1
|
Singh H, Wiscovitch-Russo R, Kuelbs C, Espinoza J, Appel AE, Lyons RJ, Vashee S, Förtsch HEA, Foster JE, Ramdath D, Hayes VM, Nelson KE, Gonzalez-Juarbe N. Multiomic Insights into Human Health: Gut Microbiomes of Hunter-Gatherer, Agropastoral, and Western Urban Populations. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.03.611095. [PMID: 39282340 PMCID: PMC11398329 DOI: 10.1101/2024.09.03.611095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 09/22/2024]
Abstract
Societies with exposure to preindustrial diets exhibit improved markers of health. Our study used a comprehensive multi-omic approach to reveal that the gut microbiome of the Ju/'hoansi hunter-gatherers, one of the most remote KhoeSan groups, exhibit a higher diversity and richness, with an abundance of microbial species lost in the western population. The Ju/'hoansi microbiome showed enhanced global transcription and enrichment of complex carbohydrate metabolic and energy generation pathways. The Ju/'hoansi also show high abundance of short-chain fatty acids that are associated with health and optimal immune function. In contrast, these pathways and their respective species were found in low abundance or completely absent in Western populations. Amino acid and fatty acid metabolism pathways were observed prevalent in the Western population, associated with biomarkers of chronic inflammation. Our study provides the first in-depth multi-omic characterization of the Ju/'hoansi microbiome, revealing uncharacterized species and functional pathways that are associated with health.
Collapse
|
2
|
Espinoza JL, Phillips A, Prentice MB, Tan GS, Kamath PL, Lloyd KG, Dupont CL. Unveiling the microbial realm with VEBA 2.0: a modular bioinformatics suite for end-to-end genome-resolved prokaryotic, (micro)eukaryotic and viral multi-omics from either short- or long-read sequencing. Nucleic Acids Res 2024; 52:e63. [PMID: 38909293 DOI: 10.1093/nar/gkae528] [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: 03/08/2024] [Revised: 05/21/2024] [Accepted: 06/10/2024] [Indexed: 06/24/2024] Open
Abstract
The microbiome is a complex community of microorganisms, encompassing prokaryotic (bacterial and archaeal), eukaryotic, and viral entities. This microbial ensemble plays a pivotal role in influencing the health and productivity of diverse ecosystems while shaping the web of life. However, many software suites developed to study microbiomes analyze only the prokaryotic community and provide limited to no support for viruses and microeukaryotes. Previously, we introduced the Viral Eukaryotic Bacterial Archaeal (VEBA) open-source software suite to address this critical gap in microbiome research by extending genome-resolved analysis beyond prokaryotes to encompass the understudied realms of eukaryotes and viruses. Here we present VEBA 2.0 with key updates including a comprehensive clustered microeukaryotic protein database, rapid genome/protein-level clustering, bioprospecting, non-coding/organelle gene modeling, genome-resolved taxonomic/pathway profiling, long-read support, and containerization. We demonstrate VEBA's versatile application through the analysis of diverse case studies including marine water, Siberian permafrost, and white-tailed deer lung tissues with the latter showcasing how to identify integrated viruses. VEBA represents a crucial advancement in microbiome research, offering a powerful and accessible software suite that bridges the gap between genomics and biotechnological solutions.
Collapse
Affiliation(s)
- Josh L Espinoza
- Department of Environment and Sustainability, J. Craig Venter Institute, La Jolla, CA 92037, USA
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Allan Phillips
- Department of Environment and Sustainability, J. Craig Venter Institute, La Jolla, CA 92037, USA
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Melanie B Prentice
- School of Food and Agriculture, University of Maine, Orono, ME 04469, USA
| | - Gene S Tan
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Pauline L Kamath
- School of Food and Agriculture, University of Maine, Orono, ME 04469, USA
- Maine Center for Genetics in the Environment, University of Maine, Orono, ME 04469, USA
| | - Karen G Lloyd
- Microbiology Department, University of Tennessee, Knoxville, TN 37917, USA
| | - Chris L Dupont
- Department of Environment and Sustainability, J. Craig Venter Institute, La Jolla, CA 92037, USA
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| |
Collapse
|
3
|
Lu KYF, Alqaderi H, Bin Hasan S, Alhazmi H, Alghounaim M, Devarajan S, Freire M, Altabtbaei K. Sputum production and salivary microbiome in COVID-19 patients reveals oral-lung axis. PLoS One 2024; 19:e0300408. [PMID: 39052548 PMCID: PMC11271936 DOI: 10.1371/journal.pone.0300408] [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: 03/18/2024] [Accepted: 06/27/2024] [Indexed: 07/27/2024] Open
Abstract
SARS-CoV-2, a severe respiratory disease primarily targeting the lungs, was the leading cause of death worldwide during the pandemic. Understanding the interplay between the oral microbiome and inflammatory cytokines during acute infection is crucial for elucidating host immune responses. This study aimed to explore the relationship between the oral microbiome and cytokines in COVID-19 patients, particularly those with and without sputum production. Saliva and blood samples from 50 COVID-19 patients were subjected to 16S ribosomal RNA gene sequencing for oral microbiome analysis, and 65 saliva and serum cytokines were assessed using Luminex multiplex analysis. The Mann-Whitney test was used to compare cytokine levels between individuals with and without sputum production. Logistic regression machine learning models were employed to evaluate the predictive capability of oral microbiome, salivary, and blood biomarkers for sputum production. Significant differences were observed in the membership (Jaccard dissimilarity: p = 0.016) and abundance (PhILR dissimilarity: p = 0.048; metagenomeSeq) of salivary microbial communities between patients with and without sputum production. Seven bacterial genera, including Prevotella, Streptococcus, Actinomyces, Atopobium, Filifactor, Leptotrichia, and Selenomonas, were more prevalent in patients with sputum production (p<0.05, Fisher's exact test). Nine genera, including Prevotella, Megasphaera, Stomatobaculum, Selenomonas, Leptotrichia, Veillonella, Actinomyces, Atopobium, and Corynebacteria, were significantly more abundant in the sputum-producing group, while Lachnoanaerobaculum was more prevalent in the non-sputum-producing group (p<0.05, ANCOM-BC). Positive correlations were found between salivary IFN-gamma and Eotaxin2/CCL24 with sputum production, while negative correlations were noted with serum MCP3/CCL7, MIG/CXCL9, IL1 beta, and SCF (p<0.05, Mann-Whitney test). The machine learning model using only oral bacteria input outperformed the model that included all data: blood and saliva biomarkers, as well as clinical and demographic variables, in predicting sputum production in COVID-19 subjects. The performance metrics were as follows, comparing the model with only bacteria input versus the model with all input variables: precision (95% vs. 75%), recall (100% vs. 50%), F1-score (98% vs. 60%), and accuracy (82% vs. 66%).
Collapse
Affiliation(s)
- Korina Yun-Fan Lu
- Harvard School of Dental Medicine, Boston, Massachusetts, United States of America
| | - Hend Alqaderi
- Tufts University School of Dental Medicine, Boston, Massachusetts, United States of America
- Dasman Diabetes Institute, Dasman, Kuwait
| | | | - Hesham Alhazmi
- Harvard School of Dental Medicine, Boston, Massachusetts, United States of America
- Department of Preventive Dentistry, Division of Pediatric Dentistry, Umm Al-Qura University, Mekkah, Saudi Arabia
| | | | | | - Marcelo Freire
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, California, United States of America
- Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California San Diego, La Jolla, California, United States of America
| | | |
Collapse
|
4
|
Alqedari H, Altabtbaei K, Espinoza JL, Bin-Hasan S, Alghounaim M, Alawady A, Altabtabae A, AlJamaan S, Devarajan S, AlShammari T, Ben Eid M, Matsuoka M, Jang H, Dupont CL, Freire M. Host-microbiome associations in saliva predict COVID-19 severity. PNAS NEXUS 2024; 3:pgae126. [PMID: 38617584 PMCID: PMC11010653 DOI: 10.1093/pnasnexus/pgae126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 03/07/2024] [Indexed: 04/16/2024]
Abstract
Established evidence indicates that oral microbiota plays a crucial role in modulating host immune responses to viral infection. Following severe acute respiratory syndrome coronavirus 2, there are coordinated microbiome and inflammatory responses within the mucosal and systemic compartments that are unknown. The specific roles the oral microbiota and inflammatory cytokines play in the pathogenesis of coronavirus disease 2019 (COVID-19) are yet to be explored. Here, we evaluated the relationships between the salivary microbiome and host parameters in different groups of COVID-19 severity based on their oxygen requirement. Saliva and blood samples (n = 80) were collected from COVID-19 and from noninfected individuals. We characterized the oral microbiomes using 16S ribosomal RNA gene sequencing and evaluated saliva and serum cytokines and chemokines using multiplex analysis. Alpha diversity of the salivary microbial community was negatively associated with COVID-19 severity, while diversity increased with health. Integrated cytokine evaluations of saliva and serum showed that the oral host response was distinct from the systemic response. The hierarchical classification of COVID-19 status and respiratory severity using multiple modalities separately (i.e. microbiome, salivary cytokines, and systemic cytokines) and simultaneously (i.e. multimodal perturbation analyses) revealed that the microbiome perturbation analysis was the most informative for predicting COVID-19 status and severity, followed by the multimodal. Our findings suggest that oral microbiome and salivary cytokines may be predictive of COVID-19 status and severity, whereas atypical local mucosal immune suppression and systemic hyperinflammation provide new cues to understand the pathogenesis in immunologically compromised populations.
Collapse
Affiliation(s)
- Hend Alqedari
- Department of Public Health and Community Service, Tufts University School of Dental Medicine, 1 Kneeland Street, Boston, MA 02111, USA
- Dasman Diabetes Institute, 1180 Dasman, 9XQV+V9 Kuwait City, Kuwait
| | - Khaled Altabtbaei
- Faculty of Medicine and Dentistry, School of Dentistry, University of Alberta, Edmonton, AB T6G 2L7, Canada
| | - Josh L Espinoza
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Saadoun Bin-Hasan
- Department of Pediatrics, Farwaniyah Hospital, Ministry of Health, 7XF4+WPJ Al Farwaniyah, Kuwait
| | - Mohammad Alghounaim
- Department of Pediatrics, Amiri Hospital, Ministry of Health, 9XQQ+42 Kuwait City, Kuwait
| | - Abdullah Alawady
- Department of Pediatrics, Farwaniyah Hospital, Ministry of Health, 7XF4+WPJ Al Farwaniyah, Kuwait
| | - Abdullah Altabtabae
- Department of Pediatrics, Farwaniyah Hospital, Ministry of Health, 7XF4+WPJ Al Farwaniyah, Kuwait
| | - Sarah AlJamaan
- Department of Pediatrics, Farwaniyah Hospital, Ministry of Health, 7XF4+WPJ Al Farwaniyah, Kuwait
| | | | | | - Mohammed Ben Eid
- Department of Pediatrics, Farwaniyah Hospital, Ministry of Health, 7XF4+WPJ Al Farwaniyah, Kuwait
| | - Michele Matsuoka
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Hyesun Jang
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Christopher L Dupont
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Marcelo Freire
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
- Division of Infectious Diseases and Global Public Health Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA
| |
Collapse
|
5
|
Espinoza JL, Phillips A, Prentice MB, Tan GS, Kamath PL, Lloyd KG, Dupont CL. Unveiling the Microbial Realm with VEBA 2.0: A modular bioinformatics suite for end-to-end genome-resolved prokaryotic, (micro)eukaryotic, and viral multi-omics from either short- or long-read sequencing. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.08.583560. [PMID: 38559265 PMCID: PMC10979853 DOI: 10.1101/2024.03.08.583560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
The microbiome is a complex community of microorganisms, encompassing prokaryotic (bacterial and archaeal), eukaryotic, and viral entities. This microbial ensemble plays a pivotal role in influencing the health and productivity of diverse ecosystems while shaping the web of life. However, many software suites developed to study microbiomes analyze only the prokaryotic community and provide limited to no support for viruses and microeukaryotes. Previously, we introduced the Viral Eukaryotic Bacterial Archaeal (VEBA) open-source software suite to address this critical gap in microbiome research by extending genome-resolved analysis beyond prokaryotes to encompass the understudied realms of eukaryotes and viruses. Here we present VEBA 2.0 with key updates including a comprehensive clustered microeukaryotic protein database, rapid genome/protein-level clustering, bioprospecting, non-coding/organelle gene modeling, genome-resolved taxonomic/pathway profiling, long-read support, and containerization. We demonstrate VEBA's versatile application through the analysis of diverse case studies including marine water, Siberian permafrost, and white-tailed deer lung tissues with the latter showcasing how to identify integrated viruses. VEBA represents a crucial advancement in microbiome research, offering a powerful and accessible platform that bridges the gap between genomics and biotechnological solutions.
Collapse
Affiliation(s)
- Josh L. Espinoza
- Department of Environment and Sustainability, J. Craig Venter Institute, La Jolla, CA 92037, USA
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Allan Phillips
- Department of Environment and Sustainability, J. Craig Venter Institute, La Jolla, CA 92037, USA
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | | | - Gene S. Tan
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Pauline L. Kamath
- School of Food and Agriculture, University of Maine, Orono, ME 04469, USA
| | - Karen G. Lloyd
- Microbiology Department, University of Tennessee, Knoxville, TN 37917, USA
| | - Chris L. Dupont
- Department of Environment and Sustainability, J. Craig Venter Institute, La Jolla, CA 92037, USA
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| |
Collapse
|
6
|
Yadav BNS, Sharma P, Maurya S, Yadav RK. Metagenomics and metatranscriptomics as potential driving forces for the exploration of diversity and functions of micro-eukaryotes in soil. 3 Biotech 2023; 13:423. [PMID: 38047037 PMCID: PMC10689336 DOI: 10.1007/s13205-023-03841-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 11/02/2023] [Indexed: 12/05/2023] Open
Abstract
Micro-eukaryotes are ubiquitous and play vital roles in diverse ecological systems, yet their diversity and functions are scarcely known. This may be due to the limitations of formerly used conventional culture-based methods. Metagenomics and metatranscriptomics are enabling to unravel the genomic, metabolic, and phylogenetic diversity of micro-eukaryotes inhabiting in different ecosystems in a more comprehensive manner. The in-depth study of structural and functional characteristics of micro-eukaryote community residing in soil is crucial for the complete understanding of this major ecosystem. This review provides a deep insight into the methodologies employed under these approaches to study soil micro-eukaryotic organisms. Furthermore, the review describes available computational tools, pipelines, and database sources and their manipulation for the analysis of sequence data of micro-eukaryotic origin. The challenges and limitations of these approaches are also discussed in detail. In addition, this review summarizes the key findings of metagenomic and metatranscriptomic studies on soil micro-eukaryotes. It also highlights the exploitation of these methods to study the structural as well as functional profiles of soil micro-eukaryotic community and to screen functional eukaryotic protein coding genes for biotechnological applications along with the future perspectives in the field.
Collapse
Affiliation(s)
- Bhupendra Narayan Singh Yadav
- Molecular Biology and Genetic Engineering Laboratory, Department of Botany, Faculty of Science, University of Allahabad, Prayagraj, Uttar Pradesh 211002 India
| | - Priyanka Sharma
- Molecular Biology and Genetic Engineering Laboratory, Department of Botany, Faculty of Science, University of Allahabad, Prayagraj, Uttar Pradesh 211002 India
| | - Shristy Maurya
- Molecular Biology and Genetic Engineering Laboratory, Department of Botany, Faculty of Science, University of Allahabad, Prayagraj, Uttar Pradesh 211002 India
| | - Rajiv Kumar Yadav
- Molecular Biology and Genetic Engineering Laboratory, Department of Botany, Faculty of Science, University of Allahabad, Prayagraj, Uttar Pradesh 211002 India
| |
Collapse
|
7
|
Walworth NG, Espinoza JL, Argyle PA, Hinners J, Levine NM, Doblin MA, Dupont CL, Collins S. Genus-Wide Transcriptional Landscapes Reveal Correlated Gene Networks Underlying Microevolutionary Divergence in Diatoms. Mol Biol Evol 2023; 40:msad218. [PMID: 37874344 PMCID: PMC10595192 DOI: 10.1093/molbev/msad218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Revised: 08/24/2023] [Accepted: 09/21/2023] [Indexed: 10/25/2023] Open
Abstract
Marine microbes like diatoms make up the base of marine food webs and drive global nutrient cycles. Despite their key roles in ecology, biogeochemistry, and biotechnology, we have limited empirical data on how forces other than adaptation may drive diatom diversification, especially in the absence of environmental change. One key feature of diatom populations is frequent extreme reductions in population size, which can occur both in situ and ex situ as part of bloom-and-bust growth dynamics. This can drive divergence between closely related lineages, even in the absence of environmental differences. Here, we combine experimental evolution and transcriptome landscapes (t-scapes) to reveal repeated evolutionary divergence within several species of diatoms in a constant environment. We show that most of the transcriptional divergence can be captured on a reduced set of axes, and that repeatable evolution can occur along a single major axis of variation defined by core ortholog expression comprising common metabolic pathways. Previous work has associated specific transcriptional changes in gene networks with environmental factors. Here, we find that these same gene networks diverge in the absence of environmental change, suggesting these pathways may be central in generating phenotypic diversity as a result of both selective and random evolutionary forces. If this is the case, these genes and the functions they encode may represent universal axes of variation. Such axes that capture suites of interacting transcriptional changes during diversification improve our understanding of both global patterns in local adaptation and microdiversity, as well as evolutionary forces shaping algal cultivation.
Collapse
Affiliation(s)
- Nathan G Walworth
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089-0371, USA
- J.Craig Venter Institute, La Jolla, CA 92037, USA
| | | | - Phoebe A Argyle
- Climate Change Cluster, University of Technology Sydney, Sydney, New South Wales 2007, Australia
| | - Jana Hinners
- School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3FL, UK
- Helmholtz-Zentrum Hereon, 21502 Geesthacht, Germany
| | - Naomi M Levine
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089-0371, USA
| | - Martina A Doblin
- Climate Change Cluster, University of Technology Sydney, Sydney, New South Wales 2007, Australia
| | | | - Sinéad Collins
- School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3FL, UK
| |
Collapse
|
8
|
Baker JL. Illuminating the oral microbiome and its host interactions: recent advancements in omics and bioinformatics technologies in the context of oral microbiome research. FEMS Microbiol Rev 2023; 47:fuad051. [PMID: 37667515 PMCID: PMC10503653 DOI: 10.1093/femsre/fuad051] [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: 01/31/2023] [Revised: 08/02/2023] [Accepted: 09/01/2023] [Indexed: 09/06/2023] Open
Abstract
The oral microbiota has an enormous impact on human health, with oral dysbiosis now linked to many oral and systemic diseases. Recent advancements in sequencing, mass spectrometry, bioinformatics, computational biology, and machine learning are revolutionizing oral microbiome research, enabling analysis at an unprecedented scale and level of resolution using omics approaches. This review contains a comprehensive perspective of the current state-of-the-art tools available to perform genomics, metagenomics, phylogenomics, pangenomics, transcriptomics, proteomics, metabolomics, lipidomics, and multi-omics analysis on (all) microbiomes, and then provides examples of how the techniques have been applied to research of the oral microbiome, specifically. Key findings of these studies and remaining challenges for the field are highlighted. Although the methods discussed here are placed in the context of their contributions to oral microbiome research specifically, they are pertinent to the study of any microbiome, and the intended audience of this includes researchers would simply like to get an introduction to microbial omics and/or an update on the latest omics methods. Continued research of the oral microbiota using omics approaches is crucial and will lead to dramatic improvements in human health, longevity, and quality of life.
Collapse
Affiliation(s)
- Jonathon L Baker
- Department of Oral Rehabilitation & Biosciences, School of Dentistry, Oregon Health & Science University, 3181 Sam Jackson Park Road, Portland, OR 97202, United States
- Genomic Medicine Group, J. Craig Venter Institute, La Jolla, CA 92037, United States
- Department of Pediatrics, UC San Diego School of Medicine, La Jolla, CA 92093, United States
| |
Collapse
|
9
|
Liu Q, Ranallo R, Rios C, Grice EA, Moon K, Gallo RL. Crosstalk between skin microbiota and immune system in health and disease. Nat Immunol 2023; 24:895-898. [PMID: 37081151 PMCID: PMC10247537 DOI: 10.1038/s41590-023-01500-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/22/2023]
Abstract
The US National Institute of Allergy and Infectious Diseases hosted a two-day virtual workshop on skin microbial communities and their interactions with the host immune system in health and disease. The aim of the workshop was to evaluate the current state of knowledge in the field and identify gaps, challenges, and future directions.
Collapse
Affiliation(s)
- Qian Liu
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Rockville, MD, USA.
| | - Ryan Ranallo
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Rockville, MD, USA
| | - Carmen Rios
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Rockville, MD, USA
| | - Elizabeth A Grice
- Department of Dermatology, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, USA
| | - Kyung Moon
- National Institute of Allergy and Infectious Diseases/National Institutes of Health, Rockville, MD, USA
| | - Richard L Gallo
- Department of Dermatology, University of California San Diego, San Diego, CA, USA.
| |
Collapse
|
10
|
Alqedari H, Altabtbaei K, Espinoza JL, Bin-Hasan S, Alghounaim M, Alawady A, Altabtabae A, AlJamaan S, Devarajan S, AlShammari T, Eid MB, Matsuoka M, Jang H, Dupont CL, Freire M. Host-Microbiome Associations in Saliva Predict COVID-19 Severity. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.02.539155. [PMID: 37205528 PMCID: PMC10187185 DOI: 10.1101/2023.05.02.539155] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Established evidence indicates that oral microbiota plays a crucial role in modulating host immune responses to viral infection. Following Severe Acute Respiratory Syndrome Coronavirus 2 - SARS-CoV-2 - there are coordinated microbiome and inflammatory responses within the mucosal and systemic compartments that are unknown. The specific roles that the oral microbiota and inflammatory cytokines play in the pathogenesis of COVID-19 are yet to be explored. We evaluated the relationships between the salivary microbiome and host parameters in different groups of COVID-19 severity based on their Oxygen requirement. Saliva and blood samples (n = 80) were collected from COVID-19 and from non-infected individuals. We characterized the oral microbiomes using 16S ribosomal RNA gene sequencing and evaluated saliva and serum cytokines using Luminex multiplex analysis. Alpha diversity of the salivary microbial community was negatively associated with COVID-19 severity. Integrated cytokine evaluations of saliva and serum showed that the oral host response was distinct from the systemic response. The hierarchical classification of COVID-19 status and respiratory severity using multiple modalities separately (i.e., microbiome, salivary cytokines, and systemic cytokines) and simultaneously (i.e., multi-modal perturbation analyses) revealed that the microbiome perturbation analysis was the most informative for predicting COVID-19 status and severity, followed by the multi-modal. Our findings suggest that oral microbiome and salivary cytokines may be predictive of COVID-19 status and severity, whereas atypical local mucosal immune suppression and systemic hyperinflammation provide new cues to understand the pathogenesis in immunologically naïve populations.
Collapse
Affiliation(s)
- Hend Alqedari
- Department of Oral Health Policy and Epidemiology, Harvard School of Dental Medicine, Boston, MA, 02115, USA; Dasman Diabetes Institute, Kuwait
- Dasman Diabetes Institute, 1180, Dasman, Kuwait
| | - Khaled Altabtbaei
- School of Dentistry, Faculty of Medicine and Dentistry. University of Alberta. Edmonton AB, T6G 2L7, Canada
| | - Josh L. Espinoza
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Saadoun Bin-Hasan
- Department of Pediatrics, Farwaniyah Hospital, Ministry of Health, Kuwait
| | | | - Abdullah Alawady
- Department of Pediatrics, Farwaniyah Hospital, Ministry of Health, Kuwait
| | | | - Sarah AlJamaan
- Department of Pediatrics, Farwaniyah Hospital, Ministry of Health, Kuwait
| | | | | | - Mohammed Ben Eid
- Department of Pediatrics, Farwaniyah Hospital, Ministry of Health, Kuwait
| | - Michele Matsuoka
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Hyesun Jang
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Christopher L. Dupont
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Marcelo Freire
- Department of Genomic Medicine and Infectious Diseases, J. Craig Venter Institute, La Jolla, CA 92037, USA
- Division of Infectious Diseases and Global Public Health Department of Medicine, University of California San Diego, La Jolla, CA, USA
| |
Collapse
|
11
|
Shekarriz E, Chen J, Xu Z, Liu H. Disentangling the Functional Role of Fungi in Cold Seep Sediment. Microbiol Spectr 2023; 11:e0197822. [PMID: 36912690 PMCID: PMC10100914 DOI: 10.1128/spectrum.01978-22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2022] [Accepted: 12/22/2022] [Indexed: 03/14/2023] Open
Abstract
Cold seeps are biological oases of the deep sea fueled by methane, sulfates, nitrates, and other inorganic sources of energy. Chemolithoautotrophic bacteria and archaea dominate seep sediment, and their diversity and biogeochemical functions are well established. Fungi are likewise diverse, metabolically versatile, and known for their ability to capture and oxidize methane. Still, no study has ever explored the functional role of the mycobiota in the cold seep biome. To assess the complex role of fungi and fill in the gaps, we performed network analysis on 147 samples to disentangle fungal-prokaryotic interactions (fungal 18S and prokaryotic 16S) in the Haima cold seep region. We demonstrated that fungi are central species with high connectivity at the epicenter of prokaryotic networks, reduce their random-attack vulnerability by 60%, and enhance information transfer efficiency by 15%. We then scavenged a global metagenomic and metatranscriptomic data set from 10 cold seep regions for fungal genes of interest (hydrophobins, cytochrome P450s, and ligninolytic family of enzymes); this is the first study to report active transcription of 2,500+ fungal genes in the cold seep sediment. The genera Fusarium and Moniliella were of notable importance and directly correlated with high methane abundance in the sulfate-methane transition zone (SMTZ), likely due to their ability to degrade and solubilize methane and oils. Overall, our results highlight the essential yet overlooked contribution of fungi to cold seep biological networks and the role of fungi in regulating cold seep biogeochemistry. IMPORTANCE The challenges we face when analyzing eukaryotic metagenomic and metatranscriptomic data sets have hindered our understanding of cold seep fungi and microbial eukaryotes. This fact does not make the mycobiota any less critical in mediating cold seep biogeochemistry. On the contrary, many fungal genera can oxidize and solubilize methane, produce methane, and play a unique role in nutrient recycling via saprotrophic enzymatic activity. In this study, we used network analysis to uncover key fungal-prokaryotic interactions that can mediate methane biogeochemistry and metagenomics and metatranscriptomics to report that fungi are transcriptionally active in the cold seep sediment. With concerns over rising methane levels and cold seeps being a pivotal source of global methane input, our holistic understanding of methane biogeochemistry with all domains of life is essential. We ultimately encourage scientists to utilize state-of-the-art tools and multifaceted approaches to uncover the role of microeukaryotic organisms in understudied systems.
Collapse
Affiliation(s)
- Erfan Shekarriz
- Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou, China
- Department of Ocean Science, Hong Kong University of Science and Technology, Hong Kong, China
- Department of Ocean Science, The Hong Kong University of Science and Technology, Hong Kong, China
- Hong Kong Branch of the Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), The Hong Kong University of Science and Technology, Hong Kong, China
| | - Jiawei Chen
- Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou, China
- Department of Ocean Science, Hong Kong University of Science and Technology, Hong Kong, China
- Department of Ocean Science, The Hong Kong University of Science and Technology, Hong Kong, China
- Hong Kong Branch of the Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), The Hong Kong University of Science and Technology, Hong Kong, China
| | - Zhimeng Xu
- Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou, China
- Department of Ocean Science, Hong Kong University of Science and Technology, Hong Kong, China
- Department of Ocean Science, The Hong Kong University of Science and Technology, Hong Kong, China
- Hong Kong Branch of the Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), The Hong Kong University of Science and Technology, Hong Kong, China
| | - Hongbin Liu
- Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), Guangzhou, China
- Department of Ocean Science, Hong Kong University of Science and Technology, Hong Kong, China
- Department of Ocean Science, The Hong Kong University of Science and Technology, Hong Kong, China
- Hong Kong Branch of the Southern Marine Science and Engineering Guangdong Laboratory (Guangzhou), The Hong Kong University of Science and Technology, Hong Kong, China
| |
Collapse
|
12
|
Espinoza JL, Torralba M, Leong P, Saffery R, Bockmann M, Kuelbs C, Singh S, Hughes T, Craig JM, Nelson KE, Dupont CL. Differential network analysis of oral microbiome metatranscriptomes identifies community scale metabolic restructuring in dental caries. PNAS NEXUS 2022; 1:pgac239. [PMID: 36712365 PMCID: PMC9802336 DOI: 10.1093/pnasnexus/pgac239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 10/14/2022] [Indexed: 11/05/2022]
Abstract
Dental caries is a microbial disease and the most common chronic health condition, affecting nearly 3.5 billion people worldwide. In this study, we used a multiomics approach to characterize the supragingival plaque microbiome of 91 Australian children, generating 658 bacterial and 189 viral metagenome-assembled genomes with transcriptional profiling and gene-expression network analysis. We developed a reproducible pipeline for clustering sample-specific genomes to integrate metagenomics and metatranscriptomics analyses regardless of biosample overlap. We introduce novel feature engineering and compositionally-aware ensemble network frameworks while demonstrating their utility for investigating regime shifts associated with caries dysbiosis. These methods can be applied when differential abundance modeling does not capture statistical enrichments or the results from such analysis are not adequate for providing deeper insight into disease. We identified which organisms and metabolic pathways were central in a coexpression network as well as how these networks were rewired between caries and caries-free phenotypes. Our findings provide evidence of a core bacterial microbiome that was transcriptionally active in the supragingival plaque of all participants regardless of phenotype, but also show highly diagnostic changes in the ways that organisms interact. Specifically, many organisms exhibit high connectedness with central carbon metabolism to Cardiobacterium and this shift serves a bridge between phenotypes. Our evidence supports the hypothesis that caries is a multifactorial ecological disease.
Collapse
Affiliation(s)
- Josh L Espinoza
- Department of Environment and Sustainability, J. Craig Venter Institute, La Jolla, CA 92037, USA,Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, La Jolla, CA 92037, USA,Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, Rockville, MD 20850, USA
| | - Manolito Torralba
- Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, Rockville, MD 20850, USA
| | - Pamela Leong
- Epigenetics, Murdoch Children's Research Institute and Department of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia
| | - Richard Saffery
- Epigenetics, Murdoch Children's Research Institute and Department of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia
| | - Michelle Bockmann
- Adelaide Dental School, The University of Adelaide, Adelaide, SA 5005, Australia
| | - Claire Kuelbs
- Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, La Jolla, CA 92037, USA
| | - Suren Singh
- Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, Rockville, MD 20850, USA
| | - Toby Hughes
- Adelaide Dental School, The University of Adelaide, Adelaide, SA 5005, Australia
| | - Jeffrey M Craig
- Epigenetics, Murdoch Children's Research Institute and Department of Paediatrics, The University of Melbourne, Parkville, VIC 3052, Australia,IMPACT Strategic Research Centre, Deakin University School of Medicine, Geelong, VIC 3220, Australia
| | - Karen E Nelson
- Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, La Jolla, CA 92037, USA,Department of Human Biology and Genomic Medicine, J. Craig Venter Institute, Rockville, MD 20850, USA
| | | |
Collapse
|