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Morrison ML, Xue KS, Rosenberg NA. Quantifying compositional variability in microbial communities with FAVA. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.03.601929. [PMID: 39005283 PMCID: PMC11244974 DOI: 10.1101/2024.07.03.601929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/16/2024]
Abstract
Microbial communities vary across space, time, and individual hosts, presenting new challenges for the development of statistics measuring the variability of community composition. To understand differences across microbiome samples from different host individuals, sampling times, spatial locations, or experimental replicates, we present FAVA, a new normalized measure for characterizing compositional variability across multiple microbiome samples. FAVA quantifies variability across many samples of taxonomic or functional relative abundances in a single index ranging between 0 and 1, equaling 0 when all samples are identical and equaling 1 when each sample is entirely comprised of a single taxon. Its definition relies on the population-genetic statisticF S T , with samples playing the role of "populations" and taxa playing the role of "alleles." Its convenient mathematical properties allow users to compare disparate data sets. For example, FAVA values are commensurable across different numbers of taxonomic categories and different numbers of samples considered. We introduce extensions that incorporate phylogenetic similarity among taxa and spatial or temporal distances between samples. We illustrate how FAVA can be used to describe across-individual taxonomic variability in ruminant microbiomes at different regions along the gastrointestinal tract. In a second example, a longitudinal analysis of gut microbiomes of healthy human adults taking an antibiotic, we use FAVA to quantify the increase in temporal variability of microbiomes following the antibiotic course and to measure the duration of the antibiotic's influence on microbial variability. We have implemented this tool in an R package, FAVA, which can fit easily into existing pipelines for the analysis of microbial relative abundances.
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Affiliation(s)
| | - Katherine S. Xue
- Department of Biology, Stanford University, Stanford, CA 94305 USA
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Hallberg ZF, Nicolas AM, Alvarez-Aponte ZI, Mok KC, Sieradzki ET, Pett-Ridge J, Banfield JF, Carlson HK, Firestone MK, Taga ME. Soil microbial community response to corrinoids is shaped by a natural reservoir of vitamin B 12. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.02.12.580003. [PMID: 38405713 PMCID: PMC10888822 DOI: 10.1101/2024.02.12.580003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
Soil microbial communities perform critical ecosystem services through the collective metabolic activities of numerous individual organisms. Most microbes use corrinoids, a structurally diverse family of cofactors related to vitamin B12. Corrinoid structure influences the growth of individual microbes, yet how these growth responses scale to the community level remains unknown. Analysis of metagenome-assembled genomes suggests corrinoids are supplied to the community by members of the archaeal and bacterial phyla Thermoproteota, Actinobacteria, and Proteobacteria. Corrinoids were found largely adhered to the soil matrix in a grassland soil, at levels exceeding those required by cultured bacteria. Enrichment cultures and soil microcosms seeded with different corrinoids showed distinct shifts in bacterial community composition, supporting the hypothesis that corrinoid structure can shape communities. Environmental context influenced both community and taxon-specific responses to specific corrinoids. These results implicate corrinoids as key determinants of soil microbiome structure and suggest that environmental micronutrient reservoirs promote community stability.
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Affiliation(s)
- Zachary F. Hallberg
- Department of Plant & Microbial Biology, University of California, Berkeley, Berkeley, CA, 94720 USA
| | - Alexa M. Nicolas
- Department of Plant & Microbial Biology, University of California, Berkeley, Berkeley, CA, 94720 USA
| | - Zoila I. Alvarez-Aponte
- Department of Plant & Microbial Biology, University of California, Berkeley, Berkeley, CA, 94720 USA
| | - Kenny C. Mok
- Department of Plant & Microbial Biology, University of California, Berkeley, Berkeley, CA, 94720 USA
| | - Ella T. Sieradzki
- Environmental Science, Policy and Management, University of California, Berkeley, Berkeley, CA, 94720 USA
| | - Jennifer Pett-Ridge
- Lawrence Livermore National Laboratory, Livermore, CA, 94550 USA
- Innovative Genomics Institute, Berkeley, CA, 94720 USA
| | - Jillian F. Banfield
- Environmental Science, Policy and Management, University of California, Berkeley, Berkeley, CA, 94720 USA
- Innovative Genomics Institute, Berkeley, CA, 94720 USA
- Lawrence Berkeley National Laboratory, Berkeley, CA, 94720 USA
- Earth and Planetary Science, University of California, Berkeley, Berkeley, CA, 94720 USA
| | - Hans K. Carlson
- Lawrence Berkeley National Laboratory, Berkeley, CA, 94720 USA
| | - Mary K. Firestone
- Environmental Science, Policy and Management, University of California, Berkeley, Berkeley, CA, 94720 USA
- Lawrence Berkeley National Laboratory, Berkeley, CA, 94720 USA
| | - Michiko E. Taga
- Department of Plant & Microbial Biology, University of California, Berkeley, Berkeley, CA, 94720 USA
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Baker JS, Qu E, Mancuso CP, Tripp AD, Conwill A, Lieberman TD. Highly-resolved within-species dynamics in the human facial skin microbiome. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.10.575018. [PMID: 38260404 PMCID: PMC10802602 DOI: 10.1101/2024.01.10.575018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Human facial skin microbiomes (FSMs) on adults are dominated by just two bacterial species, Cutibacterium acnes and Staphylococcus epidermidis. Underlying this apparent simplicity, each FSM harbors multiple strains of both species whose assembly dynamics on individuals are unknown. Here, we use 4,055 isolate genomes and 360 metagenomes to trace the dynamics of strains on individuals and their transmission. Strains are shared amongst family members of all ages, but each individual harbors unique strain consortia. Strain stability changes upon formation of the adult-type FSM: S. epidermidis lineage turnover slows, and the rate of C. acnes colonization increases before stabilizing, suggesting this transitional window could facilitate engraftment of therapeutic strains. Our work reveals previously undetectable community dynamics and informs the design of therapeutic interventions.
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Affiliation(s)
- Jacob S. Baker
- Institute for Medical Engineering and Sciences, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
| | - Evan Qu
- Institute for Medical Engineering and Sciences, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
| | - Christopher P. Mancuso
- Institute for Medical Engineering and Sciences, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
| | - A. Delphine Tripp
- Institute for Medical Engineering and Sciences, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
- Department of Systems Biology, Harvard University; Cambridge, MA 02138, USA
| | - Arolyn Conwill
- Institute for Medical Engineering and Sciences, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
| | - Tami D. Lieberman
- Institute for Medical Engineering and Sciences, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
- Department of Civil and Environmental Engineering, Massachusetts Institute of Technology; Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard; Cambridge, MA 02139, USA
- Ragon Institute of MGH, MIT, and Harvard; Cambridge, MA 02139, USA
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Hallberg ZF, Nicolas AM, Alvarez-Aponte ZI, Mok KC, Sieradzki ET, Pett-Ridge J, Banfield JF, Carlson HK, Firestone MK, Taga ME. Soil microbial community response to corrinoids is shaped by a natural reservoir of vitamin B12. THE ISME JOURNAL 2024; 18:wrae094. [PMID: 38832716 DOI: 10.1093/ismejo/wrae094] [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: 03/01/2024] [Revised: 04/30/2024] [Accepted: 06/03/2024] [Indexed: 06/05/2024]
Abstract
Soil microbial communities perform critical ecosystem services through the collective metabolic activities of numerous individual organisms. Most microbes use corrinoids, a structurally diverse family of cofactors related to vitamin B12. Corrinoid structure influences the growth of individual microbes, yet how these growth responses scale to the community level remains unknown. Analysis of metagenome-assembled genomes suggests that corrinoids are supplied to the community by members of the archaeal and bacterial phyla Thermoproteota, Actinobacteria, and Proteobacteria. Corrinoids were found largely adhered to the soil matrix in a grassland soil, at levels exceeding those required by cultured bacteria. Enrichment cultures and soil microcosms seeded with different corrinoids showed distinct shifts in bacterial community composition, supporting the hypothesis that corrinoid structure can shape communities. Environmental context influenced both community- and taxon-specific responses to specific corrinoids. These results implicate corrinoids as key determinants of soil microbiome structure and suggest that environmental micronutrient reservoirs promote community stability.
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Affiliation(s)
- Zachary F Hallberg
- Department of Plant & Microbial Biology, University of California, Berkeley, Berkeley, CA 94720, United States
| | - Alexa M Nicolas
- Department of Plant & Microbial Biology, University of California, Berkeley, Berkeley, CA 94720, United States
- Department of Environmental Science, Policy and Management, University of California, Berkeley, Berkeley, CA 94720, United States
| | - Zoila I Alvarez-Aponte
- Department of Plant & Microbial Biology, University of California, Berkeley, Berkeley, CA 94720, United States
| | - Kenny C Mok
- Department of Plant & Microbial Biology, University of California, Berkeley, Berkeley, CA 94720, United States
| | - Ella T Sieradzki
- Department of Environmental Science, Policy and Management, University of California, Berkeley, Berkeley, CA 94720, United States
| | - Jennifer Pett-Ridge
- Physical & Life Science Directorate, Lawrence Livermore National Laboratory, Livermore, CA 94550, United States
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA 94720, United States
| | - Jillian F Banfield
- Department of Environmental Science, Policy and Management, University of California, Berkeley, Berkeley, CA 94720, United States
- Innovative Genomics Institute, University of California Berkeley, Berkeley, CA 94720, United States
- Division of Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
- Department of Earth and Planetary Science, University of California, Berkeley, Berkeley, CA 94720, United States
- Earth & Environmental Sciences Area, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Hans K Carlson
- Division of Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Mary K Firestone
- Department of Environmental Science, Policy and Management, University of California, Berkeley, Berkeley, CA 94720, United States
- Division of Environmental Genomics and Systems Biology, Lawrence Berkeley National Laboratory, Berkeley, CA 94720, United States
| | - Michiko E Taga
- Department of Plant & Microbial Biology, University of California, Berkeley, Berkeley, CA 94720, United States
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Goldman DA, Xue KS, Parrott AB, Jeeda RR, Franzese LR, Lopez JG, Vila JCC, Petrov DA, Good BH, Relman DA, Huang KC. Competition for shared resources increases dependence on initial population size during coalescence of gut microbial communities. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.29.569120. [PMID: 38076867 PMCID: PMC10705444 DOI: 10.1101/2023.11.29.569120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2023]
Abstract
The long-term success of introduced populations depends on their initial size and ability to compete against existing residents, but it remains unclear how these factors collectively shape colonization. Here, we investigate how initial population (propagule) size and resource competition interact during community coalescence by systematically mixing eight pairs of in vitro microbial communities at ratios that vary over six orders of magnitude, and we compare our results to a neutral ecological model. Although the composition of the resulting co-cultures deviated substantially from neutral expectations, each co-culture contained species whose relative abundance depended on propagule size even after ~40 generations of growth. Using a consumer-resource model, we show that this dose-dependent colonization can arise when resident and introduced species have high niche overlap and consume shared resources at similar rates. This model predicts that propagule size will have larger, longer-lasting effects in diverse communities in which niche overlap is higher, and we experimentally confirm that strain isolates show stronger dose dependence when introduced into diverse communities than in pairwise co-culture. This work shows how neutral-like colonization dynamics can emerge from non-neutral resource competition and have lasting effects on the outcomes of community coalescence.
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Affiliation(s)
- Doran A. Goldman
- Department of Biology, Stanford University, Stanford, CA 94305, USA
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Katherine S. Xue
- Department of Biology, Stanford University, Stanford, CA 94305, USA
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Autumn B. Parrott
- Department of Bioengineering, Stanford University, Stanford, CA 94305, USA
| | - Rashi R. Jeeda
- Department of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, USA
| | - Lauryn R. Franzese
- Department of Bioengineering, Stanford University, Stanford, CA 94305, USA
| | - Jaime G. Lopez
- Department of Bioengineering, Stanford University, Stanford, CA 94305, USA
| | - Jean C. C. Vila
- Department of Biology, Stanford University, Stanford, CA 94305, USA
| | - Dmitri A. Petrov
- Department of Biology, Stanford University, Stanford, CA 94305, USA
- Chan Zuckerberg Biohub, San Francisco, CA 94158, USA
| | - Benjamin H. Good
- Department of Biology, Stanford University, Stanford, CA 94305, USA
- Chan Zuckerberg Biohub, San Francisco, CA 94158, USA
- Department of Applied Physics, Stanford University, Stanford, CA 94305, USA
| | - David A. Relman
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA
- Department of Medicine, Stanford University School of Medicine, Stanford, CA 94305, USA
- Infectious Diseases Section, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA 94304, USA
| | - 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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