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Liao C, Rolling T, Djukovic A, Fei T, Mishra V, Liu H, Lindberg C, Dai L, Zhai B, Peled JU, van den Brink MRM, Hohl TM, Xavier JB. Oral bacteria relative abundance in faeces increases due to gut microbiota depletion and is linked with patient outcomes. Nat Microbiol 2024; 9:1555-1565. [PMID: 38698178 PMCID: PMC11152985 DOI: 10.1038/s41564-024-01680-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Accepted: 03/20/2024] [Indexed: 05/05/2024]
Abstract
The detection of oral bacteria in faecal samples has been associated with inflammation and intestinal diseases. The increased relative abundance of oral bacteria in faeces has two competing explanations: either oral bacteria invade the gut ecosystem and expand (the 'expansion' hypothesis), or oral bacteria transit through the gut and their relative increase marks the depletion of other gut bacteria (the 'marker' hypothesis). Here we collected oral and faecal samples from mouse models of gut dysbiosis (antibiotic treatment and DSS-induced colitis) and used 16S ribosomal RNA sequencing to determine the abundance dynamics of oral bacteria. We found that the relative, but not absolute, abundance of oral bacteria increases, reflecting the 'marker' hypothesis. Faecal microbiome datasets from diverse patient cohorts, including healthy individuals and patients with allogeneic haematopoietic cell transplantation or inflammatory bowel disease, consistently support the 'marker' hypothesis and explain associations between oral bacterial abundance and patient outcomes consistent with depleted gut microbiota. By distinguishing between the two hypotheses, our study guides the interpretation of microbiome compositional data and could potentially identify cases where therapies are needed to rebuild the resident microbiome rather than protect against invading oral bacteria.
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Affiliation(s)
- Chen Liao
- Program for Computational and Systems Biology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Thierry Rolling
- Infectious Disease Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Immunology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Division of Infectious Diseases, First Department of Medicine, University Medical Center, Hamburg-Eppendorf, Hamburg, Germany
| | - Ana Djukovic
- Program for Computational and Systems Biology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Teng Fei
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Vishwas Mishra
- Program for Computational and Systems Biology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Physiology, Biophysics and Systems Biology Program, Weill Cornell Medical College, New York, NY, USA
| | - Hongbin Liu
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Chloe Lindberg
- Program for Computational and Systems Biology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Lei Dai
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Bing Zhai
- Infectious Disease Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Immunology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- CAS Key Laboratory of Quantitative Engineering Biology, Shenzhen Institute of Synthetic Biology, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China
| | - Jonathan U Peled
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Weill Cornell Medical College, New York, NY, USA
| | - Marcel R M van den Brink
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
- Weill Cornell Medical College, New York, NY, USA
| | - Tobias M Hohl
- Infectious Disease Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Immunology Program, Sloan Kettering Institute, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
- Weill Cornell Medical College, New York, NY, USA.
| | - Joao B Xavier
- Program for Computational and Systems Biology, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
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Zhou C, Pawline MB, Pironti A, Morales SM, Perault AI, Ulrich RJ, Podkowik M, Lejeune A, DuMont A, Stubbe FX, Korman A, Jones DR, Schluter J, Richardson AR, Fey PD, Drlica K, Cadwell K, Torres VJ, Shopsin B. Microbiota and metabolic adaptation shape Staphylococcus aureus virulence and antimicrobial resistance during intestinal colonization. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.11.593044. [PMID: 38766195 PMCID: PMC11100824 DOI: 10.1101/2024.05.11.593044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2024]
Abstract
Depletion of microbiota increases susceptibility to gastrointestinal colonization and subsequent infection by opportunistic pathogens such as methicillin-resistant Staphylococcus aureus (MRSA). How the absence of gut microbiota impacts the evolution of MRSA is unknown. The present report used germ-free mice to investigate the evolutionary dynamics of MRSA in the absence of gut microbiota. Through genomic analyses and competition assays, we found that MRSA adapts to the microbiota-free gut through sequential genetic mutations and structural changes that enhance fitness. Initially, these adaptations increase carbohydrate transport; subsequently, evolutionary pathways largely diverge to enhance either arginine metabolism or cell wall biosynthesis. Increased fitness in arginine pathway mutants depended on arginine catabolic genes, especially nos and arcC, which promote microaerobic respiration and ATP generation, respectively. Thus, arginine adaptation likely improves redox balance and energy production in the oxygen-limited gut environment. Findings were supported by human gut metagenomic analyses, which suggest the influence of arginine metabolism on colonization. Surprisingly, these adaptive genetic changes often reduced MRSA's antimicrobial resistance and virulence. Furthermore, resistance mutation, typically associated with decreased virulence, also reduced colonization fitness, indicating evolutionary trade-offs among these traits. The presence of normal microbiota inhibited these adaptations, preserving MRSA's wild-type characteristics that effectively balance virulence, resistance, and colonization fitness. The results highlight the protective role of gut microbiota in preserving a balance of key MRSA traits for long-term ecological success in commensal populations, underscoring the potential consequences on MRSA's survival and fitness during and after host hospitalization and antimicrobial treatment.
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Affiliation(s)
- Chunyi Zhou
- Department of Microbiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Miranda B. Pawline
- Department of Medicine, Division of Infectious Diseases, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Alejandro Pironti
- Department of Microbiology, New York University Grossman School of Medicine, New York, NY 10016, USA
- Antimicrobial-Resistant Pathogens Program, New York University Grossman School of Medicine, New York, NY 10016, USA
- Microbial Computational Genomic Core Lab, NYU Grossman School of Medicine, New York, NY 10016, USA
| | - Sabrina M. Morales
- Department of Medicine, Division of Infectious Diseases, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Andrew I. Perault
- Department of Microbiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Robert J. Ulrich
- Department of Medicine, Division of Infectious Diseases, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Magdalena Podkowik
- Department of Medicine, Division of Infectious Diseases, New York University Grossman School of Medicine, New York, NY 10016, USA
- Antimicrobial-Resistant Pathogens Program, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Alannah Lejeune
- Department of Microbiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Ashley DuMont
- Department of Microbiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | | | - Aryeh Korman
- Metabolomics Core Resource Laboratory, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Drew R. Jones
- Metabolomics Core Resource Laboratory, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Jonas Schluter
- Institute for Systems Genetics, Department of Microbiology, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Anthony R. Richardson
- Department of Microbiology and Molecular Genetics, University of Pittsburgh, Pittsburgh, PA 15219, USA
| | - Paul D. Fey
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, NE 68198, USA
| | - Karl Drlica
- Public Health Research Institute, New Jersey Medical School, Rutgers University, Newark, NJ 07102, USA
- Department of Microbiology, Biochemistry & Molecular Genetics, New Jersey Medical School, Rutgers University, Newark, NJ 07102, USA
| | - Ken Cadwell
- Division of Gastroenterology and Hepatology, Department of Medicine, New York University Grossman School of Medicine, New York, NY 10016, USA
- Kimmel Center for Biology and Medicine at the Skirball Institute, New York University, Grossman School of Medicine, New York, NY 10016, USA
| | - Victor J. Torres
- Department of Microbiology, New York University Grossman School of Medicine, New York, NY 10016, USA
- Antimicrobial-Resistant Pathogens Program, New York University Grossman School of Medicine, New York, NY 10016, USA
| | - Bo Shopsin
- Department of Microbiology, New York University Grossman School of Medicine, New York, NY 10016, USA
- Department of Medicine, Division of Infectious Diseases, New York University Grossman School of Medicine, New York, NY 10016, USA
- Antimicrobial-Resistant Pathogens Program, New York University Grossman School of Medicine, New York, NY 10016, USA
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3
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Spohr P, Scharf S, Rommerskirchen A, Henrich B, Jäger P, Klau GW, Haas R, Dilthey A, Pfeffer K. Insights into gut microbiomes in stem cell transplantation by comprehensive shotgun long-read sequencing. Sci Rep 2024; 14:4068. [PMID: 38374282 PMCID: PMC10876974 DOI: 10.1038/s41598-024-53506-1] [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: 08/23/2023] [Accepted: 02/01/2024] [Indexed: 02/21/2024] Open
Abstract
The gut microbiome is a diverse ecosystem, dominated by bacteria; however, fungi, phages/viruses, archaea, and protozoa are also important members of the gut microbiota. Exploration of taxonomic compositions beyond bacteria as well as an understanding of the interaction between the bacteriome with the other members is limited using 16S rDNA sequencing. Here, we developed a pipeline enabling the simultaneous interrogation of the gut microbiome (bacteriome, mycobiome, archaeome, eukaryome, DNA virome) and of antibiotic resistance genes based on optimized long-read shotgun metagenomics protocols and custom bioinformatics. Using our pipeline we investigated the longitudinal composition of the gut microbiome in an exploratory clinical study in patients undergoing allogeneic hematopoietic stem cell transplantation (alloHSCT; n = 31). Pre-transplantation microbiomes exhibited a 3-cluster structure, characterized by Bacteroides spp. /Phocaeicola spp., mixed composition and Enterococcus abundances. We revealed substantial inter-individual and temporal variabilities of microbial domain compositions, human DNA, and antibiotic resistance genes during the course of alloHSCT. Interestingly, viruses and fungi accounted for substantial proportions of microbiome content in individual samples. In the course of HSCT, bacterial strains were stable or newly acquired. Our results demonstrate the disruptive potential of alloHSCTon the gut microbiome and pave the way for future comprehensive microbiome studies based on long-read metagenomics.
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Affiliation(s)
- Philipp Spohr
- Chair Algorithmic Bioinformatics, Faculty of Mathematics and Natural Sciences, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Center for Digital Medicine, Düsseldorf, Germany
| | - Sebastian Scharf
- Institute of Medical Microbiology and Hospital Hygiene, Heinrich Heine University Düsseldorf, University Hospital Düsseldorf, Düsseldorf, Germany
| | - Anna Rommerskirchen
- Institute of Medical Microbiology and Hospital Hygiene, Heinrich Heine University Düsseldorf, University Hospital Düsseldorf, Düsseldorf, Germany
| | - Birgit Henrich
- Institute of Medical Microbiology and Hospital Hygiene, Heinrich Heine University Düsseldorf, University Hospital Düsseldorf, Düsseldorf, Germany
| | - Paul Jäger
- Department of Hematology, Immunology, and Clinical Immunology, Heinrich Heine University Düsseldorf, University Hospital Düsseldorf, Düsseldorf, Germany
| | - Gunnar W Klau
- Chair Algorithmic Bioinformatics, Faculty of Mathematics and Natural Sciences, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.
- Center for Digital Medicine, Düsseldorf, Germany.
| | - Rainer Haas
- Department of Hematology, Immunology, and Clinical Immunology, Heinrich Heine University Düsseldorf, University Hospital Düsseldorf, Düsseldorf, Germany.
| | - Alexander Dilthey
- Institute of Medical Microbiology and Hospital Hygiene, Heinrich Heine University Düsseldorf, University Hospital Düsseldorf, Düsseldorf, Germany.
- Center for Digital Medicine, Düsseldorf, Germany.
| | - Klaus Pfeffer
- Institute of Medical Microbiology and Hospital Hygiene, Heinrich Heine University Düsseldorf, University Hospital Düsseldorf, Düsseldorf, Germany.
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4
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Lehmann CJ, Dylla NP, Odenwald M, Nayak R, Khalid M, Boissiere J, Cantoral J, Adler E, Stutz MR, Dela Cruz M, Moran A, Lin H, Ramaswamy R, Sundararajan A, Sidebottom AM, Little J, Pamer EG, Aronsohn A, Fung J, Baker TB, Kacha A. Fecal metabolite profiling identifies liver transplant recipients at risk for postoperative infection. Cell Host Microbe 2024; 32:117-130.e4. [PMID: 38103544 DOI: 10.1016/j.chom.2023.11.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Revised: 10/06/2023] [Accepted: 11/17/2023] [Indexed: 12/19/2023]
Abstract
Metabolites produced by the intestinal microbiome modulate mucosal immune defenses and optimize epithelial barrier function. Intestinal dysbiosis, including loss of intestinal microbiome diversity and expansion of antibiotic-resistant pathobionts, is accompanied by changes in fecal metabolite concentrations and increased incidence of systemic infection. Laboratory tests that quantify intestinal dysbiosis, however, have yet to be incorporated into clinical practice. We quantified fecal metabolites in 107 patients undergoing liver transplantation (LT) and correlated these with fecal microbiome compositions, pathobiont expansion, and postoperative infections. Consistent with experimental studies implicating microbiome-derived metabolites with host-mediated antimicrobial defenses, reduced fecal concentrations of short- and branched-chain fatty acids, secondary bile acids, and tryptophan metabolites correlate with compositional microbiome dysbiosis in LT patients and the relative risk of postoperative infection. Our findings demonstrate that fecal metabolite profiling can identify LT patients at increased risk of postoperative infection and may provide guideposts for microbiome-targeted therapies.
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Affiliation(s)
- Christopher J Lehmann
- Department of Medicine, Section of Infectious Disease and Global Health, University of Chicago Medicine, 5841 S. Maryland Ave., Chicago, IL 60637, USA; Department of Pediatrics, Section of Pediatric Infectious Diseases, University of Chicago Medicine, 5841 S. Maryland Ave., Chicago, IL 60637, USA.
| | - Nicholas P Dylla
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA
| | - Matthew Odenwald
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA; Department of Medicine, Section of Gastroenterology, Hepatology, and Nutrition, University of Chicago Medicine, 5841 South Maryland Ave, Chicago, IL 60637, USA
| | - Ravi Nayak
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA
| | - Maryam Khalid
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA
| | - Jaye Boissiere
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA
| | - Jackelyn Cantoral
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA
| | - Emerald Adler
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA
| | - Matthew R Stutz
- Department of Pulmonary and Critical Care Medicine, Cook County Health, 1950 W. Polk St, Chicago, IL 60612, USA
| | - Mark Dela Cruz
- Department of Cardiology, Advocate Health Care Systems, 4400 W. 95(th) St, Oak Lawn, IL 60453, USA
| | - Angelica Moran
- Department of Pathology, University of Chicago Medicine, 5841 South Maryland Ave, Chicago, IL 60637, USA
| | - Huaiying Lin
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA
| | - Ramanujam Ramaswamy
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA
| | - Anitha Sundararajan
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA
| | - Ashley M Sidebottom
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA
| | - Jessica Little
- Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA
| | - Eric G Pamer
- Department of Medicine, Section of Infectious Disease and Global Health, University of Chicago Medicine, 5841 S. Maryland Ave., Chicago, IL 60637, USA; Duchossois Family Institute, Biological Sciences Division, University of Chicago, 900 E. 57th St, Chicago, IL 60637, USA.
| | - Andrew Aronsohn
- Department of Medicine, Section of Gastroenterology, Hepatology, and Nutrition, University of Chicago Medicine, 5841 South Maryland Ave, Chicago, IL 60637, USA
| | - John Fung
- Department of Surgery, Section of Transplant Surgery, University of Chicago Medicine, 5841 South Maryland Ave, Chicago, IL 60637, USA
| | - Talia B Baker
- Department of Surgery, Division of Transplantation and Advanced Hepatobiliary Surgery, University of Utah Health, 30 N. 1900 East, Salt Lake City, UT 84132, USA
| | - Aalok Kacha
- Department of Anesthesia and Critical Care, University of Chicago Medicine, 5841 South Maryland Ave, Chicago, IL 60637, USA.
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5
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Diebold PJ, Rhee MW, Shi Q, Trung NV, Umrani F, Ahmed S, Kulkarni V, Deshpande P, Alexander M, Thi Hoa N, Christakis NA, Iqbal NT, Ali SA, Mathad JS, Brito IL. Clinically relevant antibiotic resistance genes are linked to a limited set of taxa within gut microbiome worldwide. Nat Commun 2023; 14:7366. [PMID: 37963868 PMCID: PMC10645880 DOI: 10.1038/s41467-023-42998-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Accepted: 10/27/2023] [Indexed: 11/16/2023] Open
Abstract
The acquisition of antimicrobial resistance (AR) genes has rendered important pathogens nearly or fully unresponsive to antibiotics. It has been suggested that pathogens acquire AR traits from the gut microbiota, which collectively serve as a global reservoir for AR genes conferring resistance to all classes of antibiotics. However, only a subset of AR genes confers resistance to clinically relevant antibiotics, and, although these AR gene profiles are well-characterized for common pathogens, less is known about their taxonomic associations and transfer potential within diverse members of the gut microbiota. We examined a collection of 14,850 human metagenomes and 1666 environmental metagenomes from 33 countries, in addition to nearly 600,000 isolate genomes, to gain insight into the global prevalence and taxonomic range of clinically relevant AR genes. We find that several of the most concerning AR genes, such as those encoding the cephalosporinase CTX-M and carbapenemases KPC, IMP, NDM, and VIM, remain taxonomically restricted to Proteobacteria. Even cfiA, the most common carbapenemase gene within the human gut microbiome, remains tightly restricted to Bacteroides, despite being found on a mobilizable plasmid. We confirmed these findings in gut microbiome samples from India, Honduras, Pakistan, and Vietnam, using a high-sensitivity single-cell fusion PCR approach. Focusing on a set of genes encoding carbapenemases and cephalosporinases, thus far restricted to Bacteroides species, we find that few mutations are required for efficacy in a different phylum, raising the question of why these genes have not spread more widely. Overall, these data suggest that globally prevalent, clinically relevant AR genes have not yet established themselves across diverse commensal gut microbiota.
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Affiliation(s)
- Peter J Diebold
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, USA
| | - Matthew W Rhee
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, USA
| | - Qiaojuan Shi
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, USA
| | - Nguyen Vinh Trung
- Oxford University Clinical Research Unit (OUCRU) in Ho Chi Minh City, Ho Chi Minh city, Viet Nam
| | | | | | - Vandana Kulkarni
- Johns Hopkins University Clinical Trials Unit, Byramjee Jeejeebhoy Government Medical College, Pune, Maharashtra, India
| | - Prasad Deshpande
- Johns Hopkins University Clinical Trials Unit, Byramjee Jeejeebhoy Government Medical College, Pune, Maharashtra, India
| | - Mallika Alexander
- Johns Hopkins University Clinical Trials Unit, Byramjee Jeejeebhoy Government Medical College, Pune, Maharashtra, India
| | - Ngo Thi Hoa
- Oxford University Clinical Research Unit (OUCRU) in Ho Chi Minh City, Ho Chi Minh city, Viet Nam
- Centre for Tropical Medicine, Nuffield Department of Medicine, University of Oxford, Oxford, UK
- Microbiology Department and Center for Tropical Medicine Research, Ngoc Thach University of Medicine, Ho Chi Minh city, Vietnam
| | | | | | | | | | - Ilana L Brito
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, USA.
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6
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Schluter J, Djukovic A, Taylor BP, Yan J, Duan C, Hussey GA, Liao C, Sharma S, Fontana E, Amoretti LA, Wright RJ, Dai A, Peled JU, Taur Y, Perales MA, Siranosian BA, Bhatt AS, van den Brink MRM, Pamer EG, Xavier JB. The TaxUMAP atlas: Efficient display of large clinical microbiome data reveals ecological competition in protection against bacteremia. Cell Host Microbe 2023; 31:1126-1139.e6. [PMID: 37329880 PMCID: PMC10527165 DOI: 10.1016/j.chom.2023.05.027] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Revised: 09/28/2022] [Accepted: 05/24/2023] [Indexed: 06/19/2023]
Abstract
Longitudinal microbiome data provide valuable insight into disease states and clinical responses, but they are challenging to mine and view collectively. To address these limitations, we present TaxUMAP, a taxonomically informed visualization for displaying microbiome states in large clinical microbiome datasets. We used TaxUMAP to chart a microbiome atlas of 1,870 patients with cancer during therapy-induced perturbations. Bacterial density and diversity were positively associated, but the trend was reversed in liquid stool. Low-diversity states (dominations) remained stable after antibiotic treatment, and diverse communities had a broader range of antimicrobial resistance genes than dominations. When examining microbiome states associated with risk for bacteremia, TaxUMAP revealed that certain Klebsiella species were associated with lower risk for bacteremia localize in a region of the atlas that is depleted in high-risk enterobacteria. This indicated a competitive interaction that was validated experimentally. Thus, TaxUMAP can chart comprehensive longitudinal microbiome datasets, enabling insights into microbiome effects on human health.
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Affiliation(s)
- Jonas Schluter
- Institute for Systems Genetics, Department of Microbiology, New York University Grossman School of Medicine, New York, NY, USA.
| | - Ana Djukovic
- Program for Computational and Systems Biology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Bradford P Taylor
- Center for Communicable Disease Dynamics, Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Jinyuan Yan
- Program for Computational and Systems Biology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Caichen Duan
- Institute for Systems Genetics, Department of Microbiology, New York University Grossman School of Medicine, New York, NY, USA
| | - Grant A Hussey
- Institute for Systems Genetics, Department of Microbiology, New York University Grossman School of Medicine, New York, NY, USA
| | - Chen Liao
- Program for Computational and Systems Biology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Sneh Sharma
- Program for Computational and Systems Biology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Emily Fontana
- Department of Immunology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Luigi A Amoretti
- Department of Immunology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Roberta J Wright
- Department of Immunology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Anqi Dai
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Jonathan U Peled
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA
| | - Ying Taur
- Department of Immunology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA
| | - Miguel-Angel Perales
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA
| | | | - Ami S Bhatt
- Department of Genetics, Stanford University, Stanford, CA, USA; Department of Medicine, Division of Hematology, Stanford University, Stanford, CA, USA; Department of Medicine, Division of Blood and Marrow Transplantation and Cellular Therapy, Stanford University School of Medicine, Stanford, CA, USA
| | - Marcel R M van den Brink
- Adult Bone Marrow Transplantation Service, Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, NY, USA; Weill Cornell Medical College, New York, NY, USA
| | - Eric G Pamer
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
| | - Joao B Xavier
- Program for Computational and Systems Biology, Memorial Sloan-Kettering Cancer Center, New York, NY, USA.
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7
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Bu Y, Shih KC, Wong HL, Kwok SS, Lo ACY, Chan JYK, Ng ALK, Chan TCY, Jhanji V, Tong L. The association between altered intestinal microbiome, impaired systemic and ocular surface immunity, and impaired wound healing response after corneal alkaline-chemical injury in diabetic mice. Front Immunol 2023; 14:1063069. [PMID: 36798135 PMCID: PMC9927643 DOI: 10.3389/fimmu.2023.1063069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Accepted: 01/09/2023] [Indexed: 02/04/2023] Open
Abstract
Purpose We aim to investigate the effect of sustained hyperglycemia on corneal epithelial wound healing, ocular surface and systemic immune response, and microbiome indices in diabetic mice compared to controls after alkaline chemical injury of the eye. Methods Corneal alkaline injury was induced in the right eye of Ins2Akita (Akita) mice and wild-type mice. The groups were observed at baseline and subsequently days 0, 3, and 7 after injury. Corneal re-epithelialization was observed under slit lamp with fluorescein staining using a cobalt blue light filter. Enucleated cornea specimens were compared at baseline and after injury for changes in cornea thickness under hematoxylin and eosin staining. Tear cytokine and growth factor levels were measured using protein microarray assay and compared between groups and time points. Flow cytometry was conducted on peripheral blood and ocular surface samples to determine CD3+CD4+ cell count. Fecal samples were collected, and gut microbiota composition and diversity pattern were measured using shotgun sequencing. Results Akita mice had significantly delayed corneal wound healing compared to controls. This was associated with a reduction in tear levels of vascular endothelial growth factor A, angiopoietin 2, and insulin growth factor 1 on days 0, 3, and 7 after injury. Furthermore, there was a distinct lack of upregulation of peripheral blood and ocular surface CD3+CD4+ cell counts in response to injury in Akita mice compared to controls. This was associated with a reduction in intestinal microbiome diversity indices in Akita mice compared to controls after injury. Specifically, there was a lower abundance of Firmicutes bacterium M10-2 in Akita mice compared to controls after injury. Conclusion In diabetic mice, impaired cornea wound healing was associated with an inability to mount systemic and local immune response to ocular chemical injury. Baseline and post-injury differences in intestinal microbial diversity and abundance patterns between diabetic mice and controls may potentially play a role in this altered response.
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Affiliation(s)
- Yashan Bu
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, University of Hong Kong, Pokfulam, Hong Kong SAR, China
| | - Kendrick Co Shih
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, University of Hong Kong, Pokfulam, Hong Kong SAR, China
| | - Ho Lam Wong
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, University of Hong Kong, Pokfulam, Hong Kong SAR, China
| | - Sum Sum Kwok
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, University of Hong Kong, Pokfulam, Hong Kong SAR, China
| | - Amy Cheuk-Yin Lo
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, University of Hong Kong, Pokfulam, Hong Kong SAR, China
| | - Joseph Yau-Kei Chan
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, University of Hong Kong, Pokfulam, Hong Kong SAR, China
| | - Alex Lap-Ki Ng
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, University of Hong Kong, Pokfulam, Hong Kong SAR, China
| | - Tommy Chung-Yan Chan
- Department of Ophthalmology, Hong Kong Sanatorium and Hospital, Hong Kong, Hong Kong SAR, China
| | - Vishal Jhanji
- Department Ophthalmology, University of Pittsburgh Medical Center, Pittsburgh, PA, United States
| | - Louis Tong
- Cornea and External Eye Disease Service, Singapore National Eye Centre, Singapore, Singapore.,Ocular Surface Research Group, Singapore Eye Research Institute, Singapore, Singapore
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Virulence Factors in Colorectal Cancer Metagenomes and Association of Microbial Siderophores with Advanced Stages. Microorganisms 2022; 10:microorganisms10122365. [PMID: 36557618 PMCID: PMC9781273 DOI: 10.3390/microorganisms10122365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2022] [Revised: 10/26/2022] [Accepted: 10/26/2022] [Indexed: 12/05/2022] Open
Abstract
Colorectal cancer (CRC) is a growing public health challenge, featuring a multifactorial etiology and complex host-environment interactions. Recently, increasing evidence has pointed to the role of the gut microbiota in CRC development and progression. To explore the role of gut microbes in CRC, we retrieved metagenomic data from 156 stools from the European Nucleotide Archive database and mapped them against the VFDB database for virulence factors (VFs). GO annotations of VFs and KEGG pathways were then performed to predict the microbial functions and define functional pathways enriched in the tumor-associated microbiota. Interestingly, 306 VFs were detected in the metagenomic data. We revealed the enrichment of adenomas with VFs involved in cell adhesion, whereas in the early stages of CRC they were enriched in both adhesins and isochorismatase. Advanced stages of CRC were enriched with microbial siderophores, especially enterobactin, which was significantly associated with isochorismate synthase. We highlighted higher abundances of porins and transporters involved in antibiotic resistance and the development of biofilm in advanced stages of CRC. Most VFs detected in CRC, particularly in advanced stages, were shown to be included in siderophore biosynthesis pathways. This enrichment of predicted VFs supports the key role of the gut microbiota in the disease.
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