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Zhang J, Huang YJ, Trapecar M, Wright C, Schneider K, Kemmitt J, Hernandez-Gordillo V, Yoon JY, Poyet M, Alm EJ, Breault DT, Trumper DL, Griffith LG. An immune-competent human gut microphysiological system enables inflammation-modulation by Faecalibacterium prausnitzii. NPJ Biofilms Microbiomes 2024; 10:31. [PMID: 38553449 PMCID: PMC10980819 DOI: 10.1038/s41522-024-00501-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Accepted: 03/11/2024] [Indexed: 04/02/2024] Open
Abstract
Crosstalk of microbes with human gut epithelia and immune cells is crucial for gut health. However, there is no existing system for a long-term co-culture of human innate immune cells with epithelium and oxygen-intolerant commensal microbes, hindering the understanding of microbe-immune interactions in a controlled manner. Here, we established a gut epithelium-microbe-immune (GuMI) microphysiological system to maintain the long-term continuous co-culture of Faecalibacterium prausnitzii/Faecalibacterium duncaniae with colonic epithelium, antigen-presenting cells (APCs, herein dendritic cells and macrophages), and CD4+ naive T cells circulating underneath the colonic epithelium. In GuMI-APC condition, multiplex cytokine assays suggested that APCs contribute to the elevated level of cytokines and chemokines secreted into both apical and basolateral compartments compared to GuMI condition that lacks APC. In GuMI-APC with F. prausnitzii (GuMI-APC-FP), F. prausnitzii increased the transcription of pro-inflammatory genes such as toll-like receptor 1 (TLR1) and interferon alpha 1 (IFNA1) in the colonic epithelium, without a significant effect on cytokine secretion, compared to the GuMI-APC without bacteria (GuMI-APC-NB). In contrast, in the presence of CD4+ naive T cells (GuMI-APCT-FP), TLR1, IFNA1, and IDO1 transcription levels decreased with a simultaneous increase in F. prausnitzii-induced secretion of pro-inflammatory cytokines (e.g., IL8) compared to GuMI-APC-FP that lacks T cells. These results highlight the contribution of individual innate immune cells in regulating the immune response triggered by the gut commensal F. prausnitzii. The integration of defined populations of immune cells in the gut microphysiological system demonstrated the usefulness of GuMI physiomimetic platform to study microbe-epithelial-immune interactions in healthy and disease conditions.
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Affiliation(s)
- Jianbo Zhang
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
- Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands.
- Tytgat Institute for Liver and Intestinal Research, Amsterdam Gastroenterology, Endocrinology and Metabolism, Amsterdam UMC, Location Academic Medical Center, Amsterdam, the Netherlands.
| | - Yu-Ja Huang
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Martin Trapecar
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Charles Wright
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Kirsten Schneider
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - John Kemmitt
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | | | - Jun Young Yoon
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Department of Mechanical Engineering, Yonsei University, Seoul, South Korea
| | - Mathilde Poyet
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
- Institute of Experimental Medicine, University of Kiel, Kiel, Germany
| | - Eric J Alm
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - David T Breault
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA
| | - David L Trumper
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Linda G Griffith
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.
- Center for Gynepathology Research, Massachusetts Institute of Technology, Cambridge, MA, USA.
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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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Amarnath K, Narla AV, Pontrelli S, Dong J, Reddan J, Taylor BR, Caglar T, Schwartzman J, Sauer U, Cordero OX, Hwa T. Stress-induced metabolic exchanges between complementary bacterial types underly a dynamic mechanism of inter-species stress resistance. Nat Commun 2023; 14:3165. [PMID: 37258505 DOI: 10.1038/s41467-023-38913-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Accepted: 05/19/2023] [Indexed: 06/02/2023] Open
Abstract
Metabolic cross-feeding plays vital roles in promoting ecological diversity. While some microbes depend on exchanges of essential nutrients for growth, the forces driving the extensive cross-feeding needed to support the coexistence of free-living microbes are poorly understood. Here we characterize bacterial physiology under self-acidification and establish that extensive excretion of key metabolites following growth arrest provides a collaborative, inter-species mechanism of stress resistance. This collaboration occurs not only between species isolated from the same community, but also between unrelated species with complementary (glycolytic vs. gluconeogenic) modes of metabolism. Cultures of such communities progress through distinct phases of growth-dilution cycles, comprising of exponential growth, acidification-triggered growth arrest, collaborative deacidification, and growth recovery, with each phase involving different combinations of physiological states of individual species. Our findings challenge the steady-state view of ecosystems commonly portrayed in ecological models, offering an alternative dynamical view based on growth advantages of complementary species in different phases.
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Affiliation(s)
- Kapil Amarnath
- Department of Physics, U.C. San Diego, La Jolla, CA, 92093-0319, USA
| | - Avaneesh V Narla
- Department of Physics, U.C. San Diego, La Jolla, CA, 92093-0319, USA
| | - Sammy Pontrelli
- Institute of Molecular and Systems Biology, ETH Zürich, Zürich, Switzerland
| | - Jiajia Dong
- Department of Physics, U.C. San Diego, La Jolla, CA, 92093-0319, USA
- Department of Physics and Astronomy, Bucknell University, Lewisburg, PA, 17837, USA
| | - Jack Reddan
- Division of Biological Sciences, U.C. San Diego, La Jolla, CA, 92093, USA
| | - Brian R Taylor
- Department of Physics, U.C. San Diego, La Jolla, CA, 92093-0319, USA
| | - Tolga Caglar
- Department of Physics, U.C. San Diego, La Jolla, CA, 92093-0319, USA
| | - Julia Schwartzman
- Department of Civil and Environmental Engineering, MIT, Cambridge, MA, 02139, USA
| | - Uwe Sauer
- Institute of Molecular and Systems Biology, ETH Zürich, Zürich, Switzerland
| | - Otto X Cordero
- Department of Civil and Environmental Engineering, MIT, Cambridge, MA, 02139, USA
| | - Terence Hwa
- Department of Physics, U.C. San Diego, La Jolla, CA, 92093-0319, USA.
- Division of Biological Sciences, U.C. San Diego, La Jolla, CA, 92093, USA.
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Prakash S, Racovita A, Petrucci T, Galizi R, Jaramillo A. qSanger: Quantification of Genetic Variants in Bacterial Cultures by Sanger Sequencing. BIODESIGN RESEARCH 2023; 5:0007. [PMID: 37849461 PMCID: PMC10521659 DOI: 10.34133/bdr.0007] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Accepted: 12/25/2022] [Indexed: 10/19/2023] Open
Abstract
Genetic variations such as mutations and recombinations arise spontaneously in all cultured organisms. Although it is possible to identify nonneutral mutations by selection or counterselection, the identification of neutral mutations in a heterogeneous population usually requires expensive and time-consuming methods such as quantitative or droplet polymerase chain reaction and high-throughput sequencing. Neutral mutations could even become dominant under changing environmental conditions enforcing transitory selection or counterselection. We propose a novel method, which we called qSanger, to quantify DNA using amplitude ratios of aligned electropherogram peaks from mixed Sanger sequencing reads. Plasmids expressing enhanced green fluorescent protein and mCherry fluorescent markers were used to validate qSanger both in vitro and in cotransformed Escherichia coli via quantitative polymerase chain reaction and fluorescence quantifications. We show that qSanger allows the quantification of genetic variants, including single-base natural polymorphisms or de novo mutations, from mixed Sanger sequencing reads, with substantial reduction of labor and costs compared to canonical approaches.
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Affiliation(s)
- Satya Prakash
- School of Life Sciences, University of Warwick, Coventry, UK
| | - Adrian Racovita
- De Novo Synthetic Biology Lab, I2SysBio, CSIC-University of Valencia, Paterna, Spain
| | - Teresa Petrucci
- Department of Biotechnology, Chemistry and Pharmacy, University of Siena, Siena, Italy
| | - Roberto Galizi
- Centre for Applied Entomology and Parasitology, School of Life Sciences, Keele University, Keele, UK
| | - Alfonso Jaramillo
- School of Life Sciences, University of Warwick, Coventry, UK
- De Novo Synthetic Biology Lab, I2SysBio, CSIC-University of Valencia, Paterna, Spain
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5
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Genomic structure predicts metabolite dynamics in microbial communities. Cell 2022; 185:530-546.e25. [PMID: 35085485 DOI: 10.1016/j.cell.2021.12.036] [Citation(s) in RCA: 43] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Revised: 07/16/2021] [Accepted: 12/21/2021] [Indexed: 12/21/2022]
Abstract
The metabolic activities of microbial communities play a defining role in the evolution and persistence of life on Earth, driving redox reactions that give rise to global biogeochemical cycles. Community metabolism emerges from a hierarchy of processes, including gene expression, ecological interactions, and environmental factors. In wild communities, gene content is correlated with environmental context, but predicting metabolite dynamics from genomes remains elusive. Here, we show, for the process of denitrification, that metabolite dynamics of a community are predictable from the genes each member of the community possesses. A simple linear regression reveals a sparse and generalizable mapping from gene content to metabolite dynamics for genomically diverse bacteria. A consumer-resource model correctly predicts community metabolite dynamics from single-strain phenotypes. Our results demonstrate that the conserved impacts of metabolic genes can predict community metabolite dynamics, enabling the prediction of metabolite dynamics from metagenomes, designing denitrifying communities, and discovering how genome evolution impacts metabolism.
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Schuele L, Cassidy H, Peker N, Rossen JWA, Couto N. Future potential of metagenomics in clinical laboratories. Expert Rev Mol Diagn 2021; 21:1273-1285. [PMID: 34755585 DOI: 10.1080/14737159.2021.2001329] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
INTRODUCTION Rapid and sensitive diagnostic strategies are necessary for patient care and public health. Most of the current conventional microbiological assays detect only a restricted panel of pathogens at a time or require a microbe to be successfully cultured from a sample. Clinical metagenomics next-generation sequencing (mNGS) has the potential to unbiasedly detect all pathogens in a sample, increasing the sensitivity for detection and enabling the discovery of unknown infectious agents. AREAS COVERED High expectations have been built around mNGS; however, this technique is far from widely available. This review highlights the advances and currently available options in terms of costs, turnaround time, sensitivity, specificity, validation, and reproducibility of mNGS as a diagnostic tool in clinical microbiology laboratories. EXPERT OPINION The need for a novel diagnostic tool to increase the sensitivity of microbial diagnostics is clear. mNGS has the potential to revolutionise clinical microbiology. However, its role as a diagnostic tool has yet to be widely established, which is crucial for successfully implementing the technique. A clear definition of diagnostic algorithms that include mNGS is vital to show clinical utility. Similarly to real-time PCR, mNGS will one day become a vital tool in any testing algorithm.
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Affiliation(s)
- Leonard Schuele
- University of Groningen, University Medical Center Groningen, Department of Medical Microbiology and Infection Prevention, Groningen, the Netherlands
| | - Hayley Cassidy
- University of Groningen, University Medical Center Groningen, Department of Medical Microbiology and Infection Prevention, Groningen, the Netherlands
| | - Nilay Peker
- University of Groningen, University Medical Center Groningen, Department of Medical Microbiology and Infection Prevention, Groningen, the Netherlands
| | - John W A Rossen
- University of Groningen, University Medical Center Groningen, Department of Medical Microbiology and Infection Prevention, Groningen, the Netherlands.,Department of Pathology, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Natacha Couto
- University of Groningen, University Medical Center Groningen, Department of Medical Microbiology and Infection Prevention, Groningen, the Netherlands.,The Milner Centre for Evolution, Department of Biology and Biochemistry, University of Bath, Bath, United Kingdom
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7
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Zhang J, Huang YJ, Yoon JY, Kemmitt J, Wright C, Schneider K, Sphabmixay P, Hernandez-Gordillo V, Holcomb SJ, Bhushan B, Rohatgi G, Benton K, Carpenter D, Kester JC, Eng G, Breault DT, Yilmaz O, Taketani M, Voigt CA, Carrier RL, Trumper DL, Griffith LG. Primary human colonic mucosal barrier crosstalk with super oxygen-sensitive Faecalibacterium prausnitzii in continuous culture. MED 2020; 2:74-98.e9. [PMID: 33511375 DOI: 10.1016/j.medj.2020.07.001] [Citation(s) in RCA: 50] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Background The gut microbiome plays an important role in human health and disease. Gnotobiotic animal and in vitro cell-based models provide some informative insights into mechanistic crosstalk. However, there is no existing system for a long-term co-culture of a human colonic mucosal barrier with super oxygen-sensitive commensal microbes, hindering the study of human-microbe interactions in a controlled manner. Methods Here, we investigated the effects of an abundant super oxygen-sensitive commensal anaerobe, Faecalibacterium prausnitzii, on a primary human mucosal barrier using a Gut-MIcrobiome (GuMI) physiome platform that we designed and fabricated. Findings Long-term continuous co-culture of F. prausnitzii for two days with colon epithelia, enabled by continuous flow of completely anoxic apical media and aerobic basal media, resulted in a strictly anaerobic apical environment fostering growth of and butyrate production by F. prausnitzii, while maintaining a stable colon epithelial barrier. We identified elevated differentiation and hypoxia-responsive genes and pathways in the platform compared with conventional aerobic static culture of the colon epithelia, attributable to a combination of anaerobic environment and continuous medium replenishment. Furthermore, we demonstrated anti-inflammatory effects of F. prausnitzii through HDAC and the TLR-NFKB axis. Finally, we identified that butyrate largely contributes to the anti-inflammatory effects by downregulating TLR3 and TLR4. Conclusions Our results are consistent with some clinical observations regarding F. prausnitzii, thus motivating further studies employing this platform with more complex engineered colon tissues for understanding the interaction between the human colonic mucosal barrier and microbiota, pathogens, or engineered bacteria.
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Affiliation(s)
| | | | - Jun Young Yoon
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.,School of Mechanical Engineering, Yonsei University, Seoul 03722, South Korea
| | | | | | | | | | | | | | - Brij Bhushan
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Gar Rohatgi
- EPAM Continuum, 41 University Drive, Newtown, PA 18940, USA
| | - Kyle Benton
- EPAM Continuum, 41 University Drive, Newtown, PA 18940, USA
| | | | | | | | - David T Breault
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA
| | | | | | | | - Rebecca L Carrier
- Department of Chemical Engineering, Northeastern University, Boston, MA, USA
| | - David L Trumper
- Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Linda G Griffith
- Department of Biological Engineering.,Department of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.,Center for Gynepathology Research, Massachusetts Institute of Technology, Cambridge, MA, USA
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