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Xiong R, Aiken E, Caldwell R, Vernon SD, Kozhaya L, Gunter C, Bateman L, Unutmaz D, Oh J. BioMapAI: Artificial Intelligence Multi-Omics Modeling of Myalgic Encephalomyelitis / Chronic Fatigue Syndrome. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.06.24.600378. [PMID: 38979186 PMCID: PMC11230215 DOI: 10.1101/2024.06.24.600378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 07/10/2024]
Abstract
Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS) is a chronic illness with a multifactorial etiology and heterogeneous symptomatology, posing major challenges for diagnosis and treatment. Here, we present BioMapAI, a supervised deep neural network trained on a four-year, longitudinal, multi-omics dataset from 249 participants, which integrates gut metagenomics, plasma metabolomics, immune cell profiling, blood laboratory data, and detailed clinical symptoms. By simultaneously modeling these diverse data types to predict clinical severity, BioMapAI identifies disease- and symptom-specific biomarkers and robustly classifies ME/CFS in both held-out and independent external cohorts. Using an explainable AI approach, we construct the first connectivity map spanning the microbiome, immune system, and plasma metabolome in health and ME/CFS, adjusted for age, gender, and additional clinical factors. This map uncovers disrupted associations between microbial metabolism (e.g., short-chain fatty acids, branched-chain amino acids, tryptophan, benzoate), plasma lipids and bile acids, and heightened inflammatory responses in mucosal and inflammatory T cell subsets (MAIT, γδT) secreting IFNγ and GzA. Overall, BioMapAI provides unprecedented systems-level insights into ME/CFS, refining existing hypotheses and hypothesizing new pathways associated to the disease's heterogeneous symptoms.
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Affiliation(s)
- Ruoyun Xiong
- The Jackson Laboratory, Farmington, CT, 06032
- The University of Connecticut Health Center, Farmington, CT, 06030
- Current address: Duke University, Durham, NC 27705, USA
| | | | | | | | | | - Courtney Gunter
- The Jackson Laboratory, Farmington, CT, 06032
- The University of Connecticut Health Center, Farmington, CT, 06030
| | | | | | - Julia Oh
- The Jackson Laboratory, Farmington, CT, 06032
- Current address: Duke University, Durham, NC 27705, USA
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Horvath M, Yang R, Castaneda DC, Callender M, Aiken ES, Voigt AY, Caldwell R, Fachi J, Di Luccia B, Scholar Z, Yu P, Salner A, Colonna M, Palucka K, Oh J. Species- and strain-specific microbial modulation of interferon, innate immunity, and epithelial barrier in 2D air-liquid interface respiratory epithelial cultures. BMC Biol 2025; 23:28. [PMID: 39875977 PMCID: PMC11776145 DOI: 10.1186/s12915-025-02129-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2024] [Accepted: 01/13/2025] [Indexed: 01/30/2025] Open
Abstract
BACKGROUND The microbiome regulates the respiratory epithelium's immunomodulatory functions. To explore how the microbiome's biodiversity affects microbe-epithelial interactions, we screened 58 phylogenetically diverse microbes for their transcriptomic effect on human primary bronchial air-liquid interface (ALI) cell cultures. RESULTS We found distinct species- and strain-level differences in host innate immunity and epithelial barrier response. Strikingly, we found that host interferon, an antiviral response, was one of the most variable host processes. This variability was not driven by microbial phylogenetic diversity, bioburden, nor by the microbe's ability to stimulate other innate immunity pathways. CONCLUSIONS Microbial colonization differentially stimulates host gene expression with variations observed across phylogenetically diverse microbes and across different strains of the same species. Our study provides a foundation for understanding how the respiratory microbiome's biodiversity affects epithelial, and particularly antiviral, innate immunity.
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Affiliation(s)
- Mian Horvath
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06032, USA
- UCONN Health (University of Connecticut), Farmington, CT, 06030, USA
| | - Ruoyu Yang
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06032, USA
- UCONN Health (University of Connecticut), Farmington, CT, 06030, USA
- Duke University School of Medicine, Durham, NC, 27708, USA
| | | | - Megan Callender
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06032, USA
| | - Elizabeth S Aiken
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06032, USA
| | - Anita Y Voigt
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06032, USA
- Duke University School of Medicine, Durham, NC, 27708, USA
| | - Ryan Caldwell
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06032, USA
| | - José Fachi
- Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Blanda Di Luccia
- Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Zoe Scholar
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06032, USA
| | - Peter Yu
- Hartford Healthcare Cancer Institute, Hartford, CT, 06102, USA
| | - Andrew Salner
- Hartford Healthcare Cancer Institute, Hartford, CT, 06102, USA
| | - Marco Colonna
- Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Karolina Palucka
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06032, USA
| | - Julia Oh
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, 06032, USA.
- Duke University School of Medicine, Durham, NC, 27708, USA.
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Ndiaye C, Bassene H, Fonkou MDM, Fenollar F, Lagier JC, Raoult D, Sokhna C. The Application of Culturomics to Explore African Skin Microbiota. Am J Trop Med Hyg 2024; 111:1331-1337. [PMID: 39353418 PMCID: PMC11619480 DOI: 10.4269/ajtmh.23-0165] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 02/12/2024] [Indexed: 10/04/2024] Open
Abstract
Over the past 12 years, culturomics, a high-throughput culture method, has been developed, considerably widening the repertoire of known cultured bacteria. An exhaustive database, including a list of microbes isolated by culture from human skin, was recently established by performing a review of the literature. The aim of the present study was to use the culturomics approach to explore the African skin microbiota. Skin swabs from the palms of human hands were collected between January and December 2016 from healthy subjects from the villages of Dielmo and Ndiop in rural Senegal. Three culture media were selected for the isolation of bacteria in aerobic conditions. Bacterial colonies were subjected to matrix-assisted laser desorption ionization-time of flight mass spectroscopy and the 16 S rRNA gene was sequenced for unidentified colonies. A total of 176 bacterial species were isolated. This increased the repertoire of bacterial species on the skin by 14.0%, by adding 71 bacteria, including seven new species. The culturomics approach characterizing microbial diversity has significantly changed our view of the skin microbiota, raising many important questions about the host-microorganism relationship and its relevance to skin diseases. In particular, the difference between the palm microbiota of these African populations (composed mainly of the genera Staphylococcus, Arthrobacter, Bacillus, and Microbacterium) and that of Western populations, whose main genera are Staphylococcus, Propionibacterium, Micrococcus, Corynebacterium, Enhydrobacter, and Streptococcus. This study demonstrates the need to continue to explore the skin microbiome using the culturomics approach.
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Affiliation(s)
- Codou Ndiaye
- UMR VITROME, Campus International IRD-UCAD de l’IRD de Hann, Dakar, Senegal
| | - Hubert Bassene
- UMR VITROME, Campus International IRD-UCAD de l’IRD de Hann, Dakar, Senegal
| | - Maxime Descartes Mbogning Fonkou
- Aix Marseille Université, IRD, AP-HM, Microbes Evolution Phylogeny and Infections (MEPHI), IHU-Méditerranée Infection, Marseille, France
| | - Florence Fenollar
- Aix-Marseille Univ, IRD, AP-HM, SSA, IHU-Méditerranée Infection, UMR Vecteurs-Infections Tropicales et Méditerranéennes (VITROME), Marseille, France
| | - Jean Christophe Lagier
- Aix Marseille Université, IRD, AP-HM, Microbes Evolution Phylogeny and Infections (MEPHI), IHU-Méditerranée Infection, Marseille, France
| | - Didier Raoult
- Aix Marseille Université, IRD, AP-HM, Microbes Evolution Phylogeny and Infections (MEPHI), IHU-Méditerranée Infection, Marseille, France
| | - Cheikh Sokhna
- UMR VITROME, Campus International IRD-UCAD de l’IRD de Hann, Dakar, Senegal
- Aix-Marseille Univ, IRD, AP-HM, SSA, IHU-Méditerranée Infection, UMR Vecteurs-Infections Tropicales et Méditerranéennes (VITROME), Marseille, France
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Rahmdel S, Purkayastha M, Nega M, Liberini E, Li N, Luqman A, Brüggemann H, Götz F. Diversity of Neurotransmitter-Producing Human Skin Commensals. Int J Mol Sci 2024; 25:12345. [PMID: 39596410 PMCID: PMC11595044 DOI: 10.3390/ijms252212345] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2024] [Revised: 11/11/2024] [Accepted: 11/14/2024] [Indexed: 11/28/2024] Open
Abstract
Recent findings indicate that human microbiota can excrete trace amines, dopamine, and serotonin. These neurotransmitters (NTs) can either affect classical neurotransmitter signaling or directly trigger trace amine-associated receptors (TAARs), with still unclear consequences for host physiology. Compared to gut microbiota, less information is available on the role of skin microbiota in NT production. To explore this, 1909 skin isolates, mainly from the genera Staphylococcus, Bacillus, and Corynebacterium, were tested for NT production. Only 6.7% of the isolates were capable of producing NTs, all of which belonged to the Staphylococcus genus. Based on substrate specificity, we identified two distinct profiles among the NT producers. One group primarily produced tryptamine (TRY) and phenylethylamine (PEA), while the other mainly produced tyramine (TYM) and dopamine (Dopa). These differing production profiles could be attributed to the activity of two distinct aromatic amino acid decarboxylase enzymes, SadA and TDC, responsible for generating the TRY/PEA and TYM/Dopa product spectra, respectively. SadA and TDC orthologues differ in structure and size; SadA has approximately 475 amino acids, whereas the TDC type consists of about 620 amino acids. The genomic localization of the respective genes also varies: tdc genes are typically found in small, conserved gene clusters, while sadA genes are not. The heterologous expression of sadA and tdc in Escherichia coli yielded the same product spectrum as the parent strains. The possible effects of skin microbiota-derived NTs on neuroreceptor signaling in the human host remain to be investigated.
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Affiliation(s)
- Samane Rahmdel
- Microbial Genetics, Interfaculty Institute of Microbiology and Infection Medicine Tübingen (IMIT), University of Tübingen, 72076 Tübingen, Germany (E.L.)
| | - Moushumi Purkayastha
- Microbial Genetics, Interfaculty Institute of Microbiology and Infection Medicine Tübingen (IMIT), University of Tübingen, 72076 Tübingen, Germany (E.L.)
| | - Mulugeta Nega
- Microbial Genetics, Interfaculty Institute of Microbiology and Infection Medicine Tübingen (IMIT), University of Tübingen, 72076 Tübingen, Germany (E.L.)
| | - Elisa Liberini
- Microbial Genetics, Interfaculty Institute of Microbiology and Infection Medicine Tübingen (IMIT), University of Tübingen, 72076 Tübingen, Germany (E.L.)
| | - Ningna Li
- Microbial Genetics, Interfaculty Institute of Microbiology and Infection Medicine Tübingen (IMIT), University of Tübingen, 72076 Tübingen, Germany (E.L.)
| | - Arif Luqman
- Department of Biology, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia;
| | - Holger Brüggemann
- Department of Biomedicine, Aarhus University, 8000 Aarhus Centrum, Denmark;
| | - Friedrich Götz
- Microbial Genetics, Interfaculty Institute of Microbiology and Infection Medicine Tübingen (IMIT), University of Tübingen, 72076 Tübingen, Germany (E.L.)
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Song HS, Kim YB, Kim JY, Roh SW, Whon TW. Advances in Culturomics Research on the Human Gut Microbiome: Optimizing Medium Composition and Culture Techniques for Enhanced Microbial Discovery. J Microbiol Biotechnol 2024; 34:757-764. [PMID: 38379289 DOI: 10.4014/jmb.2311.11024] [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: 11/17/2023] [Revised: 01/29/2024] [Accepted: 02/03/2024] [Indexed: 02/22/2024]
Abstract
Despite considerable advancements achieved using next-generation sequencing technologies in exploring microbial diversity, several species of the gut microbiome remain unknown. In this transformative era, culturomics has risen to prominence as a pivotal approach in unveiling realms of microbial diversity that were previously deemed inaccessible. Utilizing innovative strategies to optimize growth and culture medium composition, scientists have successfully cultured hard-to-cultivate microbes. This progress has fostered the discovery and understanding of elusive microbial entities, highlighting their essential role in human health and disease paradigms. In this review, we emphasize the importance of culturomics research on the gut microbiome and provide new theories and insights for expanding microbial diversity via the optimization of cultivation conditions.
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Affiliation(s)
- Hye Seon Song
- Division of Environmental Materials, Honam National Institute of Biological Resource (HNIBR), Mokpo 58762, Republic of Korea
| | - Yeon Bee Kim
- Kimchi Functionality Research Group, World Institute of Kimchi, Gwangju 61755, Republic of Korea
| | - Joon Yong Kim
- Microbiome Research Institute, LISCure Biosciences Inc., Gyeonggi-do 13486, Republic of Korea
| | - Seong Woon Roh
- Microbiome Research Institute, LISCure Biosciences Inc., Gyeonggi-do 13486, Republic of Korea
| | - Tae Woong Whon
- Kimchi Functionality Research Group, World Institute of Kimchi, Gwangju 61755, Republic of Korea
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Zhang Z, Ran H, Hua Y, Deng F, Zeng B, Chai J, Li Y. Screening and evaluation of skin potential probiotic from high-altitude Tibetans to repair ultraviolet radiation damage. Front Microbiol 2023; 14:1273902. [PMID: 37928688 PMCID: PMC10620709 DOI: 10.3389/fmicb.2023.1273902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Accepted: 09/29/2023] [Indexed: 11/07/2023] Open
Abstract
Human skin microbes play critical roles in skin health and diseases. Microbes colonizing on the skin of Tibetans living in the high-altitude area for generations may have a stronger ability to resist the harsh environment, such as high ultraviolet radiation (UV). Isolation of a potential probiotic from Tibetans skin is beneficial for resistance of skin disease for humans in the world. In this study, the signature microbiota for Tibetan skin were characterized compared to low-altitude humans. Next, using culture-omics, 118 species were isolated. The culturability of high-altitude of Tibetan skin microbiome reached approximate 66.8%. Next, we found that one strain, Pantoea eucrina, had the greatest ability to repair UV damage to the skin as the lowest pathological score was observed in this group. Interestingly, another animal trial found this bacterium resisted UV rather than its metabolites. Using whole genome sequencing, this strain P. eucrina KBFS172 was confirmed, and its functions were annotated. It might involve in the metabolic pathway of carotenoid biosynthesis with anti-oxidative stress properties, which plays critical roles in UV-damage repair. In conclusion, we characterized the signature microbes of skin in high-altitude Tibetans, isolated a skin bacterium of Pantoea eucrina KBFS172 which could repair UV damage via involving the metabolic pathway of carotenoid biosynthesis. Our results provide a new potential skin probiotic for skin disease prevention or sunburn.
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Affiliation(s)
- Zhihao Zhang
- Guangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, College of Life Science and Engineering, Foshan University, Foshan, China
- School of Life Science and Engineering, Foshan University, Foshan, China
| | - Haixia Ran
- Animal Husbandry and Fisheries Technology Extension Station, Chongqing, China
| | - Yutong Hua
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu, China
| | - Feilong Deng
- Guangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, College of Life Science and Engineering, Foshan University, Foshan, China
- School of Life Science and Engineering, Foshan University, Foshan, China
| | - Bo Zeng
- Farm Animal Genetic Resources Exploration and Innovation Key Laboratory of Sichuan Province, Sichuan Agricultural University, Chengdu, China
| | - Jianmin Chai
- Guangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, College of Life Science and Engineering, Foshan University, Foshan, China
- School of Life Science and Engineering, Foshan University, Foshan, China
| | - Ying Li
- Guangdong Provincial Key Laboratory of Animal Molecular Design and Precise Breeding, College of Life Science and Engineering, Foshan University, Foshan, China
- School of Life Science and Engineering, Foshan University, Foshan, China
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7
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Li Z, Ju Y, Xia J, Zhang Z, Zhen H, Tong X, Sun Y, Lu H, Zong Y, Chen P, Cai K, Wang Z, Yang H, Wang J, Wang J, Hou Y, Jin X, Zhang T, Zhang W, Xu X, Xiao L, Guo R, Nie C. Integrated Human Skin Bacteria Genome Catalog Reveals Extensive Unexplored Habitat-Specific Microbiome Diversity and Function. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2023; 10:e2300050. [PMID: 37548643 PMCID: PMC10558695 DOI: 10.1002/advs.202300050] [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: 01/04/2023] [Revised: 07/08/2023] [Indexed: 08/08/2023]
Abstract
The skin is the largest organ in the human body. Various skin environments on its surface constitutes a complex ecosystem. One of the characteristics of the skin micro-ecosystem is low biomass, which greatly limits a comprehensive identification of the microbial species through sequencing. In this study, deep-shotgun sequencing (average 21.5 Gigabyte (Gb)) from 450 facial samples and publicly available skin metagenomic datasets of 2069 samples to assemble a Unified Human Skin Genome (UHSG) catalog is integrated. The UHSG encompasses 813 prokaryotic species derived from 5779 metagenome-assembled genomes, among which 470 are novel species covering 20 phyla with 1385 novel assembled genomes. Based on the UHSG, the core functions of the skin microbiome are described and the differences in amino acid metabolism, carbohydrate metabolism, and drug resistance functions among different phyla are identified. Furthermore, analysis of secondary metabolites of the near-complete genomes further find 1220 putative novel secondary metabolites, several of which are found in previously unknown genomes. Single nucleotide variant (SNV) reveals a possible skin protection mechanism: the negative selection process of the skin environment to conditional pathogens. UHSG offers a convenient reference database that will facilitate a more in-depth understanding of the role of skin microorganisms in the skin.
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Serghiou IR, Webber MA, Hall LJ. An update on the current understanding of the infant skin microbiome and research challenges. Curr Opin Microbiol 2023; 75:102364. [PMID: 37586254 DOI: 10.1016/j.mib.2023.102364] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2023] [Revised: 07/20/2023] [Accepted: 07/20/2023] [Indexed: 08/18/2023]
Abstract
Multiple factors contribute to establishment of skin microbial communities in early life, with perturbations in these ecosystems impacting health. This review provides an update on methods used to profile the skin microbiome and how this is helping enhance our understanding of infant skin microbial communities, including factors that influence composition and disease risk. We also provide insights into new interventional studies and treatments in this area. However, it is apparent that there are still research bottlenecks that include overreliance on high-income countries for skin microbiome 'surveys', many studies still focus solely on the bacterial microbiota, and also technical issues related to the lower microbial biomass of skin sites. These points link to pertinent open-research questions, such as how the whole infant skin microbiome interacts and how microbial-associated functions shape infant skin health and immunity.
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Affiliation(s)
- Iliana R Serghiou
- Quadram Institute Bioscience, Norwich Research Park, Norwich, Norfolk NR4 7UQ, UK; School of Biological Sciences, University of East Anglia, Norwich Research Park, Norwich, Norfolk NR4 7TJ, UK.
| | - Mark A Webber
- Quadram Institute Bioscience, Norwich Research Park, Norwich, Norfolk NR4 7UQ, UK; Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich, Norfolk NR4 7TJ, UK.
| | - Lindsay J Hall
- Quadram Institute Bioscience, Norwich Research Park, Norwich, Norfolk NR4 7UQ, UK; School of Biological Sciences, University of East Anglia, Norwich Research Park, Norwich, Norfolk NR4 7TJ, UK; Norwich Medical School, University of East Anglia, Norwich Research Park, Norwich, Norfolk NR4 7TJ, UK; Intestinal Microbiome, School of Life Sciences, ZIEL - Institute for Food & Health, Technical University of Munich, Freising, Germany.
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Singh RP, Bhardwaj A. β-glucans: a potential source for maintaining gut microbiota and the immune system. Front Nutr 2023; 10:1143682. [PMID: 37215217 PMCID: PMC10198134 DOI: 10.3389/fnut.2023.1143682] [Citation(s) in RCA: 35] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2023] [Accepted: 04/03/2023] [Indexed: 05/24/2023] Open
Abstract
The human gastrointestinal (GI) tract holds a complex and dynamic population of microbial communities, which exerts a marked influence on the host physiology during homeostasis and disease conditions. Diet is considered one of the main factors in structuring the gut microbiota across a lifespan. Intestinal microbial communities play a vital role in sustaining immune and metabolic homeostasis as well as protecting against pathogens. The negatively altered gut bacterial composition has related to many inflammatory diseases and infections. β-glucans are a heterogeneous assemblage of glucose polymers with a typical structure comprising a leading chain of β-(1,4) and/or β-(1,3)-glucopyranosyl units with various branches and lengths as a side chain. β-glucans bind to specific receptors on immune cells and initiate immune responses. However, β-glucans from different sources differ in their structures, conformation, physical properties, and binding affinity to receptors. How these properties modulate biological functions in terms of molecular mechanisms is not known in many examples. This review provides a critical understanding of the structures of β-glucans and their functions for modulating the gut microbiota and immune system.
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Affiliation(s)
- Ravindra Pal Singh
- Department of Industrial Biotechnology, Gujarat Biotechnology University, Gandhinagar, Gujarat, India
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Plitt T, Faith JJ. Seminars in immunology special issue: Nutrition, microbiota and immunity The unexplored microbes in health and disease. Semin Immunol 2023; 66:101735. [PMID: 36857892 PMCID: PMC10049858 DOI: 10.1016/j.smim.2023.101735] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Revised: 01/17/2023] [Accepted: 02/09/2023] [Indexed: 03/03/2023]
Abstract
Functional characterization of the microbiome's influence on host physiology has been dominated by a few characteristic example strains that have been studied in detail. However, the extensive development of methods for high-throughput bacterial isolation and culture over the past decade is enabling functional characterization of the broader microbiota that may impact human health. Characterizing the understudied majority of human microbes and expanding our functional understanding of the diversity of the gut microbiota could enable new insights into diseases with unknown etiology, provide disease-predictive microbiome signatures, and advance microbial therapeutics. We summarize high-throughput culture-dependent platforms for characterizing bacterial strain function and host-interactions. We elaborate on the importance of these technologies in facilitating mechanistic studies of previously unexplored microbes, highlight new opportunities for large-scale in vitro screens of host-relevant microbial functions, and discuss the potential translational applications for microbiome science.
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Affiliation(s)
- Tamar Plitt
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Jeremiah J Faith
- Precision Immunology Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA; Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.
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11
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Caldwell R, Zhou W, Oh J. Strains to go: interactions of the skin microbiome beyond its species. Curr Opin Microbiol 2022; 70:102222. [PMID: 36242896 PMCID: PMC9701184 DOI: 10.1016/j.mib.2022.102222] [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: 07/06/2022] [Revised: 09/07/2022] [Accepted: 09/14/2022] [Indexed: 01/25/2023]
Abstract
An extraordinary biodiversity of bacteria, fungi, viruses, and even small multicellular eukaryota inhabit the human skin. Genomic innovations have accelerated characterization of this biodiversity both at a species as well as the subspecies, or strain level, which further imparts a tremendous genetic diversity to an individual's skin microbiome. In turn, these advances portend significant species- and strain-specificity in the skin microbiome's functional impact on cutaneous immunity, barrier integrity, aging, and other skin physiologic processes. Future advances in defining strain diversity, spatial distribution, and metabolic diversity for major skin species will be foundational for understanding the microbiome's essentiality to the skin ecosystem and for designing topical therapeutics that leverage or target the skin microbiome.
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Affiliation(s)
- Ryan Caldwell
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, United States
| | - Wei Zhou
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, United States
| | - Julia Oh
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, United States.
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Ventura M, van Sinderen D, Turroni F. New research frontiers pertaining to the infant gut microbiota. MICROBIOME RESEARCH REPORTS 2022; 1:24. [PMID: 38046907 PMCID: PMC10688817 DOI: 10.20517/mrr.2022.12] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 08/23/2022] [Accepted: 09/21/2022] [Indexed: 12/05/2023]
Abstract
The human gut microbiota is believed to be responsible for multiple health-impacting host effects. The influence of gut microorganisms on the human host begins immediately after birth, having long-lasting health effects, while the gut microbiota itself continues to develop throughout the host's entire life. The purported health-associated effects of the gut microbiota have fueled extensive and ongoing research efforts. Nonetheless, the precise mode of action of functionalities exerted by microbial colonizers of the infant intestine is still largely unknown. The current perspective intends to illustrate major future investigative directions concerning the human gut microbiota with a specific focus on infant-associated gut microbes.
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Affiliation(s)
- Marco Ventura
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma 43124, Italy
- Microbiome Research Hub, University of Parma, Parma 43124, Italy
| | - Douwe van Sinderen
- APC Microbiome Institute and School of Microbiology, Bioscience Institute, National University of Ireland, Cork T12 YT20, Ireland
| | - Francesca Turroni
- Laboratory of Probiogenomics, Department of Chemistry, Life Sciences and Environmental Sustainability, University of Parma, Parma 43124, Italy
- Microbiome Research Hub, University of Parma, Parma 43124, Italy
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Zhang H, Zhu Y, Liu Z, Peng Y, Peng W, Tong L, Wang J, Liu Q, Wang P, Cheng G. A volatile from the skin microbiota of flavivirus-infected hosts promotes mosquito attractiveness. Cell 2022; 185:S0092-8674(22)00641-9. [PMID: 35777355 DOI: 10.1016/j.cell.2022.05.016] [Citation(s) in RCA: 49] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 04/21/2022] [Accepted: 05/17/2022] [Indexed: 01/31/2023]
Abstract
The host-seeking activity of hematophagous arthropods is essential for arboviral transmission. Here, we demonstrate that mosquito-transmitted flaviviruses can manipulate host skin microbiota to produce a scent that attracts mosquitoes. We observed that Aedes mosquitoes preferred to seek and feed on mice infected by dengue and Zika viruses. Acetophenone, a volatile compound that is predominantly produced by the skin microbiota, was enriched in the volatiles from the infected hosts to potently stimulate mosquito olfaction for attractiveness. Of note, acetophenone emission was higher in dengue patients than in healthy people. Mechanistically, flaviviruses infection suppressed the expression of RELMα, an essential antimicrobial protein on host skin, thereby leading to the expansion of acetophenone-producing commensal bacteria and, consequently, a high acetophenone level. Given that RELMα can be specifically induced by a vitamin A derivative, the dietary administration of isotretinoin to flavivirus-infected animals interrupted flavivirus life cycle by reducing mosquito host-seeking activity, thus providing a strategy of arboviral control.
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Affiliation(s)
- Hong Zhang
- Tsinghua University-Peking University Joint Center for Life Sciences, School of Medicine, Tsinghua University, Beijing 100084, China; Institute of Infectious Diseases, Shenzhen Bay Laboratory, Shenzhen, Guangdong 518000, China
| | - Yibin Zhu
- Tsinghua University-Peking University Joint Center for Life Sciences, School of Medicine, Tsinghua University, Beijing 100084, China; Institute of Infectious Diseases, Shenzhen Bay Laboratory, Shenzhen, Guangdong 518000, China
| | - Ziwen Liu
- School of Life Sciences, Tsinghua University, Beijing 100084, China
| | - Yongmei Peng
- Ruili Hospital of Chinese Medicine and Dai Medicine, Ruili, Yunnan 678600, China
| | - Wenyu Peng
- Tsinghua University-Peking University Joint Center for Life Sciences, School of Medicine, Tsinghua University, Beijing 100084, China
| | - Liangqin Tong
- Tsinghua University-Peking University Joint Center for Life Sciences, School of Medicine, Tsinghua University, Beijing 100084, China
| | - Jinglin Wang
- Yunnan Tropical and Subtropical Animal Viral Disease Laboratory, Yunnan Animal Science and Veterinary Institute, Kunming, Yunnan 650000, China
| | - Qiyong Liu
- State Key Laboratory of Infectious Disease Prevention and Control, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China
| | - Penghua Wang
- Department of Immunology, School of Medicine, University of Connecticut Health Center, Farmington, CT 06030, USA
| | - Gong Cheng
- Tsinghua University-Peking University Joint Center for Life Sciences, School of Medicine, Tsinghua University, Beijing 100084, China; Institute of Infectious Diseases, Shenzhen Bay Laboratory, Shenzhen, Guangdong 518000, China.
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