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Kulecka M, Czarnowski P, Bałabas A, Turkot M, Kruczkowska-Tarantowicz K, Żeber-Lubecka N, Dąbrowska M, Paszkiewicz-Kozik E, Walewski J, Ługowska I, Koseła-Paterczyk H, Rutkowski P, Kluska A, Piątkowska M, Jagiełło-Gruszfeld A, Tenderenda M, Gawiński C, Wyrwicz L, Borucka M, Krzakowski M, Zając L, Kamiński M, Mikula M, Ostrowski J. Microbial and Metabolic Gut Profiling across Seven Malignancies Identifies Fecal Faecalibacillus intestinalis and Formic Acid as Commonly Altered in Cancer Patients. Int J Mol Sci 2024; 25:8026. [PMID: 39125593 PMCID: PMC11311272 DOI: 10.3390/ijms25158026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Revised: 07/18/2024] [Accepted: 07/19/2024] [Indexed: 08/12/2024] Open
Abstract
The key association between gut dysbiosis and cancer is already known. Here, we used whole-genome shotgun sequencing (WGS) and gas chromatography/mass spectrometry (GC/MS) to conduct metagenomic and metabolomic analyses to identify common and distinct taxonomic configurations among 40, 45, 71, 34, 50, 60, and 40 patients with colorectal cancer, stomach cancer, breast cancer, lung cancer, melanoma, lymphoid neoplasms and acute myeloid leukemia (AML), respectively, and compared the data with those from sex- and age-matched healthy controls (HC). α-diversity differed only between the lymphoid neoplasm and AML groups and their respective HC, while β-diversity differed between all groups and their HC. Of 203 unique species, 179 and 24 were under- and over-represented, respectively, in the case groups compared with HC. Of these, Faecalibacillus intestinalis was under-represented in each of the seven groups studied, Anaerostipes hadrus was under-represented in all but the stomach cancer group, and 22 species were under-represented in the remaining five case groups. There was a marked reduction in the gut microbiome cancer index in all case groups except the AML group. Of the short-chain fatty acids and amino acids tested, the relative concentration of formic acid was significantly higher in each of the case groups than in HC, and the abundance of seven species of Faecalibacterium correlated negatively with most amino acids and formic acid, and positively with the levels of acetic, propanoic, and butanoic acid. We found more differences than similarities between the studied malignancy groups, with large variations in diversity, taxonomic/metabolomic profiles, and functional assignments. While the results obtained may demonstrate trends rather than objective differences that correlate with different types of malignancy, the newly developed gut microbiota cancer index did distinguish most of the cancer cases from HC. We believe that these data are a promising step forward in the search for new diagnostic and predictive tests to assess intestinal dysbiosis among cancer patients.
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Affiliation(s)
- Maria Kulecka
- Department of Gastroenterology, Hepatology and Clinical Oncology, Centre of Postgraduate Medical Education, 02-781 Warsaw, Poland
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Paweł Czarnowski
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Aneta Bałabas
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Maryla Turkot
- Department of Gastroenterology, Hepatology and Clinical Oncology, Centre of Postgraduate Medical Education, 02-781 Warsaw, Poland
- Department of Cancer Prevention, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Kamila Kruczkowska-Tarantowicz
- Department of Internal Medicine and Hematology, Military Institute of Medicine—National Research Institute, 04-141 Warsaw, Poland
| | - Natalia Żeber-Lubecka
- Department of Gastroenterology, Hepatology and Clinical Oncology, Centre of Postgraduate Medical Education, 02-781 Warsaw, Poland
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Michalina Dąbrowska
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Ewa Paszkiewicz-Kozik
- Department of Lymphoid Malignancies, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Jan Walewski
- Department of Lymphoid Malignancies, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Iwona Ługowska
- Early Phase Clinical Trials Unit, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Hanna Koseła-Paterczyk
- Department of Soft Tissue/Bone Sarcoma and Melanoma, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Piotr Rutkowski
- Department of Soft Tissue/Bone Sarcoma and Melanoma, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Anna Kluska
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Magdalena Piątkowska
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Agnieszka Jagiełło-Gruszfeld
- Department of Breast Cancer & Reconstructive Surgery, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Michał Tenderenda
- Department of Oncological Surgery and Neuroendocrine Tumors, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Cieszymierz Gawiński
- Department of Oncology and Radiotherapy, Maria Sklodowska-Curie National Cancer Research Institute, 02-781 Warsaw, Poland
| | - Lucjan Wyrwicz
- Department of Oncology and Radiotherapy, Maria Sklodowska-Curie National Cancer Research Institute, 02-781 Warsaw, Poland
| | - Magdalena Borucka
- Department of Lung and Chest Cancer, Maria Skłodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Maciej Krzakowski
- Department of Lung and Chest Cancer, Maria Skłodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Leszek Zając
- Department of Gastrointestinal Surgical Oncology, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Michał Kamiński
- Department of Gastroenterology, Hepatology and Clinical Oncology, Centre of Postgraduate Medical Education, 02-781 Warsaw, Poland
- Department of Cancer Prevention, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Michał Mikula
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
| | - Jerzy Ostrowski
- Department of Gastroenterology, Hepatology and Clinical Oncology, Centre of Postgraduate Medical Education, 02-781 Warsaw, Poland
- Department of Genetics, Maria Sklodowska-Curie National Research Institute of Oncology, 02-781 Warsaw, Poland
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Wang C, Guo H, Bai J, Yu L, Tian F, Zhao J, Zhang H, Chen W, Zhai Q. The roles of different Bacteroides uniformis strains in alleviating DSS-induced ulcerative colitis and related functional genes. Food Funct 2024; 15:3327-3339. [PMID: 38465411 DOI: 10.1039/d3fo04863b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/12/2024]
Abstract
Bacteroides is a common intestinal bacterium closely associated with host colitis. However, relevant studies have been focused on the genus level, which could not identify the major Bacteroides species associated with intestinal disease. Thus, we have evaluated the Bacteroides species structure in healthy people and mouse intestinal tracts and explored the change in major Bacteroides species during colitis development. The results demonstrated that B. uniformis with a high abundance in the intestinal tract of healthy people and mice may be a core species that contributes to colitis remission. The results of animal experiments reported that B. uniformis FNMHLBE1K1 (1K1) could alleviate the severity of colitis and enhance the expression of the tight junction protein occludin by regulating gut microbiota. Notably, the protective roles of 1K1 may be attributed to some specific genes. This study revealed that B. uniformis is a key microbe influencing the occurrence and development of colitis and it provides a scientific basis for screening the next generation of probiotics.
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Affiliation(s)
- Chen Wang
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, P. R China.
- College of Food Science, Southwest University, Chongqing, 400715, China
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Hang Guo
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, P. R China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Junying Bai
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, P. R China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
- Citrus Research Institute, Southwest University, Chongqing, 400712, China
| | - Leilei Yu
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, P. R China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Fengwei Tian
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, P. R China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
- National Engineering Research Center for Functional Food, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Jianxin Zhao
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, P. R China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Hao Zhang
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, P. R China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
- National Engineering Research Center for Functional Food, Jiangnan University, Wuxi, Jiangsu 214122, China
- Wuxi Translational Medicine Research Center and Jiangsu Translational Medicine Research Institute Wuxi Branch, Wuxi, Jiangsu, China
| | - Wei Chen
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, P. R China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
- National Engineering Research Center for Functional Food, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Qixiao Zhai
- State Key Laboratory of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, P. R China.
- School of Food Science and Technology, Jiangnan University, Wuxi, Jiangsu 214122, China
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Chandrasekaran P, Han Y, Zerbe CS, Heller T, DeRavin SS, Kreuzberg SA, Marciano BE, Siu Y, Jones DR, Abraham RS, Stephens MC, Tsou AM, Snapper S, Conlan S, Subramanian P, Quinones M, Grou C, Calderon V, Deming C, Leiding JW, Arnold DE, Logan BR, Griffith LM, Petrovic A, Mousallem TI, Kapoor N, Heimall JR, Barnum JL, Kapadia M, Wright N, Rayes A, Chandra S, Broglie LA, Chellapandian D, Deal CL, Grunebaum E, Lim SS, Mallhi K, Marsh RA, Murguia-Favela L, Parikh S, Touzot F, Cowan MJ, Dvorak CC, Haddad E, Kohn DB, Notarangelo LD, Pai SY, Puck JM, Pulsipher MA, Torgerson TR, Kang EM, Malech HL, Segre JA, Bryant CE, Holland SM, Falcone EL. Intestinal microbiome and metabolome signatures in patients with chronic granulomatous disease. J Allergy Clin Immunol 2023; 152:1619-1633.e11. [PMID: 37659505 PMCID: PMC11279821 DOI: 10.1016/j.jaci.2023.07.022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2023] [Revised: 07/18/2023] [Accepted: 07/27/2023] [Indexed: 09/04/2023]
Abstract
BACKGROUND Chronic granulomatous disease (CGD) is caused by defects in any 1 of the 6 subunits forming the nicotinamide adenine dinucleotide phosphate oxidase complex 2 (NOX2), leading to severely reduced or absent phagocyte-derived reactive oxygen species production. Almost 50% of patients with CGD have inflammatory bowel disease (CGD-IBD). While conventional IBD therapies can treat CGD-IBD, their benefits must be weighed against the risk of infection. Understanding the impact of NOX2 defects on the intestinal microbiota may lead to the identification of novel CGD-IBD treatments. OBJECTIVE We sought to identify microbiome and metabolome signatures that can distinguish individuals with CGD and CGD-IBD. METHODS We conducted a cross-sectional observational study of 79 patients with CGD, 8 pathogenic variant carriers, and 19 healthy controls followed at the National Institutes of Health Clinical Center. We profiled the intestinal microbiome (amplicon sequencing) and stool metabolome, and validated our findings in a second cohort of 36 patients with CGD recruited through the Primary Immune Deficiency Treatment Consortium. RESULTS We identified distinct intestinal microbiome and metabolome profiles in patients with CGD compared to healthy individuals. We observed enrichment for Erysipelatoclostridium spp, Sellimonas spp, and Lachnoclostridium spp in CGD stool samples. Despite differences in bacterial alpha and beta diversity between the 2 cohorts, several taxa correlated significantly between both cohorts. We further demonstrated that patients with CGD-IBD have a distinct microbiome and metabolome profile compared to patients without CGD-IBD. CONCLUSION Intestinal microbiome and metabolome signatures distinguished patients with CGD and CGD-IBD, and identified potential biomarkers and therapeutic targets.
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Affiliation(s)
| | - Yu Han
- Division of Molecular Genetics and Pathology, Center for Devices and Radiological Health, Food and Drug Administration, Silver Spring, Md; Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, Md
| | - Christa S Zerbe
- Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, Md
| | - Theo Heller
- Translational Hepatology Section, National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK), NIH, Bethesda, Md
| | - Suk See DeRavin
- Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, Md
| | - Samantha A Kreuzberg
- Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, Md
| | - Beatriz E Marciano
- Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, Md
| | - Yik Siu
- Department of Biochemistry and Molecular Pharmacology, New York University Langone Health, New York, NY
| | - Drew R Jones
- Department of Biochemistry and Molecular Pharmacology, New York University Langone Health, New York, NY
| | - Roshini S Abraham
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, Minn; Department of Pathology and Laboratory Medicine, Nationwide Children's Hospital, Columbus, Ohio
| | | | - Amy M Tsou
- Division of Gastroenterology, Hepatology and Nutrition, Boston Children's Hospital, and Department of Pediatrics, Harvard Medical School, Boston, Mass; Jill Roberts Institute for Research in Inflammatory Bowel Disease, Weill Cornell Medical College, New York, NY
| | - Scott Snapper
- Division of Gastroenterology, Hepatology and Nutrition, Boston Children's Hospital, and Department of Pediatrics, Harvard Medical School, Boston, Mass
| | - Sean Conlan
- National Human Genome Research Institute (NHGRI), NIH, Bethesda, Md
| | - Poorani Subramanian
- Bioinformatics and Computational Biosciences Branch, Office of Cyber Infrastructure and Computational Biology, NIAID, NIH, Bethesda, Md
| | - Mariam Quinones
- Bioinformatics and Computational Biosciences Branch, Office of Cyber Infrastructure and Computational Biology, NIAID, NIH, Bethesda, Md
| | - Caroline Grou
- Bioinformatics Core, Montreal Clinical Research Institute (IRCM), Montreal, Quebec, Canada
| | - Virginie Calderon
- Bioinformatics Core, Montreal Clinical Research Institute (IRCM), Montreal, Quebec, Canada
| | - Clayton Deming
- National Human Genome Research Institute (NHGRI), NIH, Bethesda, Md
| | - Jennifer W Leiding
- Division of Allergy and Immunology, Department of Pediatrics, Johns Hopkins University, Baltimore, Md
| | - Danielle E Arnold
- Immune Deficiency-Cellular Therapy Program, Center for Cancer Research, National Cancer Institute (NCI), NIH, Bethesda, Md
| | - Brent R Logan
- Division of Biostatistics, Institute for Health and Equity, Medical College of Wisconsin, Milwaukee, Wis
| | - Linda M Griffith
- Division of Allergy, Immunology, and Transplantation, NIAID, NIH, Bethesda, Md
| | - Aleksandra Petrovic
- Department of Pediatrics, University of Washington School of Medicine and Seattle Children's Hospital and Research Center, Seattle, Wash
| | - Talal I Mousallem
- Department of Pediatrics, Duke University Medical Center, Durham, NC
| | - Neena Kapoor
- Division of Hematology, Oncology, and Blood and Marrow Transplantation, Children's Hospital Los Angeles, Los Angeles, Calif
| | - Jennifer R Heimall
- Division of Allergy and Immunology, Children's Hospital of Philadelphia and Department of Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pa
| | - Jessie L Barnum
- Division of Blood and Marrow Transplantation and Cellular Therapies, University of Pittsburgh Medical Center (UPMC) and Children's Hospital of Pittsburgh, Pittsburgh, Pa
| | - Malika Kapadia
- Department of Pediatrics, Harvard University Medical School, Boston, Mass
| | - Nicola Wright
- Section of Hematology/Immunology, Alberta Children's Hospital, University of Calgary, Calgary, Alberta, Canada
| | - Ahmad Rayes
- Intermountain Primary Children's Hospital, University of Utah, Salt Lake City, Utah
| | - Sharat Chandra
- Division of Bone Marrow Transplantation and Immune Deficiency, Cincinnati Children's Hospital Medical Center, and Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio
| | - Larisa A Broglie
- Division of Pediatric Hematology-Oncology, Department of Pediatrics, Medical College of Wisconsin, Milwaukee, Wis
| | - Deepak Chellapandian
- Center for Cell and Gene Therapy for Non-Malignant Conditions, Johns Hopkins All Children's Hospital, St Petersburg, Fla
| | - Christin L Deal
- Division of Allergy and Immunology, UPMC, Children's Hospital of Pittsburgh, Pittsburgh, Pa
| | - Eyal Grunebaum
- Division of Immunology and Allergy, Department of Pediatrics, Hospital for Sick Children, Toronto, Ontario, Canada; Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Stephanie Si Lim
- Department of Pediatrics, John A. Burns School of Medicine, University of Hawai'i at Mānoa, Honolulu, Hawaii; University of Hawai'i Cancer Center, University of Hawai'i at Mānoa, Honolulu, Hawaii
| | | | - Rebecca A Marsh
- Cincinnati Children's Hospital Medical Center, and University of Cincinnati, Cincinnati, Ohio
| | - Luis Murguia-Favela
- Section of Hematology/Immunology, Alberta Children's Hospital, University of Calgary, Calgary, Alberta, Canada
| | - Suhag Parikh
- Department of Pediatrics, Emory University School of Medicine, Atlanta, Ga
| | - Fabien Touzot
- Department of Pediatrics, CHU Sainte-Justine, Université de Montréal, Montreal, Quebec, Canada; Department of Microbiology, Infectious Diseases, and Immunology, Université de Montréal, Montreal, Quebec, Canada
| | - Morton J Cowan
- University of California San Francisco Benioff Children's Hospital, San Francisco, Calif
| | - Christopher C Dvorak
- University of California San Francisco Benioff Children's Hospital, San Francisco, Calif
| | - Elie Haddad
- Department of Pediatrics, CHU Sainte-Justine, Université de Montréal, Montreal, Quebec, Canada; Department of Microbiology, Infectious Diseases, and Immunology, Université de Montréal, Montreal, Quebec, Canada
| | - Donald B Kohn
- Microbiology, Immunology, & Molecular Genetics, University of California, Los Angeles, Calif
| | - Luigi D Notarangelo
- Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, Md
| | - Sung-Yun Pai
- Immune Deficiency-Cellular Therapy Program, Center for Cancer Research, National Cancer Institute (NCI), NIH, Bethesda, Md
| | - Jennifer M Puck
- University of California San Francisco Benioff Children's Hospital, San Francisco, Calif
| | - Michael A Pulsipher
- Division of Pediatric Hematology and Oncology, Intermountain Primary Children's Hospital, Huntsman Cancer Institute at the University of Utah Spencer Fox Eccles School of Medicine, Salt Lake City, Utah
| | | | - Elizabeth M Kang
- Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, Md
| | - Harry L Malech
- Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, Md
| | - Julia A Segre
- National Human Genome Research Institute (NHGRI), NIH, Bethesda, Md
| | - Clare E Bryant
- Department of Medicine, University of Cambridge, Cambridge, United Kingdom
| | - Steven M Holland
- Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, Md
| | - Emilia Liana Falcone
- Laboratory of Clinical Immunology and Microbiology (LCIM), National Institute of Allergy and Infectious Diseases (NIAID), National Institutes of Health (NIH), Bethesda, Md; Department of Microbiology, Infectious Diseases, and Immunology, Université de Montréal, Montreal, Quebec, Canada; Center for Immunity, Inflammation and Infectious Diseases, IRCM, Montreal, Quebec, Canada; Department of Medicine, Université de Montréal, Montreal, Quebec, Canada.
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