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Kurilovich E, Geva-Zatorsky N. Effects of bacteriophages on gut microbiome functionality. Gut Microbes 2025; 17:2481178. [PMID: 40160174 PMCID: PMC11959909 DOI: 10.1080/19490976.2025.2481178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/05/2024] [Revised: 01/28/2025] [Accepted: 03/13/2025] [Indexed: 04/02/2025] Open
Abstract
The gut microbiome, composed of bacteria, fungi, and viruses, plays a crucial role in maintaining the delicate balance of human health. Emerging evidence suggests that microbiome disruptions can have far-reaching implications, ranging from the development of inflammatory diseases and cancer to metabolic disorders. Bacteriophages, or "phages", are viruses that specifically infect bacterial cells, and their interactions with the gut microbiome are receiving increased attention. Despite the recently revived interest in the gut phageome, it is still considered the "dark matter" of the gut, with more than 80% of viral genomes remaining uncharacterized. Today, research is focused on understanding the mechanisms by which phages influence the gut microbiota and their potential applications. Bacteriophages may regulate the relative abundance of bacterial communities, affect bacterial functions in various ways, and modulate mammalian host immunity. This review explores how phages can regulate bacterial functionality, particularly in gut commensals and pathogens, emphasizing their role in gut health and disease.
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Affiliation(s)
- Elena Kurilovich
- Department of Cell Biology and Cancer Science, Rappaport Technion Integrated Cancer Center (RTICC), Rappaport Faculty of Medicine, Technion – Israel Institute of Technology, Haifa, Israel
| | - Naama Geva-Zatorsky
- Department of Cell Biology and Cancer Science, Rappaport Technion Integrated Cancer Center (RTICC), Rappaport Faculty of Medicine, Technion – Israel Institute of Technology, Haifa, Israel
- Humans and the Microbiome program, CIFAR, Toronto, ON, Canada
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2
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Jiang S, Huang S, Zhang Z, Ma W, Han Z, Song Y, Huo D, Cui W, Zhang J. Gut microbiota drives structural variation of exogenous probiotics to enhance colonization. Gut Microbes 2025; 17:2503371. [PMID: 40349120 PMCID: PMC12068336 DOI: 10.1080/19490976.2025.2503371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/25/2025] [Revised: 04/26/2025] [Accepted: 05/02/2025] [Indexed: 05/14/2025] Open
Abstract
Probiotics encounter colonization resistance from native gut microbiomes, affecting their effectiveness. Genetic engineering of probiotics lacks universal applicability, as gut microbiotas are highly individualized. Here, we employed probiotic Lactiplantibacillus plantarum HNU082 (Lp082) to test whether Lp082 gut-adapted mutants can resolve colonization resistance in a new gut environment. Relying on culture-based methods and metagenomics, two distinct evolutionary clades of Lp082 in mice gut were observed, where one clade, which acquired more mutations, exhibited a longer survival time. However, these Lp082 isolates carrying many single nucleotide variants (SNVs) still exhibited phenotypic inconsistencies, with 13 strains of enhanced acid resistance. Thus, nanopore sequencing was proposed to identify structural variations (SVs). Among them, 12 strains had the Cro/C1-type HTH DNA-binding domain insertion, which enhanced growth and reproduction under bile salt stress, thereby increasing colonization time and quantity in the gut. The gut domestication process can drive probiotics to undergo many SNVs and SVs, thereby enhancing their colonization ability, which provides new insights into the colonization mechanisms and offers an ecology-based strategy.
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Affiliation(s)
- Shuaiming Jiang
- School of Food Science and Engineering, Key Laboratory of Food Nutrition and Functional Food of Hainan Province, Hainan University, Haikou, China
| | - Shi Huang
- Faculty of Dentistry, The University of Hong Kong, Hong Kong, SAR, China
| | - Zeng Zhang
- School of Food Science and Engineering, Key Laboratory of Food Nutrition and Functional Food of Hainan Province, Hainan University, Haikou, China
| | - Wenyao Ma
- School of Food Science and Engineering, Key Laboratory of Food Nutrition and Functional Food of Hainan Province, Hainan University, Haikou, China
| | - Zhe Han
- School of Food Science and Engineering, Key Laboratory of Food Nutrition and Functional Food of Hainan Province, Hainan University, Haikou, China
| | - Yuan Song
- School of Food Science and Engineering, Key Laboratory of Food Nutrition and Functional Food of Hainan Province, Hainan University, Haikou, China
| | - Dongxue Huo
- School of Food Science and Engineering, Key Laboratory of Food Nutrition and Functional Food of Hainan Province, Hainan University, Haikou, China
| | - Weipeng Cui
- School of Food Science and Engineering, Key Laboratory of Food Nutrition and Functional Food of Hainan Province, Hainan University, Haikou, China
| | - Jiachao Zhang
- School of Food Science and Engineering, Key Laboratory of Food Nutrition and Functional Food of Hainan Province, Hainan University, Haikou, China
- Collaborative Innovation Center of One Health, Hainan University, Haikou, Hainan, China
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3
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Steinert RE, Rehman A, Sadabad MS, Milanese A, Wittwer-Schegg J, Burton JP, Spooren A. Microbial micronutrient sharing, gut redox balance and keystone taxa as a basis for a new perspective to solutions targeting health from the gut. Gut Microbes 2025; 17:2477816. [PMID: 40090884 PMCID: PMC11913388 DOI: 10.1080/19490976.2025.2477816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Revised: 02/05/2025] [Accepted: 03/05/2025] [Indexed: 03/18/2025] Open
Abstract
In health, the gut microbiome functions as a stable ecosystem maintaining overall balance and ensuring its own survival against environmental stressors through complex microbial interaction. This balance and protection from stressors is maintained through interactions both within the bacterial ecosystem as well as with its host. As a consequence, the gut microbiome plays a critical role in various physiological processes including maintaining the structure and function of the gut barrier, educating the gut immune system, and modulating the gut motor, digestive/absorptive, as well as neuroendocrine system all of which are crucial for human health and disease pathogenesis. Pre- and probiotics, widely available and clinically established, offer various health benefits primarily by beneficially modulating the gut microbiome. However, their clinical outcomes can vary significantly due to differences in host physiology, diets, individual microbiome compositions, and other environmental factors. This perspective paper highlights emerging scientific insights into the importance of microbial micronutrient sharing, gut redox balance, keystone species, and the gut barrier in maintaining a diverse and functional microbial ecosystem, and their relevance to human health. We propose a novel approach that targets microbial ecosystems and keystone taxa performance by supplying microbial micronutrients in the form of colon-delivered vitamins, and precision prebiotics [e.g. human milk oligosaccharides (HMOs) or synthetic glycans] as components of precisely tailored ingredient combinations to optimize human health. Such a strategy may effectively support and stabilize microbial ecosystems, providing a more robust and consistent approach across various individuals and environmental conditions, thus, overcoming the limitations of current single biotic solutions.
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Affiliation(s)
- Robert E. Steinert
- Health, Nutrition & Care (HNC), Dsm-Firmenich, Kaiseraugst, Switzerland
- Department of Surgery and Transplantation, University Hospital Zurich (USZ) and University of Zurich (UZH), Zürich, Switzerland
| | - Ateequr Rehman
- Health, Nutrition & Care (HNC), Dsm-Firmenich, Kaiseraugst, Switzerland
| | | | - Alessio Milanese
- Data Science, Science & Research, Dsm-Firmenich, Delft, Netherlands
| | | | - Jeremy P. Burton
- Department of Microbiology and Immunology, The University of Western Ontario, London, Canada
| | - Anneleen Spooren
- Health, Nutrition & Care (HNC), Dsm-Firmenich, Kaiseraugst, Switzerland
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4
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Faith JJ. Assessing live microbial therapeutic transmission. Gut Microbes 2025; 17:2447836. [PMID: 39746875 DOI: 10.1080/19490976.2024.2447836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Revised: 12/09/2024] [Accepted: 12/23/2024] [Indexed: 01/04/2025] Open
Abstract
The development of fecal microbiota transplantation and defined live biotherapeutic products for the treatment of human disease has been an empirically driven process yielding a notable success of approved drugs for the treatment of recurrent Clostridioides difficile infection. Assessing the potential of this therapeutic modality in other indications with mixed clinical results would benefit from consistent quantitative frameworks to characterize drug potency and composition and to assess the impact of dose and composition on the frequency and duration of strain engraftment. Monitoring these drug properties and engraftment outcomes would help identify minimally sufficient sets of microbial strains to treat disease and provide insights into the intersection between microbial function and host physiology. Broad and correct usage of strain detection methods is essential to this advancement. This article describes strain detection approaches, where they are best applied, what data they require, and clinical trial designs that are best suited to their application.
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Affiliation(s)
- Jeremiah J Faith
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
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5
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Leeflang J, Wright JA, Worthley DL, Din MO, Woods SL. Evolutionary adaptation of probiotics in the gut: selection pressures, optimization strategies, and regulatory challenges. NPJ Biofilms Microbiomes 2025; 11:96. [PMID: 40483298 PMCID: PMC12145451 DOI: 10.1038/s41522-025-00734-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Accepted: 05/15/2025] [Indexed: 06/11/2025] Open
Abstract
Probiotics and live bacterial therapeutics are garnering increased attention for use in human health and have the potential to revolutionise the treatment of gastrointestinal diseases. However, a pervasive feature of bacteria that must be considered in the design of safe and effective probiotics and live bacterial therapeutics is their capacity for rapid evolution, both at the individual (epi)genetic level and in terms of population dynamics. Here we summarise gastrointestinal-specific evolution of bacteria, focussing on genetic and population levels of adaptation to factors such as carbon source availability, environmental stressors, and interactions with the native microbiome. We also address regulatory and safety considerations for the development of probiotics and live biotherapeutics from an evolutionary perspective, with a discussion of methods that utilise evolution to improve probiotic safety and efficacy via directed evolution, in comparison to another popular approach, genetic engineering.
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Affiliation(s)
- Julia Leeflang
- Adelaide Medical School, University of Adelaide, Adelaide, SA, 5000, Australia
| | - Josephine A Wright
- Precision Cancer Medicine Theme, South Australia Health and Medical Research Institute, Adelaide, SA, 5000, Australia
| | | | - M Omar Din
- Department of Pediatrics, University of California, San Diego, La Jolla, CA, 92093, USA
| | - Susan L Woods
- Adelaide Medical School, University of Adelaide, Adelaide, SA, 5000, Australia.
- Precision Cancer Medicine Theme, South Australia Health and Medical Research Institute, Adelaide, SA, 5000, Australia.
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6
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Enav H, Paz I, Ley RE. Strain tracking in complex microbiomes using synteny analysis reveals per-species modes of evolution. Nat Biotechnol 2025; 43:773-783. [PMID: 38898177 DOI: 10.1038/s41587-024-02276-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Accepted: 05/10/2024] [Indexed: 06/21/2024]
Abstract
Microbial species diversify into strains through single-nucleotide mutations and structural changes, such as recombination, insertions and deletions. Most strain-comparison methods quantify differences in single-nucleotide polymorphisms (SNPs) and are insensitive to structural changes. However, recombination is an important driver of phenotypic diversification in many species, including human pathogens. We introduce SynTracker, a tool that compares microbial strains using genome synteny-the order of sequence blocks in homologous genomic regions-in pairs of metagenomic assemblies or genomes. Genome synteny is a rich source of genomic information untapped by current strain-comparison tools. SynTracker has low sensitivity to SNPs, has no database requirement and is robust to sequencing errors. It outperforms existing tools when tracking strains in metagenomic data and is particularly suited for phages, plasmids and other low-data contexts. Applied to single-species datasets and human gut metagenomes, SynTracker, combined with an SNP-based tool, detects strains enriched in either point mutations or structural changes, providing insights into microbial evolution in situ.
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Affiliation(s)
- Hagay Enav
- Department of Microbiome Science, Max Planck Institute for Biology, Tübingen, Germany
| | - Inbal Paz
- Department of Microbiome Science, Max Planck Institute for Biology, Tübingen, Germany
| | - Ruth E Ley
- Department of Microbiome Science, Max Planck Institute for Biology, Tübingen, Germany.
- Cluster of Excellence EXC 2124: Controlling Microbes to Fight Infections (CMFI), University of Tübingen, Tübingen, Germany.
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7
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Yaffe E, Dethlefsen L, Patankar AV, Gui C, Holmes S, Relman DA. Brief antibiotic use drives human gut bacteria towards low-cost resistance. Nature 2025; 641:182-191. [PMID: 40269166 PMCID: PMC12168174 DOI: 10.1038/s41586-025-08781-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2023] [Accepted: 02/12/2025] [Indexed: 04/25/2025]
Abstract
Understanding the relationship between antibiotic use and the evolution of antimicrobial resistance is vital for effective antibiotic stewardship. Yet, animal models and in vitro experiments poorly replicate real-world conditions1. To explain how resistance evolves in vivo, we exposed 60 human participants to ciprofloxacin and used longitudinal stool samples and a new computational method to assemble the genomes of 5,665 populations of commensal bacterial species within participants. Analysis of 2.3 million polymorphic sequence variants revealed 513 populations that underwent selective sweeps. We found convergent evolution focused on DNA gyrase and evidence of dispersed selective pressure at other genomic loci. Roughly 10% of susceptible bacterial populations evolved towards resistance through sweeps that involved substitutions at a specific amino acid in gyrase. The evolution of gyrase was associated with large populations that decreased in relative abundance during exposure. Sweeps persisted for more than 10 weeks in most cases and were not projected to revert within a year. Targeted amplification showed that gyrase mutations arose de novo within the participants and exhibited no measurable fitness cost. These findings revealed that brief ciprofloxacin exposure drives the evolution of resistance in gut commensals, with mutations persisting long after exposure. This study underscores the capacity of the human gut to promote the evolution of resistance and identifies key genomic and ecological factors that shape bacterial adaptation in vivo.
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Affiliation(s)
- Eitan Yaffe
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.
- Infectious Diseases Section, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA.
| | - Les Dethlefsen
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Arati V Patankar
- Infectious Diseases Section, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
| | - Chen Gui
- Infectious Diseases Section, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
| | - Susan Holmes
- Department of Statistics, Stanford University, Stanford, CA, USA
| | - David A Relman
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Infectious Diseases Section, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA
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8
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Sawhney SS, Thänert R, Thänert A, Hall-Moore C, Ndao IM, Mahmud B, Warner BB, Tarr PI, Dantas G. Gut microbiome evolution from infancy to 8 years of age. Nat Med 2025:10.1038/s41591-025-03610-0. [PMID: 40175737 DOI: 10.1038/s41591-025-03610-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2024] [Accepted: 02/24/2025] [Indexed: 04/04/2025]
Abstract
The human gut microbiome is most dynamic in early life. Although sweeping changes in taxonomic architecture are well described, it remains unknown how, and to what extent, individual strains colonize and persist and how selective pressures define their genomic architecture. In this study, we combined shotgun sequencing of 1,203 stool samples from 26 mothers and their twins (52 infants), sampled from childbirth to 8 years after birth, with culture-enhanced, deep short-read and long-read stool sequencing from a subset of 10 twins (20 infants) to define transmission, persistence and evolutionary trajectories of gut species from infancy to middle childhood. We constructed 3,995 strain-resolved metagenome-assembled genomes across 399 taxa, and we found that 27.4% persist within individuals. We identified 726 strains shared within families, with Bacteroidales, Oscillospiraceae and Lachnospiraceae, but not Bifidobacteriaceae, vertically transferred. Lastly, we identified weaning as a critical inflection point that accelerates bacterial mutation rates and separates functional profiles of genes accruing mutations.
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Affiliation(s)
- Sanjam S Sawhney
- Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Robert Thänert
- Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
- Department of Pathology and Immunology, Division of Laboratory and Genomic Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Anna Thänert
- Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Carla Hall-Moore
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
| | - I Malick Ndao
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
| | - Bejan Mahmud
- Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, USA
| | - Barbara B Warner
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
| | - Phillip I Tarr
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA
- Department of Molecular Microbiology, Washington University School of Medicine, St. Louis, MO, USA
| | - Gautam Dantas
- Edison Family Center for Genome Sciences & Systems Biology, Washington University School of Medicine, St. Louis, MO, USA.
- Department of Pathology and Immunology, Division of Laboratory and Genomic Medicine, Washington University School of Medicine, St. Louis, MO, USA.
- Department of Pediatrics, Washington University School of Medicine, St. Louis, MO, USA.
- Department of Molecular Microbiology, Washington University School of Medicine, St. Louis, MO, USA.
- Department of Biomedical Engineering, Washington University in St. Louis, St. Louis, MO, USA.
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9
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Yang R, Tang J, Niu J, Hou B, Zhang L. Dissemination mechanisms of unique antibiotic resistance genes from flowback water to soil revealed by combined Illumina and Nanopore sequencing. WATER RESEARCH 2025; 273:123030. [PMID: 39731837 DOI: 10.1016/j.watres.2024.123030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/22/2024] [Revised: 12/03/2024] [Accepted: 12/20/2024] [Indexed: 12/30/2024]
Abstract
As a byproduct of shale gas extraction, flowback water (FW) is produced in large quantities globally. Due to the unique interactions between pollutants and microorganisms, FW always harbor multiple antibiotic resistance genes (ARGs) that have been confirmed in our previous findings, potentially serving as a point source for ARGs released into the environment. However, whether ARGs in FW can disseminate or integrate into the environmental resistome remains unclear. In this study, unique ARGs from FW were identified, and the ARG profiles in soil and FW-spiked soil were compared using a combination of Illumina and Nanopore sequencing. The results indicated that the total abundance of the soil resistome increased by 30.8 % in soil contaminated with FW. Of this increase, 11.1 % was attributable to the integration of exogenous ARGs from FW into the soil resistome. Sequence alignment at the gene level further confirmed the successful integration of 20 unique ARG sequences classified as multidrug and vancomycin resistance genes into the soil resistome. These 20 ARG sequences were detected only in the FW. Multiple lines of evidence indicated that horizontal gene transfer dominated ARG dissemination in soil contaminated by FW. This conclusion is supported by the discrepancy between changes in mobile ARGs and host abundance, the upregulation of oxidative stress-related genes (SOD1 and SOD2) and the SOS response (lexA and recA), as well as the upregulation of genes related to quorum sensing (virD4, virB9, and virB3) and naked DNA uptake (pilD, pilT, and pilQ).
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Affiliation(s)
- Rui Yang
- Key Laboratory of Three Gorges Reservoir Region's Eco-environment, Ministry of Education, Chongqing University, Chongqing 400045, PR China; State Key Laboratory of Coal Mine Disaster Dynamics and Control, Chongqing University, Chongqing 400044, PR China
| | - Jialin Tang
- Key Laboratory of Three Gorges Reservoir Region's Eco-environment, Ministry of Education, Chongqing University, Chongqing 400045, PR China
| | - Junfeng Niu
- College of Environmental Science and Engineering, North China Electric Power University, Beijing 102206, PR China
| | - Bowen Hou
- Key Laboratory of Three Gorges Reservoir Region's Eco-environment, Ministry of Education, Chongqing University, Chongqing 400045, PR China
| | - Lilan Zhang
- Key Laboratory of Three Gorges Reservoir Region's Eco-environment, Ministry of Education, Chongqing University, Chongqing 400045, PR China; State Key Laboratory of Coal Mine Disaster Dynamics and Control, Chongqing University, Chongqing 400044, PR China.
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10
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Salamzade R, Kalan LR. Context matters: assessing the impacts of genomic background and ecology on microbial biosynthetic gene cluster evolution. mSystems 2025; 10:e0153824. [PMID: 39992097 PMCID: PMC11915812 DOI: 10.1128/msystems.01538-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/25/2025] Open
Abstract
Encoded within many microbial genomes, biosynthetic gene clusters (BGCs) underlie the synthesis of various secondary metabolites that often mediate ecologically important functions. Several studies and bioinformatics methods developed over the past decade have advanced our understanding of both microbial pangenomes and BGC evolution. In this minireview, we first highlight challenges in broad evolutionary analysis of BGCs, including delineation of BGC boundaries and clustering of BGCs across genomes. We further summarize key findings from microbial comparative genomics studies on BGC conservation across taxa and habitats and discuss the potential fitness effects of BGCs in different settings. Afterward, recent research showing the importance of genomic context on the production of secondary metabolites and the evolution of BGCs is highlighted. These studies draw parallels to recent, broader, investigations on gene-to-gene associations within microbial pangenomes. Finally, we describe mechanisms by which microbial pangenomes and BGCs evolve, ranging from the acquisition or origination of entire BGCs to micro-evolutionary trends of individual biosynthetic genes. An outlook on how expansions in the biosynthetic capabilities of some taxa might support theories that open pangenomes are the result of adaptive evolution is also discussed. We conclude with remarks about how future work leveraging longitudinal metagenomics across diverse ecosystems is likely to significantly improve our understanding on the evolution of microbial genomes and BGCs.
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Affiliation(s)
- Rauf Salamzade
- Department of Medical Microbiology and Immunology, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin, USA
- Microbiology Doctoral Training Program, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Lindsay R. Kalan
- Department of Medical Microbiology and Immunology, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, Wisconsin, USA
- M.G. DeGroote Institute for Infectious Disease Research, David Braley Center for Antibiotic Discovery, McMaster University, Hamilton, Ontario, Canada
- Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, Ontario, Canada
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11
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Andreani NA, Unterweger D, Schreiber S, Baines JF. Evolutionary Medicine for Chronic Inflammatory Diseases of the Gut: More Than a Clinical Fantasy? Gastroenterology 2025; 168:439-443. [PMID: 39426489 DOI: 10.1053/j.gastro.2024.10.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/02/2024] [Revised: 10/11/2024] [Accepted: 10/15/2024] [Indexed: 10/21/2024]
Affiliation(s)
- Nadia Andrea Andreani
- Section of Evolutionary Medicine, Institute for Experimental Medicine, Kiel University, Kiel, Germany; Max Planck Institute for Evolutionary Biology, Plön, Germany
| | - Daniel Unterweger
- Section of Evolutionary Medicine, Institute for Experimental Medicine, Kiel University, Kiel, Germany; Max Planck Institute for Evolutionary Biology, Plön, Germany
| | - Stefan Schreiber
- Institute of Clinical Molecular Biology, Department of Medicine I, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany; Department of Internal Medicine I, University Medical Center Schleswig-Holstein, Kiel University, Kiel, Germany
| | - John F Baines
- Section of Evolutionary Medicine, Institute for Experimental Medicine, Kiel University, Kiel, Germany; Max Planck Institute for Evolutionary Biology, Plön, Germany
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12
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Liu J, Liu Y, Huang C, He C, Yang T, Ren R, Xin Z, Wang X. Quercetin-Driven Akkermansia Muciniphila Alleviates Obesity by Modulating Bile Acid Metabolism via an ILA/m 6A/CYP8B1 Signaling. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2025; 12:e2412865. [PMID: 39888270 PMCID: PMC11948036 DOI: 10.1002/advs.202412865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/13/2024] [Revised: 11/19/2024] [Indexed: 02/01/2025]
Abstract
Global health is increasingly challenged by the growing prevalence of obesity and its associated complications. Quercetin, one of the most important dietary flavonoids, is being explored as an effective therapy for obesity with its mechanism remains understudied. Here in this study, it is demonstrated that quercetin intervention significantly reverses obesity-related phenotypes through reshaping the overall structure of microbiota, especially boosting colonization of the beneficial gut commensal Akkermansia muciniphila (A. muciniphila). Enrichment of A. muciniphila leads to generate more indole-3-lactic acid (ILA) to upregulate the expression of 12α-hydroxylase (CYP8B1) via fat mass and obesity-associated protein (FTO)/ N6-methyladenosine (m6A)/YTHDF2 manner, thereby facilitating cholesterol converts to cholic acid (CA). CA in turn drastically suppresses lipid accumulation via activating the farnesoid X receptor (FXR) in adipose tissue. This work introduces a novel therapeutic target for addressing obesity and expands upon the current limited understanding of the mediator function of m6A modifications in microorganism-influenced bile acid (BA) metabolism.
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Affiliation(s)
- Jiaqi Liu
- College of Animal SciencesZhejiang UniversityHangzhou310058China
- Key Laboratory of Molecular Animal Nutrition (Zhejiang University)Ministry of EducationHangzhou3100058China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China)Ministry of Agriculture and Rural AffairsHangzhou310058China
- Zhejiang Key Laboratory of Nutrition and Breeding for High‐quality Animal ProductsHangzhou310058China
| | - Youhua Liu
- College of Animal SciencesZhejiang UniversityHangzhou310058China
- Key Laboratory of Molecular Animal Nutrition (Zhejiang University)Ministry of EducationHangzhou3100058China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China)Ministry of Agriculture and Rural AffairsHangzhou310058China
- Zhejiang Key Laboratory of Nutrition and Breeding for High‐quality Animal ProductsHangzhou310058China
| | - Chaoqun Huang
- College of Animal SciencesZhejiang UniversityHangzhou310058China
- Key Laboratory of Molecular Animal Nutrition (Zhejiang University)Ministry of EducationHangzhou3100058China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China)Ministry of Agriculture and Rural AffairsHangzhou310058China
- Zhejiang Key Laboratory of Nutrition and Breeding for High‐quality Animal ProductsHangzhou310058China
| | - Chuan He
- Department of ChemistryDepartment of Biochemistry and Molecular BiologyInstitute for Biophysical DynamicsHoward Hughes Medical InstituteThe University of Chicago929 East 57th StreetChicagoIL60637USA
| | - Tongyudan Yang
- College of Animal SciencesZhejiang UniversityHangzhou310058China
- Key Laboratory of Molecular Animal Nutrition (Zhejiang University)Ministry of EducationHangzhou3100058China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China)Ministry of Agriculture and Rural AffairsHangzhou310058China
- Zhejiang Key Laboratory of Nutrition and Breeding for High‐quality Animal ProductsHangzhou310058China
| | - Ruiti Ren
- College of Animal SciencesZhejiang UniversityHangzhou310058China
- Key Laboratory of Molecular Animal Nutrition (Zhejiang University)Ministry of EducationHangzhou3100058China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China)Ministry of Agriculture and Rural AffairsHangzhou310058China
- Zhejiang Key Laboratory of Nutrition and Breeding for High‐quality Animal ProductsHangzhou310058China
| | - Zimeng Xin
- College of Animal SciencesZhejiang UniversityHangzhou310058China
- Key Laboratory of Molecular Animal Nutrition (Zhejiang University)Ministry of EducationHangzhou3100058China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China)Ministry of Agriculture and Rural AffairsHangzhou310058China
- Zhejiang Key Laboratory of Nutrition and Breeding for High‐quality Animal ProductsHangzhou310058China
| | - Xinxia Wang
- College of Animal SciencesZhejiang UniversityHangzhou310058China
- Key Laboratory of Molecular Animal Nutrition (Zhejiang University)Ministry of EducationHangzhou3100058China
- Key Laboratory of Animal Nutrition and Feed Science (Eastern of China)Ministry of Agriculture and Rural AffairsHangzhou310058China
- Zhejiang Key Laboratory of Nutrition and Breeding for High‐quality Animal ProductsHangzhou310058China
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13
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Debray R, Dickson CC, Webb SE, Archie EA, Tung J. Shared environments complicate the use of strain-resolved metagenomics to infer microbiome transmission. MICROBIOME 2025; 13:59. [PMID: 40022204 PMCID: PMC11869744 DOI: 10.1186/s40168-025-02051-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2024] [Accepted: 01/30/2025] [Indexed: 03/03/2025]
Abstract
BACKGROUND In humans and other social animals, social partners have more similar microbiomes than expected by chance, suggesting that social contact transfers microorganisms. Yet, social microbiome transmission can be difficult to identify based on compositional data alone. To overcome this challenge, recent studies have used information about microbial strain sharing (i.e., the shared presence of highly similar microbial sequences) to infer transmission. However, the degree to which strain sharing is influenced by shared traits and environments among social partners, rather than transmission per se, is not well understood. RESULTS Here, we first use a fecal microbiota transplant dataset to show that strain sharing can recapitulate true transmission networks under ideal settings when donor-recipient pairs are unambiguous and recipients are sampled shortly after transmission. In contrast, in gut metagenomes from a wild baboon population, we find that demographic and environmental factors can override signals of strain sharing among social partners. CONCLUSIONS We conclude that strain-level analyses provide useful information about microbiome similarity, but other facets of study design, especially longitudinal sampling and careful consideration of host characteristics, are essential for inferring the underlying mechanisms of strain sharing and resolving true social transmission network. Video Abstract.
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Affiliation(s)
- Reena Debray
- Department of Primate Behavior and Evolution, Max Planck Institute for Evolutionary Anthropology, Leipzig, Saxony, Germany.
| | - Carly C Dickson
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA
| | - Shasta E Webb
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA
| | - Elizabeth A Archie
- Department of Biological Sciences, University of Notre Dame, Notre Dame, IN, USA
| | - Jenny Tung
- Department of Primate Behavior and Evolution, Max Planck Institute for Evolutionary Anthropology, Leipzig, Saxony, Germany
- Department of Biology, Duke University, Durham, NC, USA
- Department of Evolutionary Anthropology, Duke University, Durham, NC, USA
- Duke Population Research Institute, Duke University, Durham, NC, USA
- Canadian Institute for Advanced Research, Toronto, ON, Canada
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14
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Doran BA, Chen RY, Giba H, Behera V, Barat B, Sundararajan A, Lin H, Sidebottom A, Pamer EG, Raman AS. Subspecies phylogeny in the human gut revealed by co-evolutionary constraints across the bacterial kingdom. Cell Syst 2025; 16:101167. [PMID: 39826551 DOI: 10.1016/j.cels.2024.12.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/26/2023] [Revised: 02/16/2024] [Accepted: 12/18/2024] [Indexed: 01/22/2025]
Abstract
The human gut microbiome contains many bacterial strains of the same species ("strain-level variants") that shape microbiome function. The tremendous scale and molecular resolution at which microbial communities are being interrogated motivates addressing how to describe strain-level variants. We introduce the "Spectral Tree"-an inferred tree of relatedness built from patterns of co-evolutionary constraint between greater than 7,000 diverse bacteria. Using the Spectral Tree to describe over 600 diverse gut commensal strains that we isolated, whole-genome sequenced, and metabolically profiled revealed (1) widespread phylogenetic structure among strain-level variants, (2) the origins of subspecies phylogeny as a shared history of phage infections across humans, and (3) the key role of inter-human strain variation in predicting strain-level metabolic qualities. Overall, our work demonstrates the existence and metabolic importance of structured phylogeny below the level of species for commensal gut bacteria, motivating a redefinition of individual strains according to their evolutionary context. A record of this paper's transparent peer review process is included in the supplemental information.
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Affiliation(s)
- Benjamin A Doran
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA; Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL 60637, USA
| | - Robert Y Chen
- Department of Psychiatry, University of Washington, Seattle, WA 98195, USA
| | - Hannah Giba
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA; Department of Pathology, University of Chicago, Chicago, IL 60637, USA
| | - Vivek Behera
- Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Bidisha Barat
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA
| | | | - Huaiying Lin
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA
| | - Ashley Sidebottom
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA
| | - Eric G Pamer
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA; Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Arjun S Raman
- Duchossois Family Institute, University of Chicago, Chicago, IL 60637, USA; Department of Pathology, University of Chicago, Chicago, IL 60637, USA; Center for the Physics of Evolving Systems, University of Chicago, Chicago, IL 60637, USA.
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15
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Yan Q, Chen Y, Gao EB, Lu Y, Wu J, Qiu H. The characteristics of intestinal microflora in infants with rotavirus enteritis, changes in microflora before and after treatment and their clinical values. Sci Rep 2025; 15:4312. [PMID: 39910252 PMCID: PMC11799311 DOI: 10.1038/s41598-025-88312-w] [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: 10/29/2024] [Accepted: 01/28/2025] [Indexed: 02/07/2025] Open
Abstract
Rotavirus (RV) is a leading pathogen causing diarrhea in children. In this study, a total of 51 fecal samples from children with RV enteritis, 29 post-treatment fecal samples, and 38 fecal samples from age-matched healthy controls were collected. Microbial DNA was isolated from the samples followed by high throughput Illumina sequencing targeting 16 S rRNA gene. Compared to the healthy group, the RV-infected group exhibited reduced microbial diversity. Both groups shared Firmicutes as the dominant phylum. Additionally, the abundance of Proteobacteria increased significantly in the RV-infected group. At the genus level, among the top 50 most abundant genera, 34 showed significant differences, with these differential genera correlating with certain clinical indicators such as dehydration levels and C-reactive protein (CRP). Notably, there were no significant differences in the microbiota before and after treatment in RV-infected children. Only 8.82% (3/34) of the differential genera in the post-treatment group showed a recovery trend towards the healthy state. This study enhances the understanding of how RV infection alters the gut microbiota structure in children and provides a scientific basis for improving clinical diagnosis and treatment strategies.
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Affiliation(s)
- Qiyan Yan
- Department of Pediatrics, The Affiliated Women and Children's Hospital of Ningbo University, Ningbo, 315000, Zhejiang, China
| | - Yuanyuan Chen
- Department of Pediatrics, Jinhua Women's and Children's Hospital, Jinhua, 321000, Zhejiang, China
| | - E-Bin Gao
- School of Life Sciences, Jiangsu University, Zhenjiang, 212000, Jiangsu, China
| | - Yanbo Lu
- Department of Pediatrics, The Affiliated Women and Children's Hospital of Ningbo University, Ningbo, 315000, Zhejiang, China
| | - Junhua Wu
- Department of Pediatrics, The Affiliated Women and Children's Hospital of Ningbo University, Ningbo, 315000, Zhejiang, China.
| | - Haiyan Qiu
- Department of Pediatrics, The Affiliated Women and Children's Hospital of Ningbo University, Ningbo, 315000, Zhejiang, China.
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16
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Zhou X, Chen X, Davis MM, Snyder MP. Embracing Interpersonal Variability of Microbiome in Precision Medicine. PHENOMICS (CHAM, SWITZERLAND) 2025; 5:8-13. [PMID: 40313605 PMCID: PMC12040794 DOI: 10.1007/s43657-024-00201-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2024] [Revised: 09/02/2024] [Accepted: 09/04/2024] [Indexed: 05/03/2025]
Affiliation(s)
- Xin Zhou
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305 USA
- Stanford Center for Genomics and Personalized Medicine, Stanford University School of Medicine, Stanford, CA 94305 USA
| | - Xin Chen
- Stanford Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305 USA
| | - Mark M. Davis
- Stanford Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305 USA
| | - Michael P. Snyder
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94305 USA
- Stanford Center for Genomics and Personalized Medicine, Stanford University School of Medicine, Stanford, CA 94305 USA
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17
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Giri S, Shi H, Typas A, Huang KC. Harnessing gut microbial communities to unravel microbiome functions. Curr Opin Microbiol 2025; 83:102578. [PMID: 39787728 DOI: 10.1016/j.mib.2024.102578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2024] [Revised: 12/09/2024] [Accepted: 12/12/2024] [Indexed: 01/12/2025]
Abstract
The gut microbiome impacts human health in direct and indirect ways. While many associations have been discovered between specific microbiome compositions and diseases, establishing causality, understanding the underlying mechanisms, and developing successful microbiome-based therapies require novel experimental approaches. In this opinion, we discuss how in vitro cultivation of diverse communities enables systematic investigation of the individual and collective functions of gut microbes. Up to now, the field has relied mostly on simple, bottom-up assembled synthetic communities or more complex, undefined stool-derived communities. Although powerful for dissecting interactions and mapping causal effects, these communities suffer either from ignoring the complexity, diversity, coevolution, and dynamics of natural communities or from lack of control of community composition. These limitations can be overcome in the future by establishing personalized culture collections from stool samples of different donors and assembling personalized communities to investigate native interactions and ecological relationships in a controlled manner.
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Affiliation(s)
- Samir Giri
- European Molecular Biology Laboratory, Molecular Systems Biology Unit, Heidelberg, Germany
| | - Handuo Shi
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Bioengineering, Stanford University, Stanford, CA 94305, USA
| | - Athanasios Typas
- European Molecular Biology Laboratory, Molecular Systems Biology Unit, Heidelberg, Germany.
| | - Kerwyn Casey Huang
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Bioengineering, Stanford University, Stanford, CA 94305, USA; Chan Zuckerberg Biohub, San Francisco, CA 94158, USA.
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18
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Wasney M, Briscoe L, Wolff R, Ghezzi H, Tropini C, Garud N. Uniform bacterial genetic diversity along the guts of mice inoculated with human stool. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.01.28.635365. [PMID: 39974986 PMCID: PMC11838389 DOI: 10.1101/2025.01.28.635365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/21/2025]
Abstract
Environmental gradients exist throughout the digestive tract, driving spatial variation in the membership and abundance of bacterial species along the gut. However, less is known about the distribution of genetic diversity within bacterial species along the gut. Understanding this distribution is important because bacterial genetic variants confer traits important for the functioning of the microbiome and are also known to impart phenotypes to the hosts, including local inflammation along the gut and the ability to digest food. Thus, to be able to understand how the microbiome functions at a mechanistic level, it is essential to understand how genetic diversity is organized along the gut and the ecological and evolutionary processes that give rise to this organization. In this study, we analyzed bacterial genetic diversity of approximately 30 common gut commensals in five regions along the gut lumen in germ-free mice colonized with the same healthy human stool sample. While species membership and abundances varied considerably along the gut, genetic diversity within species was substantially more uniform. Driving this uniformity were similar strain frequencies along the gut, implying that multiple, genetically divergent strains of the same species can coexist within a host without spatially segregating. Additionally, the approximately 60 unique evolutionary adaptations arising within mice tended to sweep throughout the gut, showing little specificity for particular gut regions. Together, our findings show that genetic diversity may be more uniform along the gut than species diversity, which implies that species presence-absence may play a larger role than genetic variation in responding to varied environments along the gut.
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Affiliation(s)
- Michael Wasney
- University of California, Los Angeles, Human Genetics, Los Angeles, CA
| | - Leah Briscoe
- University of California, Los Angeles, Interdepartmental Program in Bioinformatics, Los Angeles, CA
| | - Richard Wolff
- University of California, Los Angeles, Ecology and Evolutionary Biology, Los Angeles, CA
| | - Hans Ghezzi
- University of British Columbia, Department of Bioinformatics, Vancouver, Canada
| | - Carolina Tropini
- University of British Columbia, Department of Microbiology and Immunology, Vancouver, Canada
- University of British Columbia, School of Biomedical Engineering, Vancouver, Canada
- Canadian Institute for Advanced Research, Humans and the Microbiome Program, Toronto, Canada
| | - Nandita Garud
- University of California, Los Angeles, Human Genetics, Los Angeles, CA
- University of California, Los Angeles, Interdepartmental Program in Bioinformatics, Los Angeles, CA
- University of California, Los Angeles, Ecology and Evolutionary Biology, Los Angeles, CA
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19
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Zhang AN, Gaston JM, Cárdenas P, Zhao S, Gu X, Alm EJ. CRISPR-Cas spacer acquisition is a rare event in human gut microbiome. CELL GENOMICS 2025; 5:100725. [PMID: 39719706 PMCID: PMC11770219 DOI: 10.1016/j.xgen.2024.100725] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/09/2024] [Revised: 09/12/2024] [Accepted: 11/25/2024] [Indexed: 12/26/2024]
Abstract
Host-parasite relationships drive the evolution of both parties. In microbe-phage dynamics, CRISPR functions as an adaptive defense mechanism, updating immunity via spacer acquisition. Here, we investigated these interactions within the human gut microbiome, uncovering low frequencies of spacer acquisition at an average rate of one spacer every ∼2.9 point mutations using isolates' whole genomes and ∼2.7 years using metagenome time series. We identified a highly prevalent CRISPR array in Bifidobacterium longum spreading via horizontal gene transfer (HGT), with six spacers found in various genomic regions in 15 persons from the United States and Europe. These spacers, targeting two prominent Bifidobacterium phages, comprised 76% of spacer occurrence of all spacers targeting these phages in all B. longum populations. This result suggests that HGT of an entire CRISPR-Cas system introduced three times more spacers than local CRISPR-Cas acquisition in B. longum. Overall, our findings identified key ecological and evolutionary factors in prokaryote adaptive immunity.
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Affiliation(s)
- An-Ni Zhang
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA; School of Biological Sciences, Nanyang Technological University, Singapore, Singapore.
| | - Jeffry M Gaston
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore; Google, Cambridge, MA, USA
| | - Pablo Cárdenas
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Shijie Zhao
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Xiaoqiong Gu
- Singapore-MIT Alliance for Research and Technology, National University of Singapore, Singapore, Singapore
| | - Eric J Alm
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA; Center for Microbiome Informatics and Therapeutics, Massachusetts Institute of Technology, Cambridge, MA, USA.
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20
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Hsu TY, Nzabarushimana E, Wong D, Luo C, Beiko RG, Langille M, Huttenhower C, Nguyen LH, Franzosa EA. Profiling lateral gene transfer events in the human microbiome using WAAFLE. Nat Microbiol 2025; 10:94-111. [PMID: 39747694 DOI: 10.1038/s41564-024-01881-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Accepted: 11/13/2024] [Indexed: 01/04/2025]
Abstract
Lateral gene transfer (LGT), also known as horizontal gene transfer, facilitates genomic diversification in microbial populations. While previous work has surveyed LGT in human-associated microbial isolate genomes, the landscape of LGT arising in personal microbiomes is not well understood, as there are no widely adopted methods to characterize LGT from complex communities. Here we developed, benchmarked and validated a computational algorithm (WAAFLE or Workflow to Annotate Assemblies and Find LGT Events) to profile LGT from assembled metagenomes. WAAFLE prioritizes specificity while maintaining high sensitivity for intergenus LGT. Applying WAAFLE to >2,000 human metagenomes from diverse body sites, we identified >100,000 high-confidence previously uncharacterized LGT (~2 per microbial genome-equivalent). These were enriched for mobile elements, as well as restriction-modification functions associated with the destruction of foreign DNA. LGT frequency was influenced by biogeography, phylogenetic similarity of involved pairs (for example, Fusobacterium periodonticum and F. nucleatum) and donor abundance. These forces manifest as networks in which hub taxa donate unequally with phylogenetic neighbours. Our findings suggest that human microbiome LGT may be more ubiquitous than previously described.
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Affiliation(s)
- Tiffany Y Hsu
- Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Etienne Nzabarushimana
- Harvard T.H. Chan School of Public Health, Boston, MA, USA
- Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| | - Dennis Wong
- Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Chengwei Luo
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Robert G Beiko
- Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Morgan Langille
- Department of Pharmacology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Curtis Huttenhower
- Harvard T.H. Chan School of Public Health, Boston, MA, USA
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Long H Nguyen
- Harvard T.H. Chan School of Public Health, Boston, MA, USA.
- Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA.
| | - Eric A Franzosa
- Harvard T.H. Chan School of Public Health, Boston, MA, USA.
- The Broad Institute of MIT and Harvard, Cambridge, MA, USA.
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21
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Chen-Liaw A, Aggarwala V, Mogno I, Haifer C, Li Z, Eggers J, Helmus D, Hart A, Wehkamp J, Lamousé-Smith ESN, Kerby RL, Rey FE, Colombel JF, Kamm MA, Olle B, Norman JM, Menon R, Watson AR, Crossette E, Terveer EM, Keller JJ, Borody TJ, Grinspan A, Paramsothy S, Kaakoush NO, Dubinsky MC, Faith JJ. Gut microbiota strain richness is species specific and affects engraftment. Nature 2025; 637:422-429. [PMID: 39604726 DOI: 10.1038/s41586-024-08242-x] [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: 11/14/2022] [Accepted: 10/17/2024] [Indexed: 11/29/2024]
Abstract
Despite the fundamental role of bacterial strain variation in gut microbiota function1-6, the number of unique strains of a species that can stably colonize the human intestine is still unknown for almost all species. Here we determine the strain richness (SR) of common gut species using thousands of sequenced bacterial isolates with paired metagenomes. We show that SR varies across species, is transferable by faecal microbiota transplantation, and is uniquely low in the gut compared with soil and lake environments. Active therapeutic administration of supraphysiologic numbers of strains per species increases recipient SR, which then converges back to the population average after dosing is ceased. Stratifying engraftment outcomes by high or low SR shows that SR predicts microbial addition or replacement in faecal transplants. Together, these results indicate that properties of the gut ecosystem govern the number of strains of each species colonizing the gut and thereby influence strain addition and replacement in faecal microbiota transplantation and defined live biotherapeutic products.
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Affiliation(s)
- Alice Chen-Liaw
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Varun Aggarwala
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Reliance Foundation Institution of Education and Research, Jio Institute, Navi Mumbai, India
| | - Ilaria Mogno
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Craig Haifer
- Concord Clinical School, University of Sydney, Sydney, New South Wales, Australia
- School of Clinical Medicine, University of New South Wales, Sydney, New South Wales, Australia
| | - Zhihua Li
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
- Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Joseph Eggers
- Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Drew Helmus
- Dr. Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Amy Hart
- Janssen R&D, Spring House, PA, USA
| | | | | | - Robert L Kerby
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
| | - Federico E Rey
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
| | - Jean Frédéric Colombel
- Dr. Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Michael A Kamm
- Department of Gastroenterology and Medicine, St. Vincent's Hospital, Melbourne, Victoria, Australia
| | | | | | | | | | | | - Elisabeth M Terveer
- Netherlands Donor Feces Bank, Leiden University Medical Center, Leiden, The Netherlands
- Department of Medical Microbiology, Leiden University Medical Center, Leiden, The Netherlands
| | - Josbert J Keller
- Netherlands Donor Feces Bank, Leiden University Medical Center, Leiden, The Netherlands
- Department of Gastroenterology, Haaglanden Medical Center, The Hague, The Netherlands
- Department of Gastroenterology and Hepatology, Leiden University Medical Center, Leiden, The Netherlands
| | - Thomas J Borody
- Centre for Digestive Diseases, Sydney, New South Wales, Australia
| | - Ari Grinspan
- Dr. Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Sudarshan Paramsothy
- Concord Clinical School, University of Sydney, Sydney, New South Wales, Australia
- Department of Gastroenterology and Hepatology, Macquarie University Hospital, Sydney, New South Wales, Australia
| | - Nadeem O Kaakoush
- School of Medical Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Marla C Dubinsky
- Dr. Henry D. Janowitz Division of Gastroenterology, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Jeremiah J Faith
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
- Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
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22
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Srivastav S, Biswas A, Anand A. Interplay of niche and respiratory network in shaping bacterial colonization. J Biol Chem 2025; 301:108052. [PMID: 39662826 PMCID: PMC11742581 DOI: 10.1016/j.jbc.2024.108052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2024] [Revised: 11/28/2024] [Accepted: 11/30/2024] [Indexed: 12/13/2024] Open
Abstract
The human body is an intricate ensemble of prokaryotic and eukaryotic cells, and this coexistence relies on the interplay of many biotic and abiotic factors. The inhabiting microbial population has to maintain its physiological homeostasis under highly dynamic and often hostile host environments. While bacterial colonization primarily relies on the metabolic suitability for the niche, there are reports of active remodeling of niche microenvironments to create favorable habitats, especially in the context of pathogenic settlement. Such physiological plasticity requires a robust metabolic system, often dependent on an adaptable energy metabolism. This review focuses on the respiratory electron transport system and its adaptive consequences within the host environment. We provide an overview of respiratory chain plasticity, which allows pathogenic bacteria to niche-specify, niche-diversify, mitigate inflammatory stress, and outcompete the resident microbiota. We have reviewed existing and emerging knowledge about the role of respiratory chain components responsible for the entry and exit of electrons in influencing the pathogenic outcomes.
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Affiliation(s)
- Stuti Srivastav
- Department of Biological Sciences, Tata Institute of Fundamental Research, Mumbai, Maharashtra, India
| | - Arpita Biswas
- Department of Biological Sciences, Tata Institute of Fundamental Research, Mumbai, Maharashtra, India
| | - Amitesh Anand
- Department of Biological Sciences, Tata Institute of Fundamental Research, Mumbai, Maharashtra, India.
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23
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Mazel F. [Did humans co-evolve with the gut microbiota?]. Med Sci (Paris) 2025; 41:53-61. [PMID: 39887099 DOI: 10.1051/medsci/2024190] [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: 02/01/2025] Open
Abstract
The gut microbiome plays an important role in animal physiology and development. While the molecular, cellular and ecological mechanisms that determine its diversity and impact on animal health are beginning to unfold, we still know relatively little about its evolutionary history. Fundamental questions such as "Is the microbiota evolving and at what race?", "What are its origins?", "What are the consequences of microbiota evolution for human health?" or "Did we co-evolve with our gut bacteria?" are only beginning to be explored. In the short term (from a few days to a few years, or microevolution), gut microbes can evolve and adapt very rapidly within an individual in responses to environmental changes, such as diet shifts, which can affect human health. On the longer term (ten to millions of years, or macroevolution), evolution within individuals is counterbalanced by the transfer of microbes from other people, so that human evolution is decoupled from the evolution of most gut microbes over many generations. This suggests that, while gut microbes have probably evolved rapidly within humans, most of them have a history of exchange between host populations over millennia. Whether the evolution of the microbiota over the last hundreds of thousands of years has facilitated human adaptations remains an open question and an exciting avenue for future research.
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Affiliation(s)
- Florent Mazel
- Département de microbiologie fondamentale, université de Lausanne, Lausanne, Suisse
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24
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Bathia J, Miklós M, Gyulai I, Fraune S, Tökölyi J. Environmental microbial reservoir influences the bacterial communities associated with Hydra oligactis. Sci Rep 2024; 14:32167. [PMID: 39741169 PMCID: PMC11688501 DOI: 10.1038/s41598-024-82944-0] [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: 08/08/2024] [Accepted: 12/10/2024] [Indexed: 01/02/2025] Open
Abstract
The objective to study the influence of microbiome on host fitness is frequently constrained by spatial and temporal variability of microbial communities. In particular, the environment serves as a dynamic reservoir of microbes that provides potential colonizers for animal microbiomes. In this study, we analyzed the microbiome of Hydra oligactis and corresponding water samples from 15 Hungarian lakes to reveal the contribution of environmental microbiota on host microbiome. Correlation analyses and neutral modeling revealed that differences in Hydra microbiota are associated with differences in environmental microbiota. To further investigate the influence of environmental bacterial community on the host microbiome, field-collected Hydra polyps from three populations were cultured in native water or foreign water. Our results show that lake water bacteria significantly contribute to Hydra microbial communities, but the compositional profile remained stable when cultured in different water sources. Longitudinal analysis of the in vitro experiment revealed a site-specific change in microbiome that correlated with the source water quality. Taken together, our findings demonstrate that while freshwater serves as a critical microbial reservoir, Hydra microbial communities exhibit remarkable resilience to environmental changes maintaining stability despite potential invasion. This dual approach highlights the complex interplay between environmental reservoirs and host microbiome integrity.
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Affiliation(s)
- Jay Bathia
- Institute of Zoology and Organismic Interactions, Heinrich-Heine University, Düsseldorf, Germany.
| | - Máté Miklós
- Institute of Evolution, HUN-REN Centre for Ecological Research, Budapest, Hungary
- Centre for Eco-Epidemiology, National Laboratory for Health Security, Budapest, Hungary
| | - István Gyulai
- National Laboratory for Water Science and Water Security, Department of Hydrobiology, University of Debrecen, Debrecen, Hungary
| | - Sebastian Fraune
- Institute of Zoology and Organismic Interactions, Heinrich-Heine University, Düsseldorf, Germany
| | - Jácint Tökölyi
- MTA-DE "Momentum" Ecology, Evolution & Developmental Biology Research Group, Dept. of Evolutionary Zoology, University of Debrecen, Debrecen, Hungary.
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25
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Huang KD, Müller M, Sivapornnukul P, Bielecka AA, Amend L, Tawk C, Lesker TR, Hahn A, Strowig T. Dietary selective effects manifest in the human gut microbiota from species composition to strain genetic makeup. Cell Rep 2024; 43:115067. [PMID: 39673707 DOI: 10.1016/j.celrep.2024.115067] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Revised: 10/10/2024] [Accepted: 11/22/2024] [Indexed: 12/16/2024] Open
Abstract
Diet significantly influences the human gut microbiota, a key player in health. We analyzed shotgun metagenomic sequencing data from healthy individuals with long-term dietary patterns-vegan, flexitarian, or omnivore-and included detailed dietary surveys and blood biomarkers. Dietary patterns notably affected the bacterial community composition by altering the relative abundances of certain species but had a minimal impact on microbial functional repertoires. However, diet influenced microbial functionality at the strain level, with diet type linked to strain genetic variations. We also found molecular signatures of selective pressure in species enriched by specific diets. Notably, species enriched in omnivores exhibited stronger positive selection, such as multiple iron-regulating genes in the meat-favoring bacterium Odoribacter splanchnicus, an effect that was also validated in independent cohorts. Our findings offer insights into how diet shapes species and genetic diversity in the human gut microbiota.
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Affiliation(s)
- Kun D Huang
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Mattea Müller
- Institute of Food Science and Nutrition, Leibniz University of Hannover, Hannover, Germany
| | - Pavaret Sivapornnukul
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany; Center of Excellence in Systems Microbiology (CESM), Department of Biochemistry, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Agata Anna Bielecka
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Lena Amend
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Caroline Tawk
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Till-Robin Lesker
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany
| | - Andreas Hahn
- Institute of Food Science and Nutrition, Leibniz University of Hannover, Hannover, Germany
| | - Till Strowig
- Department of Microbial Immune Regulation, Helmholtz Centre for Infection Research, Braunschweig, Germany; Hannover Medical School (MHH), Hannover, Germany; Centre for Individualized Infection Medicine (CiiM), a joint venture between the Helmholtz Centre for Infection Research (HZI) and the Hannover Medical School (MHH), Hannover, Germany.
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26
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Pinto Y, Bhatt AS. Sequencing-based analysis of microbiomes. Nat Rev Genet 2024; 25:829-845. [PMID: 38918544 DOI: 10.1038/s41576-024-00746-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/15/2024] [Indexed: 06/27/2024]
Abstract
Microbiomes occupy a range of niches and, in addition to having diverse compositions, they have varied functional roles that have an impact on agriculture, environmental sciences, and human health and disease. The study of microbiomes has been facilitated by recent technological and analytical advances, such as cheaper and higher-throughput DNA and RNA sequencing, improved long-read sequencing and innovative computational analysis methods. These advances are providing a deeper understanding of microbiomes at the genomic, transcriptional and translational level, generating insights into their function and composition at resolutions beyond the species level.
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Affiliation(s)
- Yishay Pinto
- Department of Genetics, Stanford University, Stanford, CA, USA
- Department of Medicine, Divisions of Hematology and Blood & Marrow Transplantation, Stanford University, Stanford, CA, USA
| | - Ami S Bhatt
- Department of Genetics, Stanford University, Stanford, CA, USA.
- Department of Medicine, Divisions of Hematology and Blood & Marrow Transplantation, Stanford University, Stanford, CA, USA.
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27
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Shen X, Jin H, Zhao F, Kwok L, Zhao Z, Sun Z. Short-term probiotic supplementation affects the diversity, genetics, growth, and interactions of the native gut microbiome. IMETA 2024; 3:e253. [PMID: 39742297 PMCID: PMC11683461 DOI: 10.1002/imt2.253] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/09/2024] [Revised: 11/25/2024] [Accepted: 11/26/2024] [Indexed: 01/03/2025]
Abstract
The precise mechanisms through which probiotics interact with and reshape the native gut microbiota, especially at the species and genetic levels, remain underexplored. This study employed a high-dose probiotic regimen of Bifidobacterium animalis subsp. lactis [200 billion colony forming units (CFU)/day] over 7 days among healthy participants. Weekly fecal samples were collected for metagenomic sequencing analysis. We found that probiotic intake can significantly enhance the diversity of the gut microbiome and impact single nucleotide variations, growth rates, and network interactions of the resident intestinal bacteria. These adaptive changes in the gut microbiota indicate the swift evolutionary responses of native bacteria to the ecological disturbance presented by probiotic supplementation. Notably, the microbial community appears to undergo rapid and multifaceted ecological adjustments, potentially preceding longer-term evolutionary changes. This knowledge lays the groundwork for further exploration into the mechanisms underlying probiotic-mediated modulation of the gut microbiome, highlighting the necessity of encompassing ecological and evolutionary perspectives in the design and optimization of probiotic applications.
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Affiliation(s)
- Xin Shen
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of EducationInner Mongolia Agricultural UniversityHohhotChina
- Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural AffairsInner Mongolia Agricultural UniversityHohhotChina
- Inner Mongolia Key Laboratory of Dairy Biotechnology and EngineeringInner Mongolia Agricultural UniversityHohhotChina
| | - Hao Jin
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of EducationInner Mongolia Agricultural UniversityHohhotChina
- Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural AffairsInner Mongolia Agricultural UniversityHohhotChina
- Inner Mongolia Key Laboratory of Dairy Biotechnology and EngineeringInner Mongolia Agricultural UniversityHohhotChina
| | - Feiyan Zhao
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of EducationInner Mongolia Agricultural UniversityHohhotChina
- Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural AffairsInner Mongolia Agricultural UniversityHohhotChina
- Collaborative Innovative Center for Lactic Acid Bacteria and Fermented Dairy Products, Ministry of EducationInner Mongolia Agricultural UniversityHohhotChina
| | - Lai‐Yu Kwok
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of EducationInner Mongolia Agricultural UniversityHohhotChina
- Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural AffairsInner Mongolia Agricultural UniversityHohhotChina
- Collaborative Innovative Center for Lactic Acid Bacteria and Fermented Dairy Products, Ministry of EducationInner Mongolia Agricultural UniversityHohhotChina
| | - Zhixin Zhao
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of EducationInner Mongolia Agricultural UniversityHohhotChina
- Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural AffairsInner Mongolia Agricultural UniversityHohhotChina
- Collaborative Innovative Center for Lactic Acid Bacteria and Fermented Dairy Products, Ministry of EducationInner Mongolia Agricultural UniversityHohhotChina
| | - Zhihong Sun
- Key Laboratory of Dairy Biotechnology and Engineering, Ministry of EducationInner Mongolia Agricultural UniversityHohhotChina
- Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural AffairsInner Mongolia Agricultural UniversityHohhotChina
- Inner Mongolia Key Laboratory of Dairy Biotechnology and EngineeringInner Mongolia Agricultural UniversityHohhotChina
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28
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Wolff R, Garud NR. Pervasive selective sweeps across human gut microbiomes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.12.22.573162. [PMID: 38187688 PMCID: PMC10769429 DOI: 10.1101/2023.12.22.573162] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2024]
Abstract
The human gut microbiome is composed of a highly diverse consortia of species which are continually evolving within and across hosts. The ability to identify adaptations common to many human gut microbiomes would not only reveal shared selection pressures across hosts, but also key drivers of functional differentiation of the microbiome that may affect community structure and host traits. However, to date there has not been a systematic scan for adaptations that have spread across human gut microbiomes. Here, we develop a novel selection scan statistic named the integrated Linkage Disequilibrium Score (iLDS) that can detect the spread of adaptive haplotypes across host microbiomes via migration and horizontal gene transfer. Specifically, iLDS leverages signals of hitchhiking of deleterious variants with the beneficial variant. Application of the statistic to ~30 of the most prevalent commensal gut species from 24 populations around the world revealed more than 300 selective sweeps across species. We find an enrichment for selective sweeps at loci involved in carbohydrate metabolism-potentially indicative of adaptation to features of host diet-and we find that the targets of selection significantly differ between Westernized and non-Westernized populations. Underscoring the potential role of diet in driving selection, we find a selective sweep absent from non-Westernized populations but ubiquitous in Westernized populations at a locus known to be involved in the metabolism of maltodextrin, a synthetic starch that has recently become a widespread component of Western diets. In summary, we demonstrate that selective sweeps across host microbiomes are a common feature of the evolution of the human gut microbiome, and that targets of selection may be strongly impacted by host diet.
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Affiliation(s)
- Richard Wolff
- Department of Ecology and Evolutionary Biology, UCLA
| | - Nandita R. Garud
- Department of Ecology and Evolutionary Biology, UCLA
- Department of Human Genetics, UCLA
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29
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Macadangdang BR, Wang Y, Woodward C, Revilla JI, Shaw BM, Sasaninia K, Makanani SK, Berruto C, Ahuja U, Miller JF. Targeted protein evolution in the gut microbiome by diversity-generating retroelements. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.15.621889. [PMID: 39605476 PMCID: PMC11601372 DOI: 10.1101/2024.11.15.621889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
Diversity-generating retroelements (DGRs) accelerate evolution by rapidly diversifying variable proteins. The human gastrointestinal microbiota harbors the greatest density of DGRs known in nature, suggesting they play adaptive roles in this environment. We identified >1,100 unique DGRs among human-associated Bacteroides species and discovered a subset that diversify adhesive components of Type V pili and related proteins. We show that Bacteroides DGRs are horizontally transferred across species, that some are highly active while others are tightly controlled, and that they preferentially alter the functional characteristics of ligand-binding residues on adhesive organelles. Specific variable protein sequences are enriched when Bacteroides strains compete with other commensal bacteria in gnotobiotic mice. Analysis of >2,700 DGRs from diverse phyla in mother-infant pairs shows that Bacteroides DGRs are preferentially transferred to vaginally delivered infants where they actively diversify. Our observations provide a foundation for understanding the roles of stochastic, targeted genome plasticity in shaping host-associated microbial communities.
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Affiliation(s)
- Benjamin R. Macadangdang
- Division of Neonatology and Developmental Biology, Department of Pediatrics, David Geffen School of Medicine at the University of California, Los Angeles, Los Angeles, CA, United States
- California NanoSystems Institute, Los Angeles, CA, United States
| | - Yanling Wang
- Department of Microbiology, Immunology and Molecular Genetics, University of California, Los Angeles, California, United States
| | - Cora Woodward
- California NanoSystems Institute, Los Angeles, CA, United States
| | - Jessica I. Revilla
- Department of Molecular, Cell, and Developmental Biology, University of California, Los Angeles, Los Angeles, CA, United States
| | - Bennett M. Shaw
- David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA, United States
| | - Kayvan Sasaninia
- Department of Microbiology, Immunology and Molecular Genetics, University of California, Los Angeles, California, United States
| | - Sara K. Makanani
- Department of Microbiology, Immunology and Molecular Genetics, University of California, Los Angeles, California, United States
- Molecular Biology Institute, University of California, Los Angeles, Los Angeles, CA, United States
| | - Chiara Berruto
- Department of Microbiology, Immunology and Molecular Genetics, University of California, Los Angeles, California, United States
| | - Umesh Ahuja
- California NanoSystems Institute, Los Angeles, CA, United States
| | - Jeff F. Miller
- California NanoSystems Institute, Los Angeles, CA, United States
- Department of Microbiology, Immunology and Molecular Genetics, University of California, Los Angeles, California, United States
- Molecular Biology Institute, University of California, Los Angeles, Los Angeles, CA, United States
- Lead contact
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30
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Debray R, Dickson CC, Webb SE, Archie EA, Tung J. Shared environments complicate the use of strain-resolved metagenomics to infer microbiome transmission. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.18.604082. [PMID: 39071345 PMCID: PMC11275843 DOI: 10.1101/2024.07.18.604082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/30/2024]
Abstract
In humans and other social animals, social partners have more similar microbiomes than expected by chance, suggesting that social contact transfers microorganisms. Yet, social microbiome transmission can be difficult to identify based on compositional data alone. To overcome this challenge, recent studies have used information about microbial strain sharing (i.e., the shared presence of highly similar microbial sequences) to infer transmission. However, the degree to which strain sharing is influenced by shared traits and environments among social partners, rather than transmission per se, is not well understood. Here, we first use a fecal microbiota transplant dataset to show that strain sharing can recapitulate true transmission networks under ideal settings when donor-recipient pairs are unambiguous and recipients are sampled shortly after transmission. In contrast, in gut metagenomes from a wild baboon population, we find that demographic and environmental factors can override signals of strain sharing among social partners. We conclude that strain-level analyses provide useful information about microbiome similarity, but other facets of study design, especially longitudinal sampling and careful consideration of host characteristics, are essential for inferring the underlying mechanisms.
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Affiliation(s)
- Reena Debray
- Department of Primate Behavior and Evolution, Max Planck Institute for Evolutionary Anthropology, Leipzig, Saxony, Germany
| | - Carly C Dickson
- Department of Biological Sciences, University of Notre Dame, Notre Dame, Indiana, USA
| | - Shasta E Webb
- Department of Biological Sciences, University of Notre Dame, Notre Dame, Indiana, USA
| | - Elizabeth A Archie
- Department of Biological Sciences, University of Notre Dame, Notre Dame, Indiana, USA
| | - Jenny Tung
- Department of Primate Behavior and Evolution, Max Planck Institute for Evolutionary Anthropology, Leipzig, Saxony, Germany
- Department of Biology, Duke University, Durham, North Carolina, USA
- Department of Evolutionary Anthropology, Duke University, Durham, North Carolina, USA
- Duke Population Research Institute, Duke University, Durham, North Carolina, USA
- Canadian Institute for Advanced Research, Toronto, Ontario, Canada
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31
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Zhou B, Wang C, Putzel G, Hu J, Liu M, Wu F, Chen Y, Pironti A, Li H. An integrated strain-level analytic pipeline utilizing longitudinal metagenomic data. Microbiol Spectr 2024; 12:e0143124. [PMID: 39311770 PMCID: PMC11542597 DOI: 10.1128/spectrum.01431-24] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2024] [Accepted: 08/28/2024] [Indexed: 11/08/2024] Open
Abstract
With the development of sequencing technology and analytic tools, studying within-species variations enhances the understanding of microbial biological processes. Nevertheless, most existing methods designed for strain-level analysis lack the capability to concurrently assess both strain proportions and genome-wide single nucleotide variants (SNVs) across longitudinal metagenomic samples. In this study, we introduce LongStrain, an integrated pipeline for the analysis of large-scale metagenomic data from individuals with longitudinal or repeated samples. In LongStrain, we first utilize two efficient tools, Kraken2 and Bowtie2, for the taxonomic classification and alignment of sequencing reads, respectively. Subsequently, we propose to jointly model strain proportions and shared haplotypes across samples within individuals. This approach specifically targets tracking a primary strain and a secondary strain for each subject, providing their respective proportions and SNVs as output. With extensive simulation studies of a microbial community and single species, our results demonstrate that LongStrain is superior to two genotyping methods and two deconvolution methods across a majority of scenarios. Furthermore, we illustrate the potential applications of LongStrain in the real data analysis of The Environmental Determinants of Diabetes in the Young study and a gastric intestinal metaplasia microbiome study. In summary, the proposed analytic pipeline demonstrates marked statistical efficiency over the same type of methods and has great potential in understanding the genomic variants and dynamic changes at strain level. LongStrain and its tutorial are freely available online at https://github.com/BoyanZhou/LongStrain. IMPORTANCE The advancement in DNA-sequencing technology has enabled the high-resolution identification of microorganisms in microbial communities. Since different microbial strains within species may contain extreme phenotypic variability (e.g., nutrition metabolism, antibiotic resistance, and pathogen virulence), investigating within-species variations holds great scientific promise in understanding the underlying mechanism of microbial biological processes. To fully utilize the shared genomic variants across longitudinal metagenomics samples collected in microbiome studies, we develop an integrated analytic pipeline (LongStrain) for longitudinal metagenomics data. It concurrently leverages the information on proportions of mapped reads for individual strains and genome-wide SNVs to enhance the efficiency and accuracy of strain identification. Our method helps to understand strains' dynamic changes and their association with genome-wide variants. Given the fast-growing longitudinal studies of microbial communities, LongStrain which streamlines analyses of large-scale raw sequencing data should be of great value in microbiome research communities.
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Affiliation(s)
- Boyan Zhou
- Division of
Biostatistics, Department of Population Health, New York University
School of Medicine, New
York, New York, USA
| | - Chan Wang
- Division of
Biostatistics, Department of Population Health, New York University
School of Medicine, New
York, New York, USA
| | - Gregory Putzel
- Department of
Microbiology, New York University School of
Medicine, New York, New
York, USA
| | - Jiyuan Hu
- Division of
Biostatistics, Department of Population Health, New York University
School of Medicine, New
York, New York, USA
| | - Menghan Liu
- Department of
Biological Sciences, Columbia University in the City of New
York, New York, New
York, USA
| | - Fen Wu
- Division of
Epidemiology, Department of Population Health, New York University
School of Medicine, New
York, New York, USA
| | - Yu Chen
- Division of
Epidemiology, Department of Population Health, New York University
School of Medicine, New
York, New York, USA
| | - Alejandro Pironti
- Department of
Microbiology, New York University School of
Medicine, New York, New
York, USA
| | - Huilin Li
- Division of
Biostatistics, Department of Population Health, New York University
School of Medicine, New
York, New York, USA
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32
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Ferrare JT, Good BH. Evolution of evolvability in rapidly adapting populations. Nat Ecol Evol 2024; 8:2085-2096. [PMID: 39261599 PMCID: PMC12049861 DOI: 10.1038/s41559-024-02527-0] [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: 12/15/2023] [Accepted: 07/29/2024] [Indexed: 09/13/2024]
Abstract
Mutations can alter the short-term fitness of an organism, as well as the rates and benefits of future mutations. While numerous examples of these evolvability modifiers have been observed in rapidly adapting microbial populations, existing theory struggles to predict when they will be favoured by natural selection. Here we develop a mathematical framework for predicting the fates of genetic variants that modify the rates and benefits of future mutations in linked genomic regions. We derive analytical expressions showing how the fixation probabilities of these variants depend on the size of the population and the diversity of competing mutations. We find that competition between linked mutations can dramatically enhance selection for modifiers that increase the benefits of future mutations, even when they impose a strong direct cost on fitness. However, we also find that modest direct benefits can be sufficient to drive evolutionary dead ends to fixation. Our results suggest that subtle differences in evolvability could play an important role in shaping the long-term success of genetic variants in rapidly evolving microbial populations.
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Affiliation(s)
| | - Benjamin H Good
- Department of Applied Physics, Stanford University, Stanford, CA, USA.
- Department of Biology, Stanford University, Stanford, CA, USA.
- Chan Zuckerberg Biohub - San Francisco, San Francisco, CA, USA.
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33
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Muzafar S, Nair RR, Andersson DI, Warsi OM. The strength of interspecies interaction in a microbial community determines its susceptibility to invasion. PLoS Biol 2024; 22:e3002889. [PMID: 39509456 PMCID: PMC11575764 DOI: 10.1371/journal.pbio.3002889] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Revised: 11/19/2024] [Accepted: 10/08/2024] [Indexed: 11/15/2024] Open
Abstract
Previous work shows that a host's resident microbial community can provide resistance against an invading pathogen. However, this community is continuously changing over time due to adaptive mutations, and how these changes affect the invasion resistance of these communities remains poorly understood. To address this knowledge gap, we used an experimental evolution approach in synthetic communities of Escherichia coli and Salmonella Typhimurium to investigate how the invasion resistance of this community against a bacterium expressing a virulent phenotype, i.e., colicin secretion, changes over time. We show that evolved communities accumulate mutations in genes involved in carbon metabolism and motility, while simultaneously becoming less resistant to invasion. By investigating two-species competitions and generating a three-species competition model, we show that this outcome is dependent on the strength of interspecies interactions. Our study demonstrates how adaptive changes in microbial communities can make them more prone to the detrimental effects of an invading species.
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Affiliation(s)
- Suraya Muzafar
- Dept. of Medical Biochemistry and Microbiology, Uppsala University, Uppsala, Sweden
| | - Ramith R Nair
- Dept. of Medical Biochemistry and Microbiology, Uppsala University, Uppsala, Sweden
| | - Dan I Andersson
- Dept. of Medical Biochemistry and Microbiology, Uppsala University, Uppsala, Sweden
| | - Omar M Warsi
- Dept. of Medical Biochemistry and Microbiology, Uppsala University, Uppsala, Sweden
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34
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Zhang Q, Schwarz D, Cheng Y, Sohrabi Y. Unraveling host genetics and microbiome genome crosstalk: a novel therapeutic approach. Trends Mol Med 2024; 30:1007-1009. [PMID: 38937208 DOI: 10.1016/j.molmed.2024.06.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Revised: 06/05/2024] [Accepted: 06/13/2024] [Indexed: 06/29/2024]
Abstract
The ability of the gut microbiome to adapt to a new environment and utilize a new metabolite or dietary compound by inducing structural variations (SVs) in the genome has an important role in human health. Here, we discuss recent data on host genetic regulation of SV induction and its use as a new therapeutic approach.
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Affiliation(s)
- Qian Zhang
- Department of Cardiology I - Coronary and Peripheral Vascular Disease, University Hospital Münster, Westfälische Wilhelms-Universität, Münster, Germany
| | - Dennis Schwarz
- Department of Cardiology I - Coronary and Peripheral Vascular Disease, University Hospital Münster, Westfälische Wilhelms-Universität, Münster, Germany; Institute of Experimental Pathology (ExPat), Center for Molecular Biology of Inflammation (ZMBE), University Hospital Münster, Westfälische Wilhelms-Universität, Münster, Germany
| | - Yumei Cheng
- Department of Critical Care Medicine, the Affiliated Hospital of Guizhou Medical University, Guizhou, China
| | - Yahya Sohrabi
- Department of Cardiology I - Coronary and Peripheral Vascular Disease, University Hospital Münster, Westfälische Wilhelms-Universität, Münster, Germany; Department of Medical Genetics, Third Faculty of Medicine, Charles University, Prague, Czechia.
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35
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Xiao X, Singh A, Giometto A, Brito IL. Segatella clades adopt distinct roles within a single individual's gut. NPJ Biofilms Microbiomes 2024; 10:114. [PMID: 39465298 PMCID: PMC11514259 DOI: 10.1038/s41522-024-00590-w] [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: 05/16/2024] [Accepted: 10/16/2024] [Indexed: 10/29/2024] Open
Abstract
Segatella is a prevalent genus within individuals' gut microbiomes worldwide, especially in non-Western populations. Although metagenomic assembly and genome isolation have shed light on its genetic diversity, the lack of available isolates from this genus has resulted in a limited understanding of how members' genetic diversity translates into phenotypic diversity. Within the confines of a single gut microbiome, we have isolated 63 strains from diverse lineages of Segatella. We performed comparative analyses that exposed differences in cellular morphologies, preferences in polysaccharide utilization, yield of short-chain fatty acids, and antibiotic resistance across isolates. We further show that exposure to Segatella isolates either evokes strong or muted transcriptional responses in human intestinal epithelial cells. Our study exposes large phenotypic differences within related Segatella isolates, extending this to host-microbe interactions.
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Affiliation(s)
- Xieyue Xiao
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, USA
| | - Adarsh Singh
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, USA
| | - Andrea Giometto
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY, USA
| | - Ilana L Brito
- Meinig School of Biomedical Engineering, Cornell University, Ithaca, NY, USA.
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36
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Tannock GW. The human gut metacommunity as a conceptual aid in the development of precision medicine. Front Microbiol 2024; 15:1469543. [PMID: 39464395 PMCID: PMC11503762 DOI: 10.3389/fmicb.2024.1469543] [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: 07/24/2024] [Accepted: 09/13/2024] [Indexed: 10/29/2024] Open
Abstract
Human gut microbiomes (microbiotas) are highly individualistic in taxonomic composition but nevertheless are functionally similar. Thus, collectively, they comprise a "metacommunity." In ecological terminology, the assembly of human gut microbiomes is influenced by four processes: selection, speciation, drift, and dispersal. As a result of fortuitous events associated with these processes, individual microbiomes are taxonomically "tailor-made" for each host. However, functionally they are "off-the-shelf" because of similar functional outputs resulting from metabolic redundancy developed in host-microbe symbiosis. Because of this, future microbiological and molecular studies of microbiomes should emphasize the metabolic interplay that drives the human gut metacommunity and that results in these similar functional outputs. This knowledge will support the development of remedies for specific functional dysbioses and hence provide practical examples of precision medicine.
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Affiliation(s)
- Gerald W. Tannock
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
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37
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Zhang ZJ, Cole CG, Coyne MJ, Lin H, Dylla N, Smith RC, Pappas TE, Townson SA, Laliwala N, Waligurski E, Ramaswamy R, Woodson C, Burgo V, Little JC, Moran D, Rose A, McMillin M, McSpadden E, Sundararajan A, Sidebottom AM, Pamer EG, Comstock LE. Comprehensive analyses of a large human gut Bacteroidales culture collection reveal species- and strain-level diversity and evolution. Cell Host Microbe 2024; 32:1853-1867.e5. [PMID: 39293438 PMCID: PMC11466702 DOI: 10.1016/j.chom.2024.08.016] [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: 03/08/2024] [Revised: 06/27/2024] [Accepted: 08/22/2024] [Indexed: 09/20/2024]
Abstract
Species of the Bacteroidales order are among the most abundant and stable bacterial members of the human gut microbiome, with diverse impacts on human health. We cultured and sequenced the genomes of 408 Bacteroidales isolates from healthy human donors representing nine genera and 35 species and performed comparative genomic, gene-specific, metabolomic, and horizontal gene transfer analyses. Families, genera, and species could be grouped based on many distinctive features. We also observed extensive DNA transfer between diverse families, allowing for shared traits and strain evolution. Inter- and intra-species diversity is also apparent in the metabolomic profiling studies. This highly characterized and diverse Bacteroidales culture collection with strain-resolved genomic and metabolomic analyses represents a valuable resource to facilitate informed selection of strains for microbiome reconstitution.
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Affiliation(s)
- Zhenrun J Zhang
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA; Department of Microbiology, Biological Sciences Division, University of Chicago, 5841 South Maryland Ave., Chicago, IL 60637, USA
| | - Cody G Cole
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA; Department of Microbiology, Biological Sciences Division, University of Chicago, 5841 South Maryland Ave., Chicago, IL 60637, USA
| | - Michael J Coyne
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA; Department of Microbiology, Biological Sciences Division, University of Chicago, 5841 South Maryland Ave., Chicago, IL 60637, USA
| | - Huaiying Lin
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Nicholas Dylla
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Rita C Smith
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Téa E Pappas
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Shannon A Townson
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Nina Laliwala
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Emily Waligurski
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA; Department of Microbiology, Biological Sciences Division, University of Chicago, 5841 South Maryland Ave., Chicago, IL 60637, USA
| | - Ramanujam Ramaswamy
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Che Woodson
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Victoria Burgo
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Jessica C Little
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - David Moran
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Amber Rose
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Mary McMillin
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Emma McSpadden
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Anitha Sundararajan
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Ashley M Sidebottom
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA
| | - Eric G Pamer
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA; Department of Medicine, Section of Infectious Diseases & Global Health, University of Chicago Medicine, 5841 South Maryland Ave., Chicago, IL 60637, USA; Department of Pathology, University of Chicago Medicine, 5841 South Maryland Ave., Chicago, IL 60637, USA; Department of Microbiology, Biological Sciences Division, University of Chicago, 5841 South Maryland Ave., Chicago, IL 60637, USA.
| | - Laurie E Comstock
- Duchossois Family Institute (DFI), University of Chicago, 900 E. 57th St., Chicago, IL 60637, USA; Department of Microbiology, Biological Sciences Division, University of Chicago, 5841 South Maryland Ave., Chicago, IL 60637, USA.
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38
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Somerville V, Thierer N, Schmidt RS, Roetschi A, Braillard L, Haueter M, Berthoud H, Shani N, von Ah U, Mazel F, Engel P. Genomic and phenotypic imprints of microbial domestication on cheese starter cultures. Nat Commun 2024; 15:8642. [PMID: 39366947 PMCID: PMC11452379 DOI: 10.1038/s41467-024-52687-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Accepted: 09/16/2024] [Indexed: 10/06/2024] Open
Abstract
Domestication - the artificial selection of wild species to obtain variants with traits of human interest - was integral to the rise of complex societies. The oversupply of food was probably associated with the formalization of food preservation strategies through microbial fermentation. While considerable literature exists on the antiquity of fermented food, only few eukaryotic microbes have been studied so far for signs of domestication, less is known for bacteria. Here, we tested if cheese starter cultures harbour typical hallmarks of domestication by characterising over 100 community samples and over 100 individual strains isolated from historical and modern traditional Swiss cheese starter cultures. We find that cheese starter cultures have low genetic diversity both at the species and strain-level and maintained stable phenotypic traits. Molecular clock dating further suggests that the evolutionary origin of the bacteria approximately coincided with the first archaeological records of cheese making. Finally, we find evidence for ongoing genome decay and pseudogenization via transposon insertion related to a reduction of their niche breadth. Future work documenting the prevalence of these hallmarks across diverse fermented food systems and geographic regions will be key to unveiling the joint history of humanity with fermented food microbes.
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Affiliation(s)
- Vincent Somerville
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland.
- Agroscope, Liebefeld, Switzerland.
- Université Laval, Quebec, Canada.
- McGill, Montréal, Canada.
| | | | | | | | | | | | | | | | | | - Florent Mazel
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland
| | - Philipp Engel
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland
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McEnany J, Good BH. Predicting the first steps of evolution in randomly assembled communities. Nat Commun 2024; 15:8495. [PMID: 39353888 PMCID: PMC11445446 DOI: 10.1038/s41467-024-52467-3] [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: 01/22/2024] [Accepted: 09/07/2024] [Indexed: 10/03/2024] Open
Abstract
Microbial communities can self-assemble into highly diverse states with predictable statistical properties. However, these initial states can be disrupted by rapid evolution of the resident strains. When a new mutation arises, it competes for resources with its parent strain and with the other species in the community. This interplay between ecology and evolution is difficult to capture with existing community assembly theory. Here, we introduce a mathematical framework for predicting the first steps of evolution in large randomly assembled communities that compete for substitutable resources. We show how the fitness effects of new mutations and the probability that they coexist with their parent depends on the size of the community, the saturation of its niches, and the metabolic overlap between its members. We find that successful mutations are often able to coexist with their parent strains, even in saturated communities with low niche availability. At the same time, these invading mutants often cause extinctions of metabolically distant species. Our results suggest that even small amounts of evolution can produce distinct genetic signatures in natural microbial communities.
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Affiliation(s)
- John McEnany
- Biophysics Program, Stanford University, Stanford, CA, USA
| | - Benjamin H Good
- Department of Applied Physics, Stanford University, Stanford, CA, USA.
- Department of Biology, Stanford University, Stanford, CA, USA.
- Chan Zuckerberg Biohub - San Francisco, San Francisco, CA, USA.
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40
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Trueba G, Cardenas P, Romo G, Gutierrez B. Reevaluating human-microbiota symbiosis: Strain-level insights and evolutionary perspectives across animal species. Biosystems 2024; 244:105283. [PMID: 39103138 DOI: 10.1016/j.biosystems.2024.105283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Revised: 08/01/2024] [Accepted: 08/02/2024] [Indexed: 08/07/2024]
Abstract
The prevailing consensus in scientific literature underscores the mutualistic bond between the microbiota and the human host, suggesting a finely tuned coevolutionary partnership that enhances the fitness of both parties. This symbiotic relationship has been extensively studied, with certain bacterial attributes being construed as hallmarks of natural selection favoring the benefit of the human host. Some scholars go as far as equating the intricate interplay between humans and their intestinal microbiota to that of endosymbiotic relationships, even conceptualizing microbiota as an integral human organ. However, amidst the prevailing narrative of bacterial species being categorized as beneficial or detrimental to human health, a critical oversight often emerges - the inherent functional diversity within bacterial strains. Such reductionist perspectives risk oversimplifying the complex dynamics at play within the microbiome. Recent genomic analysis at the strain level is highly limited, which is surprising given that strain information provides critical data about selective pressures in the intestine. These pressures appear to focus more on the well-being of bacteria rather than human health. Connected to this is the extent to which animals depend on metabolic activity from intestinal bacteria, which varies widely across species. While omnivores like humans exhibit lower dependency, certain herbivores rely entirely on bacterial activity and have developed specialized compartments to house these bacteria.
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Affiliation(s)
- Gabriel Trueba
- Instituto de Microbiología, Colegio de Ciencias Biológicas y Ambientales, Universidad San Francisco de Quito, Quito, Ecuador.
| | - Paul Cardenas
- Instituto de Microbiología, Colegio de Ciencias Biológicas y Ambientales, Universidad San Francisco de Quito, Quito, Ecuador
| | - German Romo
- Escuela de Medicina Veterinaria, Universidad San Francisco de Quito, Quito, Ecuador
| | - Bernardo Gutierrez
- Laboratorio de Biotecnología Vegetal, Colegio de Ciencias Biológicas y Ambientales, Universidad San Francisco de Quito, Quito, Ecuador; Department of Biology, University of Oxford, Oxford, OX1 3SZ, UK
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41
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Salamzade R, Tran PQ, Martin C, Manson AL, Gilmore MS, Earl AM, Anantharaman K, Kalan LR. zol & fai: large-scale targeted detection and evolutionary investigation of gene clusters. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.06.07.544063. [PMID: 37333121 PMCID: PMC10274777 DOI: 10.1101/2023.06.07.544063] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/20/2023]
Abstract
Many universally and conditionally important genes are genomically aggregated within clusters. Here, we introduce fai and zol, which together enable large-scale comparative analysis of different types of gene clusters and mobile-genetic elements (MGEs), such as biosynthetic gene clusters (BGCs) or viruses. Fundamentally, they overcome a current bottleneck to reliably perform comprehensive orthology inference at large scale across broad taxonomic contexts and thousands of genomes. First, fai allows the identification of orthologous instances of a query gene cluster of interest amongst a database of target genomes. Subsequently, zol enables reliable, context-specific inference of ortholog groups for individual protein-encoding genes across gene cluster instances. In addition, zol performs functional annotation and computes a variety of evolutionary statistics for each inferred ortholog group. Importantly, in comparison to tools for visual exploration of homologous relationships between gene clusters, zol can scale to thousands of gene cluster instances and produce detailed reports that are easy to digest. To showcase fai and zol, we apply them for: (i) longitudinal tracking of a virus in metagenomes, (ii) discovering novel population-level genetic insights of two common BGCs in the fungal species Aspergillus flavus, and (iii) uncovering large-scale evolutionary trends of a virulence-associated gene cluster across thousands of genomes from a diverse bacterial genus.
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Affiliation(s)
- Rauf Salamzade
- Department of Medical Microbiology and Immunology, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA
- Microbiology Doctoral Training Program, University of Wisconsin-Madison, Madison, WI, USA
| | - Patricia Q. Tran
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
- Freshwater and Marine Science Doctoral Program, University of Wisconsin-Madison, WI, USA
| | - Cody Martin
- Microbiology Doctoral Training Program, University of Wisconsin-Madison, Madison, WI, USA
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
| | - Abigail L. Manson
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Michael S. Gilmore
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
- Department of Ophthalmology, Harvard Medical School and Mass Eye and Ear, Boston, Massachusetts, USA
- Department of Microbiology, Harvard Medical School and Mass Eye and Ear, Boston, Massachusetts, USA
| | - Ashlee M. Earl
- Infectious Disease and Microbiome Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | | | - Lindsay R. Kalan
- Department of Medical Microbiology and Immunology, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA
- Department of Medicine, Division of Infectious Disease, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI, USA
- M.G. DeGroote Institute for Infectious Disease Research, David Braley Centre for Antibiotic Discovery, Department of Biochemistry and Biomedical Sciences, McMaster University, Hamilton, Ontario, Canada
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42
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Torrillo PA, Lieberman TD. Reversions mask the contribution of adaptive evolution in microbiomes. eLife 2024; 13:e93146. [PMID: 39240756 PMCID: PMC11379459 DOI: 10.7554/elife.93146] [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: 09/29/2023] [Accepted: 07/30/2024] [Indexed: 09/08/2024] Open
Abstract
When examining bacterial genomes for evidence of past selection, the results depend heavily on the mutational distance between chosen genomes. Even within a bacterial species, genomes separated by larger mutational distances exhibit stronger evidence of purifying selection as assessed by dN/dS, the normalized ratio of nonsynonymous to synonymous mutations. Here, we show that the classical interpretation of this scale dependence, weak purifying selection, leads to problematic mutation accumulation when applied to available gut microbiome data. We propose an alternative, adaptive reversion model with opposite implications for dynamical intuition and applications of dN/dS. Reversions that occur and sweep within-host populations are nearly guaranteed in microbiomes due to large population sizes, short generation times, and variable environments. Using analytical and simulation approaches, we show that adaptive reversion can explain the dN/dS decay given only dozens of locally fluctuating selective pressures, which is realistic in the context of Bacteroides genomes. The success of the adaptive reversion model argues for interpreting low values of dN/dS obtained from long timescales with caution as they may emerge even when adaptive sweeps are frequent. Our work thus inverts the interpretation of an old observation in bacterial evolution, illustrates the potential of mutational reversions to shape genomic landscapes over time, and highlights the importance of studying bacterial genomic evolution on short timescales.
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Affiliation(s)
- Paul A Torrillo
- Institute for Medical Engineering and Sciences, Massachusetts Institute of TechnologyCambridgeUnited States
- Department of Civil and Environmental Engineering, Massachusetts Institute of TechnologyCambridgeUnited States
| | - Tami D Lieberman
- Institute for Medical Engineering and Sciences, Massachusetts Institute of TechnologyCambridgeUnited States
- Department of Civil and Environmental Engineering, Massachusetts Institute of TechnologyCambridgeUnited States
- Broad Institute of MIT and HarvardCambridgeUnited States
- Ragon Institute of MGH, MIT and HarvardCambridgeUnited States
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43
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Huang Y, Cao J, Zhu M, Wang Z, Jin Z, Xiong Z. Nontoxigenic Bacteroides fragilis: A double-edged sword. Microbiol Res 2024; 286:127796. [PMID: 38870618 DOI: 10.1016/j.micres.2024.127796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2023] [Revised: 04/12/2024] [Accepted: 05/31/2024] [Indexed: 06/15/2024]
Abstract
The contribution of commensal microbes to human health and disease is unknown. Bacteroides fragilis (B. fragilis) is an opportunistic pathogen and a common colonizer of the human gut. Nontoxigenic B. fragilis (NTBF) and enterotoxigenic B. fragilis (ETBF) are two kinds of B. fragilis. NTBF has been shown to affect the host immune system and interact with gut microbes and pathogenic microbes. Previous studies indicated that certain strains of B. fragilis have the potential to serve as probiotics, based on their observed relationship with the immune system. However, several recent studies have shown detrimental effects on the host when beneficial gut bacteria are found in the digestive system or elsewhere. In some pathological conditions, NTBF may have adverse reactions. This paper presents a comprehensive analysis of NTBF ecology from the host-microbe perspective, encompassing molecular disease mechanisms analysis, bacteria-bacteria interaction, bacteria-host interaction, and the intricate ecological context of the gut. Our review provides much-needed insights into the precise application of NTBF.
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Affiliation(s)
- Yumei Huang
- Department of Gastroenterology, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Jiali Cao
- Department of Gastroenterology, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Mengpei Zhu
- Department of Gastroenterology, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Ziwen Wang
- Department of Gastroenterology, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Ze Jin
- Department of Gastroenterology, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Zhifan Xiong
- Department of Gastroenterology, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China.
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44
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Huang Y, Mukherjee A, Schink S, Benites NC, Basan M. Evolution and stability of complex microbial communities driven by trade-offs. Mol Syst Biol 2024; 20:997-1005. [PMID: 38961275 PMCID: PMC11369148 DOI: 10.1038/s44320-024-00051-8] [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: 04/24/2024] [Revised: 06/18/2024] [Accepted: 06/20/2024] [Indexed: 07/05/2024] Open
Abstract
Microbial communities are ubiquitous in nature and play an important role in ecology and human health. Cross-feeding is thought to be core to microbial communities, though it remains unclear precisely why it emerges. Why have multi-species microbial communities evolved in many contexts and what protects microbial consortia from invasion? Here, we review recent insights into the emergence and stability of coexistence in microbial communities. A particular focus is the long-term evolutionary stability of coexistence, as observed for microbial communities that spontaneously evolved in the E. coli long-term evolution experiment (LTEE). We analyze these findings in the context of recent work on trade-offs between competing microbial objectives, which can constitute a mechanistic basis for the emergence of coexistence. Coexisting communities, rather than monocultures of the 'fittest' single strain, can form stable endpoints of evolutionary trajectories. Hence, the emergence of coexistence might be an obligatory outcome in the evolution of microbial communities. This implies that rather than embodying fragile metastable configurations, some microbial communities can constitute formidable ecosystems that are difficult to disrupt.
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Affiliation(s)
- Yanqing Huang
- Harvard Medical School, Department of Systems Biology, Boston, USA
| | - Avik Mukherjee
- Harvard Medical School, Department of Systems Biology, Boston, USA
| | - Severin Schink
- Harvard Medical School, Department of Systems Biology, Boston, USA
| | | | - Markus Basan
- Harvard Medical School, Department of Systems Biology, Boston, USA.
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45
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Oles RE, Carrillo Terrazas M, Loomis LR, Hsu CY, Tribelhorn C, Belda-Ferre P, Ea AC, Bryant M, Young JA, Carrow HC, Sandborn WJ, Dulai PS, Sivagnanam M, Pride D, Knight R, Chu H. Pangenome comparison of Bacteroides fragilis genomospecies unveils genetic diversity and ecological insights. mSystems 2024; 9:e0051624. [PMID: 38934546 PMCID: PMC11265264 DOI: 10.1128/msystems.00516-24] [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: 04/15/2024] [Accepted: 05/31/2024] [Indexed: 06/28/2024] Open
Abstract
Bacteroides fragilis is a Gram-negative commensal bacterium commonly found in the human colon, which differentiates into two genomospecies termed divisions I and II. Through a comprehensive collection of 694 B. fragilis whole genome sequences, we identify novel features distinguishing these divisions. Our study reveals a distinct geographic distribution with division I strains predominantly found in North America and division II strains in Asia. Additionally, division II strains are more frequently associated with bloodstream infections, suggesting a distinct pathogenic potential. We report differences between the two divisions in gene abundance related to metabolism, virulence, stress response, and colonization strategies. Notably, division II strains harbor more antimicrobial resistance (AMR) genes than division I strains. These findings offer new insights into the functional roles of division I and II strains, indicating specialized niches within the intestine and potential pathogenic roles in extraintestinal sites. IMPORTANCE Understanding the distinct functions of microbial species in the gut microbiome is crucial for deciphering their impact on human health. Classifying division II strains as Bacteroides fragilis can lead to erroneous associations, as researchers may mistakenly attribute characteristics observed in division II strains to the more extensively studied division I B. fragilis. Our findings underscore the necessity of recognizing these divisions as separate species with distinct functions. We unveil new findings of differential gene prevalence between division I and II strains in genes associated with intestinal colonization and survival strategies, potentially influencing their role as gut commensals and their pathogenicity in extraintestinal sites. Despite the significant niche overlap and colonization patterns between these groups, our study highlights the complex dynamics that govern strain distribution and behavior, emphasizing the need for a nuanced understanding of these microorganisms.
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Affiliation(s)
- Renee E. Oles
- Department of Pathology, University of California, San Diego, California, USA
- Department of Pediatrics, School of Medicine, University of California, San Diego, California, USA
| | | | - Luke R. Loomis
- Department of Pathology, University of California, San Diego, California, USA
| | - Chia-Yun Hsu
- Department of Pathology, University of California, San Diego, California, USA
| | - Caitlin Tribelhorn
- Department of Pediatrics, School of Medicine, University of California, San Diego, California, USA
| | - Pedro Belda-Ferre
- Department of Pediatrics, School of Medicine, University of California, San Diego, California, USA
| | - Allison C. Ea
- Department of Pathology, University of California, San Diego, California, USA
| | - MacKenzie Bryant
- Department of Pediatrics, School of Medicine, University of California, San Diego, California, USA
| | - Jocelyn A. Young
- Department of Pediatrics, School of Medicine, University of California, San Diego, California, USA
- Rady Children’s Hospital, San Diego, California, USA
| | - Hannah C. Carrow
- Department of Pathology, University of California, San Diego, California, USA
| | - William J. Sandborn
- Division of Gastroenterology, University of California, San Diego, California, USA
- Center for Microbiome Innovation, University of California, San Diego, California, USA
| | - Parambir S. Dulai
- Division of Gastroenterology, University of California, San Diego, California, USA
- Division of Gastroenterology, Northwestern University, Chicago, Illinois, USA
| | - Mamata Sivagnanam
- Department of Pediatrics, School of Medicine, University of California, San Diego, California, USA
- Rady Children’s Hospital, San Diego, California, USA
| | - David Pride
- Department of Pathology, University of California, San Diego, California, USA
- Center for Microbiome Innovation, University of California, San Diego, California, USA
- Center for Innovative Phage Applications and Therapeutics (IPATH), University of California, San Diego, California, USA
- Center of Advanced Laboratory Medicine (CALM), University of California, San Diego, California, USA
| | - Rob Knight
- Department of Pediatrics, School of Medicine, University of California, San Diego, California, USA
- Center for Microbiome Innovation, University of California, San Diego, California, USA
- Shu Chien-Gene Lay Department of Bioengineering, University of California, San Diego, California, USA
- Department of Computer Science & Engineering, University of California, San Diego, California, USA
- Halıcıoğlu Data Science Institute, University of California, San Diego, California, USA
| | - Hiutung Chu
- Department of Pathology, University of California, San Diego, California, USA
- Center for Microbiome Innovation, University of California, San Diego, California, USA
- Chiba University-UC San Diego Center for Mucosal Immunology, Allergy and Vaccines (cMAV), University of California, San Diego, California, USA
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46
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Wilde J, Slack E, Foster KR. Host control of the microbiome: Mechanisms, evolution, and disease. Science 2024; 385:eadi3338. [PMID: 39024451 DOI: 10.1126/science.adi3338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Accepted: 05/29/2024] [Indexed: 07/20/2024]
Abstract
Many species, including humans, host communities of symbiotic microbes. There is a vast literature on the ways these microbiomes affect hosts, but here we argue for an increased focus on how hosts affect their microbiomes. Hosts exert control over their symbionts through diverse mechanisms, including immunity, barrier function, physiological homeostasis, and transit. These mechanisms enable hosts to shape the ecology and evolution of microbiomes and generate natural selection for microbial traits that benefit the host. Our microbiomes result from a perpetual tension between host control and symbiont evolution, and we can leverage the host's evolved abilities to regulate the microbiota to prevent and treat disease. The study of host control will be central to our ability to both understand and manipulate microbiotas for better health.
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Affiliation(s)
- Jacob Wilde
- Department of Biology, University of Oxford, Oxford, UK
| | - Emma Slack
- Institute for Food, Nutrition and Health, Department of Health Sciences and Technology, ETH Zurich, Zurich, Switzerland
- Basel Institute for Child Health, Basel, Switzerland
- Sir William Dunn School of Pathology, University of Oxford, Oxford, UK
| | - Kevin R Foster
- Department of Biology, University of Oxford, Oxford, UK
- Department of Biochemistry, University of Oxford, Oxford, UK
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47
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Sulaiman JE, Thompson J, Cheung PLK, Qian Y, Mill J, James I, Vivas EI, Simcox J, Venturelli O. Human gut microbiota interactions shape the long-term growth dynamics and evolutionary adaptations of Clostridioides difficile. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.15.603560. [PMID: 39071283 PMCID: PMC11275832 DOI: 10.1101/2024.07.15.603560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/30/2024]
Abstract
Clostridioides difficile can transiently or persistently colonize the human gut, posing a risk factor for infections. This colonization is influenced by complex molecular and ecological interactions with human gut microbiota. By investigating C. difficile dynamics in human gut communities over hundreds of generations, we show patterns of stable coexistence, instability, or competitive exclusion. Lowering carbohydrate concentration shifted a community containing C. difficile and the prevalent human gut symbiont Phocaeicola vulgatus from competitive exclusion to coexistence, facilitated by increased cross-feeding. In this environment, C. difficile adapted via single-point mutations in key metabolic genes, altering its metabolic niche from proline to glucose utilization. These metabolic changes substantially impacted inter-species interactions and reduced disease severity in the mammalian gut. In sum, human gut microbiota interactions are crucial in shaping the long-term growth dynamics and evolutionary adaptations of C. difficile, offering key insights for developing anti-C. difficile strategies.
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Affiliation(s)
- Jordy Evan Sulaiman
- Department of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA
| | - Jaron Thompson
- Department of Chemical & Biological Engineering, University of Wisconsin-Madison, Madison, WI, USA
| | | | - Yili Qian
- Department of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA
| | - Jericha Mill
- Department of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA
| | - Isabella James
- Integrated Program in Biochemistry, University of Wisconsin-Madison, Madison, WI, USA
| | - Eugenio I. Vivas
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
- Gnotobiotic Animal Core Facility, University of Wisconsin-Madison, Madison, WI, USA
| | - Judith Simcox
- Howard Hughes Medical Institute, Department of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA
| | - Ophelia Venturelli
- Department of Biochemistry, University of Wisconsin-Madison, Madison, WI, USA
- Department of Chemical & Biological Engineering, University of Wisconsin-Madison, Madison, WI, USA
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, USA
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, USA
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48
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Babajanyan SG, Garushyants SK, Wolf YI, Koonin EV. Microbial diversity and ecological complexity emerging from environmental variation and horizontal gene transfer in a simple mathematical model. BMC Biol 2024; 22:148. [PMID: 38965531 PMCID: PMC11225191 DOI: 10.1186/s12915-024-01937-7] [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: 01/17/2024] [Accepted: 06/13/2024] [Indexed: 07/06/2024] Open
Abstract
BACKGROUND Microbiomes are generally characterized by high diversity of coexisting microbial species and strains, and microbiome composition typically remains stable across a broad range of conditions. However, under fixed conditions, microbial ecology conforms with the exclusion principle under which two populations competing for the same resource within the same niche cannot coexist because the less fit population inevitably goes extinct. Therefore, the long-term persistence of microbiome diversity calls for an explanation. RESULTS To explore the conditions for stabilization of microbial diversity, we developed a simple mathematical model consisting of two competing populations that could exchange a single gene allele via horizontal gene transfer (HGT). We found that, although in a fixed environment, with unbiased HGT, the system obeyed the exclusion principle, in an oscillating environment, within large regions of the phase space bounded by the rates of reproduction and HGT, the two populations coexist. Moreover, depending on the parameter combination, all three major types of symbiosis were obtained, namely, pure competition, host-parasite relationship, and mutualism. In each of these regimes, certain parameter combinations provided for synergy, that is, a greater total abundance of both populations compared to the abundance of the winning population in the fixed environment. CONCLUSIONS The results of this modeling study show that basic phenomena that are universal in microbial communities, namely, environmental variation and HGT, provide for stabilization and persistence of microbial diversity, and emergence of ecological complexity.
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Affiliation(s)
- Sanasar G Babajanyan
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, 20894, MD, USA.
| | - Sofya K Garushyants
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, 20894, MD, USA
| | - Yuri I Wolf
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, 20894, MD, USA
| | - Eugene V Koonin
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, 20894, MD, USA.
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49
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Aihetanmu S, Liang Z, Zhang X, Luo B, Zhang H, Huang J, Tian F, Sun H, Ni Y. Genetic specialization of key bifidobacterial phylotypes in multiple mother-infant dyad cohorts from geographically isolated populations. Front Microbiol 2024; 15:1399743. [PMID: 39021621 PMCID: PMC11251887 DOI: 10.3389/fmicb.2024.1399743] [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: 03/12/2024] [Accepted: 05/10/2024] [Indexed: 07/20/2024] Open
Abstract
Little has been known about symbiotic relationships and host specificity for symbionts in the human gut microbiome so far. Bifidobacteria are a paragon of the symbiotic bacteria biota in the human gut. In this study, we characterized the population genetic structure of three bifidobacteria species from 58 healthy mother-infant pairs of three ethnic groups in China, geographically isolated, by Rep-PCR, multi-locus sequence analysis (MLSA), and in vitro carbohydrate utilization. One hundred strains tested were incorporated into 50 sequence types (STs), of which 29 STs, 17 STs, and 4 STs belong to B. longum subsp. longum, B. breve, and B. animalis subsp. lactis, respectively. The conspecific strains from the same mother-child pair were genetically very similar, supporting the vertical transmission of Bifidobacterium phylotypes from mother to offspring. In particular, results based on allele profiles and phylogeny showed that B. longum subsp. longum and B. breve exhibited considerable intraspecies genetic heterogeneity across three ethnic groups, and strains were clustered into ethnicity-specific lineages. Yet almost all strains of B. animalis subsp. lactis were incorporated into the same phylogenetic clade, regardless of ethnic origin. Our findings support the hypothesis of co-evolution between human gut symbionts and their respective populations, which is closely linked to the lifestyle of specific bacterial lineages. Hence, the natural and evolutionary history of Bifidobacterium species would be an additional consideration when selecting bifidobacterial strains for industrial and therapeutic applications.
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Affiliation(s)
| | - Zhixuan Liang
- School of Food Science and Technology, Shihezi University, Shihezi, China
| | - Xueling Zhang
- School of Food Science and Technology, Shihezi University, Shihezi, China
| | - Baolong Luo
- School of Food Science and Technology, Shihezi University, Shihezi, China
| | - Huimin Zhang
- School of Food Science and Technology, Shihezi University, Shihezi, China
| | - Jian Huang
- School of Food Science and Technology, Shihezi University, Shihezi, China
| | - Fengwei Tian
- School of Food Science and Technology, Jiangnan University, Wuxi, China
| | - Hailong Sun
- School of Food Science and Technology, Shihezi University, Shihezi, China
| | - Yongqing Ni
- School of Food Science and Technology, Shihezi University, Shihezi, China
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50
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Oles RE, Terrazas MC, Loomis LR, Neal MJ, Paulchakrabarti M, Zuffa S, Hsu CY, Vasquez Ayala A, Lee MH, Tribelhorn C, Belda-Ferre P, Bryant M, Zemlin J, Young J, Dulai P, Sandborn WJ, Sivagnanam M, Raffatellu M, Pride D, Dorrestein PC, Zengler K, Choudhury B, Knight R, Chu H. Pathogenic Bacteroides fragilis strains can emerge from gut-resident commensals. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.19.599758. [PMID: 38948766 PMCID: PMC11213024 DOI: 10.1101/2024.06.19.599758] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/02/2024]
Abstract
Bacteroides fragilis is a prominent member of the human gut microbiota, playing crucial roles in maintaining gut homeostasis and host health. Although it primarily functions as a beneficial commensal, B. fragilis can become pathogenic. To determine the genetic basis of its duality, we conducted a comparative genomic analysis of 813 B. fragilis strains, representing both commensal and pathogenic origins. Our findings reveal that pathogenic strains emerge across diverse phylogenetic lineages, due in part to rapid gene exchange and the adaptability of the accessory genome. We identified 16 phylogenetic groups, differentiated by genes associated with capsule composition, interspecies competition, and host interactions. A microbial genome-wide association study identified 44 genes linked to extra-intestinal survival and pathogenicity. These findings reveal how genomic diversity within commensal species can lead to the emergence of pathogenic traits, broadening our understanding of microbial evolution in the gut.
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Affiliation(s)
- Renee E. Oles
- Department of Pathology, University of California, San Diego, La Jolla, CA
- Division of Host-Microbe Systems and Therapeutics, Department of Pediatrics, University of California, San Diego, La Jolla, CA
| | | | - Luke R. Loomis
- Department of Pathology, University of California, San Diego, La Jolla, CA
| | - Maxwell J. Neal
- Department of Bioengineering, University of California, San Diego, La Jolla, CA
| | | | - Simone Zuffa
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA
| | - Chia-Yun Hsu
- Department of Pathology, University of California, San Diego, La Jolla, CA
| | | | - Michael H. Lee
- Division of Host-Microbe Systems and Therapeutics, Department of Pediatrics, University of California, San Diego, La Jolla, CA
| | - Caitlin Tribelhorn
- Division of Host-Microbe Systems and Therapeutics, Department of Pediatrics, University of California, San Diego, La Jolla, CA
| | - Pedro Belda-Ferre
- Division of Host-Microbe Systems and Therapeutics, Department of Pediatrics, University of California, San Diego, La Jolla, CA
| | - MacKenzie Bryant
- Division of Host-Microbe Systems and Therapeutics, Department of Pediatrics, University of California, San Diego, La Jolla, CA
| | - Jasmine Zemlin
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA
| | - Jocelyn Young
- Division of Gastroenterology, Hepatology and Nutrition, University of California, San Diego and Rady Children’s Hospital, San Diego, CA
| | - Parambir Dulai
- Division of Gastroenterology, University of California, San Diego, La Jolla, CA
- Division of Gastroenterology, Northwestern University, Chicago, Illinois
| | - William J. Sandborn
- Division of Gastroenterology, University of California, San Diego, La Jolla, CA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA
| | - Mamata Sivagnanam
- Division of Gastroenterology, Hepatology and Nutrition, University of California, San Diego and Rady Children’s Hospital, San Diego, CA
| | - Manuela Raffatellu
- Division of Host-Microbe Systems and Therapeutics, Department of Pediatrics, University of California, San Diego, La Jolla, CA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA
- Chiba University-UC San Diego Center for Mucosal Immunology, Allergy and Vaccines (cMAV), University of California, San Diego, La Jolla, CA
| | - David Pride
- Department of Pathology, University of California, San Diego, La Jolla, CA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA
- Center for Innovative Phage Applications and Therapeutics (IPATH), University of California, San Diego, La Jolla, CA
- Center of Advanced Laboratory Medicine (CALM), University of California, San Diego, La Jolla, CA
| | - Pieter C. Dorrestein
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla
- Collaborative Mass Spectrometry Innovation Center, Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, CA
| | - Karsten Zengler
- Division of Host-Microbe Systems and Therapeutics, Department of Pediatrics, University of California, San Diego, La Jolla, CA
- Department of Bioengineering, University of California, San Diego, La Jolla, CA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA
- Program in Materials Science and Engineering, University of California, San Diego, La Jolla, CA
| | - Biswa Choudhury
- GlycoAnalytics Core, University of California San Diego, San Diego, CA
| | - Rob Knight
- Division of Host-Microbe Systems and Therapeutics, Department of Pediatrics, University of California, San Diego, La Jolla, CA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA
- Shu Chien-Gene Lay Department of Bioengineering, University of California San Diego, La Jolla, CA
- Department of Computer Science & Engineering, University of California, San Diego, La Jolla, CA
- Halıcıoğlu Data Science Institute, University of California, San Diego, La Jolla, CA
| | - Hiutung Chu
- Department of Pathology, University of California, San Diego, La Jolla, CA
- Center for Microbiome Innovation, University of California, San Diego, La Jolla, CA
- Chiba University-UC San Diego Center for Mucosal Immunology, Allergy and Vaccines (cMAV), University of California, San Diego, La Jolla, CA
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