Patients with chronic graft-versus-host disease were excluded. Fatigue severity was assessed by the Brief Fatigue Inventory (BFI). Based on the BFI score, patients were grouped into 2 categories: 0 to 3 (without fatigue) and ≥4 (with fatigue). The V1 to V3 region of the 16S rRNA gene from fecal specimens was sequenced using the Illumina MiSeq. Sequencing reads were processed, denoised, and replicated, chimeras were filtered, amplicon sequence variants (ASVs) were generated, and taxonomy was assigned using DADA2. Beta diversity analysis through principal coordinate analysis was generated using the Bray-Curtis dissimilarity matrix, and the difference was tested using linear model with generalized least squares in R. An alpha diversity analysis was performed using Chao1. Linear discriminant analysis effect size (LEfSe) was used to find markers that differ between the 2 groups. Based on the BFI results, patients were categorized into 2 cohorts: with fatigue (n = 14) and without fatigue (n = 16). The 2 cohorts were similar in terms of demographics, disease, and transplant characteristics. Based on the GM analysis, there was a significant difference in GM composition (beta diversity) between the 2 cohorts (P = .001). Alpha diversity (richness) was also significantly lower in survivors with fatigue (P =.002). LEfSe analysis identified 46 discriminative features (P < .05; linear discriminant analysis score >2) whose relative abundance varied significantly among individuals with fatigue and those without fatigue. Ten ASVs were associated with the patients with fatigue, and 36 ASVs were associated with those without fatigue. Several ASVs enriched in survivors with fatigue included organisms such as Klebsiella and Enterococcus, which have been implicated in inflammatory bowel diseases. The ASVs enriched in the cohort without fatigue were members of the Ruminococcaceae family (Oscillospira spp) and the Lachnospiraceae family (Fusicatenibacter and Coprococcus spp), which are known to have the ability to ferment complex plant carbohydrates. These findings show an association between GM composition and fatigue and suggest a microbial contribution to clinically significant fatigue post-HCT, which may guide the development of new approaches to treating fatigue based on manipulation of the GM.
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Affiliation(s)
- Nosha Farhadfar
- Institute on Aging, University of Florida, Gainesville, Florida.
| | | | - Wendy J Dahl
- Institute on Aging, University of Florida, Gainesville, Florida
| | - Lacey Mead
- Institute on Aging, University of Florida, Gainesville, Florida
| | - Karima M Alabasi
- Institute of Food and Agricultural Sciences, Univeristy of Florida, Gainesville, 32608
| | - Rachel Newsome
- Institute on Aging, University of Florida, Gainesville, Florida
| | | | | | | | - Christian Jobin
- Institute on Aging, University of Florida, Gainesville, Florida
| | - Debra Lyon
- Institute on Aging, University of Florida, Gainesville, Florida
| | - John R Wingard
- Institute on Aging, University of Florida, Gainesville, Florida
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14
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Li Z, Tian L, O’Malley AJ, Karagas MR, Hoen AG, Christensen BC, Madan JC, Wu Q, Gharaibeh RZ, Jobin C, Li H. IFAA: Robust Association Identification and Inference for Absolute Abundance in Microbiome Analyses. J Am Stat Assoc 2021; 116:1595-1608. [PMID: 35241863 PMCID: PMC8890673 DOI: 10.1080/01621459.2020.1860770] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [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: 10/10/2019] [Revised: 09/30/2020] [Accepted: 12/03/2020] [Indexed: 12/15/2022]
Abstract
The target of inference in microbiome analyses is usually relative abundance (RA) because RA in a sample (e.g., stool) can be considered as an approximation of RA in an entire ecosystem (e.g., gut). However, inference on RA suffers from the fact that RA are calculated by dividing absolute abundances (AAs) over the common denominator (CD), the summation of all AA (i.e., library size). Because of that, perturbation in one taxon will result in a change in the CD and thus cause false changes in RA of all other taxa, and those false changes could lead to false positive/negative findings. We propose a novel analysis approach (IFAA) to make robust inference on AA of an ecosystem that can circumvent the issues induced by the CD problem and compositional structure of RA. IFAA can also address the issues of overdispersion and handle zero-inflated data structures. IFAA identifies microbial taxa associated with the covariates in Phase 1 and estimates the association parameters by employing an independent reference taxon in Phase 2. Two real data applications are presented and extensive simulations show that IFAA outperforms other established existing approaches by a big margin in the presence of unbalanced library size. Supplementary materials for this article are available online.
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Affiliation(s)
- Zhigang Li
- Department of Biostatistics, University of Florida, Gainesville, FL
| | - Lu Tian
- Department of Biomedical Data Science, Stanford University, Palo Alto, CA
| | - A. James O’Malley
- The Dartmouth Institute, Geisel School of Medicine at Dartmouth, Hanover, NH
| | - Margaret R. Karagas
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH
| | - Anne G. Hoen
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH
| | | | - Juliette C. Madan
- Department of Epidemiology, Geisel School of Medicine at Dartmouth, Hanover, NH
| | - Quran Wu
- Department of Biostatistics, University of Florida, Gainesville, FL
| | | | - Christian Jobin
- Department of Medicine, University of Florida, Gainesville, FL
| | - Hongzhe Li
- Department of Biostatistics, Epidemiology & Informatics, University of Pennsylvania, Philadelphia, PA
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15
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Newsome RC, Gauthier J, Hernandez MC, Abraham GE, Robinson TO, Williams HB, Sloan M, Owings A, Laird H, Christian T, Pride Y, Wilson KJ, Hasan M, Parker A, Senitko M, Glover SC, Gharaibeh RZ, Jobin C. The gut microbiome of COVID-19 recovered patients returns to uninfected status in a minority-dominated United States cohort. Gut Microbes 2021; 13:1-15. [PMID: 34100340 PMCID: PMC8205023 DOI: 10.1080/19490976.2021.1926840] [Citation(s) in RCA: 43] [Impact Index Per Article: 14.3] [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: 02/06/2021] [Revised: 04/06/2021] [Accepted: 04/22/2021] [Indexed: 02/04/2023] Open
Abstract
To investigate the relationship between intestinal microbiota and SARS-CoV-2-mediated pathogenicity in a United States, majority African American cohort. We prospectively collected fecal samples from 50 SARS-CoV-2 infected patients, 9 SARS-CoV-2 recovered patients, and 34 uninfected subjects seen by the hospital with unrelated respiratory medical conditions (controls). 16S rRNA sequencing and qPCR analysis was performed on fecal DNA/RNA. The fecal microbial composition was found to be significantly different between SARS-CoV-2 patients and controls (PERMANOVA FDR-P = .004), independent of antibiotic exposure. Peptoniphilus, Corynebacterium and Campylobacter were identified as the three most significantly enriched genera in COVID-19 patients compared to controls. Actively infected patients were also found to have a different gut microbiota than recovered patients (PERMANOVA FDR-P = .003), and the most enriched genus in infected patients was Campylobacter, with Agathobacter and Faecalibacterium being enriched in the recovered patients. No difference in microbial community structure between recovered patients and uninfected controls was observed, nor a difference in alpha diversity between the three groups. 24 of the 50 COVID-19 patients (48%) tested positive via RT-qPCR for fecal SARS-CoV-2 RNA. A significant difference in gut microbial composition between SARS-CoV-2 positive and negative samples was observed, with Klebsiella and Agathobacter being enriched in the positive cohort. No significant associations between microbiome composition and disease severity was found. The intestinal microbiota is sensitive to the presence of SARS-CoV-2, with increased relative abundance of genera (Campylobacter, Klebsiella) associated with gastrointestinal (GI) disease. Further studies are needed to investigate the functional impact of SARS-CoV-2 on GI health.
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Affiliation(s)
- Rachel C. Newsome
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, USA
| | - Josee Gauthier
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, USA
| | - Maria C. Hernandez
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, USA
| | - George E. Abraham
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Tanya O. Robinson
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Haley B. Williams
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Meredith Sloan
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Anna Owings
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Hannah Laird
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Taylor Christian
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Yilianys Pride
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Kenneth J. Wilson
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Mohammad Hasan
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Adam Parker
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Michal Senitko
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Sarah C. Glover
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, USA
- Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA
| | - Raad Z. Gharaibeh
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, USA
| | - Christian Jobin
- Department of Medicine, University of Florida College of Medicine, Gainesville, FL, USA
- Department of Infectious Diseases and Immunology, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
- Department of Anatomy and Cell Biology, University of Florida College of Medicine, Gainesville, FL, USA
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16
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Ervin SM, Simpson JB, Gibbs ME, Creekmore BC, Lim L, Walton WG, Gharaibeh RZ, Redinbo MR. Structural Insights into Endobiotic Reactivation by Human Gut Microbiome-Encoded Sulfatases. Biochemistry 2020; 59:3939-3950. [PMID: 32993284 DOI: 10.1021/acs.biochem.0c00711] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Phase II drug metabolism inactivates xenobiotics and endobiotics through the addition of either a glucuronic acid or sulfate moiety prior to excretion, often via the gastrointestinal tract. While the human gut microbial β-glucuronidase enzymes that reactivate glucuronide conjugates in the intestines are becoming well characterized and even controlled by targeted inhibitors, the sulfatases encoded by the human gut microbiome have not been comprehensively examined. Gut microbial sulfatases are poised to reactivate xenobiotics and endobiotics, which are then capable of undergoing enterohepatic recirculation or exerting local effects on the gut epithelium. Here, using protein structure-guided methods, we identify 728 distinct microbiome-encoded sulfatase proteins from the 4.8 million unique proteins present in the Human Microbiome Project Stool Sample database and 1766 gut microbial sulfatases from the 9.9 million sequences in the Integrated Gene Catalogue. We purify a representative set of these sulfatases, elucidate crystal structures, and pinpoint unique structural motifs essential to endobiotic sulfate processing. Gut microbial sulfatases differentially process sulfated forms of the neurotransmitters serotonin and dopamine, and the hormones melatonin, estrone, dehydroepiandrosterone, and thyroxine in a manner dependent both on variabilities in active site architecture and on markedly distinct oligomeric states. Taken together, these data provide initial insights into the structural and functional diversity of gut microbial sulfatases, providing a path toward defining the roles these enzymes play in health and disease.
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Affiliation(s)
- Samantha M Ervin
- Department of Chemistry, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Joshua B Simpson
- Department of Chemistry, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Morgan E Gibbs
- Department of Chemistry, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Benjamin C Creekmore
- Department of Chemistry, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Lauren Lim
- Department of Chemistry, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - William G Walton
- Department of Chemistry, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Raad Z Gharaibeh
- Department of Medicine, University of Florida, Gainesville, Florida 32603, United States
| | - Matthew R Redinbo
- Department of Chemistry, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States.,Integrated Program for Biological and Genome Sciences and Departments of Biochemistry and Microbiology, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
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17
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Murthy HS, Gharaibeh RZ, Al-Mansour Z, Kozlov A, Trikha G, Newsome RC, Gauthier J, Farhadfar N, Wang Y, Kelly DL, Lybarger J, Jobin C, Wang GP, Wingard JR. Baseline Gut Microbiota Composition Is Associated with Major Infections Early after Hematopoietic Cell Transplantation. Biol Blood Marrow Transplant 2020; 26:2001-2010. [PMID: 32717434 DOI: 10.1016/j.bbmt.2020.07.023] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Revised: 07/17/2020] [Accepted: 07/19/2020] [Indexed: 01/03/2023]
Abstract
Infection is a major cause of morbidity and mortality after hematopoietic cell transplantation (HCT). Gut microbiota (GM) composition and metabolites provide colonization resistance against dominance of potential pathogens, and GM dysbiosis following HCT can be deleterious to immune reconstitution. Little is known about the composition, diversity, and evolution of GM communities in HCT patients and their association with subsequent febrile neutropenia (FN) and infection. Identification of markers before HCT that predict subsequent infection could be useful in developing individualized antimicrobial strategies. Fecal samples were collected prospectively from 33 HCT recipients at serial time points: baseline, post-conditioning regimen, neutropenia onset, FN onset (if present), and hematologic recovery. GM was assessed by 16S rRNA sequencing. FN and major infections (ie, bloodstream infection, typhlitis, invasive fungal infection, pneumonia, and Clostridium difficile enterocolitis) were identified. Significant shifts in GM composition and diversity were observed during HCT, with the largest alterations occurring after initiation of antibiotics. Loss of diversity persisted without a return to baseline at hematologic recovery. GM in patients with FN was enriched in Mogibacterium, Bacteroides fragilis, and Parabacteroides distasonis, whereas increased abundance of Prevotella, Ruminococcus, Dorea, Blautia, and Collinsella was observed in patients without fever. A baseline protective GM profile (BPGMP) was predictive of protection from major infection. The BPGMP was associated with subsequent major infections with 77% accuracy and an area under the curve of 79%, with sensitivity, specificity, and positive and negative predictive values of 0.71, 0.91, 0.77, and 0.87, respectively. Our data show that large shifts in GM composition occur early after HCT, and differences in baseline GM composition are associated with the development of subsequent major infections.
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Affiliation(s)
- Hemant S Murthy
- Division of Hematology/Oncology, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida; UF Health Cancer Center, Gainesville, Florida
| | - Raad Z Gharaibeh
- UF Health Cancer Center, Gainesville, Florida; Division of Gastroenterology, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida
| | - Zeina Al-Mansour
- Division of Hematology/Oncology, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida; UF Health Cancer Center, Gainesville, Florida
| | - Andrew Kozlov
- Division of Infectious Disease and Global Medicine, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida
| | - Gaurav Trikha
- Division of Hematology/Oncology, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida
| | - Rachel C Newsome
- Division of Gastroenterology, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida
| | - Josee Gauthier
- Division of Gastroenterology, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida
| | - Nosha Farhadfar
- Division of Hematology/Oncology, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida; UF Health Cancer Center, Gainesville, Florida
| | - Yu Wang
- Division of Quantitative Sciences And Biostatistics, University of Florida Health Cancer Center, Gainesville, Florida
| | - Debra Lynch Kelly
- UF Health Cancer Center, Gainesville, Florida; College of Nursing, University of Florida, Gainesville, Florida
| | - John Lybarger
- Division of Hematology/Oncology, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida
| | - Christian Jobin
- UF Health Cancer Center, Gainesville, Florida; Division of Gastroenterology, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida
| | - Gary P Wang
- Division of Infectious Disease and Global Medicine, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida
| | - John R Wingard
- Division of Hematology/Oncology, Department of Medicine, University of Florida College of Medicine, Gainesville, Florida; UF Health Cancer Center, Gainesville, Florida.
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18
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Dougherty MW, Kudin O, Mühlbauer M, Neu J, Gharaibeh RZ, Jobin C. Gut microbiota maturation during early human life induces enterocyte proliferation via microbial metabolites. BMC Microbiol 2020; 20:205. [PMID: 32652929 PMCID: PMC7353703 DOI: 10.1186/s12866-020-01892-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [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: 06/12/2019] [Accepted: 07/02/2020] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND The intestinal tract undergoes a period of cellular maturation during early life, primarily characterized by the organization of epithelial cells into specialized crypt and villus structures. These processes are in part mediated by the acquisition of microbes. Infants delivered at term typically harbor a stable, low diversity microbiota characterized by an overrepresentation of various Bacilli spp., while pre-term infants are colonized by an assortment of bacteria during the first several weeks after delivery. However, the functional effects of these changes on intestinal epithelium homeostasis and maturation remain unclear. To study these effects, human neonate feces were obtained from term and pre-term infants. Fecal 16S rDNA sequencing and global untargeted LC-MS were performed to characterize microbial composition and metabolites from each population. Murine enteral organoids (enteroids) were cultured with 0.22 μm filtered stool supernatant pooled from term or pre-term infants. RESULTS Term and pre-term microbial communities differed significantly from each other by principle components analysis (PCoA, PERMANOVA p < 0.001), with the pre-term microbiome characterized by increased OTU diversity (Wilcox test p < 0.01). Term communities were less diverse and dominated by Bacilli (81.54%). Pre-term stools had an increased abundance of vitamins, amino acid derivatives and unconjugated bile acids. Pathway analysis revealed a significant increase in multiple metabolic pathways in pre-term samples mapped to E. coli using the KEGG database related to the fermentation of various amino acids and vitamin biosynthesis. Enteroids cultured with supernatant from pre-term stools proliferated at a higher rate than those cultured with supernatant from term stools (cell viability: 207% vs. 147.7%, p < 0.01), grew larger (area: 81,189μm2 vs. 41,777μm2, p < 0.001), and bud at a higher rate (6.5 vs. 4, p < 0.01). Additionally, genes involved in stem cell proliferation were upregulated in pre-term stool treated enteroid cultures (Lgr5, Ephb2, Ascl2 Sox9) but not term stool treated enteroids. CONCLUSIONS Our findings indicate that microbial metabolites from the more diverse gut microbiome associated with pre-term infants facilitate stem cell proliferation. Therefore, perturbations of the pre-term microbiota may impair intestinal homeostasis.
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Affiliation(s)
- Michael W Dougherty
- Department of Medicine, Division of Gastroenterology, University of Florida, CGRC, 2033 Mowry Rd, Florida, 32610, USA
| | - Oleksandr Kudin
- Department of Pediatrics, University of Florida, Gainesville, Florida, USA
| | - Marcus Mühlbauer
- Department of Medicine, Division of Gastroenterology, University of Florida, CGRC, 2033 Mowry Rd, Florida, 32610, USA
| | - Josef Neu
- Department of Pediatrics, University of Florida, Gainesville, Florida, USA
| | - Raad Z Gharaibeh
- Department of Medicine, Division of Gastroenterology, University of Florida, CGRC, 2033 Mowry Rd, Florida, 32610, USA
| | - Christian Jobin
- Department of Medicine, Division of Gastroenterology, University of Florida, CGRC, 2033 Mowry Rd, Florida, 32610, USA.
- Department of Infectious Diseases and Pathology, College of Veterinary Medicine, University of Florida, Gainesville, Florida, USA.
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19
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Yang Y, Gharaibeh RZ, Newsome RC, Jobin C. Amending microbiota by targeting intestinal inflammation with TNF blockade attenuates development of colorectal cancer. ACTA ACUST UNITED AC 2020; 1:723-734. [PMID: 33768208 DOI: 10.1038/s43018-020-0078-7] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Intestinal inflammation and microbiota are two important components of colorectal cancer (CRC) etiology. However, it is not clear how tuning inflammation using clinically relevant anti-inflammatory treatment impacts microbiota or whether this consequently influences CRC outcome. Here, using chemically induced (DSS/Apc min/+) and spontaneous (Apc min/+ ;Il10 -/-) mouse CRC models colonized by colibactin-producing Escherichia coli, we established the role of microbiota in mediating the antitumorigenic effect of anti-tumor necrosis factor (TNF) therapy. We found that TNF blockade attenuated colitis and CRC development. Microbiota community structure and gene activities significantly changed with disease development, which was prevented by TNF blockade. Several microbiota functional pathways underwent similar changes in patients following anti-TNF therapy. Under cohousing condition, TNF blockade failed to prevent colitis, cancer development and disease-associated microbiota structural changes. Finally, microbiota transplantation showed reduced carcinogenic activity of microbiota from anti-TNF-treated mice. Together, our data demonstrate the plasticity of microbiota, which could be reverted to noncarcinogenic status by targeting inflammation.
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Affiliation(s)
- Ye Yang
- Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Raad Z Gharaibeh
- Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Rachel C Newsome
- Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Christian Jobin
- Department of Medicine, University of Florida, Gainesville, FL, USA.,Deptartment of Infectious Diseases and Immunology, University of Florida, Gainesville, FL, USA
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20
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Wilkerson JL, Jiang J, Felix JS, Bray JK, da Silva L, Gharaibeh RZ, McMahon LR, Schmittgen TD. Alterations in mouse spinal cord and sciatic nerve microRNAs after the chronic constriction injury (CCI) model of neuropathic pain. Neurosci Lett 2020; 731:135029. [PMID: 32380144 DOI: 10.1016/j.neulet.2020.135029] [Citation(s) in RCA: 10] [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] [Subscribe] [Scholar Register] [Received: 12/21/2019] [Revised: 04/28/2020] [Accepted: 04/30/2020] [Indexed: 02/07/2023]
Abstract
Pain is one of the most common reasons to seek medical attention and chronic pain is a worldwide epidemic. There are currently no relevant biomarkers for the diagnosis of chronic pain, and new therapeutic strategies for chronic pain treatment are desperately needed. The chronic constriction injury (CCI) of the sciatic nerve is a widely used preclinical model of pathological neuropathic pain. Over the past decade, investigators have come to appreciate the many contributions of noncoding RNA including microRNA (miRNA), and other long and short noncoding (nc) RNAs. The development and/or maintenance of chronic pain could be controlled epigenetically through ncRNAs. Here we seek to characterize CNS tissues in a mouse model of neuropathic pain as this may serve to elucidate potential biomarkers relevant to pathological pain in humans. Male C57BL6/J mice (6 CCI and 6 sham procedure) underwent surgery for sciatic nerve ligation with chromic gut sutures. Following 7 days, mechanical allodynia was quantified using the von Frey assay. Mice were then euthanized for collection of spinal cord and sciatic nerve. cDNA was synthesized to 627 unique mature miRNAs from the total RNA. In the CCI mice that displayed mechanical allodynia, 11 and 125 miRNAs were differentially expressed (i.e., greater than 1.5-fold increase or decrease; P < 0.05) in the spinal cord and sciatic nerve, respectively, as compared to sham controls. Among those differentially expressed miRNAs in the sciatic nerve of CCI mice, the following passed the more stringent Bonfferoni correction: miR-138-3p, miR-138-5p and miR-676-3p, reduced and miR-142-5p, increased. Our data support miRNAs as promising therapeutic targets for the treatment of pathological pain.
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Affiliation(s)
- Jenny L Wilkerson
- Department of Pharmacodynamics, College of Pharmacy, University of Florida, Gainesville, FL, USA.
| | - Jinmai Jiang
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Jasmine S Felix
- Department of Pharmacodynamics, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Julie K Bray
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Lais da Silva
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Raad Z Gharaibeh
- Department of Medicine, University of Florida, Gainesville, FL, USA
| | - Lance R McMahon
- Department of Pharmacodynamics, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Thomas D Schmittgen
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, FL, USA.
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21
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Nelson AS, Maddaloni M, Abbott JR, Hoffman C, Akgul A, Ohland C, Gharaibeh RZ, Jobin C, Brusko TM, Pascual DW. Oral therapy with colonization factor antigen I prevents development of type 1 diabetes in Non-obese Diabetic mice. Sci Rep 2020; 10:6156. [PMID: 32273533 PMCID: PMC7145799 DOI: 10.1038/s41598-020-62881-4] [Citation(s) in RCA: 4] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Accepted: 03/21/2020] [Indexed: 01/09/2023] Open
Abstract
Antigen (Ag)-specific tolerization prevents type 1 diabetes (T1D) in non-obese diabetic (NOD) mice but proved less effective in humans. Several auto-Ags are fundamental to disease development, suggesting T1D etiology is heterogeneous and may limit the effectiveness of Ag-specific therapies to distinct disease endotypes. Colonization factor antigen I (CFA/I) fimbriae from Escherichia coli can inhibit autoimmune diseases in murine models by inducing bystander tolerance. To test if Ag-independent stimulation of regulatory T cells (Tregs) can prevent T1D onset, groups of NOD mice were orally treated with Lactococcus lactis (LL) expressing CFA/I. LL-CFA/I treatment beginning at 6 weeks of age reduced disease incidence by 50% (p < 0.05) and increased splenic Tregs producing both IL-10 and IFN-γ 8-fold (p < 0.005) compared to LL-vehicle treated controls. To further describe the role of these Tregs in preventing T1D, protective phenotypes were examined at different time-points. LL-CFA/I treatment suppressed splenic TNF-α+CD8+ T cells 6-fold at 11 weeks (p < 0.005) and promoted a distinct microbiome. At 17 weeks, IFN-γ+CD4+ T cells were suppressed 10-fold (p < 0.005), and at 30 weeks, pancreatic Tbet+CD4+ T cells were suppressed (p < 0.05). These results show oral delivery of modified commensal organisms, such as LL-CFA/I, may be harnessed to restrict Th1 cell-mediated immunity and protect against T1D.
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Affiliation(s)
- Andrew S. Nelson
- 0000 0004 1936 8091grid.15276.37Department of Infectious Diseases and Immunology, University of Florida, Gainesville, FL United States
| | - Massimo Maddaloni
- 0000 0004 1936 8091grid.15276.37Department of Infectious Diseases and Immunology, University of Florida, Gainesville, FL United States
| | - Jeffrey R. Abbott
- 0000 0004 1936 8091grid.15276.37Department of Comparative, Diagnostic, and Population Medicine, University of Florida, Gainesville, FL United States
| | - Carol Hoffman
- 0000 0004 1936 8091grid.15276.37Department of Infectious Diseases and Immunology, University of Florida, Gainesville, FL United States
| | - Ali Akgul
- 0000 0004 1936 8091grid.15276.37Department of Infectious Diseases and Immunology, University of Florida, Gainesville, FL United States
| | - Christina Ohland
- 0000 0004 1936 8091grid.15276.37Division of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, University of Florida, Gainesville, FL United States
| | - Raad Z. Gharaibeh
- 0000 0004 1936 8091grid.15276.37Division of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, University of Florida, Gainesville, FL United States
| | - Christian Jobin
- 0000 0004 1936 8091grid.15276.37Department of Infectious Diseases and Immunology, University of Florida, Gainesville, FL United States ,0000 0004 1936 8091grid.15276.37Division of Gastroenterology, Hepatology, and Nutrition, Department of Medicine, University of Florida, Gainesville, FL United States
| | - Todd M. Brusko
- 0000 0004 1936 8091grid.15276.37Department of Pathology, Immunology, & Laboratory Medicine, University of Florida Diabetes Institute, University of Florida, Gainesville, FL United States
| | - David W. Pascual
- 0000 0004 1936 8091grid.15276.37Department of Infectious Diseases and Immunology, University of Florida, Gainesville, FL United States
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22
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Bhatt AP, Pellock SJ, Biernat KA, Walton WG, Wallace BD, Creekmore BC, Letertre MM, Swann JR, Wilson ID, Roques JR, Darr DB, Bailey ST, Montgomery SA, Roach JM, Azcarate-Peril MA, Sartor RB, Gharaibeh RZ, Bultman SJ, Redinbo MR. Targeted inhibition of gut bacterial β-glucuronidase activity enhances anticancer drug efficacy. Proc Natl Acad Sci U S A 2020; 117:7374-7381. [PMID: 32170007 PMCID: PMC7132129 DOI: 10.1073/pnas.1918095117] [Citation(s) in RCA: 106] [Impact Index Per Article: 26.5] [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] [Indexed: 12/14/2022] Open
Abstract
Irinotecan treats a range of solid tumors, but its effectiveness is severely limited by gastrointestinal (GI) tract toxicity caused by gut bacterial β-glucuronidase (GUS) enzymes. Targeted bacterial GUS inhibitors have been shown to partially alleviate irinotecan-induced GI tract damage and resultant diarrhea in mice. Here, we unravel the mechanistic basis for GI protection by gut microbial GUS inhibitors using in vivo models. We use in vitro, in fimo, and in vivo models to determine whether GUS inhibition alters the anticancer efficacy of irinotecan. We demonstrate that a single dose of irinotecan increases GI bacterial GUS activity in 1 d and reduces intestinal epithelial cell proliferation in 5 d, both blocked by a single dose of a GUS inhibitor. In a tumor xenograft model, GUS inhibition prevents intestinal toxicity and maintains the antitumor efficacy of irinotecan. Remarkably, GUS inhibitor also effectively blocks the striking irinotecan-induced bloom of Enterobacteriaceae in immune-deficient mice. In a genetically engineered mouse model of cancer, GUS inhibition alleviates gut damage, improves survival, and does not alter gut microbial composition; however, by allowing dose intensification, it dramatically improves irinotecan's effectiveness, reducing tumors to a fraction of that achieved by irinotecan alone, while simultaneously promoting epithelial regeneration. These results indicate that targeted gut microbial enzyme inhibitors can improve cancer chemotherapeutic outcomes by protecting the gut epithelium from microbial dysbiosis and proliferative crypt damage.
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Affiliation(s)
- Aadra P Bhatt
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-3290
- Department of Medicine, Division of Gastroenterology and Hepatology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7555
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7555
| | - Samuel J Pellock
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-3290
| | - Kristen A Biernat
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-3290
| | - William G Walton
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-3290
| | - Bret D Wallace
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-3290
| | - Benjamin C Creekmore
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-3290
| | - Marine M Letertre
- Computational and Systems Medicine, Department of Surgery & Cancer, Imperial College London, SW7 2AZ London, United Kingdom
| | - Jonathan R Swann
- Computational and Systems Medicine, Department of Surgery & Cancer, Imperial College London, SW7 2AZ London, United Kingdom
| | - Ian D Wilson
- Computational and Systems Medicine, Department of Surgery & Cancer, Imperial College London, SW7 2AZ London, United Kingdom
| | - Jose R Roques
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - David B Darr
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Sean T Bailey
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Stephanie A Montgomery
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
- Department of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7525
| | - Jeffrey M Roach
- Department of Medicine, Division of Gastroenterology and Hepatology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7555
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7555
| | - M Andrea Azcarate-Peril
- Department of Medicine, Division of Gastroenterology and Hepatology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7555
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7555
| | - R Balfour Sartor
- Department of Medicine, Division of Gastroenterology and Hepatology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7555
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7555
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
| | - Raad Z Gharaibeh
- Department of Medicine, Division of Gastroenterology, University of Florida, Gainesville, FL 32610
| | - Scott J Bultman
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7264
| | - Matthew R Redinbo
- Department of Biochemistry, Integrated Program for Biological and Genome Science, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-3290;
- Department of Biophysics, Integrated Program for Biological and Genome Science, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-3290
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23
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Tomkovich S, Gharaibeh RZ, Dejea CM, Pope JL, Jiang J, Winglee K, Gauthier J, Newsome RC, Yang Y, Fodor AA, Schmittgen TD, Sears CL, Jobin C. Human Colon Mucosal Biofilms and Murine Host Communicate via Altered mRNA and microRNA Expression during Cancer. mSystems 2020; 5:e00451-19. [PMID: 31937674 PMCID: PMC6967385 DOI: 10.1128/msystems.00451-19] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [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: 07/26/2019] [Accepted: 12/21/2019] [Indexed: 01/09/2023] Open
Abstract
Disrupted interactions between host and intestinal bacteria are implicated in colorectal cancer (CRC) development. However, activities derived from these bacteria and their interplay with the host are unclear. Here, we examine this interplay by performing mouse and microbiota RNA sequencing on colon tissues and 16S and small RNA sequencing on stools from germfree (GF) and gnotobiotic ApcMin Δ 850/+ ;Il10-/- mice associated with microbes from biofilm-positive human CRC tumor (BF+T) and biofilm-negative healthy (BF-bx) tissues. The bacteria in BF+T mice differentially expressed (DE) >2,900 genes, including genes related to bacterial secretion, virulence, and biofilms but affected only 62 host genes. Small RNA sequencing of stools from these cohorts revealed eight significant DE host microRNAs (miRNAs) based on biofilm status and several miRNAs that correlated with bacterial taxon abundances. Additionally, computational predictions suggest that some miRNAs preferentially target bacterial genes while others primarily target mouse genes. 16S rRNA sequencing of mice that were reassociated with mucosa-associated communities from the initial association revealed a set of 13 bacterial genera associated with cancer that were maintained regardless of whether the reassociation inoculums were initially obtained from murine proximal or distal colon tissues. Our findings suggest that complex interactions within bacterial communities affect host-derived miRNA, bacterial composition, and CRC development.IMPORTANCE Bacteria and bacterial biofilms have been implicated in colorectal cancer (CRC), but it is still unclear what genes these microbial communities express and how they influence the host. MicroRNAs regulate host gene expression and have been explored as potential biomarkers for CRC. An emerging area of research is the ability of microRNAs to impact growth and gene expression of members of the intestinal microbiota. This study examined the bacteria and bacterial transcriptome associated with microbes derived from biofilm-positive human cancers that promoted tumorigenesis in a murine model of CRC. The murine response to different microbial communities (derived from CRC patients or healthy people) was evaluated through RNA and microRNA sequencing. We identified a complex interplay between biofilm-associated bacteria and the host during CRC in mice. These findings may lead to the development of new biomarkers and therapeutics for identifying and treating biofilm-associated CRCs.
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Affiliation(s)
- Sarah Tomkovich
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Raad Z Gharaibeh
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Christine M Dejea
- Bloomberg-Kimmel Institute of Immunotherapy, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
- Department of Oncology and Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Jillian L Pope
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Jinmai Jiang
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Kathryn Winglee
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, North Carolina, USA
| | - Josee Gauthier
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Rachel C Newsome
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Ye Yang
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Anthony A Fodor
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, North Carolina, USA
| | - Thomas D Schmittgen
- Department of Pharmaceutics, College of Pharmacy, University of Florida, Gainesville, Florida, USA
| | - Cynthia L Sears
- Bloomberg-Kimmel Institute of Immunotherapy, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
- Department of Oncology and Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Christian Jobin
- Department of Medicine, University of Florida, Gainesville, Florida, USA
- Department of Infectious Diseases and Immunology, University of Florida, Gainesville, Florida, USA
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24
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Bousquet MS, Ratnayake R, Pope JL, Chen QY, Zhu F, Chen S, Carney TJ, Gharaibeh RZ, Jobin C, Paul VJ, Luesch H. Seaweed natural products modify the host inflammatory response via Nrf2 signaling and alter colon microbiota composition and gene expression. Free Radic Biol Med 2020; 146:306-323. [PMID: 31536771 PMCID: PMC7339024 DOI: 10.1016/j.freeradbiomed.2019.09.013] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2019] [Revised: 09/13/2019] [Accepted: 09/13/2019] [Indexed: 12/12/2022]
Abstract
Seaweeds are an important component of human diets, especially in Asia and the Pacific islands, and have shown chemopreventive as well as anti-inflammatory properties. However, structural characterization and mechanistic insight of seaweed components responsible for their biological activities are lacking. We isolated cymopol and related natural products from the marine green alga Cymopolia barbata and demonstrated their function as activators of transcription factor Nrf2-mediated antioxidant response to increase the cellular antioxidant status. We probed the reactivity of the bioactivation product of cymopol, cymopol quinone, which was able to modify various cysteine residues of Nrf2's cytoplasmic repressor protein Keap1. The observed adducts are reflective of the polypharmacology at the level of natural product, due to multiple electrophilic centers, and at the amino acid level of the cysteine-rich target protein Keap1. The non-polar C. barbata extract and its major active component cymopol, reduced inflammatory gene transcription in vitro in macrophages and mouse embryonic fibroblasts in an Nrf2-dependent manner. Cymopol-containing extracts attenuated neutrophil migration in a zebrafish tail wound model. RNA-seq analysis of colonic tissues of mice exposed to non-polar extract or cymopol showed an antioxidant and anti-inflammatory response, with more pronounced effects exhibited by the extract. Cymopolia extract reduced DSS-induced colitis as measured by fecal lipocalin concentration. RNA-seq showed that mucosal-associated bacterial composition and transcriptional profile in large intestines were beneficially altered to varying degrees in mice treated with either the extract or cymopol. We conclude that seaweed-derived compounds, especially cymopol, alter Nrf2-mediated host and microbial gene expression, thereby providing polypharmacological effects.
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Affiliation(s)
- Michelle S Bousquet
- Department of Medicinal Chemistry, University of Florida, 1345 Center Drive, Gainesville, FL, 32610, USA; Center for Natural Products, Drug Discovery, and Development (CNPD3), University of Florida, 1345 Center Drive, Gainesville, FL, 32610, USA; Institute of Molecular and Cellular Biology (IMCB), A*STAR, Proteos, 138673, Singapore
| | - Ranjala Ratnayake
- Department of Medicinal Chemistry, University of Florida, 1345 Center Drive, Gainesville, FL, 32610, USA; Center for Natural Products, Drug Discovery, and Development (CNPD3), University of Florida, 1345 Center Drive, Gainesville, FL, 32610, USA
| | - Jillian L Pope
- Division of Gastroenterology, Department of Medicine, University of Florida, Gainesville, FL, 32610, USA
| | - Qi-Yin Chen
- Department of Medicinal Chemistry, University of Florida, 1345 Center Drive, Gainesville, FL, 32610, USA; Center for Natural Products, Drug Discovery, and Development (CNPD3), University of Florida, 1345 Center Drive, Gainesville, FL, 32610, USA
| | - Fanchao Zhu
- Proteomics and Mass Spectrometry, Interdisciplinary Center for Biotechnology Research, University of Florida, Gainesville, FL, 32610, USA
| | - Sixue Chen
- Proteomics and Mass Spectrometry, Interdisciplinary Center for Biotechnology Research, University of Florida, Gainesville, FL, 32610, USA; Department of Biology, Genetics Institute, Plant Molecular and Cellular Biology Program, University of Florida, Gainesville, FL, 32610, USA
| | - Thomas J Carney
- Institute of Molecular and Cellular Biology (IMCB), A*STAR, Proteos, 138673, Singapore; Lee Kong Chian School of Medicine, Nanyang Technological University, 59 Nanyang Drive, 636921, Singapore
| | - Raad Z Gharaibeh
- Division of Gastroenterology, Department of Medicine, University of Florida, Gainesville, FL, 32610, USA
| | - Christian Jobin
- Division of Gastroenterology, Department of Medicine, University of Florida, Gainesville, FL, 32610, USA
| | - Valerie J Paul
- Smithsonian Marine Station, 701 Seaway Drive, Fort Pierce, Florida, 34949, USA
| | - Hendrik Luesch
- Department of Medicinal Chemistry, University of Florida, 1345 Center Drive, Gainesville, FL, 32610, USA; Center for Natural Products, Drug Discovery, and Development (CNPD3), University of Florida, 1345 Center Drive, Gainesville, FL, 32610, USA; Institute of Molecular and Cellular Biology (IMCB), A*STAR, Proteos, 138673, Singapore; Lee Kong Chian School of Medicine, Nanyang Technological University, 59 Nanyang Drive, 636921, Singapore.
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25
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Mackos AR, Allen JM, Kim E, Ladaika CA, Gharaibeh RZ, Moore C, Parry NMA, Boyaka PN, Bailey MT. Mice Deficient in Epithelial or Myeloid Cell Iκκβ Have Distinct Colonic Microbiomes and Increased Resistance to Citrobacter rodentium Infection. Front Immunol 2019; 10:2062. [PMID: 31552024 PMCID: PMC6746829 DOI: 10.3389/fimmu.2019.02062] [Citation(s) in RCA: 4] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2018] [Accepted: 08/15/2019] [Indexed: 12/31/2022] Open
Abstract
The colonic microenvironment, stemming from microbial, immunologic, stromal, and epithelial factors, serves as an important determinant of the host response to enteric pathogenic colonization. Infection with the enteric bacterial pathogen Citrobacter rodentium elicits a strong mucosal Th1-mediated colitis and monocyte-driven inflammation activated via the classical NF-κB pathway. Research has focused on leukocyte-mediated signaling as the main driver for C. rodentium-induced colitis, however we hypothesize that epithelial cell NF-κB also contributes to the exacerbation of infectious colitis. To test this hypothesis, compartmentalized classical NF-κB defective mice, via the deletion of IKKβ in either intestinal epithelial cells (IKKβΔIEC) or myeloid-derived cells (IKKβΔMY), and wild type (WT) mice were challenged with C. rodentium. Both pathogen colonization and colonic histopathology were significantly reduced in IKKβ-deficient mice compared to WT mice. Interestingly, colonic IL-10, RegIIIγ, TNF-α, and iNOS gene expression were increased in IKKβ-deficient mice in the absence of bacterial challenge. This was associated with increased p52, which is involved with activation of NF-κβ through the alternative pathway. IKKβ-deficient mice also had distinct differences in colonic tissue-associated and luminal microbiome that may confer protection against C. rodentium. Taken together, these data demonstrate that classical NF-κB signaling can lead to enhanced enteric pathogen colonization and resulting colonic histopathology.
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Affiliation(s)
- Amy R Mackos
- Center for Microbial Pathogenesis, The Research Institute at Nationwide Children's Hospital, Columbus, OH, United States
| | - Jacob M Allen
- Center for Microbial Pathogenesis, The Research Institute at Nationwide Children's Hospital, Columbus, OH, United States
| | - Eunsoo Kim
- Department of Veterinary Biosciences, The Ohio State University, Columbus, OH, United States
| | - Chris A Ladaika
- Center for Microbial Pathogenesis, The Research Institute at Nationwide Children's Hospital, Columbus, OH, United States
| | - Raad Z Gharaibeh
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, United States.,Bioinformatics Services Division, Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Kannapolis, NC, United States
| | - Cathy Moore
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, United States
| | - Nicola M A Parry
- Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, United States
| | - Prosper N Boyaka
- Department of Veterinary Biosciences, The Ohio State University, Columbus, OH, United States
| | - Michael T Bailey
- Center for Microbial Pathogenesis, The Research Institute at Nationwide Children's Hospital, Columbus, OH, United States.,Department of Pediatrics, College of Medicine, The Ohio State University, Columbus, OH, United States
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26
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Creekmore BC, Gray JH, Walton WG, Biernat KA, Little MS, Xu Y, Liu J, Gharaibeh RZ, Redinbo MR. Mouse Gut Microbiome-Encoded β-Glucuronidases Identified Using Metagenome Analysis Guided by Protein Structure. mSystems 2019; 4:e00452-19. [PMID: 31455640 PMCID: PMC6712278 DOI: 10.1128/msystems.00452-19] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [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: 07/23/2019] [Accepted: 08/09/2019] [Indexed: 11/25/2022] Open
Abstract
Gut microbial β-glucuronidase (GUS) enzymes play important roles in drug efficacy and toxicity, intestinal carcinogenesis, and mammalian-microbial symbiosis. Recently, the first catalog of human gut GUS proteins was provided for the Human Microbiome Project stool sample database and revealed 279 unique GUS enzymes organized into six categories based on active-site structural features. Because mice represent a model biomedical research organism, here we provide an analogous catalog of mouse intestinal microbial GUS proteins-a mouse gut GUSome. Using metagenome analysis guided by protein structure, we examined 2.5 million unique proteins from a comprehensive mouse gut metagenome created from several mouse strains, providers, housing conditions, and diets. We identified 444 unique GUS proteins and organized them into six categories based on active-site features, similarly to the human GUSome analysis. GUS enzymes were encoded by the major gut microbial phyla, including Firmicutes (60%) and Bacteroidetes (21%), and there were nearly 20% for which taxonomy could not be assigned. No differences in gut microbial gus gene composition were observed for mice based on sex. However, mice exhibited gus differences based on active-site features associated with provider, location, strain, and diet. Furthermore, diet yielded the largest differences in gus composition. Biochemical analysis of two low-fat-associated GUS enzymes revealed that they are variable with respect to their efficacy of processing both sulfated and nonsulfated heparan nonasaccharides containing terminal glucuronides.IMPORTANCE Mice are commonly employed as model organisms of mammalian disease; as such, our understanding of the compositions of their gut microbiomes is critical to appreciating how the mouse and human gastrointestinal tracts mirror one another. GUS enzymes, with importance in normal physiology and disease, are an attractive set of proteins to use for such analyses. Here we show that while the specific GUS enzymes differ at the sequence level, a core GUSome functionality appears conserved between mouse and human gastrointestinal bacteria. Mouse strain, provider, housing location, and diet exhibit distinct GUSomes and gus gene compositions, but sex seems not to affect the GUSome. These data provide a basis for understanding the gut microbial GUS enzymes present in commonly used laboratory mice. Further, they demonstrate the utility of metagenome analysis guided by protein structure to provide specific sets of functionally related proteins from whole-genome metagenome sequencing data.
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Affiliation(s)
- Benjamin C Creekmore
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Josh H Gray
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - William G Walton
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Kristen A Biernat
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Michael S Little
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Yongmei Xu
- Chemical Biology and Medicinal Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Jian Liu
- Chemical Biology and Medicinal Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Raad Z Gharaibeh
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Matthew R Redinbo
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Department of Biochemistry, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Department of Microbiology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
- Integrated Program in Biological and Genome Sciences, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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27
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Park PH, Gharaibeh RZ, Cole L, Sun A, Chung W, Jelinek J, Pope JL, Jobin C, Issa JPJ. Abstract LB-141: CIMP is associated with altered microbiota composition in colorectal cancer patients. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-lb-141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
DNA methylation changes are important in cancer development and the etiology of the CpG Island Methylator Phenotype (CIMP), the most extreme form of aberrant promoter DNA methylation in cancer, can only partially be explained by genetic changes. An association between CIMP and the gut microbiota has been implicated in colorectal cancer (CRC) pathogenesis but the exact mechanisms underlying the observations are poorly understood. In order to clarify the link between CIMP and the microbiome in CRC, we studied human primary tumor and adjacent mucosal tissues (normal) from CRC patients (n=46). The patient samples were categorized by tumor sites (23 proximal and 23 distal), sex (28 males and 18 females), and age (69 yrs ±11). Bisulfite pyrosequencing and Digital Restriction Enzyme Analysis of Methylation (DREAM) were performed to determine the methylation of CpG sites in the CRC tumors. The tumor samples were selected based on their CIMP status (10 high, 10 low, and 26 negative) and the tumor sites. 16S rRNA gene sequencing using Illumina-Hi-Seq was performed on those samples. Principle Coordinate analysis of the 16S rRNA sequences showed that the microbiota of CIMP-positive (CIMP-high and -low combined) tumors was significantly different from the microbiota of the CIMP-negative tumors (PERMANOVA, P = 0.013). Linear discriminant analysis effect size (LEfSe) showed an enrichment of specific bacterial taxa in the CIMP-positive microbiota. Fusobacterium (LDA score = 4.71, p=0.033) and Erysipelotrichaceae (LDA score = 3.77, p=0.004) were most enriched in the CIMP-positive tumors along with Bacteroides. The microbiota of different tumor sites also showed significant difference with Fusobacterium (LDA score = 4.32, p=0.047) and Erysipelotrichaceae (LDA score = 3.45, p=0.039) being enriched in the proximal tumors compared to the distal tumors. All these bacterial taxa have previous been found to be associated with CRC and/or metabolic disorders. We validated the 16S rRNA data by qPCR analysis using genus-specific probes. In the same samples, Pan-Fusobacterium and Bacteroides fragilis were enriched in the CIMP-positive tumors. The median number of Pan-Fusobacterium per 100 human cells was 12-fold higher in the CIMP-positive tumors (p=0.0015) and 6-fold higher in the case of B. fragilis (p=0.0228). Thus, our data show broad difference in the microbiota of CIMP-positive CRCs compared to CIMP-negative CRCs. The significantly enriched bacterial taxa in CIMP-positive CRC suggest that these specific taxa could play an important role in aberrant DNA methylation modulation in colorectal cancer, and further studies should elucidate the mechanism underlying the CIMP/microbiota link in the context of CRC.
Citation Format: Pyoung Hwa Park, Raad Z. Gharaibeh, Lauren Cole, Ang Sun, Woonbok Chung, Jaroslav Jelinek, Jillian L. Pope, Christian Jobin, Jean-Pierre J. Issa. CIMP is associated with altered microbiota composition in colorectal cancer patients [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr LB-141.
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Affiliation(s)
| | | | | | - Ang Sun
- 1Temple University, Philadelphia, PA
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28
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Ellermann M, Gharaibeh RZ, Maharshak N, Peréz-Chanona E, Jobin C, Carroll IM, Arthur JC, Plevy SE, Fodor AA, Brouwer CR, Sartor RB. Dietary iron variably modulates assembly of the intestinal microbiota in colitis-resistant and colitis-susceptible mice. Gut Microbes 2019; 11:32-50. [PMID: 31179826 PMCID: PMC6973310 DOI: 10.1080/19490976.2019.1599794] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [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] [Indexed: 02/03/2023] Open
Abstract
Iron deficiency, a common comorbidity of gastrointestinal inflammatory disorders such as inflammatory bowel diseases (IBD), is often treated with oral iron supplementation. However, the safety of oral iron supplementation remains controversial because of its association with exacerbated disease activity in a subset of IBD patients. Because iron modulates bacterial growth and function, one possible mechanism by which iron may exacerbate inflammation in susceptible hosts is by modulating the intestinal microbiota. We, therefore, investigated the impact of dietary iron on the intestinal microbiota, utilizing the conventionalization of germ-free mice as a model of a microbial community in compositional flux to recapitulate the instability of the IBD-associated intestinal microbiota. Our findings demonstrate that altering intestinal iron availability during community assembly modulated the microbiota in non-inflamed wild type (WT) and colitis-susceptible interleukin-10-deficient (Il10-/-) mice. Depletion of luminal iron availability promoted luminal compositional changes associated with dysbiotic states irrespective of host genotype, including an expansion of Enterobacteriaceae such as Escherichia coli. Mechanistic in vitro growth competitions confirmed that high-affinity iron acquisition systems in E. coli enhance its abundance over other bacteria in iron-restricted conditions, thereby enabling pathobiont iron scavenging during dietary iron restriction. In contrast, distinct luminal community assembly was observed with dietary iron supplementation in WT versus Il10-/- mice, suggesting that the effects of increased iron on the microbiota differ with host inflammation status. Taken together, shifts in dietary iron intake during community assembly modulate the ecological structure of the intestinal microbiota and is dependent on host genotype and inflammation status.
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Affiliation(s)
- Melissa Ellermann
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA
| | - Raad Z. Gharaibeh
- Bioinformatics Services Division, Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Kannapolis, NC, USA,Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, USA
| | - Nitsan Maharshak
- Department of Gastroenterology and Liver Diseases, Tel Aviv Medical Center, Affiliated to the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel, USA
| | - Ernesto Peréz-Chanona
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA
| | - Christian Jobin
- Department of Medicine, University of Florida, Gainesville, FL, USA,Department of Infectious Diseases and Pathology, University of Florida, Gainesville, FL, USA
| | - Ian M. Carroll
- Department of Medicine, University of North Carolina, Chapel Hill, NC, USA,Center for Gastrointestinal Biology and Disease, University of North Carolina, Chapel Hill, NC, USA
| | - Janelle C. Arthur
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA,Center for Gastrointestinal Biology and Disease, University of North Carolina, Chapel Hill, NC, USA,Lineberger Comprehensive Cancer Center, University of North Carolina, Chapel Hill, NC, USA
| | - Scott E Plevy
- Immunology Research and Development, Janssen Pharmaceuticals, Spring House, PA, USA
| | - Anthony A. Fodor
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, USA
| | - Cory R. Brouwer
- Bioinformatics Services Division, Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Kannapolis, NC, USA,Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, USA
| | - R. Balfour Sartor
- Department of Microbiology and Immunology, University of North Carolina, Chapel Hill, NC, USA,Department of Medicine, University of North Carolina, Chapel Hill, NC, USA,Center for Gastrointestinal Biology and Disease, University of North Carolina, Chapel Hill, NC, USA,CONTACT R. Balfour Sartor Department of Microbiology and Immunology, University of North Carolina, Room 7309A Biomolecular Building, CB# 7032, Chapel Hill, NC 27599-7032, USA
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29
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Maltz RM, Keirsey J, Kim SC, Mackos AR, Gharaibeh RZ, Moore CC, Xu J, Somogyi A, Bailey MT. Social Stress Affects Colonic Inflammation, the Gut Microbiome, and Short-chain Fatty Acid Levels and Receptors. J Pediatr Gastroenterol Nutr 2019; 68:533-540. [PMID: 30540706 PMCID: PMC6428608 DOI: 10.1097/mpg.0000000000002226] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [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] [Indexed: 02/06/2023]
Abstract
OBJECTIVES Gastrointestinal disorders, such as inflammatory bowel diseases (IBDs) and functional gastrointestinal disorders (FGIDs), involve disrupted homeostatic interactions between the microbiota and the host. Both disorders are worsened during stress, and in laboratory mice, stress exposure has been shown to change the composition of the gut microbiome. Stress-induced changes to the microbiome exacerbate intestinal inflammation and alter intestinal motility in mice. It is, however, not yet known whether microbiota-derived short-chain fatty acids (butyrate, propionate, and acetate) and their receptors contribute to this effect. METHODS Mice were exposed to a social disruption stress, or left undisturbed as a control. After the first stress exposure, mice were orally challenged with Citrobacter rodentium or with vehicle. The levels of short-chain fatty acids (SCFAs) were measured using gas chromatography-mass spectrometry. SCFA receptors were measured via real-time polymerase chain reaction. Microbial community composition was assessed using 16S rRNA gene sequencing. RESULTS Stress exposure reduced colonic SCFA levels. Stress exposure and C rodentium, however, significantly increased SCFA levels and changed the expression of SCFA receptors. The levels of SCFAs did not correlate with the severity of colonic inflammation, but the colonic expression of the SCFA receptor GPR41 was positively associated with inflammatory cytokines and colonic histopathology scores. The relative abundances of several taxa of colonic bacteria were significantly changed by stress exposure, including SCFA producers. CONCLUSIONS Social stress can have a significant effect on infection-induced colonic inflammation, and stress-induced changes in microbial-produced metabolites and their receptors may be involved.
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Affiliation(s)
- Ross M. Maltz
- Pediatric Gastroenterology, Nationwide Children’s Hospital, Columbus, OH, United States
- Center for Microbial Pathogenesis, The Research Institute, Nationwide Children’s Hospital, Columbus, OH, United States
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus, OH, United States
| | - Jeremy Keirsey
- Campus Chemical Instrumentation Center Mass Spec and Proteomics, The Ohio State University, Columbus, OH, United States
| | - Sandra C. Kim
- Pediatric Gastroenterology, Nationwide Children’s Hospital, Columbus, OH, United States
- Department of Pediatrics, Division of Gastroenterology, Hepatology and Nutrition, University of Pittsburgh School of Medicine
| | - Amy R. Mackos
- College of Nursing, The Ohio State University, Columbus, OH, United States
| | - Raad Z. Gharaibeh
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, United States
- Bioinformatics Services Division, Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Kannapolis, NC, United States
| | - Cathy C. Moore
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, United States
| | - Jinyu Xu
- Center for Microbial Pathogenesis, The Research Institute, Nationwide Children’s Hospital, Columbus, OH, United States
| | - Arpad Somogyi
- Campus Chemical Instrumentation Center Mass Spec and Proteomics, The Ohio State University, Columbus, OH, United States
| | - Michael T. Bailey
- Center for Microbial Pathogenesis, The Research Institute, Nationwide Children’s Hospital, Columbus, OH, United States
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus, OH, United States
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30
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Tomkovich S, Dejea CM, Winglee K, Drewes JL, Chung L, Housseau F, Pope JL, Gauthier J, Sun X, Mühlbauer M, Liu X, Fathi P, Anders RA, Besharati S, Perez-Chanona E, Yang Y, Ding H, Wu X, Wu S, White JR, Gharaibeh RZ, Fodor AA, Wang H, Pardoll DM, Jobin C, Sears CL. Human colon mucosal biofilms from healthy or colon cancer hosts are carcinogenic. J Clin Invest 2019; 129:1699-1712. [PMID: 30855275 DOI: 10.1172/jci124196] [Citation(s) in RCA: 119] [Impact Index Per Article: 23.8] [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: 08/14/2018] [Accepted: 02/01/2019] [Indexed: 12/13/2022] Open
Abstract
Mucus-invasive bacterial biofilms are identified on the colon mucosa of approximately 50% of colorectal cancer (CRC) patients and approximately 13% of healthy subjects. Here, we test the hypothesis that human colon biofilms comprise microbial communities that are carcinogenic in CRC mouse models. Homogenates of human biofilm-positive colon mucosa were prepared from tumor patients (tumor and paired normal tissues from surgical resections) or biofilm-positive biopsies from healthy individuals undergoing screening colonoscopy; homogenates of biofilm-negative colon biopsies from healthy individuals undergoing screening colonoscopy served as controls. After 12 weeks, biofilm-positive, but not biofilm-negative, human colon mucosal homogenates induced colon tumor formation in 3 mouse colon tumor models (germ-free ApcMinΔ850/+;Il10-/- or ApcMinΔ850/+ and specific pathogen-free ApcMinΔ716/+ mice). Remarkably, biofilm-positive communities from healthy colonoscopy biopsies induced colon inflammation and tumors similarly to biofilm-positive tumor tissues. By 1 week, biofilm-positive human tumor homogenates, but not healthy biopsies, displayed consistent bacterial mucus invasion and biofilm formation in mouse colons. 16S rRNA gene sequencing and RNA-Seq analyses identified compositional and functional microbiota differences between mice colonized with biofilm-positive and biofilm-negative communities. These results suggest human colon mucosal biofilms, whether from tumor hosts or healthy individuals undergoing screening colonoscopy, are carcinogenic in murine models of CRC.
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Affiliation(s)
- Sarah Tomkovich
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Christine M Dejea
- Bloomberg-Kimmel Institute for Immunotherapy, Departments of Oncology and Medicine and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | - Kathryn Winglee
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, North Carolina, USA
| | - Julia L Drewes
- Bloomberg-Kimmel Institute for Immunotherapy, Departments of Oncology and Medicine and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | - Liam Chung
- Bloomberg-Kimmel Institute for Immunotherapy, Departments of Oncology and Medicine and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | - Franck Housseau
- Bloomberg-Kimmel Institute for Immunotherapy, Departments of Oncology and Medicine and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | - Jillian L Pope
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Josee Gauthier
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Xiaolun Sun
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Marcus Mühlbauer
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Xiuli Liu
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida, Gainesville, Florida, USA
| | - Payam Fathi
- Bloomberg-Kimmel Institute for Immunotherapy, Departments of Oncology and Medicine and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | - Robert A Anders
- Department of Pathology, Johns Hopkins University, Baltimore, Maryland, USA
| | - Sepideh Besharati
- Department of Pathology, Johns Hopkins University, Baltimore, Maryland, USA
| | | | - Ye Yang
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Hua Ding
- Bloomberg-Kimmel Institute for Immunotherapy, Departments of Oncology and Medicine and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | - Xinqun Wu
- Bloomberg-Kimmel Institute for Immunotherapy, Departments of Oncology and Medicine and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | - Shaoguang Wu
- Bloomberg-Kimmel Institute for Immunotherapy, Departments of Oncology and Medicine and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | | | - Raad Z Gharaibeh
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Anthony A Fodor
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, North Carolina, USA
| | - Hao Wang
- Bloomberg-Kimmel Institute for Immunotherapy, Departments of Oncology and Medicine and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | - Drew M Pardoll
- Bloomberg-Kimmel Institute for Immunotherapy, Departments of Oncology and Medicine and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
| | - Christian Jobin
- Department of Medicine, University of Florida, Gainesville, Florida, USA.,Department of Infectious Diseases and Immunology, University of Florida, Gainesville, Florida, USA
| | - Cynthia L Sears
- Bloomberg-Kimmel Institute for Immunotherapy, Departments of Oncology and Medicine and the Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins School of Medicine, Johns Hopkins Medical Institutions, Baltimore, Maryland, USA
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31
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Affiliation(s)
- Raad Z Gharaibeh
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Christian Jobin
- Department of Medicine, University of Florida, Gainesville, Florida, USA,Department of Infectious Diseases and Immunology, University of Florida, Gainesville, Florida, USA,Department of Anatomy and Cell Biology, University of Florida, Gainesville, Florida, USA
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He Z, Gharaibeh RZ, Newsome RC, Pope JL, Dougherty MW, Tomkovich S, Pons B, Mirey G, Vignard J, Hendrixson DR, Jobin C. Campylobacter jejuni promotes colorectal tumorigenesis through the action of cytolethal distending toxin. Gut 2019; 68:289-300. [PMID: 30377189 PMCID: PMC6352414 DOI: 10.1136/gutjnl-2018-317200] [Citation(s) in RCA: 212] [Impact Index Per Article: 42.4] [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: 07/17/2018] [Revised: 09/12/2018] [Accepted: 10/04/2018] [Indexed: 12/12/2022]
Abstract
OBJECTIVE Campylobacter jejuni produces a genotoxin, cytolethal distending toxin (CDT), which has DNAse activity and causes DNA double-strand breaks. Although C. jejuni infection has been shown to promote intestinal inflammation, the impact of this bacterium on carcinogenesis has never been examined. DESIGN Germ-free (GF) ApcMin/+ mice, fed with 1% dextran sulfate sodium, were used to test tumorigenesis potential of CDT-producing C. jejuni. Cells and enteroids were exposed to bacterial lysates to determine DNA damage capacity via γH2AX immunofluorescence, comet assay and cell cycle assay. To examine the interplay of CDT-producing C. jejuni, gut microbiome and host in tumorigenesis, colonic RNA-sequencing and faecal 16S rDNA sequencing were performed. Rapamycin was administrated to investigate the prevention of CDT-producing C. jejuni-induced tumorigenesis. RESULTS GF ApcMin/+ mice colonised with human clinical isolate C. jejuni81-176 developed significantly more and larger tumours when compared with uninfected mice. C. jejuni with a mutated cdtB subunit, mutcdtB, attenuated C. jejuni-induced tumorigenesis in vivo and decreased DNA damage response in cells and enteroids. C. jejuni infection induced expression of hundreds of colonic genes, with 22 genes dependent on the presence of cdtB. The C. jejuni-infected group had a significantly different microbial gene expression profile compared with the mutcdtB group as shown by metatranscriptomic data, and different microbial communities as measured by 16S rDNA sequencing. Finally, rapamycin could diminish the tumorigenic capability of C. jejuni. CONCLUSION Human clinical isolate C. jejuni 81-176 promotes colorectal cancer and induces changes in microbial composition and transcriptomic responses, a process dependent on CDT production.
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Affiliation(s)
- Zhen He
- Department of Medicine, University of Florida, Gainesville, Florida, USA,Department of Colorectal Surgery, The Sixth Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Raad Z Gharaibeh
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Rachel C Newsome
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Jllian L Pope
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | | | - Sarah Tomkovich
- Department of Medicine, University of Florida, Gainesville, Florida, USA
| | - Benoit Pons
- Toxalim (Research Center in Food Toxicology), Université de Toulouse, INRA, ENVT, INP- Purpan, UPS, Toulouse, France
| | - Gladys Mirey
- Toxalim (Research Center in Food Toxicology), Université de Toulouse, INRA, ENVT, INP- Purpan, UPS, Toulouse, France
| | - Julien Vignard
- Toxalim (Research Center in Food Toxicology), Université de Toulouse, INRA, ENVT, INP- Purpan, UPS, Toulouse, France
| | - David R Hendrixson
- Department of Microbiology, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Christian Jobin
- Department of Medicine, University of Florida, Gainesville, Florida, USA,Department of Anatomy and Cell Biology, University of Florida, Gainesville, Florida, USA,Department of Infectious Diseases and Immunology, University of Florida, Gainesville, Florida, USA
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Coffey AR, Kanke M, Smallwood TL, Albright J, Pitman W, Gharaibeh RZ, Hua K, Gertz E, Biddinger SB, Temel RE, Pomp D, Sethupathy P, Bennett BJ. microRNA-146a-5p association with the cardiometabolic disease risk factor TMAO. Physiol Genomics 2019; 51:59-71. [PMID: 30633643 DOI: 10.1152/physiolgenomics.00079.2018] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [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: 02/08/2023] Open
Abstract
Trimethylamine-N-oxide (TMAO), a microbial choline metabolism byproduct that is processed in the liver and excreted into circulation, is associated with increased atherosclerotic lesion formation and cardiovascular disease risk. Genetic regulators of TMAO levels are largely unknown. In the present study, we used 288 mice from a genetically heterogeneous mouse population [Diversity Outbred (DO)] to determine hepatic microRNA associations with TMAO in the context of an atherogenic diet. We also validated findings in two additional animal models of atherosclerosis: liver-specific insulin receptor knockout mice fed a chow diet (LIRKO) and African green monkeys fed high-fat/high-cholesterol diet. Small RNA-sequencing analysis in DO mice, LIRKO mice, and African green monkeys identified only one hepatic microRNA (miR-146a-5p) that is aberrantly expressed across all three models. Moreover, miR-146a-5p levels are associated with circulating TMAO after atherogenic diet in each of these models. We also performed high-resolution genetic mapping and identified a novel quantitative trait locus on Chromosome 12 for TMAO levels. This interval includes two genes, Numb and Dlst, which are inversely correlated with both miR-146a and TMAO and are predicted targets of miR-146a. Both of these genes have been validated as direct targets of miR-146a, though in other cellular contexts. This is the first report to our knowledge of a link between miR-146 and TMAO. Our findings suggest that miR-146-5p, as well as one or more genes at the Chromosome 12 QTL (possibly Numb or Dlst), is strongly linked to TMAO levels and likely involved in the control of atherosclerosis.
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Affiliation(s)
- Alisha R Coffey
- Curriculum in Genetics and Molecular Biology, University of North Carolina , Chapel Hill, North Carolina
| | - Matt Kanke
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University , Ithaca, New York
| | - Tangi L Smallwood
- Curriculum in Genetics and Molecular Biology, University of North Carolina , Chapel Hill, North Carolina
| | - Jody Albright
- Nutrition Research Institute, University of North Carolina, Kannapolis, North Carolina
| | - Wendy Pitman
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University , Ithaca, New York
| | - Raad Z Gharaibeh
- Department of Bioinformatics, University of North Carolina , Charlotte, North Carolina
| | - Kunjie Hua
- Department of Genetics, University of North Carolina , Chapel Hill, North Carolina
| | - Erik Gertz
- US Department of Agriculture, Agricultural Research Service Western Human Nutrition Research Center, Obesity and Metabolism Unit, Davis, California
| | - Sudha B Biddinger
- Division of Endocrinology, Boston Children's Hospital, Harvard Medical School , Boston, Massachusetts
| | - Ryan E Temel
- Department of Pharmacology and Nutritional Sciences, University of Kentucky , Lexington, Kentucky
| | - Daniel Pomp
- Department of Genetics, University of North Carolina , Chapel Hill, North Carolina
| | - Praveen Sethupathy
- Department of Biomedical Sciences, College of Veterinary Medicine, Cornell University , Ithaca, New York
| | - Brian J Bennett
- US Department of Agriculture, Agricultural Research Service Western Human Nutrition Research Center, Obesity and Metabolism Unit, Davis, California
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Xue J, Gharaibeh RZ, Pietryk EW, Brouwer C, Tarantino LM, Valdar W, Ideraabdullah FY. Impact of vitamin D depletion during development on mouse sperm DNA methylation. Epigenetics 2018; 13:959-974. [PMID: 30239288 DOI: 10.1080/15592294.2018.1526027] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Suboptimal environmental conditions during development can substantially alter the epigenome. Stable environmentally-induced changes to the germline epigenome, in particular, have important implications for the health of the next generation. We showed previously that developmental vitamin D depletion (DVD) resulted in loss of DNA methylation at several imprinted loci over two generations. Here, we assessed the impact of DVD on genome-wide methylation in mouse sperm in order to characterize the number, extent and distribution of methylation changes in response to DVD and to find genes that may be susceptible to this prevalent environmental perturbation. We detected 15,827 loci that were differentially methylated in DVD mouse sperm vs. controls. Most epimutations (69%) were loss of methylation, and the extent of methylation change and number of CpGs affected in a region were associated with genic location and baseline methylation state. Methylation response to DVD at validated loci was only detected in offspring that exhibited a phenotypic response to DVD (increased body and testes weight) suggesting the two types of responses are linked, though a causal relationship is unclear. Epimutations localized to regions enriched for developmental and metabolic genes and pathway analyses showed enrichment for Cadherin, Wnt, PDGF and Integrin signaling pathways. These findings show for the first time that vitamin D status during development leads to substantial DNA methylation changes across the sperm genome and that locus susceptibility is linked to genomic and epigenomic context.
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Affiliation(s)
- Jing Xue
- a Department of Genetics, School of Medicine , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA.,b Nutrition Research Institute , University of North Carolina at Chapel Hill , Kannapolis , NC , USA
| | - Raad Z Gharaibeh
- c Department of Bioinformatics and Genomics , University of North Carolina at Charlotte , Charlotte , NC , USA.,d UNC Charlotte Bioinformatics Service Division , North Carolina Research Campus , Kannapolis , NC , USA.,e Department of Medicine, Division of Gastroenterology , University of Florida , Gainesville , FL , USA
| | - Edward W Pietryk
- a Department of Genetics, School of Medicine , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA.,b Nutrition Research Institute , University of North Carolina at Chapel Hill , Kannapolis , NC , USA
| | - Cory Brouwer
- c Department of Bioinformatics and Genomics , University of North Carolina at Charlotte , Charlotte , NC , USA.,d UNC Charlotte Bioinformatics Service Division , North Carolina Research Campus , Kannapolis , NC , USA
| | - Lisa M Tarantino
- b Nutrition Research Institute , University of North Carolina at Chapel Hill , Kannapolis , NC , USA.,f Department of Psychiatry, School of Medicine , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA.,g Division of Pharmacotherapy and Experimental Therapeutics, Eshelman School of Pharmacy , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
| | - William Valdar
- b Nutrition Research Institute , University of North Carolina at Chapel Hill , Kannapolis , NC , USA.,h Lineberger Comprehensive Cancer Center , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
| | - Folami Y Ideraabdullah
- a Department of Genetics, School of Medicine , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA.,b Nutrition Research Institute , University of North Carolina at Chapel Hill , Kannapolis , NC , USA.,i Department of Nutrition, Gillings School of Public Health , University of North Carolina at Chapel Hill , Chapel Hill , NC , USA
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35
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Thomas RM, Gharaibeh RZ, Gauthier J, Beveridge M, Pope JL, Guijarro MV, Yu Q, He Z, Ohland C, Newsome R, Trevino J, Hughes SJ, Reinhard M, Winglee K, Fodor AA, Zajac-Kaye M, Jobin C. Intestinal microbiota enhances pancreatic carcinogenesis in preclinical models. Carcinogenesis 2018; 39:1068-1078. [PMID: 29846515 PMCID: PMC6067127 DOI: 10.1093/carcin/bgy073] [Citation(s) in RCA: 126] [Impact Index Per Article: 21.0] [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: 11/13/2017] [Revised: 04/12/2018] [Accepted: 05/25/2018] [Indexed: 01/18/2023] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is the third leading cause of cancer death in the United States yet data are scant regarding host factors influencing pancreatic carcinogenesis. Increasing evidence support the role of the host microbiota in carcinogenesis but its role in PDAC is not well established. Herein, we report that antibiotic-mediated microbial depletion of KrasG12D/PTENlox/+ mice showed a decreased proportion of poorly differentiated tumors compared to microbiota-intact KrasG12D/PTENlox/+ mice. Subsequent 16S rRNA PCR showed that ~50% of KrasG12D/PTENlox/+ mice with PDAC harbored intrapancreatic bacteria. To determine if a similar observation in humans correlates with presence of PDAC, benign and malignant human pancreatic surgical specimens demonstrated a microbiota by 16S bacterial sequencing and culture confirmation. However, the microbial composition did not differentiate PDAC from non-PDAC tissue. Furthermore, murine pancreas did not naturally acquire a pancreatic microbiota, as germ-free mice transferred to specific pathogen-free housing failed to acquire intrapancreatic bacteria over time, which was not augmented by a murine model of colitis. Finally, antibiotic-mediated microbial depletion of Nod-SCID mice, compared to microbiota-intact, showed increased time to PDAC xenograft formation, smaller tumors, and attenuated growth. Interestingly, both xenograft cohorts were devoid of intratumoral bacteria by 16S rRNA PCR, suggesting that intrapancreatic/intratumoral microbiota is not the sole driver of PDAC acceleration. Xenografts from microbiota-intact mice demonstrated innate immune suppression by immunohistochemistry and differential regulation of oncogenic pathways as determined by RNA sequencing. Our work supports a long-distance role of the intestinal microbiota on PDAC progression and opens new research avenues regarding pancreatic carcinogenesis.
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Affiliation(s)
- Ryan M Thomas
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, USA
- Department of Surgery, North Florida/South Georgia Veterans Health System, Gainesville, FL, USA
| | - Raad Z Gharaibeh
- Department of Medicine, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
| | - Josee Gauthier
- Department of Medicine, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
| | - Mark Beveridge
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, USA
| | - Jillian L Pope
- Department of Medicine, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
| | - Maria V Guijarro
- Department of Anatomy and Cell Biology, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
| | - Qin Yu
- Department of Medicine, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
| | - Zhen He
- Department of Medicine, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
| | - Christina Ohland
- Department of Medicine, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
| | - Rachel Newsome
- Department of Medicine, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
| | - Jose Trevino
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, USA
| | - Steven J Hughes
- Department of Surgery, University of Florida College of Medicine, Gainesville, FL, USA
| | - Mary Reinhard
- Laboratory of Comparative Pathology, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
| | - Kathryn Winglee
- Department of Bioinformatics and Genomics, The University of North Carolina at Charlotte College of Computing and Informatics, Charlotte, NC, USA
| | - Anthony A Fodor
- Department of Bioinformatics and Genomics, The University of North Carolina at Charlotte College of Computing and Informatics, Charlotte, NC, USA
| | - Maria Zajac-Kaye
- Department of Anatomy and Cell Biology, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
| | - Christian Jobin
- Department of Medicine, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
- Department of Anatomy and Cell Biology, University of Florida College of Veterinary Medicine, Gainesville, FL, USA
- Department of Infectious Disease and Immunology, University of Florida College of Medicine, Gainesville, FL 32610, USA
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Maltz RM, Keirsey J, Kim SC, Mackos AR, Gharaibeh RZ, Moore CC, Xu J, Bakthavatchalu V, Somogyi A, Bailey MT. Prolonged restraint stressor exposure in outbred CD-1 mice impacts microbiota, colonic inflammation, and short chain fatty acids. PLoS One 2018; 13:e0196961. [PMID: 29742146 PMCID: PMC5942810 DOI: 10.1371/journal.pone.0196961] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [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: 10/09/2017] [Accepted: 04/24/2018] [Indexed: 12/13/2022] Open
Abstract
Stressor-exposure has been shown to exacerbate inflammation and change the composition of the gastrointestinal microbiota; however stressor-induced effects on microbiota-derived metabolites and their receptors are unknown. Thus, bacterial-produced short chain fatty acids (SCFAs), as well as microbial community composition, were assessed in the colons of mice exposed to stress during infection with Citrobacter rodentium. Mice were exposed to overnight restraint on 7 consecutive nights, or left undisturbed as a control. After the first exposure of restraint, mice were orally challenged with C. rodentium or with vehicle. Microbial community composition was assessed using 16S rRNA gene sequencing and SCFA levels measured using gas chromatography-mass spectrometry (GC-MS). Pathogen levels and colonic inflammation were also assessed 6 days post-infection. Results demonstrated that the microbial community structure and SCFA production were significantly affected by both stressor exposure and C. rodentium-infection. Exposure to prolonged restraint in the absence of infection significantly reduced SCFAs (acetic acid, butyric acid, and propionic acid). Multiple bacterial taxa were affected by stressor exposure, with the relative abundance of Lactobacillus being significantly reduced and directly correlated with propionic acid. Lactobacillus abundances were inversely correlated with colonic inflammation, supporting the contention that Lactobacillus helps to regulate mucosal inflammatory responses. Our data indicates that restraint stressor can have significant effects on pathogen-induced colonic inflammation and suggest that stressor-induced changes in the microbiota, microbial-produced SCFAs and their receptors may be involved.
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Affiliation(s)
- Ross M. Maltz
- Pediatric Gastroenterology, Nationwide Children's Hospital, Columbus, OH, United States of America
- Center for Microbial Pathogenesis, The Research Institute, Nationwide Children’s Hospital, Columbus, OH, United States of America
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus, OH, United States of America
| | - Jeremy Keirsey
- Campus Chemical Instrumentation Center Mass Spec and Proteomics, The Ohio State University, Columbus, OH, United States of America
| | - Sandra C. Kim
- Pediatric Gastroenterology, Nationwide Children's Hospital, Columbus, OH, United States of America
- Department of Pediatrics, Division of Gastroenterology, Hepatology and Nutrition, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States of America
| | - Amy R. Mackos
- Center for Microbial Pathogenesis, The Research Institute, Nationwide Children’s Hospital, Columbus, OH, United States of America
| | - Raad Z. Gharaibeh
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, United States of America
- Bioinformatics Services Division, Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Kannapolis, NC, United States of America
| | - Cathy C. Moore
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, United States of America
| | - Jinyu Xu
- Center for Microbial Pathogenesis, The Research Institute, Nationwide Children’s Hospital, Columbus, OH, United States of America
| | - Vasudevan Bakthavatchalu
- The Division of Comparative Medicine, Massachusetts Institute of Technology, Cambridge, MA, United States of America
| | - Arpad Somogyi
- Campus Chemical Instrumentation Center Mass Spec and Proteomics, The Ohio State University, Columbus, OH, United States of America
| | - Michael T. Bailey
- Center for Microbial Pathogenesis, The Research Institute, Nationwide Children’s Hospital, Columbus, OH, United States of America
- Department of Pediatrics, The Ohio State University College of Medicine, Columbus, OH, United States of America
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Sun X, Winglee K, Gharaibeh RZ, Gauthier J, He Z, Tripathi P, Avram D, Bruner S, Fodor A, Jobin C. Microbiota-Derived Metabolic Factors Reduce Campylobacteriosis in Mice. Gastroenterology 2018; 154:1751-1763.e2. [PMID: 29408609 PMCID: PMC5927838 DOI: 10.1053/j.gastro.2018.01.042] [Citation(s) in RCA: 54] [Impact Index Per Article: 9.0] [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: 07/31/2017] [Revised: 01/05/2018] [Accepted: 01/25/2018] [Indexed: 12/31/2022]
Abstract
BACKGROUND & AIMS Campylobacter jejuni, a prevalent foodborne bacterial pathogen, exploits the host innate response to induce colitis. Little is known about the roles of microbiota in C jejuni-induced intestinal inflammation. We investigated interactions between microbiota and intestinal cells during C jejuni infection of mice. METHODS Germ-free C57BL/6 Il10-/- mice were colonized with conventional microbiota and infected with a single dose of C jejuni (109 colony-forming units/mouse) via gavage. Conventional microbiota were cultured under aerobic, microaerobic, or anaerobic conditions and orally transplanted into germ-free Il10-/- mice. Colon tissues were collected from mice and analyzed by histology, real-time polymerase chain reaction, and immunoblotting. Fecal microbiota and bile acids were analyzed with 16S sequencing and high-performance liquid chromatography with mass spectrometry, respectively. RESULTS Introduction of conventional microbiota reduced C jejuni-induced colitis in previously germ-free Il10-/- mice, independent of fecal load of C jejuni, accompanied by reduced activation of mammalian target of rapamycin. Microbiota transplantation and 16S ribosomal DNA sequencing experiments showed that Clostridium XI, Bifidobacterium, and Lactobacillus were enriched in fecal samples from mice colonized with microbiota cultured in anaerobic conditions (which reduce colitis) compared with mice fed microbiota cultured under aerobic conditions (susceptible to colitis). Oral administration to mice of microbiota-derived secondary bile acid sodium deoxycholate, but not ursodeoxycholic acid or lithocholic acid, reduced C jejuni-induced colitis. Depletion of secondary bile acid-producing bacteria with antibiotics that kill anaerobic bacteria (clindamycin) promoted C jejuni-induced colitis in specific pathogen-free Il10-/- mice compared with the nonspecific antibiotic nalidixic acid; colitis induction by antibiotics was associated with reduced level of luminal deoxycholate. CONCLUSIONS We identified a mechanism by which the microbiota controls susceptibility to C jejuni infection in mice, via bacteria-derived secondary bile acids.
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Affiliation(s)
- Xiaolun Sun
- Department of Medicine, University of Florida, Gainesville, Florida; Center of Excellence for Poultry Science, University of Arkansas, Fayetteville, Arkansas.
| | - Kathryn Winglee
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, North Carolina
| | - Raad Z Gharaibeh
- Department of Medicine, University of Florida, Gainesville, Florida
| | - Josee Gauthier
- Department of Medicine, University of Florida, Gainesville, Florida
| | - Zhen He
- Department of Medicine, University of Florida, Gainesville, Florida
| | | | - Dorina Avram
- Department of Medicine, University of Florida, Gainesville, Florida
| | - Steven Bruner
- Department of Chemistry, University of Florida, Gainesville, Florida
| | - Anthony Fodor
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, North Carolina
| | - Christian Jobin
- Department of Medicine, University of Florida, Gainesville, Florida; Department of Infectious Diseases and Pathology, University of Florida, Gainesville, Florida; Department of Anatomy and Cell Biology, University of Florida, Gainesville, Florida.
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Rogala AR, Schoenborn AA, Fee BE, Cantillana VA, Joyce MJ, Gharaibeh RZ, Roy S, Fodor AA, Sartor RB, Taylor GA, Gulati AS. Environmental factors regulate Paneth cell phenotype and host susceptibility to intestinal inflammation in Irgm1-deficient mice. Dis Model Mech 2018; 11:dmm.031070. [PMID: 29361512 PMCID: PMC5894938 DOI: 10.1242/dmm.031070] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2017] [Accepted: 12/14/2017] [Indexed: 12/29/2022] Open
Abstract
Crohn's disease (CD) represents a chronic inflammatory disorder of the intestinal tract. Several susceptibility genes have been linked to CD, though their precise role in the pathogenesis of this disorder remains unclear. Immunity-related GTPase M (IRGM) is an established risk allele in CD. We have shown previously that conventionally raised (CV) mice lacking the IRGM ortholog, Irgm1 exhibit abnormal Paneth cells (PCs) and increased susceptibility to intestinal injury. In the present study, we sought to utilize this model system to determine if environmental conditions impact these phenotypes, as is thought to be the case in human CD. To accomplish this, wild-type and Irgm1−/− mice were rederived into specific pathogen-free (SPF) and germ-free (GF) conditions. We next assessed how these differential housing environments influenced intestinal injury patterns, and epithelial cell morphology and function in wild-type and Irgm1−/− mice. Remarkably, in contrast to CV mice, SPF Irgm1−/− mice showed only a slight increase in susceptibility to dextran sodium sulfate-induced inflammation. SPF Irgm1−/− mice also displayed minimal abnormalities in PC number and morphology, and in antimicrobial peptide expression. Goblet cell numbers and epithelial proliferation were also unaffected by Irgm1 in SPF conditions. No microbial differences were observed between wild-type and Irgm1−/− mice, but gut bacterial communities differed profoundly between CV and SPF mice. Specifically, Helicobacter sequences were significantly increased in CV mice; however, inoculating SPF Irgm1−/− mice with Helicobacter hepaticus was not sufficient to transmit a pro-inflammatory phenotype. In summary, our findings suggest the impact of Irgm1-deficiency on susceptibility to intestinal inflammation and epithelial function is critically dependent on environmental influences. This work establishes the importance of Irgm1−/− mice as a model to elucidate host-environment interactions that regulate mucosal homeostasis and intestinal inflammatory responses. Defining such interactions will be essential for developing novel preventative and therapeutic strategies for human CD. Summary: In this study, we rederived conventionally raised Irgm1-deficient mice into specific pathogen-free and germ-free conditions. We show that these environments determine how Irgm1 regulates Paneth cell function and gut inflammation susceptibility.
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Affiliation(s)
- Allison R Rogala
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,Department of Pediatrics, Division of Gastroenterology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Alexi A Schoenborn
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,Department of Pediatrics, Division of Gastroenterology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Brian E Fee
- Geriatric Research, Education, and Clinical Center, VA Medical Center, Durham, NC 27705, USA
| | - Viviana A Cantillana
- Departments of Medicine; Molecular Genetics and Microbiology; and Immunology; Division of Geriatrics, and Center for the Study of Aging and Human Development, Duke University Medical Center, Durham, NC 27710, USA
| | - Maria J Joyce
- Department of Medicine, Division of Infectious Disease, Duke University Medical Center, Durham, NC 27710, USA
| | - Raad Z Gharaibeh
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC 28223, USA
| | - Sayanty Roy
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,Department of Pediatrics, Division of Gastroenterology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Anthony A Fodor
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC 28223, USA
| | - R Balfour Sartor
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,Department of Medicine, Division of Gastroenterology and Hepatology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Gregory A Taylor
- Geriatric Research, Education, and Clinical Center, VA Medical Center, Durham, NC 27705, USA.,Departments of Medicine; Molecular Genetics and Microbiology; and Immunology; Division of Geriatrics, and Center for the Study of Aging and Human Development, Duke University Medical Center, Durham, NC 27710, USA
| | - Ajay S Gulati
- Center for Gastrointestinal Biology and Disease, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA .,Department of Pediatrics, Division of Gastroenterology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,Department of Pathology and Laboratory Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
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Winglee K, Howard AG, Sha W, Gharaibeh RZ, Liu J, Jin D, Fodor AA, Gordon-Larsen P. Recent urbanization in China is correlated with a Westernized microbiome encoding increased virulence and antibiotic resistance genes. Microbiome 2017; 5:121. [PMID: 28915922 PMCID: PMC5603068 DOI: 10.1186/s40168-017-0338-7] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2017] [Accepted: 09/06/2017] [Indexed: 05/20/2023]
Abstract
BACKGROUND Urbanization is associated with an increased risk for a number of diseases, including obesity, diabetes, and cancer, which all also show associations with the microbiome. While microbial community composition has been shown to vary across continents and in traditional versus Westernized societies, few studies have examined urban-rural differences in neighboring communities within a single country undergoing rapid urbanization. In this study, we compared the gut microbiome, plasma metabolome, dietary habits, and health biomarkers of rural and urban people from a single Chinese province. RESULTS We identified significant differences in the microbiota and microbiota-related plasma metabolites in rural versus recently urban subjects from the Hunan province of China. Microbes with higher relative abundance in Chinese urban samples have been associated with disease in other studies and were substantially more prevalent in the Human Microbiome Project cohort of American subjects. Furthermore, using whole metagenome sequencing, we found that urbanization was associated with a loss of microbial diversity and changes in the relative abundances of Viruses, Archaea, and Bacteria. Gene diversity, however, increased with urbanization, along with the proportion of reads associated with antibiotic resistance and virulence, which were strongly correlated with the presence of Escherichia and Shigella. CONCLUSIONS Our data suggest that urbanization has produced convergent evolution of the gut microbial composition in American and urban Chinese populations, resulting in similar compositional patterns of abundant microbes through similar lifestyles on different continents, including a loss of potentially beneficial bacteria and an increase in potentially harmful genes via increased relative abundance of Escherichia and Shigella.
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Affiliation(s)
- Kathryn Winglee
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, 28223, USA
| | - Annie Green Howard
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27516, USA
| | - Wei Sha
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Kannapolis, NC, 28081, USA
| | - Raad Z Gharaibeh
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Kannapolis, NC, 28081, USA
- Bioinformatics Services Division, Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, 28081, USA
- Department of Medicine, Division of Gastroenterology, University of Florida, CGRC, Gainesville, FL, 32610, USA
| | - Jiawu Liu
- Department of Nutrition and Chronic Disease Prevention, Hunan Center for Disease Control and Prevention, Changsha, Hunan Province, 410005, China
| | - Donghui Jin
- Department of Nutrition and Chronic Disease Prevention, Hunan Center for Disease Control and Prevention, Changsha, Hunan Province, 410005, China
| | - Anthony A Fodor
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC, 28223, USA
| | - Penny Gordon-Larsen
- Department of Nutrition, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, 27516, USA.
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Pollet RM, D'Agostino EH, Walton WG, Xu Y, Little MS, Biernat KA, Pellock SJ, Patterson LM, Creekmore BC, Isenberg HN, Bahethi RR, Bhatt AP, Liu J, Gharaibeh RZ, Redinbo MR. An Atlas of β-Glucuronidases in the Human Intestinal Microbiome. Structure 2017; 25:967-977.e5. [PMID: 28578872 PMCID: PMC5533298 DOI: 10.1016/j.str.2017.05.003] [Citation(s) in RCA: 131] [Impact Index Per Article: 18.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2017] [Revised: 03/15/2017] [Accepted: 05/05/2017] [Indexed: 01/16/2023]
Abstract
Microbiome-encoded β-glucuronidase (GUS) enzymes play important roles in human health by metabolizing drugs in the gastrointestinal (GI) tract. The numbers, types, and diversity of these proteins in the human GI microbiome, however, remain undefined. We present an atlas of GUS enzymes comprehensive for the Human Microbiome Project GI database. We identify 3,013 total and 279 unique microbiome-encoded GUS proteins clustered into six unique structural categories. We assign their taxonomy, assess cellular localization, reveal the inter-individual variability within the 139 individuals sampled, and discover 112 novel microbial GUS enzymes. A representative in vitro panel of the most common GUS proteins by read abundances highlights structural and functional variabilities within the family, including their differential processing of smaller glucuronides and larger carbohydrates. These data provide a sequencing-to-molecular roadmap for examining microbiome-encoded enzymes essential to human health.
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Affiliation(s)
- Rebecca M Pollet
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Emma H D'Agostino
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - William G Walton
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Yongmei Xu
- Department of Chemical Biology and Medicinal Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Michael S Little
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Kristen A Biernat
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Samuel J Pellock
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Loraine M Patterson
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Benjamin C Creekmore
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Hanna N Isenberg
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Rohini R Bahethi
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Aadra P Bhatt
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Jian Liu
- Department of Chemical Biology and Medicinal Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Raad Z Gharaibeh
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC 28223, USA
| | - Matthew R Redinbo
- Department of Chemistry, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA; Departments of Biochemistry, Microbiology, and Genomics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.
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Ray A, Basu S, Gharaibeh RZ, Cook LC, Kumar R, Lefkowitz EJ, Walker CR, Morrow CD, Franklin CL, Geiger TL, Salzman NH, Fodor A, Dittel BN. Gut Microbial Dysbiosis Due to Helicobacter Drives an Increase in Marginal Zone B Cells in the Absence of IL-10 Signaling in Macrophages. J Immunol 2015; 195:3071-85. [PMID: 26324769 DOI: 10.4049/jimmunol.1500153] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2015] [Accepted: 07/24/2015] [Indexed: 12/22/2022]
Abstract
It is clear that IL-10 plays an essential role in maintaining homeostasis in the gut in response to the microbiome. However, it is unknown whether IL-10 also facilitates immune homeostasis at distal sites. To address this question, we asked whether splenic immune populations were altered in IL-10-deficient (Il10(-/-)) mice in which differences in animal husbandry history were associated with susceptibility to spontaneous enterocolitis that is microbiome dependent. The susceptible mice exhibited a significant increase in splenic macrophages, neutrophils, and marginal zone (MZ) B cells that was inhibited by IL-10 signaling in myeloid, but not B cells. The increase in macrophages was due to increased proliferation that correlated with a subsequent enhancement in MZ B cell differentiation. Cohousing and antibiotic treatment studies suggested that the alteration in immune homeostasis in the spleen was microbiome dependent. The 16S rRNA sequencing revealed that susceptible mice harbored a different microbiome with a significant increase in the abundance of the bacterial genus Helicobacter. The introduction of Helicobacter hepaticus to the gut of nonsusceptible mice was sufficient to drive macrophage expansion and MZ B cell development. Given that myeloid cells and MZ B cells are part of the first line of defense against blood-borne pathogens, their increase following a breach in the gut epithelial barrier would be protective. Thus, IL-10 is an essential gatekeeper that maintains immune homeostasis at distal sites that can become functionally imbalanced upon the introduction of specific pathogenic bacteria to the intestinal track.
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Affiliation(s)
- Avijit Ray
- Blood Research Institute, BloodCenter of Wisconsin, Milwaukee, WI 53201
| | - Sreemanti Basu
- Blood Research Institute, BloodCenter of Wisconsin, Milwaukee, WI 53201
| | - Raad Z Gharaibeh
- Bioinformatics Services Division, Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC 28223; Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC 28223
| | - Lydia C Cook
- Department of Veterinary Pathobiology, University of Missouri, Columbia, MO 65211
| | - Ranjit Kumar
- Center for Clinical and Translational Sciences, University of Alabama at Birmingham, Birmingham, AL 35233
| | - Elliot J Lefkowitz
- Department of Cell, Developmental, and Integrative Biology, University of Alabama at Birmingham, Birmingham AL 35233
| | - Catherine R Walker
- Faculty of Life Sciences, University of Manchester, Manchester M13 9PL, United Kingdom
| | - Casey D Morrow
- Department of Microbiology, University of Alabama at Birmingham, Birmingham, AL 35233
| | - Craig L Franklin
- Department of Veterinary Pathobiology, University of Missouri, Columbia, MO 65211
| | - Terrence L Geiger
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN 38105; and
| | - Nita H Salzman
- Division of Gastroenterology, Department of Pediatrics, Medical College of Wisconsin, Milwaukee, WI 53226
| | - Anthony Fodor
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, NC 28223
| | - Bonnie N Dittel
- Blood Research Institute, BloodCenter of Wisconsin, Milwaukee, WI 53201;
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Arthur JC, Gharaibeh RZ, Mühlbauer M, Perez-Chanona E, Uronis JM, McCafferty J, Fodor AA, Jobin C. Microbial genomic analysis reveals the essential role of inflammation in bacteria-induced colorectal cancer. Nat Commun 2014; 5:4724. [PMID: 25182170 PMCID: PMC4155410 DOI: 10.1038/ncomms5724] [Citation(s) in RCA: 251] [Impact Index Per Article: 25.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2013] [Accepted: 07/17/2014] [Indexed: 02/07/2023] Open
Abstract
Enterobacteria, especially Escherichia coli, are abundant in patients with inflammatory bowel disease or colorectal cancer (CRC). However, it is unclear whether cancer is promoted by inflammation-induced expansion of E. coli and/or changes in expression of specific microbial genes. Here we use longitudinal (2, 12 and 20 weeks) 16S rRNA sequencing of luminal microbiota from ex-germ free mice to show that inflamed Il10−/− mice maintain a higher abundance of Enterobacteriaceae than healthy wild-type mice. Experiments with mono-colonized Il10−/− mice reveal that host inflammation is necessary for E. coli cancer-promoting activity. RNA-sequence analysis indicates significant changes in E. coli gene catalogue in Il10−/− mice, with changes mostly driven by adaptation to the intestinal environment. Expression of specific genes present in the tumor-promoting E. coli pks island are modulated by inflammation/CRC development. Thus, progression of inflammation in Il10−/− mice supports Enterobacteriaceae and alters a small subset of microbial genes important for tumor development.
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Affiliation(s)
- Janelle C Arthur
- 1] Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27713, USA [2]
| | - Raad Z Gharaibeh
- 1] Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, North Carolina 28223, USA [2] Bioinformatics Services Division, Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Kannapolis, North Carolina 28081, USA [3]
| | - Marcus Mühlbauer
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27713, USA
| | - Ernesto Perez-Chanona
- 1] Department of Pharmacology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27713, USA [2] Department of Medicine, University of Florida, Gainesville, Florida 32611, USA
| | - Joshua M Uronis
- 1] Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27713, USA [2]
| | - Jonathan McCafferty
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, North Carolina 28223, USA
| | - Anthony A Fodor
- Department of Bioinformatics and Genomics, University of North Carolina at Charlotte, Charlotte, North Carolina 28223, USA
| | - Christian Jobin
- 1] Department of Medicine, University of Florida, Gainesville, Florida 32611, USA [2] Department of Infectious Diseases and Pathology, University of Florida, Gainesville, Florida 32611, USA
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43
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Hanna EM, Hamp TJ, McKillop IH, Bahrani-Mougeot F, Martinie JB, Horton JM, Sindram D, Gharaibeh RZ, Fodor AA, Iannitti DA. Comparison of culture and molecular techniques for microbial community characterization in infected necrotizing pancreatitis. J Surg Res 2014; 191:362-9. [PMID: 24952411 DOI: 10.1016/j.jss.2014.05.003] [Citation(s) in RCA: 8] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2013] [Revised: 02/26/2014] [Accepted: 05/01/2014] [Indexed: 01/04/2023]
Abstract
BACKGROUND Infected necrotizing pancreatitis is associated with significant morbidity and mortality. Peripancreatic fluid cultures may fail to identify all the infecting organisms. The aim of this study was to compare the bacterial biome of peripancreatic fluid from infected necrotizing pancreatitis patients using 16S ribosomal RNA (rRNA) DNA deep sequencing and quantitative polymerase chain reaction (qPCR) targeting the 16S rRNA gene versus standard laboratory culture. MATERIALS AND METHODS Peripancreatic fluid was collected during operative or radiologic intervention and samples sent for culture. In parallel, microbial DNA was extracted, qPCR targeting the 16S rRNA gene and 16S rRNA PCR amplification followed by Illumina deep sequencing were performed. RESULTS Using culture techniques, the bacterial strains most frequently identified were gram-negative rods (Escherichia coli, Klebsiella pneumoniae) and Enterococcus. Samples in which culture results were negative had copy numbers of the 16S rRNA gene close to background in qPCR analysis. For samples with high bacterial load, sequencing results were in some cases in good agreement with culture data, whereas in others there were disagreements, likely due to differences in taxonomic classification, cultivability, and differing susceptibility to background contamination. Sequencing results appeared generally unreliable in cases of negative culture where little microbial DNA was input into qPCR sequencing reactions. CONCLUSIONS Both sequencing and culture data display their own sources of bias and potential error. Consideration of data from multiple techniques will yield a more accurate view of bacterial infections than can be achieved by any single technique.
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Affiliation(s)
- Erin M Hanna
- Department of Surgery, Carolinas Medical Center, Charlotte, North Carolina
| | - Timothy J Hamp
- Department of Bioinformatics and Genomics, UNC Charlotte, Charlotte, North Carolina
| | - Iain H McKillop
- Department of Surgery, Carolinas Medical Center, Charlotte, North Carolina.
| | | | - John B Martinie
- Department of Surgery, Carolinas Medical Center, Charlotte, North Carolina
| | - James M Horton
- Department of Internal Medicine, Carolinas Medical Center, Charlotte, North Carolina
| | - David Sindram
- Department of Surgery, Carolinas Medical Center, Charlotte, North Carolina
| | - Raad Z Gharaibeh
- Department of Bioinformatics and Genomics, UNC Charlotte, Charlotte, North Carolina; Department of Bioinformatics and Genomics, Bioinformatics Services Division, UNC Charlotte, Kannapolis, North Carolina
| | - Anthony A Fodor
- Department of Bioinformatics and Genomics, UNC Charlotte, Charlotte, North Carolina
| | - David A Iannitti
- Department of Surgery, Carolinas Medical Center, Charlotte, North Carolina
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44
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Kavanagh K, Wylie AT, Tucker KL, Hamp TJ, Gharaibeh RZ, Fodor AA, Cullen JM. Reply to KN Litwak and S Levin. Am J Clin Nutr 2014; 99:210. [PMID: 24363257 DOI: 10.3945/ajcn.113.074633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Kylie Kavanagh
- Department of Pathology Section on Comparative Medicine and Lipid Sciences Wake Forest University Health Sciences Medical Center Boulevard Winston-Salem, NC 27127 E-mail:
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Stokell JR, Gharaibeh RZ, Steck TR. Rapid emergence of a ceftazidime-resistant Burkholderia multivorans strain in a Cystic Fibrosis patient. J Cyst Fibros 2013; 12:812-6. [DOI: 10.1016/j.jcf.2013.01.009] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2012] [Revised: 01/30/2013] [Accepted: 01/31/2013] [Indexed: 10/27/2022]
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46
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Kavanagh K, Wylie AT, Tucker KL, Hamp TJ, Gharaibeh RZ, Fodor AA, Cullen JM. Reply to JS White. Am J Clin Nutr 2013; 98:1370. [PMID: 24142242 PMCID: PMC3798085 DOI: 10.3945/ajcn.113.072264] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Affiliation(s)
- Kylie Kavanagh
- Department of Pathology Section on Comparative Medicine and Lipid Sciences Wake Forest University Health Sciences Medical Center Boulevard Winston Salem, NC 27127 E-mail:
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Arthur JC, Gharaibeh RZ, Uronis JM, Perez-Chanona E, Sha W, Tomkovich S, Mühlbauer M, Fodor AA, Jobin C. VSL#3 probiotic modifies mucosal microbial composition but does not reduce colitis-associated colorectal cancer. Sci Rep 2013; 3:2868. [PMID: 24100376 PMCID: PMC3792409 DOI: 10.1038/srep02868] [Citation(s) in RCA: 83] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2013] [Accepted: 09/18/2013] [Indexed: 02/07/2023] Open
Abstract
Although probiotics have shown success in preventing the development of experimental colitis-associated colorectal cancer (CRC), beneficial effects of interventional treatment are relatively unknown. Here we show that interventional treatment with VSL#3 probiotic alters the luminal and mucosally-adherent microbiota, but does not protect against inflammation or tumorigenesis in the azoxymethane (AOM)/Il10−/− mouse model of colitis-associated CRC. VSL#3 (109 CFU/animal/day) significantly enhanced tumor penetrance, multiplicity, histologic dysplasia scores, and adenocarcinoma invasion relative to VSL#3-untreated mice. Illumina 16S sequencing demonstrated that VSL#3 significantly decreased (16-fold) the abundance of a bacterial taxon assigned to genus Clostridium in the mucosally-adherent microbiota. Mediation analysis by linear models suggested that this taxon was a contributing factor to increased tumorigenesis in VSL#3-fed mice. We conclude that VSL#3 interventional therapy can alter microbial community composition and enhance tumorigenesis in the AOM/Il10−/− model.
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Kavanagh K, Wylie AT, Tucker KL, Hamp TJ, Gharaibeh RZ, Fodor AA, Cullen JMC. Dietary fructose induces endotoxemia and hepatic injury in calorically controlled primates. Am J Clin Nutr 2013; 98:349-57. [PMID: 23783298 PMCID: PMC3712547 DOI: 10.3945/ajcn.112.057331] [Citation(s) in RCA: 78] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Controversy exists regarding the causative role of dietary fructose in obesity and fatty liver diseases. Clinical trials have indicated that negative health consequences may occur only when fructose is consumed within excess calories. Animal studies have suggested that fructose impairs intestinal integrity and leads to hepatic steatosis (HS). OBJECTIVES We assessed nonhuman primates after chronic ad libitum and short-term calorically controlled consumption of a high-fructose (HFr), low-fat diet (24% of calories). Microbial translocation (MT), microbiome, and metabolic health indexes were evaluated. DESIGN Seventeen monkeys fed 0.3–7 y of an HFr ad libitum diet were compared with 10 monkeys fed a low-fructose, low-fat diet (control). Ten middle-aged, weight-stable, fructose-naive monkeys were stratified into HFr and control groups fed for 6 wk at caloric amounts required to maintain weight stability. Metabolic endpoints, feces, liver, small and large intestinal biopsies, and portal blood samples were collected. RESULTS Monkeys allowed ad libitum HFr developed HS in contrast to the control diet, and the extent of ectopic fat was related to the duration of feeding. Diabetes incidence also increased. Monkeys that consumed calorically controlled HFr showed significant increases in biomarkers of liver damage, endotoxemia, and MT indexes and a trend for greater hepatitis that was related to MT; however, HS did not develop. CONCLUSIONS Even in the absence of weight gain, fructose rapidly causes liver damage that we suggest is secondary to endotoxemia and MT. HS relates to the duration of fructose consumption and total calories consumed. These data support fructose inducing both MT and ectopic fat deposition in primates.
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Affiliation(s)
- Kylie Kavanagh
- Department of Pathology Section on Comparative Medicine and Lipid Sciences, Wake Forest University Health Sciences, Medical Center Boulevard, Winston-Salem, NC 27127, USA.
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Garhyan J, Gharaibeh RZ, McGee S, Gibas CJ. The illusion of specific capture: surface and solution studies of suboptimal oligonucleotide hybridization. BMC Res Notes 2013; 6:72. [PMID: 23445545 PMCID: PMC3599332 DOI: 10.1186/1756-0500-6-72] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2012] [Accepted: 02/22/2013] [Indexed: 11/13/2022] Open
Abstract
Background Hybridization based assays and capture systems depend on the specificity of hybridization between a probe and its intended target. A common guideline in the construction of DNA microarrays, for instance, is that avoiding complementary stretches of more than 15 nucleic acids in a 50 or 60-mer probe will eliminate sequence specific cross-hybridization reactions. Here we present a study of the behavior of partially matched oligonucleotide pairs with complementary stretches starting well below this threshold complementarity length – in silico, in solution, and at the microarray surface. The modeled behavior of pairs of oligonucleotide probes and their targets suggests that even a complementary stretch of sequence 12 nt in length would give rise to specific cross-hybridization. We designed a set of binding partners to a 50-mer oligonucleotide containing complementary stretches from 6 nt to 21 nt in length. Results Solution melting experiments demonstrate that stable partial duplexes can form when only 12 bp of complementary sequence are present; surface hybridization experiments confirm that a signal close in magnitude to full-strength signal can be obtained from hybridization of a 12 bp duplex within a 50mer oligonucleotide. Conclusions Microarray and other molecular capture strategies that rely on a 15 nt lower complementarity bound for eliminating specific cross-hybridization may not be sufficiently conservative.
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Affiliation(s)
- Jaishree Garhyan
- Department of Bioinformatics and Genomics, The University of North Carolina at Charlotte, Charlotte, NC, USA
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50
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Gharaibeh RZ, Fodor AA, Gibas CJ. Accurate estimates of microarray target concentration from a simple sequence-independent Langmuir model. PLoS One 2010; 5:e14464. [PMID: 21209932 PMCID: PMC3012684 DOI: 10.1371/journal.pone.0014464] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [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: 07/07/2010] [Accepted: 12/01/2010] [Indexed: 11/18/2022] Open
Abstract
Background Microarray technology is a commonly used tool for assessing global gene expression. Many models for estimation of target concentration based on observed microarray signal have been proposed, but, in general, these models have been complex and platform-dependent. Principal Findings We introduce a universal Langmuir model for estimation of absolute target concentration from microarray experiments. We find that this sequence-independent model, characterized by only three free parameters, yields excellent predictions for four microarray platforms, including Affymetrix, Agilent, Illumina and a custom-printed microarray. The model also accurately predicts concentration for the MAQC data sets. This approach significantly reduces the computational complexity of quantitative target concentration estimates. Conclusions Using a simple form of the Langmuir isotherm model, with a minimum of parameters and assumptions, and without explicit modeling of individual probe properties, we were able to recover absolute transcript concentrations with high R2 on four different array platforms. The results obtained here suggest that with a “spiked-in” concentration series targeting as few as 5–10 genes, reliable estimation of target concentration can be achieved for the entire microarray.
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Affiliation(s)
- Raad Z. Gharaibeh
- Department of Bioinformatics and Genomics, The University of North Carolina at Charlotte, Charlotte, North Carolina, United States of America
| | - Anthony A. Fodor
- Department of Bioinformatics and Genomics, The University of North Carolina at Charlotte, Charlotte, North Carolina, United States of America
| | - Cynthia J. Gibas
- Department of Bioinformatics and Genomics, The University of North Carolina at Charlotte, Charlotte, North Carolina, United States of America
- * E-mail:
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