1
|
Otani S, Louise Jespersen M, Brinch C, Duus Møller F, Pilgaard B, Egholm Bruun Jensen E, Leekitcharoenphon P, Aaby Svendsen C, Aarestrup AH, Sonda T, Sylvina TJ, Leach J, Piel A, Stewart F, Sapountzis P, Kazyoba PE, Kumburu H, Aarestrup FM. Genomic and functional co-diversification imprint African Hominidae microbiomes to signal dietary and lifestyle adaptations. Gut Microbes 2025; 17:2484385. [PMID: 40164980 PMCID: PMC11959905 DOI: 10.1080/19490976.2025.2484385] [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: 11/19/2024] [Revised: 01/27/2025] [Accepted: 03/20/2025] [Indexed: 04/02/2025] Open
Abstract
In the diverse landscape of African hominids, the obligate relationship between the host and its microbiome narrates signals of adaptation and co-evolution. Sequencing 546 African hominid metagenomes, including those from indigenous Hadza and wild chimpanzees, identified similar bacterial richness and diversity surpassing those of westernized populations. While hominids share core bacterial communities, they also harbor distinct, population-specific bacterial taxa tailored to specific diets, ecology and lifestyles, differentiating non-indigenous and indigenous humans and chimpanzees. Even amongst shared bacterial communities, several core bacteria have co-diversified to fulfil unique dietary degradation functions within their host populations. These co-evolutionary trends extend to non-bacterial elements, such as mitochondrial DNA, antimicrobial resistance, and parasites. Our findings indicate that microbiome-host co-adaptations have led to both taxonomic and within taxa functional displacements to meet host physiological demands. The microbiome, in turn, transcends its taxonomic interchangeable role, reflecting the lifestyle, ecology and dietary history of its host.
Collapse
Affiliation(s)
- Saria Otani
- Research group for Genomic Epidemiology, National Food Institute, Technical University of Denmark, Lyngby, Denmark
| | - Marie Louise Jespersen
- Research group for Genomic Epidemiology, National Food Institute, Technical University of Denmark, Lyngby, Denmark
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Christian Brinch
- Research group for Genomic Epidemiology, National Food Institute, Technical University of Denmark, Lyngby, Denmark
| | - Frederik Duus Møller
- Research group for Genomic Epidemiology, National Food Institute, Technical University of Denmark, Lyngby, Denmark
| | - Bo Pilgaard
- Department of Biotechnology and Biomedicine, Section for Protein Chemistry and Enzyme Technology, Technical University of Denmark, Lyngby, Denmark
| | - Emilie Egholm Bruun Jensen
- Research group for Genomic Epidemiology, National Food Institute, Technical University of Denmark, Lyngby, Denmark
| | - Pimlapas Leekitcharoenphon
- Research group for Genomic Epidemiology, National Food Institute, Technical University of Denmark, Lyngby, Denmark
| | - Christina Aaby Svendsen
- Research group for Genomic Epidemiology, National Food Institute, Technical University of Denmark, Lyngby, Denmark
| | - Amalie H. Aarestrup
- Research group for Genomic Epidemiology, National Food Institute, Technical University of Denmark, Lyngby, Denmark
| | - Tolbert Sonda
- Biotechnology Research Laboratory, Kilimanjaro Clinical Research Institute (KCRI), Moshi, Tanzania
- Kilimanjaro Christian Medical Centre (KCMC), Moshi, Tanzania
- Department of Microbiology, Kilimanjaro Christian Medical University College (KCMUCo), Moshi, Tanzania
| | - Teresa J. Sylvina
- National Academies of Sciences, Engineering and Medicine, Washington, DC, USA
- Department of Veterinary and Biomedical Sciences, The Pennsylvania State University, State College, PA, USA
| | - Jeff Leach
- Microbiome Network and Department of Agricultural Biology, Colorado State University, Fort Collins, CO, USA
| | - Alexander Piel
- Department of Human Origins, Max Planck Institute of Evolutionary Anthropology, Leipzig, Germany
- Department of Anthropology, University College London, London, UK
| | - Fiona Stewart
- Department of Human Origins, Max Planck Institute of Evolutionary Anthropology, Leipzig, Germany
- Department of Anthropology, University College London, London, UK
- School of Biological and Environmental Sciences, Liverpool John Moores University, Liverpool, UK
| | | | - Paul E. Kazyoba
- National Institute for Medical Research, Dar-Es-Salaam, Tanzania
| | - Happiness Kumburu
- Biotechnology Research Laboratory, Kilimanjaro Clinical Research Institute (KCRI), Moshi, Tanzania
| | - Frank M. Aarestrup
- Research group for Genomic Epidemiology, National Food Institute, Technical University of Denmark, Lyngby, Denmark
| |
Collapse
|
2
|
Rehermann B, Graham AL, Masopust D, Hamilton SE. Integrating natural commensals and pathogens into preclinical mouse models. Nat Rev Immunol 2025; 25:385-397. [PMID: 39562646 DOI: 10.1038/s41577-024-01108-3] [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: 10/18/2024] [Indexed: 11/21/2024]
Abstract
Fundamental discoveries in many aspects of mammalian physiology have been made using laboratory mice as research models. These studies have been facilitated by the genetic tractability and inbreeding of such mice, the large set of immunological reagents that are available, and the establishment of environmentally controlled, high-throughput facilities. Such facilities typically include barriers to keep the mouse colonies free of pathogens and the frequent re-derivation of the mice severely limits their commensal flora. Because humans have co-evolved with microorganisms and are exposed to a variety of pathogens, a growing community of researchers posits that preclinical disease research can be improved by studying mice in the context of the microbiota and pathogens that they would encounter in the natural world. Here, we provide a perspective of how these different approaches can be combined and integrated to improve existing mouse models to enhance our understanding of disease mechanisms and develop new therapies for humans. We also propose that the term 'mice with natural microbiota' is more appropriate for describing these models than existing terms such as 'dirty mice'.
Collapse
Affiliation(s)
- Barbara Rehermann
- Immunology Section, Liver Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD, USA.
| | - Andrea L Graham
- Department of Ecology & Evolutionary Biology, Princeton University, Princeton, NJ, USA
| | - David Masopust
- Center for Immunology, University of Minnesota, Minneapolis, MN, USA
- Department of Microbiology and Immunology, University of Minnesota, Minneapolis, MN, USA
| | - Sara E Hamilton
- Center for Immunology, University of Minnesota, Minneapolis, MN, USA
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| |
Collapse
|
3
|
Kelliher JM, Johnson LYD, Rodriguez FE, Saunders JK, Kroeger ME, Hanson B, Robinson AJ, Anthony WE, Van Goethem MW, Kiledal A, Shibl AA, de Andrade AAS, Ettinger CL, Gupta CL, Robinson CRP, Zuniga C, Sprockett D, Machado DT, Skoog EJ, Oduwole I, Rothman JA, Prime K, Lane KR, Lemos LN, Karstens L, McCauley M, Seyoum MM, Elmassry MM, Guzel M, Longley R, Roux S, Pitot TM, Eloe-Fadrosh EA. A cost and community perspective on the barriers to microbiome data reuse. FRONTIERS IN BIOINFORMATICS 2025; 5:1585717. [PMID: 40270679 PMCID: PMC12015674 DOI: 10.3389/fbinf.2025.1585717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2025] [Accepted: 03/17/2025] [Indexed: 04/25/2025] Open
Abstract
Microbiome research is becoming a mature field with a wealth of data amassed from diverse ecosystems, yet the ability to fully leverage multi-omics data for reuse remains challenging. To provide a view into researchers' behavior and attitudes towards data reuse, we surveyed over 700 microbiome researchers to evaluate data sharing and reuse challenges. We found that many researchers are impeded by difficulties with metadata records, challenges with processing and bioinformatics, and problems with data repository submissions. We also explored the cost constraints of data reuse at each step of the data reuse process to better understand "pain points" and to provide a more quantitative perspective from sixteen active researchers. The bioinformatics and data processing step was estimated to be the most time consuming, which aligns with some of the most frequently reported challenges from the community survey. From these two approaches, we present evidence-based recommendations for how to address data sharing and reuse challenges with concrete actions for future work.
Collapse
Affiliation(s)
- Julia M. Kelliher
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, United States
- Department of Microbiology, Genetics, and Immunology, Michigan State University, East Lansing, MI, United States
| | - Leah Y. D. Johnson
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, United States
| | | | - Jaclyn K. Saunders
- Department of Marine Sciences, University of Georgia, Athens, GA, United States
| | | | - Buck Hanson
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, United States
| | - Aaron J. Robinson
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, United States
| | | | - Marc W. Van Goethem
- Biological and Environmental Sciences and Engineering Division, King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
| | - Anders Kiledal
- Department of Earth and Environmental Sciences, University of Michigan, Ann Arbor, MI, United States
| | - Ahmed A. Shibl
- Public Health Research Center, New York University Abu Dhabi, Abu Dhabi, United Arab Emirates
| | | | - Cassandra L. Ettinger
- Department of Microbiology and Plant Pathology, University of California, Riverside, Riverside, CA, United States
| | - Chhedi Lal Gupta
- ICMR-CRMCH, National Institute of Immunohaematology, Chandrapur Unit, Chandrapur, Maharashtra, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, Uttar Pradesh, India
| | | | - Cristal Zuniga
- Department of Biology, Cell, and Molecular Biology, San Diego State University, San Diego, CA, United States
- DOE Great Lakes Bioenergy Research Center, San Diego State University, San Diego, CA, United States
| | - Daniel Sprockett
- Department of Microbiology and Immunology, Wake Forest University School of Medicine, Winston-Salem, NC, United States
| | - Douglas Terra Machado
- Bioinformatics Laboratory, National Laboratory for Scientific Computing, Quitandinha, Rio de Janeiro, Brazil
| | - Emilie J. Skoog
- Scripps Institution of Oceanography, UC San Diego, La Jolla, CA, United States
| | - Iyanu Oduwole
- Graduate School of Genome Science and Technology, University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Jason A. Rothman
- Department of Microbiology and Plant Pathology, University of California: Riverside, Riverside, CA, United States
| | - Kaelan Prime
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, United States
| | | | - Leandro Nascimento Lemos
- Ilum School of Science, Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, São Paulo, Brazil
| | - Lisa Karstens
- Division of Oncological Sciences, Department of Obstetrics and Gynecology, Knight Cancer Institute, Oregon Health and Science University, Portland, OR, United States
| | - Mark McCauley
- The Whitney Laboratory for Marine Bioscience and Sea Turtle Hospital, University of Florida, St. Augustine, FL, United States
| | - Mitiku Mihiret Seyoum
- Department of Poultry Science, University of Arkansas, Fayetteville, AR, United States
| | - Moamen M. Elmassry
- Department of Molecular Biology, Princeton University, Princeton, NJ, United States
| | - Mustafa Guzel
- Department of Food Engineering, Hitit University, Corum, Türkiye
| | - Reid Longley
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, United States
| | - Simon Roux
- Lawrence Berkeley National Laboratory, Berkeley, CA, United States
| | - Thomas M. Pitot
- Department of Biochemistry, Microbiology, and Bioinformatics, Université Laval, Québec, QC, Canada
| | | |
Collapse
|
4
|
Degregori S, Wang X, Kommala A, Schulhof N, Moradi S, MacDonald A, Eblen K, Jukovich S, Smith E, Kelleher E, Suzuki K, Hall Z, Knight R, Amato KR. Comparative gut microbiome research through the lens of ecology: theoretical considerations and best practices. Biol Rev Camb Philos Soc 2025; 100:748-763. [PMID: 39530277 PMCID: PMC11885713 DOI: 10.1111/brv.13161] [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: 02/07/2024] [Revised: 10/20/2024] [Accepted: 10/28/2024] [Indexed: 11/16/2024]
Abstract
Comparative approaches in animal gut microbiome research have revealed patterns of phylosymbiosis, dietary and physiological convergences, and environment-host interactions. However, most large-scale comparative studies, especially those that are highly cited, have focused on mammals, and efforts to integrate comparative approaches with existing ecological frameworks are lacking. While mammals serve as useful model organisms, developing generalised principles of how animal gut microbiomes are shaped and how these microbiomes interact bidirectionally with host ecology and evolution requires a more complete sampling of the animal kingdom. Here, we provide an overview of what past comparative studies have taught us about the gut microbiome, and how community ecology theory may help resolve certain contradictions in comparative gut microbiome research. We explore whether certain hypotheses are supported across clades, and how the disproportionate focus on mammals has introduced potential bias into gut microbiome theory. We then introduce a methodological solution by which public gut microbiome data of understudied hosts can be compiled and analysed in a comparative context. Our aggregation and analysis of 179 studies shows that generating data sets with rich host diversity is possible with public data and that key gut microbes associated with mammals are widespread across the animal kingdom. We also show the effects that sample size and taxonomic rank have on comparative gut microbiome studies and that results of multivariate analyses can vary significantly with these two parameters. While challenges remain in developing a universal model of the animal gut microbiome, we show that existing ecological frameworks can help bring us one step closer to integrating the gut microbiome into animal ecology and evolution.
Collapse
Affiliation(s)
- Samuel Degregori
- Department of AnthropologyNorthwestern University1810 Hinman AvenueEvanstonIL60208USA
| | - Xiaolin Wang
- Department of AnthropologyNorthwestern University1810 Hinman AvenueEvanstonIL60208USA
| | - Akhil Kommala
- Department of AnthropologyNorthwestern University1810 Hinman AvenueEvanstonIL60208USA
| | - Noah Schulhof
- Department of AnthropologyNorthwestern University1810 Hinman AvenueEvanstonIL60208USA
| | - Sadaf Moradi
- Department of Ecology and Evolutionary BiologyUniversity of California621 Young Drive SouthLos AngelesCA90095USA
| | - Allison MacDonald
- Department of AnthropologyNorthwestern University1810 Hinman AvenueEvanstonIL60208USA
| | - Kaitlin Eblen
- Department of Ecology and Evolutionary BiologyUniversity of California621 Young Drive SouthLos AngelesCA90095USA
| | - Sophia Jukovich
- Department of AnthropologyNorthwestern University1810 Hinman AvenueEvanstonIL60208USA
| | - Emma Smith
- Department of AnthropologyNorthwestern University1810 Hinman AvenueEvanstonIL60208USA
| | - Emily Kelleher
- Department of AnthropologyNorthwestern University1810 Hinman AvenueEvanstonIL60208USA
| | - Kota Suzuki
- Department of AnthropologyNorthwestern University1810 Hinman AvenueEvanstonIL60208USA
| | - Zoey Hall
- Department of AnthropologyNorthwestern University1810 Hinman AvenueEvanstonIL60208USA
| | - Rob Knight
- Department of PediatricsUniversity of CaliforniaSan DiegoLa JollaCA92093USA
| | - Katherine Ryan Amato
- Department of AnthropologyNorthwestern University1810 Hinman AvenueEvanstonIL60208USA
| |
Collapse
|
5
|
Mazel F, Prasad A, Engel P. Host specificity of gut microbiota associated with social bees: patterns and processes. Microbiol Mol Biol Rev 2025:e0008023. [PMID: 40111037 DOI: 10.1128/mmbr.00080-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/22/2025] Open
Abstract
SUMMARYGut microbes provide benefits to some animals, but their distribution and effects across diverse hosts are still poorly described. There is accumulating evidence for host specificity (i.e., a pattern where different microbes tend to associate with distinct host lineages), but the causes and consequences of this pattern are unclear. Combining experimental tests in the laboratory with broad surveys in the wild is a promising approach to gaining a comprehensive and mechanistic understanding of host specificity prevalence, origin, and importance. Social bees represent an ideal testbed for this endeavor because they are phylogenetically and functionally diverse, with host-specific, stable, and tractable gut microbiota. Furthermore, the western honeybee (Apis mellifera) is an emerging experimental model system for studying microbiota-host interactions. In this review, we summarize data on the prevalence and strength of host specificity of the social bee gut microbiota (bumblebees, stingless bees, and honeybees), as well as the potential and proven ecological and molecular mechanisms that maintain host specificity. Overall, we found that host specificity in bees is relatively strong and likely results from several processes, including host filtering mediated by the immune system and priority effects. However, more research is needed across multiple social bee species to confirm these findings. To help future research, we summarize emerging hypotheses in the field and propose several experimental and comparative tests. Finally, we conclude this review by highlighting the need to understand how host specificity can influence host health.
Collapse
Affiliation(s)
- Florent Mazel
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland
- NCCR Microbiomes, Lausanne, Switzerland
| | - Aiswarya Prasad
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland
| | - Philipp Engel
- Department of Fundamental Microbiology, University of Lausanne, Lausanne, Switzerland
- NCCR Microbiomes, Lausanne, Switzerland
| |
Collapse
|
6
|
Li F, Armet AM, Korpela K, Liu J, Quevedo RM, Asnicar F, Seethaler B, Rusnak TBS, Cole JL, Zhang Z, Zhao S, Wang X, Gagnon A, Deehan EC, Mota JF, Bakal JA, Greiner R, Knights D, Segata N, Bischoff SC, Mereu L, Haqq AM, Field CJ, Li L, Prado CM, Walter J. Cardiometabolic benefits of a non-industrialized-type diet are linked to gut microbiome modulation. Cell 2025; 188:1226-1247.e18. [PMID: 39855197 DOI: 10.1016/j.cell.2024.12.034] [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: 05/29/2024] [Revised: 10/24/2024] [Accepted: 12/24/2024] [Indexed: 01/27/2025]
Abstract
Industrialization adversely affects the gut microbiome and predisposes individuals to chronic non-communicable diseases. We tested a microbiome restoration strategy comprising a diet that recapitulated key characteristics of non-industrialized dietary patterns (restore diet) and a bacterium rarely found in industrialized microbiomes (Limosilactobacillus reuteri) in a randomized controlled feeding trial in healthy Canadian adults. The restore diet, despite reducing gut microbiome diversity, enhanced the persistence of L. reuteri strain from rural Papua New Guinea (PB-W1) and redressed several microbiome features altered by industrialization. The diet also beneficially altered microbiota-derived plasma metabolites implicated in the etiology of chronic non-communicable diseases. Considerable cardiometabolic benefits were observed independently of L. reuteri administration, several of which could be accurately predicted by baseline and diet-responsive microbiome features. The findings suggest that a dietary intervention targeted toward restoring the gut microbiome can improve host-microbiome interactions that likely underpin chronic pathologies, which can guide dietary recommendations and the development of therapeutic and nutritional strategies.
Collapse
Affiliation(s)
- Fuyong Li
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada; Department of Animal Science and Technology, College of Animal Sciences, Zhejiang University, Hangzhou 310058, Zhejiang, China
| | - Anissa M Armet
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada
| | - Katri Korpela
- Department of Bacteriology and Immunology, Faculty of Medicine, University of Helsinki, Helsinki 00014, Uusimaa, Finland
| | - Junhong Liu
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada
| | - Rodrigo Margain Quevedo
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada
| | - Francesco Asnicar
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento 38123, Trentino, Italy
| | - Benjamin Seethaler
- Institute of Nutritional Medicine, University of Hohenheim, Stuttgart 70599, Baden-Württemberg, Germany
| | - Tianna B S Rusnak
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada
| | - Janis L Cole
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada
| | - Zhihong Zhang
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada; State Key Laboratory of Food Science and Resources, Nanchang University, Nanchang 330047, Jiangxi, China
| | - Shuang Zhao
- The Metabolomics Innovation Centre, Edmonton, AB T6G 2E9, Canada
| | - Xiaohang Wang
- The Metabolomics Innovation Centre, Edmonton, AB T6G 2E9, Canada
| | - Adele Gagnon
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada
| | - Edward C Deehan
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada; Department of Food Science and Technology, University of Nebraska, Lincoln, NE 68588, USA
| | - João F Mota
- APC Microbiome Ireland, University College Cork, Cork T12 YT20, Munster, Ireland; Faculty of Nutrition, Federal University of Goiás, Goiânia, Goiás 74605-080, Brazil
| | - Jeffrey A Bakal
- Division of General Internal Medicine, University of Alberta, Edmonton, AB T6G 2B7, Canada
| | - Russell Greiner
- Department of Computing Science, University of Alberta, Edmonton, AB T6G 2R3, Canada; Alberta Machine Intelligence Institute, Edmonton, AB T5J 3B1, Canada
| | - Dan Knights
- Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN 55455, USA; Biotechnology Institute, University of Minnesota, Saint Paul, MN 55108, USA
| | - Nicola Segata
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento 38123, Trentino, Italy
| | - Stephan C Bischoff
- Institute of Nutritional Medicine, University of Hohenheim, Stuttgart 70599, Baden-Württemberg, Germany
| | - Laurie Mereu
- Department of Medicine, University of Alberta, Edmonton, AB T6G 2B7, Canada
| | - Andrea M Haqq
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada; Department of Pediatrics, University of Alberta, Edmonton, AB T6G 2B7, Canada
| | - Catherine J Field
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada
| | - Liang Li
- The Metabolomics Innovation Centre, Edmonton, AB T6G 2E9, Canada; Department of Chemistry, University of Alberta, Edmonton, AB T6G 2G2, Canada
| | - Carla M Prado
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada
| | - Jens Walter
- Department of Agricultural, Food & Nutritional Science, University of Alberta, Edmonton, AB T6G 2E1, Canada; APC Microbiome Ireland, University College Cork, Cork T12 YT20, Munster, Ireland; School of Microbiology, University College Cork, Cork T12 YT20, Munster, Ireland; Department of Medicine, University College Cork, Cork T12 YT20, Munster, Ireland; Department of Biological Sciences, University of Alberta, Edmonton, AB T6G 2E1, Canada.
| |
Collapse
|
7
|
Sprockett DD, Dillard BA, Landers AA, Sanders JG, Moeller AH. Recent genetic drift in the co-diversified gut bacterial symbionts of laboratory mice. Nat Commun 2025; 16:2218. [PMID: 40044678 PMCID: PMC11883045 DOI: 10.1038/s41467-025-57435-z] [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: 08/07/2024] [Accepted: 02/19/2025] [Indexed: 03/09/2025] Open
Abstract
Laboratory mice (Mus musculus domesticus) harbor gut bacterial strains that are distinct from those of wild mice but whose evolutionary histories are unclear. Here, we show that laboratory mice have retained gut bacterial lineages that diversified in parallel (co-diversified) with rodent species for > 25 million years, but that laboratory-mouse gut microbiota (LGM) strains of these ancestral symbionts have experienced accelerated accumulation of genetic load during the past ~ 120 years of captivity. Compared to closely related wild-mouse gut microbiota (WGM) strains, co-diversified LGM strains displayed significantly faster genome-wide rates of nonsynonymous substitutions, indicating elevated genetic drift-a difference that was absent in non-co-diversified symbiont clades. Competition experiments in germ-free mice further indicated that LGM strains within co-diversified clades displayed significantly reduced fitness in vivo compared to WGM relatives to an extent not observed within non-co-diversified clades. Thus, stochastic processes (e.g., bottlenecks), not natural selection in the laboratory, have been the predominant evolutionary forces underlying divergence of co-diversified symbiont strains between laboratory and wild house mice. Our results show that gut bacterial lineages conserved in diverse rodent species have acquired novel mutational burdens in laboratory mice, providing an evolutionary rationale for restoring laboratory mice with wild gut bacterial strain diversity.
Collapse
Affiliation(s)
- Daniel D Sprockett
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, 14853, USA
| | - Brian A Dillard
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, 14853, USA
| | - Abigail A Landers
- Department of Microbiology, Cornell University, Ithaca, NY, 14853, USA
| | - Jon G Sanders
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, 14853, USA
| | - Andrew H Moeller
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, 14853, USA.
- Department of Ecology and Evolutionary Biology, Princeton University, Princeton, NJ, 08540, USA.
| |
Collapse
|
8
|
Chen X, Yin X, Xu X, Zhang T. Species-resolved profiling of antibiotic resistance genes in complex metagenomes through long-read overlapping with Argo. Nat Commun 2025; 16:1744. [PMID: 39966439 PMCID: PMC11836353 DOI: 10.1038/s41467-025-57088-y] [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: 08/28/2024] [Accepted: 02/11/2025] [Indexed: 02/20/2025] Open
Abstract
Environmental surveillance of antibiotic resistance genes (ARGs) is critical for understanding and mitigating the spread of antimicrobial resistance. Current short-read-based ARG profiling methods are limited in their ability to provide detailed host information, which is indispensable for tracking the transmission and assessing the risk of ARGs. Here, we present Argo, a novel approach that leverages long-read overlapping to rapidly identify and quantify ARGs in complex environmental metagenomes at the species level. Argo significantly enhances the resolution of ARG detection by assigning taxonomic labels collectively to clusters of reads, rather than to individual reads. By benchmarking the performance in host identification using simulation, we confirm the advantage of long-read overlapping over existing metagenomic profiling strategies in terms of accuracy. Using sequenced mock communities with varying quality scores and read lengths, along with a global fecal dataset comprising 329 human and non-human primate samples, we demonstrate Argo's capability to deliver comprehensive and species-resolved ARG profiles in real settings.
Collapse
Affiliation(s)
- Xi Chen
- Environmental Microbiome Engineering and Biotechnology Lab, Department of Civil Engineering, The University of Hong Kong, Hong Kong SAR, China
| | - Xiaole Yin
- Environmental Microbiome Engineering and Biotechnology Lab, Department of Civil Engineering, The University of Hong Kong, Hong Kong SAR, China
| | - Xiaoqing Xu
- Environmental Microbiome Engineering and Biotechnology Lab, Department of Civil Engineering, The University of Hong Kong, Hong Kong SAR, China
| | - Tong Zhang
- Environmental Microbiome Engineering and Biotechnology Lab, Department of Civil Engineering, The University of Hong Kong, Hong Kong SAR, China.
- School of Public Health, The University of Hong Kong, Hong Kong SAR, China.
- Macau Institute for Applied Research in Medicine and Health, Macau University of Science and Technology, Macao SAR, China.
- State Key Laboratory of Marine Pollution, City University of Hong Kong, Hong Kong SAR, China.
- Shenzhen Institute of Research and Innovation, The University of Hong Kong, Shenzhen, China.
| |
Collapse
|
9
|
Nichols RG, Davenport ER. Clade-specific long-read sequencing increases the accuracy and specificity of the gyrB phylogenetic marker gene. mSystems 2025; 10:e0148024. [PMID: 39679684 PMCID: PMC11748558 DOI: 10.1128/msystems.01480-24] [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: 11/07/2024] [Accepted: 11/15/2024] [Indexed: 12/17/2024] Open
Abstract
Phylogenetic marker gene sequencing is often used as a quick and cost-effective way of evaluating microbial composition within a community. While 16S rRNA gene sequencing (16S) is commonly used for bacteria and archaea, other marker genes are preferable in certain situations, such as when 16S sequences cannot distinguish between taxa within a group. Another situation is when researchers want to study cospeciation of host taxa that diverged much more recently than the slowly evolving 16S rRNA gene. For example, the bacterial gyrase subunit B (gyrB) gene has been used to investigate cospeciation between the microbiome and various hominid species. However, to date, only primers that generate short-read Illumina MiSeq-length amplicons exist to investigate gyrB of the Bacteroidaceae, Bifidobacteriaceae, and Lachnospiraceae families. Here, we update this methodology by creating gyrB primers for the Bacteroidaceae, Bifidobacteriaceae, and Lachnospiraceae families for long-read PacBio sequencing and characterize them against established short-read gyrB primer sets. We demonstrate both bioinformatically and analytically that these longer amplicons offer more sequence space for greater taxonomic resolution, lower off-target amplification rates, and lower error rates with PacBio CCS sequencing versus established short-read sequencing. The availability of these long-read gyrB primers will prove to be integral to the continued analysis of cospeciation between bacterial members of the gut microbiome and recently diverging host species. IMPORTANCE Previous studies have shown that the marker gene gyrase subunit B (gyrB) can be used to study codiversification between the gut microbiome and hominids. However, only primers for short-read sequencing have been developed which have limited resolution for subspecies assignment. In the present study, we create new gyrB primer sets for long-read sequencing approaches and compare them to the existing short-read gyrB primers. We show that using longer reads leads to better taxonomic resolution, lower off-target amplification, and lower error rates, which are vital for accurate estimates of codiversification.
Collapse
Affiliation(s)
- Robert G. Nichols
- Department of Biology, The Pennsylvania State University, University Park, Pennsylvania, USA
- One Health Microbiome Center, Huck Life Sciences Institute, University Park, Pennsylvania, USA
| | - Emily R. Davenport
- Department of Biology, The Pennsylvania State University, University Park, Pennsylvania, USA
- One Health Microbiome Center, Huck Life Sciences Institute, University Park, Pennsylvania, USA
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, Pennsylvania, USA
| |
Collapse
|
10
|
Moeller AH. Partner fidelity, not geography, drives co-diversification of gut microbiota with hominids. Biol Lett 2025; 21:20240454. [PMID: 39875095 PMCID: PMC11774583 DOI: 10.1098/rsbl.2024.0454] [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: 08/06/2024] [Revised: 10/22/2024] [Accepted: 11/25/2024] [Indexed: 01/30/2025] Open
Abstract
Bacterial strains that inhabit the gastrointestinal tracts of hominids have diversified in parallel (co-diversified) with their host species. The extent to which co-diversification has been mediated by partner fidelity between strains and hosts or by geographical distance between hosts is not clear due to a lack of strain-level data from clades of hosts with unconfounded phylogenetic relationships and geographical distributions. Here, I tested these competing hypotheses through meta-analyses of 7121 gut bacterial genomes assembled from wild-living ape species and subspecies sampled throughout their ranges in equatorial Africa. Across the gut bacterial phylogeny, strain diversification was more strongly associated with host phylogeny than with geography. In total, approximately 14% of the branch length of the gut bacterial phylogeny showed significant evidence of co-diversification independent of geography, whereas only approximately 4% showed significant evidence of diversification associated with geography independent of host phylogeny. Geographically co-occurring heterospecific hosts (Pan and Gorilla) universally maintained distinct co-diversified bacterial strains. Strains whose diversification was associated with geography independent of host phylogeny included clades of Proteobacteria known to adopt free-living lifestyles (e.g. Escherichia). These results show that co-diversification of gut bacterial strains with hominids has been driven primarily by fidelity of strains to host lineages rather than geography.
Collapse
Affiliation(s)
- Andrew H. Moeller
- Department of Ecology and Evolutionary Biology, Princeton University, Princeton, NJ08544, USA
| |
Collapse
|
11
|
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.
Collapse
Affiliation(s)
- Florent Mazel
- Département de microbiologie fondamentale, université de Lausanne, Lausanne, Suisse
| |
Collapse
|
12
|
Gutiérrez-García K, Aumiller K, Dodge R, Obadia B, Deng A, Agrawal S, Yuan X, Wolff R, Zhu H, Hsia RC, Garud N, Ludington WB. A conserved bacterial genetic basis for commensal-host specificity. Science 2024; 386:1117-1122. [PMID: 39636981 PMCID: PMC11914777 DOI: 10.1126/science.adp7748] [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: 04/10/2024] [Accepted: 10/07/2024] [Indexed: 12/07/2024]
Abstract
Animals selectively acquire specific symbiotic gut bacteria from their environments that aid host fitness. To colonize, a symbiont must locate its niche and sustain growth within the gut. Adhesins are bacterial cell surface proteins that facilitate attachment to host tissues and are often virulence factors for opportunistic pathogens. However, the attachments are often transient and nonspecific, and additional mechanisms are required to sustain infection. In this work, we use live imaging of individual symbiotic bacterial cells colonizing the gut of living Drosophila melanogaster to show that Lactiplantibacillus plantarum specifically recognizes the fruit fly foregut as a distinct physical niche. L. plantarum establishes stably within its niche through host-specific adhesins encoded by genes carried on a colonization island. The adhesin binding domains are conserved throughout the Lactobacillales, and the island also encodes a secretion system widely conserved among commensal and pathogenic bacteria.
Collapse
Affiliation(s)
- Karina Gutiérrez-García
- Biosphere Sciences and Engineering Division, Carnegie Institution for Science, Baltimore, MD, USA
| | - Kevin Aumiller
- Biosphere Sciences and Engineering Division, Carnegie Institution for Science, Baltimore, MD, USA
- Department of Biology, Johns Hopkins University, Baltimore, MD, USA
| | - Ren Dodge
- Biosphere Sciences and Engineering Division, Carnegie Institution for Science, Baltimore, MD, USA
| | - Benjamin Obadia
- Biosphere Sciences and Engineering Division, Carnegie Institution for Science, Baltimore, MD, USA
| | - Ann Deng
- Department of Biology, Johns Hopkins University, Baltimore, MD, USA
| | - Sneha Agrawal
- Department of Biology, Johns Hopkins University, Baltimore, MD, USA
| | - Xincheng Yuan
- Department of Biology, Johns Hopkins University, Baltimore, MD, USA
| | - Richard Wolff
- Department of Ecology and Evolutionary Biology, University of California Los Angeles, Los Angeles, CA, USA
| | - Haolong Zhu
- Biosphere Sciences and Engineering Division, Carnegie Institution for Science, Baltimore, MD, USA
- Department of Biology, Johns Hopkins University, Baltimore, MD, USA
| | - Ru-Ching Hsia
- Biosphere Sciences and Engineering Division, Carnegie Institution for Science, Baltimore, MD, USA
| | - Nandita Garud
- Department of Ecology and Evolutionary Biology, University of California Los Angeles, Los Angeles, CA, USA
- Department of Human Genetics, University of California Los Angeles, Los Angeles, CA, USA
| | - William B. Ludington
- Biosphere Sciences and Engineering Division, Carnegie Institution for Science, Baltimore, MD, USA
- Department of Biology, Johns Hopkins University, Baltimore, MD, USA
| |
Collapse
|
13
|
Xu B, Song P, Jiang F, Cai Z, Gu H, Gao H, Li B, Liang C, Qin W, Zhang J, Yan J, Liu D, Sun G, Zhang T. Large-scale metagenomic assembly provide new insights into the genetic evolution of gut microbiomes in plateau ungulates. NPJ Biofilms Microbiomes 2024; 10:120. [PMID: 39505908 PMCID: PMC11541592 DOI: 10.1038/s41522-024-00597-3] [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: 04/06/2024] [Accepted: 10/25/2024] [Indexed: 11/08/2024] Open
Abstract
Trillions of microbes colonize the ungulate gastrointestinal tract, playing a pivotal role in enhancing host nutrient utilization by breaking down cellulose and hemicellulose present in plants. Here, through large-scale metagenomic assembly, we established a catalog of 131,416 metagenome-assembled genomes (MAGs) and 11,175 high-quality species-level genome bins (SGBs) from 17 species of ungulates in China. Our study revealed the convergent evolution of high relative abundances of carbohydrate-active enzymes (CAZymes) in the gut microbiomes of plateau-dwelling ungulates. Notably, two significant factors contribute to this phenotype: structural variations in their gut microbiome genomes, which contain more CAZymes, and the presence of novel gut microbiota species, particularly those in the genus Cryptobacteroides, which are undergoing independent rapid evolution and speciation and have higher gene densities of CAZymes. Furthermore, these enrichment CAZymes in the gut microbiomes are highly enrichment in known metabolic pathways for short-chain fatty acid (SCFA) production. Our findings not only provide a valuable genomic resource for understanding the gut microbiomes of ungulates but also offer fresh insights into the interaction between gut microbiomes and their hosts, as well as the co-adaptation of hosts and their gut microbiomes to their environments.
Collapse
Affiliation(s)
- Bo Xu
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, 810008, Qinghai, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- Qinghai Provincial Key Laboratory of Animal Ecological Genomics, Xining, 810008, Qinghai, China
| | - Pengfei Song
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, 810008, Qinghai, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- Qinghai Provincial Key Laboratory of Animal Ecological Genomics, Xining, 810008, Qinghai, China
| | - Feng Jiang
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, 810008, Qinghai, China
- Qinghai Provincial Key Laboratory of Animal Ecological Genomics, Xining, 810008, Qinghai, China
| | - Zhenyuan Cai
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, 810008, Qinghai, China
- Qinghai Provincial Key Laboratory of Animal Ecological Genomics, Xining, 810008, Qinghai, China
| | - Haifeng Gu
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, 810008, Qinghai, China
- Qinghai Provincial Key Laboratory of Animal Ecological Genomics, Xining, 810008, Qinghai, China
| | - Hongmei Gao
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, 810008, Qinghai, China
- Qinghai Provincial Key Laboratory of Animal Ecological Genomics, Xining, 810008, Qinghai, China
| | - Bin Li
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, 810008, Qinghai, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- Qinghai Provincial Key Laboratory of Animal Ecological Genomics, Xining, 810008, Qinghai, China
| | - Chengbo Liang
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, 810008, Qinghai, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
- Qinghai Provincial Key Laboratory of Animal Ecological Genomics, Xining, 810008, Qinghai, China
| | - Wen Qin
- State Key Laboratory of Plateau Ecology and Agriculture, Qinghai University 10743, Xining, 810016, Qinghai, China
| | - Jingjie Zhang
- State Key Laboratory of Plateau Ecology and Agriculture, Qinghai University 10743, Xining, 810016, Qinghai, China
| | - Jingyan Yan
- College of Agriculture and Animal Husbandry, Qinghai University 10743, Xining, 810016, Qinghai, China
| | - Daoxin Liu
- College of Agriculture and Animal Husbandry, Qinghai University 10743, Xining, 810016, Qinghai, China
| | - Guo Sun
- College of Agriculture and Animal Husbandry, Qinghai University 10743, Xining, 810016, Qinghai, China
| | - Tongzuo Zhang
- Key Laboratory of Adaptation and Evolution of Plateau Biota, Northwest Institute of Plateau Biology, Chinese Academy of Sciences, Xining, 810008, Qinghai, China.
- Qinghai Provincial Key Laboratory of Animal Ecological Genomics, Xining, 810008, Qinghai, China.
| |
Collapse
|
14
|
Moeller AH, Dillard BA, Goldman SL, Real MVF, Sprockett DD. Removal of sequencing adapter contamination improves microbial genome databases. BMC Genomics 2024; 25:1033. [PMID: 39497067 PMCID: PMC11536531 DOI: 10.1186/s12864-024-10956-1] [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: 10/20/2024] [Accepted: 10/24/2024] [Indexed: 11/06/2024] Open
Abstract
Advances in assembling microbial genomes have led to growth of reference genome databases, which have been transformative for applied and basic microbiome research. Here we show that published microbial genome databases from humans, mice, cows, pigs, fish, honeybees, and marine environments contain significant sequencing-adapter contamination that systematically reduces assembly accuracy and contiguousness. By removing the adapter-contaminated ends of contiguous sequences and reassembling MGnify reference genomes, we improve the quality of assemblies in these databases.
Collapse
Affiliation(s)
- Andrew H Moeller
- Department of Ecology and Evolutionary Biology, Princeton University, Princeton, NJ, 08540, USA.
| | - Brian A Dillard
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, 14853, USA
| | - Samantha L Goldman
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, 14853, USA
| | - Madalena V F Real
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, 14853, USA
| | - Daniel D Sprockett
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY, 14853, USA
| |
Collapse
|
15
|
Sansonetti PJ, Doré J. [The human microbiome proofed by the Anthropocene: from correlation to causality and intervention]. Med Sci (Paris) 2024; 40:757-765. [PMID: 39450961 DOI: 10.1051/medsci/2024121] [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: 10/26/2024] Open
Abstract
The deleterious effects of human activities on biodiversity in the vegetal and animal world, and on climate changes are now well-established facts. However, little is yet known on the impact of human activities on microbial diversity on the planet and more specifically on the human microbiota Large implementation of metagenomics allows exaustive microbial cataloguing with broad spatio-temporal resolution of human microbiota. A reduction in bacterial richness and diversity in the human microbiota, particularly in the intestinal tract, is now established and particularly obvious in the most industrialized regions of the planet. Massive, uncontrolled use of antibiotics, drastic changes in traditional food habits and some elements of the "global exposome" that remain to identify are usually considered as stressors accounting for this situation of "missing microbes". As a consequence, a dysbiotic situation develops, a "dysbiosis" being characterized by the erosion of the central core of shared bacterial species across individuals and the development of opportunistic "pathobionts" in response to a weaker barrier capacity of these impoverished microbiota. The current challenge is to establish a causality link between the extension of these dysbiotic situations and the steady emergence of epidemic, non-communicable diseases such as asthma, allergy, obesity, diabetes, autoimmune diseases and some cancers. Experimental animal models combined with controlled, prospective clinical interventions are in demand to consolidate causality links, with the understanding that in the deciphering of the mechanisms of alteration of the human-microbiome symbiosis resides a novel exciting chapter of medicine: "microbial medicine".
Collapse
Affiliation(s)
| | - Joël Doré
- Université Paris-Saclay, INRAE, MetaGenoPolis, AgroParisTech, MICALIS Jouy-en-Josas France
| |
Collapse
|
16
|
Sprockett DD, Dillard BA, Landers AA, Sanders JG, Moeller AH. Recent genetic drift in the co-diversified gut bacterial symbionts of laboratory mice. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.14.607958. [PMID: 39185232 PMCID: PMC11343198 DOI: 10.1101/2024.08.14.607958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 08/27/2024]
Abstract
Laboratory mice (Mus musculus domesticus) harbor gut bacterial strains that are distinct from those of wild mice1 but whose evolutionary histories are poorly understood. Understanding the divergence of laboratory-mouse gut microbiota (LGM) from wild-mouse gut microbiota (WGM) is critical, because LGM and WGM have been previously shown to differentially affect mouse immune-cell proliferation2,3, infection resistance4, cancer progression2, and ability to model drug outcomes for humans5. Here, we show that laboratory mice have retained gut bacterial symbiont lineages that diversified in parallel (co-diversified) with rodent species for > 25 million years, but that LGM strains of these ancestral symbionts have experienced accelerated accumulation of genetic load during the past ~ 120 years of captivity. Compared to closely related WGM strains, co-diversified LGM strains displayed significantly faster genome-wide rates of fixation of nonsynonymous mutations, indicating elevated genetic drift, a difference that was absent in non-co-diversified symbiont clades. Competition experiments in germ-free mice further indicated that LGM strains within co-diversified clades displayed significantly reduced fitness in vivo compared to WGM relatives to an extent not observed within non-co-diversified clades. Thus, stochastic processes (e.g., bottlenecks), not natural selection in the laboratory, have been the predominant evolutionary forces underlying divergence of co-diversified symbiont strains between laboratory and wild house mice. Our results show that gut bacterial lineages conserved in diverse rodent species have acquired novel mutational burdens in laboratory mice, providing an evolutionary rationale for restoring laboratory mice with wild gut bacterial strain diversity.
Collapse
Affiliation(s)
- Daniel D. Sprockett
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY 14853, USA
| | - Brian A. Dillard
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY 14853, USA
| | - Abigail A. Landers
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY 14853, USA
| | - Jon G. Sanders
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY 14853, USA
| | - Andrew H. Moeller
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY 14853, USA
- Department of Ecology and Evolutionary Biology, Princeton University, Princeton, NJ 08540, USA
| |
Collapse
|
17
|
Ludington WB. The importance of host physical niches for the stability of gut microbiome composition. Philos Trans R Soc Lond B Biol Sci 2024; 379:20230066. [PMID: 38497267 PMCID: PMC10945397 DOI: 10.1098/rstb.2023.0066] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 12/04/2023] [Indexed: 03/19/2024] Open
Abstract
Gut bacteria are prevalent throughout the Metazoa and form complex microbial communities associated with food breakdown, nutrient provision and disease prevention. How hosts acquire and maintain a consistent bacterial flora remains mysterious even in the best-studied animals, including humans, mice, fishes, squid, bugs, worms and flies. This essay visits the evidence that hosts have co-evolved relationships with specific bacteria and that some of these relationships are supported by specialized physical niches that select, sequester and maintain microbial symbionts. Genetics approaches could uncover the mechanisms for recruiting and maintaining the stable and consistent members of the microbiome. This article is part of the theme issue 'Sculpting the microbiome: how host factors determine and respond to microbial colonization'.
Collapse
Affiliation(s)
- William B. Ludington
- Department of Biosphere Sciences and Engineering, Carnegie Institution for Science, Baltimore, MD 21218, USA
- Department of Biology, Johns Hopkins University, Baltimore, MD 21218, USA
| |
Collapse
|
18
|
Maritan E, Quagliariello A, Frago E, Patarnello T, Martino ME. The role of animal hosts in shaping gut microbiome variation. Philos Trans R Soc Lond B Biol Sci 2024; 379:20230071. [PMID: 38497257 PMCID: PMC10945410 DOI: 10.1098/rstb.2023.0071] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 10/10/2023] [Indexed: 03/19/2024] Open
Abstract
Millions of years of co-evolution between animals and their associated microbial communities have shaped and diversified the nature of their relationship. Studies continue to reveal new layers of complexity in host-microbe interactions, the fate of which depends on a variety of different factors, ranging from neutral processes and environmental factors to local dynamics. Research is increasingly integrating ecosystem-based approaches, metagenomics and mathematical modelling to disentangle the individual contribution of ecological factors to microbiome evolution. Within this framework, host factors are known to be among the dominant drivers of microbiome composition in different animal species. However, the extent to which they shape microbiome assembly and evolution remains unclear. In this review, we summarize our understanding of how host factors drive microbial communities and how these dynamics are conserved and vary across taxa. We conclude by outlining key avenues for research and highlight the need for implementation of and key modifications to existing theory to fully capture the dynamics of host-associated microbiomes. This article is part of the theme issue 'Sculpting the microbiome: how host factors determine and respond to microbial colonization'.
Collapse
Affiliation(s)
- Elisa Maritan
- Department of Comparative Biomedicine and Food Science, University of Padova, 35020 Padova, Italy
| | - Andrea Quagliariello
- Department of Comparative Biomedicine and Food Science, University of Padova, 35020 Padova, Italy
| | - Enric Frago
- CIRAD, UMR CBGP, INRAE, Institut Agro, IRD, Université Montpellier, 34398 Montpellier, France
| | - Tomaso Patarnello
- Department of Comparative Biomedicine and Food Science, University of Padova, 35020 Padova, Italy
| | - Maria Elena Martino
- Department of Comparative Biomedicine and Food Science, University of Padova, 35020 Padova, Italy
| |
Collapse
|
19
|
Tannock GW. Understanding the gut microbiota by considering human evolution: a story of fire, cereals, cooking, molecular ingenuity, and functional cooperation. Microbiol Mol Biol Rev 2024; 88:e0012722. [PMID: 38126754 PMCID: PMC10966955 DOI: 10.1128/mmbr.00127-22] [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] [Indexed: 12/23/2023] Open
Abstract
SUMMARYThe microbial community inhabiting the human colon, referred to as the gut microbiota, is mostly composed of bacterial species that, through extensive metabolic networking, degrade and ferment components of food and human secretions. The taxonomic composition of the microbiota has been extensively investigated in metagenomic studies that have also revealed details of molecular processes by which common components of the human diet are metabolized by specific members of the microbiota. Most studies of the gut microbiota aim to detect deviations in microbiota composition in patients relative to controls in the hope of showing that some diseases and conditions are due to or exacerbated by alterations to the gut microbiota. The aim of this review is to consider the gut microbiota in relation to the evolution of Homo sapiens which was heavily influenced by the consumption of a nutrient-dense non-arboreal diet, limited gut storage capacity, and acquisition of skills relating to mastering fire, cooking, and cultivation of cereal crops. The review delves into the past to gain an appreciation of what is important in the present. A holistic view of "healthy" microbiota function is proposed based on the evolutionary pathway shared by humans and gut microbes.
Collapse
Affiliation(s)
- Gerald W. Tannock
- Department of Microbiology and Immunology, University of Otago, Dunedin, New Zealand
| |
Collapse
|
20
|
Moraïs S, Winkler S, Zorea A, Levin L, Nagies FSP, Kapust N, Lamed E, Artan-Furman A, Bolam DN, Yadav MP, Bayer EA, Martin WF, Mizrahi I. Cryptic diversity of cellulose-degrading gut bacteria in industrialized humans. Science 2024; 383:eadj9223. [PMID: 38484069 PMCID: PMC7615765 DOI: 10.1126/science.adj9223] [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: 07/25/2023] [Accepted: 02/08/2024] [Indexed: 03/19/2024]
Abstract
Humans, like all mammals, depend on the gut microbiome for digestion of cellulose, the main component of plant fiber. However, evidence for cellulose fermentation in the human gut is scarce. We have identified ruminococcal species in the gut microbiota of human populations that assemble functional multienzymatic cellulosome structures capable of degrading plant cell wall polysaccharides. One of these species, which is strongly associated with humans, likely originated in the ruminant gut and was subsequently transferred to the human gut, potentially during domestication where it underwent diversification and diet-related adaptation through the acquisition of genes from other gut microbes. Collectively, these species are abundant and widespread among ancient humans, hunter-gatherers, and rural populations but are rare in populations from industrialized societies thus indicating potential disappearance in response to the westernized lifestyle.
Collapse
Affiliation(s)
- Sarah Moraïs
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, 84105, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
- The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| | - Sarah Winkler
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, 84105, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
- The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| | - Alvah Zorea
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, 84105, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
- The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| | - Liron Levin
- Bioinformatics Core Facility, llse Katz Institute for Nanoscale Science and Technology, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Falk S. P. Nagies
- Department of Biology, Institute for Molecular Evolution, Heinrich-Heine-Universität Düsseldorf, D-40225, Düsseldorf, Germany
| | - Nils Kapust
- Department of Biology, Institute for Molecular Evolution, Heinrich-Heine-Universität Düsseldorf, D-40225, Düsseldorf, Germany
| | - Eva Lamed
- Department of Biomolecular Sciences, The Weizmann Institute of Science, Rehovot 7610001 Israel
| | - Avital Artan-Furman
- Department of Biomolecular Sciences, The Weizmann Institute of Science, Rehovot 7610001 Israel
| | - David N. Bolam
- Institute for Cell and Molecular Biosciences, The Medical School, Newcastle University, Newcastle upon Tyne, NE2 4HH, UK
| | - Madhav P. Yadav
- US Department of Agriculture, Agricultural Research Service, Eastern Regional Research Center, 600 East Mermaid Lane, Wyndmoor, PA 19038, USA
| | - Edward A. Bayer
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, 84105, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
- Department of Biomolecular Sciences, The Weizmann Institute of Science, Rehovot 7610001 Israel
| | - William F. Martin
- Department of Biology, Institute for Molecular Evolution, Heinrich-Heine-Universität Düsseldorf, D-40225, Düsseldorf, Germany
| | - Itzhak Mizrahi
- National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, 84105, Israel
- Department of Life Sciences, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
- The Goldman Sonnenfeldt School of Sustainability and Climate Change, Ben-Gurion University of the Negev, Beer-Sheva 84105, Israel
| |
Collapse
|
21
|
Podar NA, Carrell AA, Cassidy KA, Klingeman DM, Yang Z, Stahler EA, Smith DW, Stahler DR, Podar M. From wolves to humans: oral microbiome resistance to transfer across mammalian hosts. mBio 2024; 15:e0334223. [PMID: 38299854 PMCID: PMC10936156 DOI: 10.1128/mbio.03342-23] [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: 12/18/2023] [Accepted: 12/21/2023] [Indexed: 02/02/2024] Open
Abstract
The mammalian mouth is colonized by complex microbial communities, adapted to specific niches, and in homeostasis with the host. Individual microbes interact metabolically and rely primarily on nutrients provided by the host, with which they have potentially co-evolved along the mammalian lineages. The oral environment is similar across mammals, but the diversity, specificity, and evolution of community structure in related or interacting mammals are little understood. Here, we compared the oral microbiomes of dogs with those of wild wolves and humans. In dogs, we found an increased microbial diversity relative to wolves, possibly related to the transition to omnivorous nutrition following domestication. This includes a larger diversity of Patescibacteria than previously reported in any other oral microbiota. The oral microbes are most distinct at bacterial species or strain levels, with few if any shared between humans and canids, while the close evolutionary relationship between wolves and dogs is reflected by numerous shared taxa. More taxa are shared at higher taxonomic levels including with humans, supporting their more ancestral common mammalian colonization followed by diversification. Phylogenies of selected oral bacterial lineages do not support stable human-dog microbial transfers but suggest diversification along mammalian lineages (apes and canids). Therefore, despite millennia of cohabitation and close interaction, the host and its native community controls and limits the assimilation of new microbes, even if closely related. Higher resolution metagenomic and microbial physiological studies, covering a larger mammalian diversity, should help understand how oral communities assemble, adapt, and interact with their hosts.IMPORTANCENumerous types of microbes colonize the mouth after birth and play important roles in maintaining oral health. When the microbiota-host homeostasis is perturbed, proliferation of some bacteria leads to diseases such as caries and periodontitis. Unlike the gut microbiome, the diversity of oral microbes across the mammalian evolutionary space is not understood. Our study compared the oral microbiomes of wild wolves, dogs, and apes (humans, chimpanzees, and bonobos), with the aim of identifying if microbes have been potentially exchanged between humans and dogs as a result of domestication and cohabitation. We found little if any evidence for such exchanges. The significance of our research is in finding that the oral microbiota and/or the host limit the acquisition of exogenous microbes, which is important in the context of natural exclusion of potential novel pathogens. We provide a framework for expanded higher-resolution studies across domestic and wild animals to understand resistance/resilience.
Collapse
Affiliation(s)
- Nicholas A. Podar
- School of Engineering, Vanderbilt University, Nashville, Tennessee, USA
| | - Alyssa A. Carrell
- Biosciences Department, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA
| | - Kira A. Cassidy
- Yellowstone Center for Resources, National Park Service, Yellowstone National Park, Wyoming, USA
| | - Dawn M. Klingeman
- Biosciences Department, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA
| | - Zamin Yang
- Biosciences Department, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA
| | - Erin A. Stahler
- Yellowstone Center for Resources, National Park Service, Yellowstone National Park, Wyoming, USA
| | - Douglas W. Smith
- Yellowstone Center for Resources, National Park Service, Yellowstone National Park, Wyoming, USA
| | - Daniel R. Stahler
- Yellowstone Center for Resources, National Park Service, Yellowstone National Park, Wyoming, USA
| | - Mircea Podar
- Biosciences Department, Oak Ridge National Laboratory, Oak Ridge, Tennessee, USA
| |
Collapse
|
22
|
Williams CE, Hammer TJ, Williams CL. Diversity alone does not reliably indicate the healthiness of an animal microbiome. THE ISME JOURNAL 2024; 18:wrae133. [PMID: 39018234 PMCID: PMC11334719 DOI: 10.1093/ismejo/wrae133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Revised: 04/25/2024] [Accepted: 07/16/2024] [Indexed: 07/19/2024]
Affiliation(s)
- Claire E Williams
- Department of Biology, University of Nevada, Reno, NV 89557, United States
| | - Tobin J Hammer
- Department of Ecology and Evolutionary Biology, University of California, Irvine, CA 92697, United States
| | - Candace L Williams
- Conservation Science, San Diego Zoo Wildlife Alliance, Escondido, CA 92027, United States
| |
Collapse
|
23
|
Moeller AH, Sanders JG, Sprockett DD, Landers A. Assessing co-diversification in host-associated microbiomes. J Evol Biol 2023; 36:1659-1668. [PMID: 37750599 PMCID: PMC10843161 DOI: 10.1111/jeb.14221] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 08/08/2023] [Accepted: 08/29/2023] [Indexed: 09/27/2023]
Abstract
When lineages of hosts and microbial symbionts engage in intimate interactions over evolutionary timescales, they can diversify in parallel (i.e., co-diversify), producing associations between the lineages' phylogenetic histories. Tests for co-diversification of individual microbial lineages and their hosts have been developed previously, and these have been applied to discover ancient symbioses in diverse branches of the tree of life. However, most host-microbe relationships are not binary but multipartite, in that a single host-associated microbiota can contain many microbial lineages, generating challenges for assessing co-diversification. Here, we review recent evidence for co-diversification in complex microbiota, highlight the limitations of prior studies, and outline a hypothesis testing approach designed to overcome some of these limitations. We advocate for the use of microbiota-wide scans for co-diversifying symbiont lineages and discuss tools developed for this purpose. Tests for co-diversification for simple host symbiont systems can be extended to entire phylogenies of microbial lineages (e.g., metagenome-assembled or isolate genomes, amplicon sequence variants) sampled from host clades, thereby providing a means for identifying co-diversifying symbionts present within complex microbiota. The relative ages of symbiont clades can corroborate co-diversification, and multi-level permutation tests can account for multiple comparisons and phylogenetic non-independence introduced by repeated sampling of host species. Discovering co-diversifying lineages will generate powerful opportunities for interrogating the molecular evolution and lineage turnover of ancestral, host-species specific symbionts within host-associated microbiota.
Collapse
Affiliation(s)
- Andrew H. Moeller
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY 14850, USA
| | - Jon G. Sanders
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY 14850, USA
| | - Daniel D. Sprockett
- Department of Ecology and Evolutionary Biology, Cornell University, Ithaca, NY 14850, USA
| | - Abigail Landers
- Department of Microbiology, Cornell University, Ithaca, NY 14850, USA
| |
Collapse
|
24
|
Wallen-Russell C, Pearlman N, Wallen-Russell S, Cretoiu D, Thompson DC, Voinea SC. A Catastrophic Biodiversity Loss in the Environment Is Being Replicated on the Skin Microbiome: Is This a Major Contributor to the Chronic Disease Epidemic? Microorganisms 2023; 11:2784. [PMID: 38004795 PMCID: PMC10672968 DOI: 10.3390/microorganisms11112784] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 10/16/2023] [Accepted: 11/08/2023] [Indexed: 11/26/2023] Open
Abstract
There has been a catastrophic loss of biodiversity in ecosystems across the world. A similar crisis has been observed in the human gut microbiome, which has been linked to "all human diseases affecting westernized countries". This is of great importance because chronic diseases are the leading cause of death worldwide and make up 90% of America's healthcare costs. Disease development is complex and multifactorial, but there is one part of the body's interlinked ecosystem that is often overlooked in discussions about whole-body health, and that is the skin microbiome. This is despite it being a crucial part of the immune, endocrine, and nervous systems and being continuously exposed to environmental stressors. Here we show that a parallel biodiversity loss of 30-84% has occurred on the skin of people in the developed world compared to our ancestors. Research has shown that dysbiosis of the skin microbiome has been linked to many common skin diseases and, more recently, that it could even play an active role in the development of a growing number of whole-body health problems, such as food allergies, asthma, cardiovascular diseases, and Parkinson's, traditionally thought unrelated to the skin. Damaged skin is now known to induce systemic inflammation, which is involved in many chronic diseases. We highlight that biodiversity loss is not only a common finding in dysbiotic ecosystems but also a type of dysbiosis. As a result, we make the case that biodiversity loss in the skin microbiome is a major contributor to the chronic disease epidemic. The link between biodiversity loss and dysbiosis forms the basis of this paper's focus on the subject. The key to understanding why biodiversity loss creates an unhealthy system could be highlighted by complex physics. We introduce entropy to help understand why biodiversity has been linked with ecosystem health and stability. Meanwhile, we also introduce ecosystems as being governed by "non-linear physics" principles-including chaos theory-which suggests that every individual part of any system is intrinsically linked and implies any disruption to a small part of the system (skin) could have a significant and unknown effect on overall system health (whole-body health). Recognizing the link between ecosystem health and human health allows us to understand how crucial it could be to maintain biodiversity across systems everywhere, from the macro-environment we inhabit right down to our body's microbiome. Further, in-depth research is needed so we can aid in the treatment of chronic diseases and potentially change how we think about our health. With millions of people currently suffering, research to help mitigate the crisis is of vital importance.
Collapse
Affiliation(s)
| | - Nancy Pearlman
- Ecology Center of Southern California, Los Angeles, CA 90035, USA;
| | | | - Dragos Cretoiu
- Department of Medical Genetics, Carol Davila University of Medicine and Pharmacy, 020021 Bucharest, Romania
- Fetal Medicine Excellence Research Center, Alessandrescu-Rusescu National Institute for Mother and Child Health, 011062 Bucharest, Romania
| | - Dana Claudia Thompson
- Fetal Medicine Excellence Research Center, Alessandrescu-Rusescu National Institute for Mother and Child Health, 011062 Bucharest, Romania
| | - Silviu Cristian Voinea
- Department of Surgical Oncology, Prof. Dr. Al. Trestioreanu Oncology Institute, Carol Davila University of Medicine and Pharmacy, 022328 Bucharest, Romania
| |
Collapse
|