1
|
Doran BA, Chen RY, Giba H, Behera V, Barat B, Sundararajan A, Lin H, Sidebottom A, Pamer EG, Raman AS. An evolution-based framework for describing human gut bacteria. bioRxiv 2023:2023.12.04.569969. [PMID: 38105970 PMCID: PMC10723311 DOI: 10.1101/2023.12.04.569969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2023]
Abstract
The human gut microbiome contains many bacterial strains of the same species ('strain-level variants'). Describing strains in a biologically meaningful way rather than purely taxonomically is an important goal but challenging due to the genetic complexity of strain-level variation. Here, we measured patterns of co-evolution across >7,000 strains spanning the bacterial tree-of-life. Using these patterns as a prior for studying hundreds of gut commensal strains that we isolated, sequenced, and metabolically profiled revealed widespread structure beneath the phylogenetic level of species. Defining strains by their co-evolutionary signatures enabled predicting their metabolic phenotypes and engineering consortia from strain genome content alone. Our findings demonstrate a biologically relevant organization to strain-level variation and motivate a new schema for describing bacterial strains based on their evolutionary history.
Collapse
Affiliation(s)
- Benjamin A. Doran
- Duchossois Family Institute, University of Chicago, Chicago, IL, 60637
- Pritzker School of Molecular Engineering, University of Chicago, Chicago, IL, 60637
| | - Robert Y. Chen
- Department of Psychiatry, University of Washington, Seattle, WA, 98195
| | - Hannah Giba
- Duchossois Family Institute, University of Chicago, Chicago, IL, 60637
- Department of Pathology, University of Chicago, Chicago, IL, 60637
| | - Vivek Behera
- Department of Medicine, University of Chicago, Chicago, IL, 60637
| | - Bidisha Barat
- Duchossois Family Institute, University of Chicago, Chicago, IL, 60637
| | | | - Huaiying Lin
- Duchossois Family Institute, University of Chicago, Chicago, IL, 60637
| | - Ashley Sidebottom
- Duchossois Family Institute, University of Chicago, Chicago, IL, 60637
| | - Eric G. Pamer
- Duchossois Family Institute, University of Chicago, Chicago, IL, 60637
- Department of Medicine, University of Chicago, Chicago, IL, 60637
| | - Arjun S. Raman
- Duchossois Family Institute, University of Chicago, Chicago, IL, 60637
- Department of Pathology, University of Chicago, Chicago, IL, 60637
- Center for the Physics of Evolving Systems, University of Chicago, Chicago, IL, 60637
| |
Collapse
|
2
|
Skwara A, Gowda K, Yousef M, Diaz-Colunga J, Raman AS, Sanchez A, Tikhonov M, Kuehn S. Statistically learning the functional landscape of microbial communities. Nat Ecol Evol 2023; 7:1823-1833. [PMID: 37783827 DOI: 10.1038/s41559-023-02197-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 08/11/2023] [Indexed: 10/04/2023]
Abstract
Microbial consortia exhibit complex functional properties in contexts ranging from soils to bioreactors to human hosts. Understanding how community composition determines function is a major goal of microbial ecology. Here we address this challenge using the concept of community-function landscapes-analogues to fitness landscapes-that capture how changes in community composition alter collective function. Using datasets that represent a broad set of community functions, from production/degradation of specific compounds to biomass generation, we show that statistically inferred landscapes quantitatively predict community functions from knowledge of species presence or absence. Crucially, community-function landscapes allow prediction without explicit knowledge of abundance dynamics or interactions between species and can be accurately trained using measurements from a small subset of all possible community compositions. The success of our approach arises from the fact that empirical community-function landscapes appear to be not rugged, meaning that they largely lack high-order epistatic contributions that would be difficult to fit with limited data. Finally, we show that this observation holds across a wide class of ecological models, suggesting community-function landscapes can be efficiently inferred across a broad range of ecological regimes. Our results open the door to the rational design of consortia without detailed knowledge of abundance dynamics or interactions.
Collapse
Affiliation(s)
- Abigail Skwara
- Department of Ecology and Evolutionary Biology, Yale University, New Haven, CT, USA
| | - Karna Gowda
- Center for the Physics of Evolving Systems, University of Chicago, Chicago, IL, USA
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA
| | - Mahmoud Yousef
- Center for the Physics of Evolving Systems, University of Chicago, Chicago, IL, USA
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA
| | - Juan Diaz-Colunga
- Department of Microbial Biotechnology, National Center for Biotechnology (CNB-CSIC), Madrid, Spain
| | - Arjun S Raman
- Department of Pathology, University of Chicago, Chicago, IL, USA
- Duchossois Family Institute, University of Chicago, Chicago, IL, USA
| | - Alvaro Sanchez
- Department of Microbial Biotechnology, National Center for Biotechnology (CNB-CSIC), Madrid, Spain
| | - Mikhail Tikhonov
- Department of Physics, Washington University in St. Louis, St. Louis, MO, USA.
| | - Seppe Kuehn
- Center for the Physics of Evolving Systems, University of Chicago, Chicago, IL, USA.
- Department of Ecology and Evolution, University of Chicago, Chicago, IL, USA.
| |
Collapse
|
3
|
Zaydman MA, Little AA, Haro F, Aksianiuk V, Buchser WJ, DiAntonio A, Gordon JI, Milbrandt J, Raman AS. Defining hierarchical protein interaction networks from spectral analysis of bacterial proteomes. eLife 2022; 11:74104. [PMID: 35976223 PMCID: PMC9427106 DOI: 10.7554/elife.74104] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Accepted: 08/17/2022] [Indexed: 11/25/2022] Open
Abstract
Cellular behaviors emerge from layers of molecular interactions: proteins interact to form complexes, pathways, and phenotypes. We show that hierarchical networks of protein interactions can be defined from the statistical pattern of proteome variation measured across thousands of diverse bacteria and that these networks reflect the emergence of complex bacterial phenotypes. Our results are validated through gene-set enrichment analysis and comparison to existing experimentally derived databases. We demonstrate the biological utility of our approach by creating a model of motility in Pseudomonas aeruginosa and using it to identify a protein that affects pilus-mediated motility. Our method, SCALES (Spectral Correlation Analysis of Layered Evolutionary Signals), may be useful for interrogating genotype-phenotype relationships in bacteria.
Collapse
Affiliation(s)
- Mark A Zaydman
- Department of Pathology, Washington University in St. Louis, St Louis, United States
| | - Alexander A Little
- Duchossois Family Institute, University of Chicago, Chicago, United States
| | - Fidel Haro
- Duchossois Family Institute, University of Chicago, Chicago, United States
| | - Valeryia Aksianiuk
- Duchossois Family Institute, University of Chicago, Chicago, United States
| | - William J Buchser
- Department of Genetics, Washington University in St. Louis, St Louis, United States
| | - Aaron DiAntonio
- Department of Developmental Biology, Washington University in St. Louis, St Louis, United States
| | - Jeffrey I Gordon
- Department of Pathology, Washington University in St. Louis, St Louis, United States
| | - Jeffrey Milbrandt
- Department of Genetics, Washington University in St. Louis, St Louis, United States
| | - Arjun S Raman
- Duchossois Family Institute, University of Chicago, Chicago, United States
| |
Collapse
|
4
|
Delannoy-Bruno O, Desai C, Raman AS, Chen RY, Hibberd MC, Cheng J, Han N, Castillo JJ, Couture G, Lebrilla CB, Barve RA, Lombard V, Henrissat B, Leyn SA, Rodionov DA, Osterman AL, Hayashi DK, Meynier A, Vinoy S, Kirbach K, Wilmot T, Heath AC, Klein S, Barratt MJ, Gordon JI. Evaluating microbiome-directed fibre snacks in gnotobiotic mice and humans. Nature 2021; 595:91-95. [PMID: 34163075 PMCID: PMC8324079 DOI: 10.1038/s41586-021-03671-4] [Citation(s) in RCA: 59] [Impact Index Per Article: 19.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2020] [Accepted: 05/25/2021] [Indexed: 02/06/2023]
Abstract
Changing food preferences brought about by westernization that have deleterious health effects1,2-combined with myriad forces that are contributing to increased food insecurity-are catalysing efforts to identify more nutritious and affordable foods3. Consumption of dietary fibre can help to prevent cardiovascular disease, type 2 diabetes and obesity4-6. A substantial number of reports have explored the effects of dietary fibre on the gut microbial community7-9. However, the microbiome is complex, dynamic and exhibits considerable intra- and interpersonal variation in its composition and functions. The large number of potential interactions between the components of the microbiome makes it challenging to define the mechanisms by which food ingredients affect community properties. Here we address the question of how foods containing different fibre preparations can be designed to alter functions associated with specific components of the microbiome. Because a marked increase in snack consumption is associated with westernization, we formulated snack prototypes using plant fibres from different sustainable sources that targeted distinct features of the gut microbiomes of individuals with obesity when transplanted into gnotobiotic mice. We used these snacks to supplement controlled diets that were consumed by adult individuals with obesity or who were overweight. Fibre-specific changes in their microbiomes were linked to changes in their plasma proteomes indicative of an altered physiological state.
Collapse
Affiliation(s)
- Omar Delannoy-Bruno
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St Louis, MO, USA
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St Louis, MO, USA
| | - Chandani Desai
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St Louis, MO, USA
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St Louis, MO, USA
| | - Arjun S Raman
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St Louis, MO, USA
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St Louis, MO, USA
- Department of Pathology and Immunology, Washington University School of Medicine, St Louis, MO, USA
| | - Robert Y Chen
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St Louis, MO, USA
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St Louis, MO, USA
| | - Matthew C Hibberd
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St Louis, MO, USA
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St Louis, MO, USA
- Department of Pathology and Immunology, Washington University School of Medicine, St Louis, MO, USA
| | - Jiye Cheng
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St Louis, MO, USA
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St Louis, MO, USA
- Department of Pathology and Immunology, Washington University School of Medicine, St Louis, MO, USA
| | - Nathan Han
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St Louis, MO, USA
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St Louis, MO, USA
| | - Juan J Castillo
- Department of Chemistry, University of California, Davis, CA, USA
| | - Garret Couture
- Department of Chemistry, University of California, Davis, CA, USA
| | | | - Ruteja A Barve
- Department of Genetics, Washington University School of Medicine, St Louis, MO, USA
| | - Vincent Lombard
- Architecture et Fonction des Macromolécules Biologiques, Centre National de la Recherche Scientifique and Aix-Marseille Université, Marseille, France
| | - Bernard Henrissat
- Architecture et Fonction des Macromolécules Biologiques, Centre National de la Recherche Scientifique and Aix-Marseille Université, Marseille, France
- Department of Biological Sciences, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Semen A Leyn
- Infectious and Inflammatory Disease Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA, USA
| | - Dmitry A Rodionov
- Infectious and Inflammatory Disease Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA, USA
- A. A. Kharkevich Institute for Information Transmission Problems, Russian Academy of Sciences, Moscow, Russia
| | - Andrei L Osterman
- Infectious and Inflammatory Disease Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA, USA
| | | | | | | | - Kyleigh Kirbach
- Department of Medicine, Washington University School of Medicine, St Louis, MO, USA
| | - Tara Wilmot
- Department of Medicine, Washington University School of Medicine, St Louis, MO, USA
| | - Andrew C Heath
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
| | - Samuel Klein
- Department of Medicine, Washington University School of Medicine, St Louis, MO, USA
| | - Michael J Barratt
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St Louis, MO, USA
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St Louis, MO, USA
- Department of Pathology and Immunology, Washington University School of Medicine, St Louis, MO, USA
| | - Jeffrey I Gordon
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St Louis, MO, USA.
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St Louis, MO, USA.
- Department of Pathology and Immunology, Washington University School of Medicine, St Louis, MO, USA.
| |
Collapse
|
5
|
Chen RY, Mostafa I, Hibberd MC, Das S, Mahfuz M, Naila NN, Islam M, Huq S, Alam M, Zaman MU, Raman AS, Webber D, Zhou C, Sundaresan V, Ahsan K, Meier MF, Barratt MJ, Ahmed T, Gordon JI. A Microbiota-Directed Food Intervention for Undernourished Children. N Engl J Med 2021; 384:1517-1528. [PMID: 33826814 PMCID: PMC7993600 DOI: 10.1056/nejmoa2023294] [Citation(s) in RCA: 124] [Impact Index Per Article: 41.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
BACKGROUND More than 30 million children worldwide have moderate acute malnutrition. Current treatments have limited effectiveness, and much remains unknown about the pathogenesis of this condition. Children with moderate acute malnutrition have perturbed development of their gut microbiota. METHODS In this study, we provided a microbiota-directed complementary food prototype (MDCF-2) or a ready-to-use supplementary food (RUSF) to 123 slum-dwelling Bangladeshi children with moderate acute malnutrition between the ages of 12 months and 18 months. The supplementation was given twice daily for 3 months, followed by 1 month of monitoring. We obtained weight-for-length, weight-for-age, and length-for-age z scores and mid-upper-arm circumference values at baseline and every 2 weeks during the intervention period and at 4 months. We compared the rate of change of these related phenotypes between baseline and 3 months and between baseline and 4 months. We also measured levels of 4977 proteins in plasma and 209 bacterial taxa in fecal samples. RESULTS A total of 118 children (59 in each study group) completed the intervention. The rates of change in the weight-for-length and weight-for-age z scores are consistent with a benefit of MDCF-2 on growth over the course of the study, including the 1-month follow-up. Receipt of MDCF-2 was linked to the magnitude of change in levels of 70 plasma proteins and of 21 associated bacterial taxa that were positively correlated with the weight-for-length z score (P<0.001 for comparisons of both protein and bacterial taxa). These proteins included mediators of bone growth and neurodevelopment. CONCLUSIONS These findings provide support for MDCF-2 as a dietary supplement for young children with moderate acute malnutrition and provide insight into mechanisms by which this targeted manipulation of microbiota components may be linked to growth. (Supported by the Bill and Melinda Gates Foundation and the National Institutes of Health; ClinicalTrials.gov number, NCT04015999.).
Collapse
Affiliation(s)
- Robert Y. Chen
- Edison Family Center for Genome Sciences and Systems Biology, Washington
University School of Medicine, St. Louis, MO 63110 USA
- Center for Gut Microbiome and Nutrition Research, Washington University
School of Medicine, St. Louis, MO 63110 USA
| | - Ishita Mostafa
- International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b),
Dhaka 1212, Bangladesh
| | - Matthew C. Hibberd
- Edison Family Center for Genome Sciences and Systems Biology, Washington
University School of Medicine, St. Louis, MO 63110 USA
- Center for Gut Microbiome and Nutrition Research, Washington University
School of Medicine, St. Louis, MO 63110 USA
- Department of Pathology and Immunology, Washington University in St. Louis
School of Medicine, St Louis, MO 63110 USA
| | - Subhasish Das
- International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b),
Dhaka 1212, Bangladesh
| | - Mustafa Mahfuz
- International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b),
Dhaka 1212, Bangladesh
| | - Nurun N. Naila
- International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b),
Dhaka 1212, Bangladesh
| | - Md.Munirul Islam
- International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b),
Dhaka 1212, Bangladesh
| | - Sayeeda Huq
- International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b),
Dhaka 1212, Bangladesh
| | - Md.Ashraful Alam
- International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b),
Dhaka 1212, Bangladesh
| | - Mahabub Uz Zaman
- International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b),
Dhaka 1212, Bangladesh
| | - Arjun S. Raman
- Edison Family Center for Genome Sciences and Systems Biology, Washington
University School of Medicine, St. Louis, MO 63110 USA
- Center for Gut Microbiome and Nutrition Research, Washington University
School of Medicine, St. Louis, MO 63110 USA
- Department of Pathology and Immunology, Washington University in St. Louis
School of Medicine, St Louis, MO 63110 USA
| | - Daniel Webber
- Edison Family Center for Genome Sciences and Systems Biology, Washington
University School of Medicine, St. Louis, MO 63110 USA
- Center for Gut Microbiome and Nutrition Research, Washington University
School of Medicine, St. Louis, MO 63110 USA
- Department of Pathology and Immunology, Washington University in St. Louis
School of Medicine, St Louis, MO 63110 USA
| | - Cyrus Zhou
- Edison Family Center for Genome Sciences and Systems Biology, Washington
University School of Medicine, St. Louis, MO 63110 USA
- Center for Gut Microbiome and Nutrition Research, Washington University
School of Medicine, St. Louis, MO 63110 USA
| | - Vinaik Sundaresan
- Edison Family Center for Genome Sciences and Systems Biology, Washington
University School of Medicine, St. Louis, MO 63110 USA
- Center for Gut Microbiome and Nutrition Research, Washington University
School of Medicine, St. Louis, MO 63110 USA
| | - Kazi Ahsan
- Edison Family Center for Genome Sciences and Systems Biology, Washington
University School of Medicine, St. Louis, MO 63110 USA
- Center for Gut Microbiome and Nutrition Research, Washington University
School of Medicine, St. Louis, MO 63110 USA
| | - Martin F. Meier
- Edison Family Center for Genome Sciences and Systems Biology, Washington
University School of Medicine, St. Louis, MO 63110 USA
- Center for Gut Microbiome and Nutrition Research, Washington University
School of Medicine, St. Louis, MO 63110 USA
| | - Michael J. Barratt
- Edison Family Center for Genome Sciences and Systems Biology, Washington
University School of Medicine, St. Louis, MO 63110 USA
- Center for Gut Microbiome and Nutrition Research, Washington University
School of Medicine, St. Louis, MO 63110 USA
- Department of Pathology and Immunology, Washington University in St. Louis
School of Medicine, St Louis, MO 63110 USA
| | - Tahmeed Ahmed
- International Centre for Diarrhoeal Disease Research, Bangladesh (icddr,b),
Dhaka 1212, Bangladesh
| | - Jeffrey I. Gordon
- Edison Family Center for Genome Sciences and Systems Biology, Washington
University School of Medicine, St. Louis, MO 63110 USA
- Center for Gut Microbiome and Nutrition Research, Washington University
School of Medicine, St. Louis, MO 63110 USA
- Department of Pathology and Immunology, Washington University in St. Louis
School of Medicine, St Louis, MO 63110 USA
- Address correspondence to:
| |
Collapse
|
6
|
Raman AS, Gehrig JL, Venkatesh S, Chang HW, Hibberd MC, Subramanian S, Kang G, Bessong PO, Lima AAM, Kosek MN, Petri WA, Rodionov DA, Arzamasov AA, Leyn SA, Osterman AL, Huq S, Mostafa I, Islam M, Mahfuz M, Haque R, Ahmed T, Barratt MJ, Gordon JI. A sparse covarying unit that describes healthy and impaired human gut microbiota development. Science 2020; 365:365/6449/eaau4735. [PMID: 31296739 PMCID: PMC6683326 DOI: 10.1126/science.aau4735] [Citation(s) in RCA: 111] [Impact Index Per Article: 27.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2018] [Revised: 04/24/2019] [Accepted: 06/07/2019] [Indexed: 12/30/2022]
Abstract
Characterizing the organization of the human gut microbiota is a formidable challenge given the number of possible interactions between its components. Using a statistical approach initially applied to financial markets, we measured temporally conserved covariance among bacterial taxa in the microbiota of healthy members of a Bangladeshi birth cohort sampled from 1 to 60 months of age. The results revealed an “ecogroup” of 15 covarying bacterial taxa that provide a concise description of microbiota development in healthy children from this and other low-income countries, and a means for monitoring community repair in undernourished children treated with therapeutic foods. Features of ecogroup population dynamics were recapitulated in gnotobiotic piglets as they transitioned from exclusive milk feeding to a fully weaned state consuming a representative Bangladeshi diet.
Collapse
Affiliation(s)
- Arjun S Raman
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA.,Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Jeanette L Gehrig
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA.,Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Siddarth Venkatesh
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA.,Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Hao-Wei Chang
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA.,Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Matthew C Hibberd
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA.,Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Sathish Subramanian
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA.,Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Gagandeep Kang
- Translational Health Science and Technology Institute, Faridabad, Haryana, India
| | - Pascal O Bessong
- HIV/AIDS and Global Health Research Programme, Department of Microbiology, University of Venda, Thohoyandou 0950, South Africa
| | - Aldo A M Lima
- Center for Global Health, Department of Physiology and Pharmacology, Clinical Research Unit and Institute of Biomedicine, School of Medicine, Federal University of Ceará, Fortaleza, CE 60430270, Brazil
| | - Margaret N Kosek
- Department of International Health, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21205, USA.,AB PRISMA, Ramirez Hurtado 622, Iquitos, Peru
| | - William A Petri
- Departments of Medicine, Microbiology, and Pathology, University of Virginia School of Medicine, Charlottesville, VA 22908, USA
| | - Dmitry A Rodionov
- A. A. Kharkevich Institute for Information Transmission Problems, Russian Academy of Sciences, Moscow 127994, Russia.,Infectious and Inflammatory Disease Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037, USA
| | - Aleksandr A Arzamasov
- A. A. Kharkevich Institute for Information Transmission Problems, Russian Academy of Sciences, Moscow 127994, Russia.,Infectious and Inflammatory Disease Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037, USA
| | - Semen A Leyn
- A. A. Kharkevich Institute for Information Transmission Problems, Russian Academy of Sciences, Moscow 127994, Russia.,Infectious and Inflammatory Disease Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037, USA
| | - Andrei L Osterman
- Infectious and Inflammatory Disease Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037, USA
| | - Sayeeda Huq
- International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka 1212, Bangladesh
| | - Ishita Mostafa
- International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka 1212, Bangladesh
| | - Munirul Islam
- International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka 1212, Bangladesh
| | - Mustafa Mahfuz
- International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka 1212, Bangladesh
| | - Rashidul Haque
- International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka 1212, Bangladesh
| | - Tahmeed Ahmed
- International Centre for Diarrhoeal Disease Research, Bangladesh, Dhaka 1212, Bangladesh
| | - Michael J Barratt
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA.,Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Jeffrey I Gordon
- Edison Family Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110, USA. .,Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110, USA
| |
Collapse
|
7
|
Affiliation(s)
- Lars Bode
- Department of Pediatrics and Larsson-Rosenquist Foundation, Mother-Milk-Infant Center of Research Excellence, University of California, San Diego, La Jolla, CA, USA.
| | - Arjun S Raman
- The Edison Family Center for Genome Sciences and Systems Biology, and the Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO, USA
| | - Simon H Murch
- Warwick Medical School, University of Warwick, Coventry, UK
| | - Nigel C Rollins
- Departments of Maternal, Newborn, Child, and Adolescent Health and Ageing, World Health Organization, Geneva, Switzerland
| | - Jeffrey I Gordon
- The Edison Family Center for Genome Sciences and Systems Biology, and the Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO, USA.
| |
Collapse
|
8
|
Feng L, Raman AS, Hibberd MC, Cheng J, Griffin NW, Peng Y, Leyn SA, Rodionov DA, Osterman AL, Gordon JI. Identifying determinants of bacterial fitness in a model of human gut microbial succession. Proc Natl Acad Sci U S A 2020; 117:2622-2633. [PMID: 31969452 PMCID: PMC7007522 DOI: 10.1073/pnas.1918951117] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Human gut microbiota development has been associated with healthy growth but understanding the determinants of community assembly and composition is a formidable challenge. We cultured bacteria from serially collected fecal samples from a healthy infant; 34 sequenced strains containing 103,102 genes were divided into two consortia representing earlier and later stages in community assembly during the first six postnatal months. The two consortia were introduced alone (singly), or sequentially in different order, or simultaneously into young germ-free mice fed human infant formula. The pattern of fitness of bacterial strains observed across the different colonization conditions indicated that later-phase strains substantially outcompete earlier-phase strains, although four early-phase members persist. Persistence was not determined by order of introduction, suggesting that priority effects are not prominent in this model. To characterize succession in the context of the metabolic potential of consortium members, we performed in silico reconstructions of metabolic pathways involved in carbohydrate utilization and amino acid and B-vitamin biosynthesis, then quantified the fitness (abundance) of strains in serially collected fecal samples and their transcriptional responses to different histories of colonization. Applying feature-reduction methods disclosed a set of metabolic pathways whose presence and/or expression correlates with strain fitness and that enable early-stage colonizers to survive during introduction of later colonizers. The approach described can be used to test the magnitude of the contribution of identified metabolic pathways to fitness in different community contexts, study various ecological processes thought to govern community assembly, and facilitate development of microbiota-directed therapeutics.
Collapse
Affiliation(s)
- Lihui Feng
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110
| | - Arjun S Raman
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110
| | - Matthew C Hibberd
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110;
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110
| | - Jiye Cheng
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110
| | - Nicholas W Griffin
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110
| | - Yangqing Peng
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110
| | - Semen A Leyn
- A. A. Kharkevich Institute for Information Transmission Problems, Russian Academy of Sciences, 127994 Moscow, Russia
- Infectious and Inflammatory Disease Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037
| | - Dmitry A Rodionov
- A. A. Kharkevich Institute for Information Transmission Problems, Russian Academy of Sciences, 127994 Moscow, Russia
- Infectious and Inflammatory Disease Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037
| | - Andrei L Osterman
- Infectious and Inflammatory Disease Center, Sanford Burnham Prebys Medical Discovery Institute, La Jolla, CA 92037
| | - Jeffrey I Gordon
- Center for Genome Sciences and Systems Biology, Washington University School of Medicine, St. Louis, MO 63110;
- Center for Gut Microbiome and Nutrition Research, Washington University School of Medicine, St. Louis, MO 63110
| |
Collapse
|
9
|
Raman AS, White KI, Ranganathan R. Origins of Allostery and Evolvability in Proteins: A Case Study. Cell 2016; 166:468-480. [DOI: 10.1016/j.cell.2016.05.047] [Citation(s) in RCA: 102] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2016] [Revised: 03/23/2016] [Accepted: 05/13/2016] [Indexed: 11/28/2022]
|
10
|
Bhadra AK, Raman AS, Casey ATH, Crawford RJ. Single-level cervical radiculopathy: clinical outcome and cost-effectiveness of four techniques of anterior cervical discectomy and fusion and disc arthroplasty. Eur Spine J 2009; 18:232-7. [PMID: 19132413 DOI: 10.1007/s00586-008-0866-8] [Citation(s) in RCA: 60] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/20/2008] [Revised: 12/14/2008] [Accepted: 12/19/2008] [Indexed: 11/30/2022]
Abstract
Although there are several accepted methods of surgical treatment for single-level cervical radiculopathy, the choice depend on the surgeon's preference. The techniques may vary in peri-operative morbidity, short- and long-term outcome, but no study so far has analyzed their cost-effectiveness. This study might give some insight in balancing cost and effectiveness and deciding the right technique. Sixty consecutive patients (15 each group), mean age 36 (range 24-76 years) with single-level cervical disc disease underwent surgical treatment with four different techniques in two centers over the period of 1999-2005. The four groups were--(1) plate and tricortical autograft, (2) plate, cage, and bone substitute, (3) cage only, and (4) disc arthroplasty. The data was collected prospectively according to our protocol and subsequently analyzed. The clinical outcome was assessed comparing visual analog scale (VAS) of neck pain and, short form 12 (SF12) questionnaire both pre- and postoperatively. The radiological assessment was done for fusion rate and postoperative related possible complications at 3 months, 6 months, 1 year, and final follow-up. The cost analysis was done calculating the operative time, hospital stay, implant cost together. The mean follow-up period was 31 months (range 28-43 months). The clinical outcome in terms of VAS of neck and arm pain and SF12 physical and mental score improvement (P=0.001) were comparable with all four techniques. The radiological fusion rate was comparable to current available data. As the hospital stay was longer (average 5 days) with plate and autograft group, the total cost was maximum (average 2,920 pound sterling) with this group. There was satisfactory clinical and radiological outcome with all four techniques. Using the cage alone was the most cost-effective technique, but the disc arthroplasty was comparable to the use of cage and plate. Anterior cervical discectomy and fusion is an established surgical treatment for cervical radiculopathy. Single-level cervical radiculopathy was treated with four different techniques. The clinical outcome and cost-effectiveness were compared in this study.
Collapse
Affiliation(s)
- Arup K Bhadra
- Royal National Orthopaedic Hospital, Stanmore, London HA7 4LP, UK.
| | | | | | | |
Collapse
|
11
|
Raman AS, Justine Bell M, Lau KC, Butler LJ. Photofragment imaging study of the CH2CCH2OH radical intermediate of the OH+allene reaction. J Chem Phys 2007; 127:154316. [DOI: 10.1063/1.2776268] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
|
12
|
Huang S, Raman AS, Ream JE, Fujiwara H, Cerny RE, Brown SM. Overexpression of 20-oxidase confers a gibberellin-overproduction phenotype in Arabidopsis. Plant Physiol 1998; 118:773-81. [PMID: 9808721 PMCID: PMC34787 DOI: 10.1104/pp.118.3.773] [Citation(s) in RCA: 149] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
In the gibberellin (GA) biosynthesis pathway, 20-oxidase catalyzes the oxidation and elimination of carbon-20 to give rise to C19-GAs. All bioactive GAs are C19-GAs. We have overexpressed a cDNA encoding 20-oxidase isolated from Arabidopsis seedlings in transgenic Arabidopsis plants. These transgenic plants display a phenotype that may be attributed to the overproduction of GA. The phenotype includes a longer hypocotyl, lighter-green leaves, increased stem elongation, earlier flowering, and decreased seed dormancy. However, the fertility of the transgenic plants is not affected. Increased levels of endogenous GA1, GA9, and GA20 were detected in seedlings of the transgenic line examined. GA4, which is thought to be the predominantly active GA in Arabidopsis, was not present at increased levels in this line. These results suggest that the overexpression of this 20-oxidase increases the levels of some endogenous GAs in transgenic seedlings, which causes the GA-overproduction phenotype.
Collapse
Affiliation(s)
- S Huang
- Plant Growth and Development Group, Monsanto Company, 700 Chesterfield Parkway North, St. Louis, Missouri 63198, USA.
| | | | | | | | | | | |
Collapse
|
13
|
Abstract
Adherence to mucosal surfaces is necessary for bacterial colonization. The in-vitro adherence to type 25 Streptococcus pneumoniae to buccal epithelial cells was studied in 15 smokers, 15 nonsmokers, and 21 exsmokers. Background adherence in smokers and nonsmokers was similar, but smokers had a markedly increased pneumococcal adherence compared to nonsmokers (12.3 +/- 6.9 vs 0.7 +/- 0.4). This increase was not related to subject age or duration of cigarette use. Pneumococcal adherence in some exsmokers remained elevated for up to three years after smoking cessation. Incubation of nonsmokers' cells with smoker's saliva resulted in increased pneumococcal adherence to the nonsmokers' cells (1.1 +/- 0.099 to 8.2 +/- 4.4), suggesting mediation of pneumococcal adherence by a noncellular constituent of smokers' saliva. The increased pneumococcal adherence in cigarette smokers may promote oropharyngeal colonization and contribute to the increased risk of respiratory infection in cigarette smokers.
Collapse
|