Pub Date : 2025-01-01Epub Date: 2025-07-13DOI: 10.1080/29933935.2025.2527628
Nicolas Vitari, Richa Jalodia, Junyi Tao, Udhghatri Kolli, Salma Singh, Lily V Rodriguez, Umakant Sharma, Sabita Roy
Antibodies play an essential role in preserving intestinal homeostasis in healthy and dysbiotic states. Recent studies demonstrate that a microbiome-dependent intestine-specific complement system maintains intestinal homeostasis. Morphine induces microbial dysbiosis within hours of administration characterized by the expansion of pathogenic bacteria with a concurrent decrease in commensal bacteria. A murine model of short-term morphine treatment was used to provide insights into the early immune processes during microbial dysbiosis. Within 24 h, morphine treatment upregulates the expression of classical complement pathway genes in intestinal tissue, with a concurrent increase in the complement proteins C1q and C3 in the ileal luminal content. Importantly, a parallel increase in the concentration of complement-activating antibodies IgM and IgG is observed in the ileal luminal content at 24 h. The increased concentration of complement proteins and antibodies are dependent on the microbiome, as microbial depletion prior to morphine treatment abolishes this increase. Finally, intestinal infiltration and activation of neutrophils is observed concurrent with microbial dysbiosis. This study demonstrates rapid microbiome-dependent intestinal recruitment of complement machinery during microbial dysbiosis. Together, these data confirm the relationship between intestinal complement and the microbiome and shows that the classical complement system is activated to protect the host during microbial dysbiosis.
{"title":"Gut microbial dysbiosis activates the classical complement pathway in a short-term morphine treatment model.","authors":"Nicolas Vitari, Richa Jalodia, Junyi Tao, Udhghatri Kolli, Salma Singh, Lily V Rodriguez, Umakant Sharma, Sabita Roy","doi":"10.1080/29933935.2025.2527628","DOIUrl":"10.1080/29933935.2025.2527628","url":null,"abstract":"<p><p>Antibodies play an essential role in preserving intestinal homeostasis in healthy and dysbiotic states. Recent studies demonstrate that a microbiome-dependent intestine-specific complement system maintains intestinal homeostasis. Morphine induces microbial dysbiosis within hours of administration characterized by the expansion of pathogenic bacteria with a concurrent decrease in commensal bacteria. A murine model of short-term morphine treatment was used to provide insights into the early immune processes during microbial dysbiosis. Within 24 h, morphine treatment upregulates the expression of classical complement pathway genes in intestinal tissue, with a concurrent increase in the complement proteins C1q and C3 in the ileal luminal content. Importantly, a parallel increase in the concentration of complement-activating antibodies IgM and IgG is observed in the ileal luminal content at 24 h. The increased concentration of complement proteins and antibodies are dependent on the microbiome, as microbial depletion prior to morphine treatment abolishes this increase. Finally, intestinal infiltration and activation of neutrophils is observed concurrent with microbial dysbiosis. This study demonstrates rapid microbiome-dependent intestinal recruitment of complement machinery during microbial dysbiosis. Together, these data confirm the relationship between intestinal complement and the microbiome and shows that the classical complement system is activated to protect the host during microbial dysbiosis.</p>","PeriodicalId":519879,"journal":{"name":"Gut microbes reports","volume":"2 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12352340/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144877770","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01Epub Date: 2025-08-28DOI: 10.1080/29933935.2025.2548210
Jack J Wang, Yawen Hu, Scott Jennings, Meng Luo, Christopher M Taylor, William M Nauseef, Guoshun Wang
Myeloperoxidase (MPO), predominantly expressed in neutrophils, catalyzes the production of hypochlorous acid (HOCl) that plays an integral role in the host defense against invading pathogens. However, little is known about its role in maintaining normal gut microbiome and function. Here, we report the comparisons of inflammation and microbiome in the intestines of WT and MPO-/- mice. Immune cell profiling demonstrated that the MPO-/- mice had significantly more neutrophils and T cells in their intestinal mucosae and significantly more fecal calprotectin as compared to the WT mice. Fluorescent dextran permeability of the bowel showed no difference between the two strains of mice. Carmine Red transit demonstrated that the MPO-/- intestines had slower movements than did the WT controls. Sequencing the intestinal 16S rDNA of co-housed MPO-/- and WT mice identified 13 bacterial families, 2 of which were unique to MPO-/- and 7 to WT mice. Alpha diversity of the microbiome in WT intestines was significantly higher than that of MPO-/- ones, and beta diversity of the two microbial communities of the two genotypes also differed significantly. Functional pathway analyses revealed distinct metabolic signatures. Thus, normal MPO function is important to intestinal health and its deficiency leads to gut inflammation and dysbiosis.
{"title":"Myeloperoxidase gene knockout causes local inflammation and dysbiosis in the murine gut.","authors":"Jack J Wang, Yawen Hu, Scott Jennings, Meng Luo, Christopher M Taylor, William M Nauseef, Guoshun Wang","doi":"10.1080/29933935.2025.2548210","DOIUrl":"10.1080/29933935.2025.2548210","url":null,"abstract":"<p><p>Myeloperoxidase (MPO), predominantly expressed in neutrophils, catalyzes the production of hypochlorous acid (HOCl) that plays an integral role in the host defense against invading pathogens. However, little is known about its role in maintaining normal gut microbiome and function. Here, we report the comparisons of inflammation and microbiome in the intestines of WT and MPO<sup>-/-</sup> mice. Immune cell profiling demonstrated that the MPO<sup>-/-</sup> mice had significantly more neutrophils and T cells in their intestinal mucosae and significantly more fecal calprotectin as compared to the WT mice. Fluorescent dextran permeability of the bowel showed no difference between the two strains of mice. Carmine Red transit demonstrated that the MPO<sup>-/-</sup> intestines had slower movements than did the WT controls. Sequencing the intestinal 16S rDNA of co-housed MPO<sup>-/-</sup> and WT mice identified 13 bacterial families, 2 of which were unique to MPO<sup>-/-</sup> and 7 to WT mice. Alpha diversity of the microbiome in WT intestines was significantly higher than that of MPO<sup>-/-</sup> ones, and beta diversity of the two microbial communities of the two genotypes also differed significantly. Functional pathway analyses revealed distinct metabolic signatures. Thus, normal MPO function is important to intestinal health and its deficiency leads to gut inflammation and dysbiosis.</p>","PeriodicalId":519879,"journal":{"name":"Gut microbes reports","volume":"2 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12700598/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145759205","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01Epub Date: 2025-03-14DOI: 10.1080/29933935.2025.2464631
Poorani Subramanian, Hector N Romero-Soto, David B Stern, George L Maxwell, Shira Levy, Suchitra K Hourigan
Cesarean section delivery is associated with altered early-life bacterial colonization and later adverse inflammatory outcomes. Although gut bacteriophages can alter the gut microbiome and host responses, little is known about how delivery mode impacts bacteriophage colonization over time. Therefore, we conducted shotgun metagenomic sequencing on serial stool samples from infants from birth to 24 months of age. 60% of infants were born by vaginal delivery. 94% of the DNA viral sequences identified were bacteriophages. Virome alpha diversity was increased in vaginally delivered infants at 2 months (p=0.004). Beta diversity differed by delivery mode up to 12 months when stratified by peripartum antibiotic use (p<0.05). Predicted bacteriophage hosts differed by delivery mode (Q <0.1) up to 24 months. Moreover, predicted bacteriophage functional genes differed by delivery mode up to 24 months. There was a higher abundance of viral auxiliary metabolic genes associated with host responses in vaginal delivery at early timepoints. Clear differences in bacteriophage composition and function by delivery mode were seen in early life. Given that bacteriophages are known to affect immune responses, our results suggest that future investigation into how delivery mode leads to adverse inflammatory outcomes should also include the potential role of bacteriophages and transkingdom interactions.
{"title":"Delivery mode impacts gut bacteriophage colonization during infancy.","authors":"Poorani Subramanian, Hector N Romero-Soto, David B Stern, George L Maxwell, Shira Levy, Suchitra K Hourigan","doi":"10.1080/29933935.2025.2464631","DOIUrl":"10.1080/29933935.2025.2464631","url":null,"abstract":"<p><p>Cesarean section delivery is associated with altered early-life bacterial colonization and later adverse inflammatory outcomes. Although gut bacteriophages can alter the gut microbiome and host responses, little is known about how delivery mode impacts bacteriophage colonization over time. Therefore, we conducted shotgun metagenomic sequencing on serial stool samples from infants from birth to 24 months of age. 60% of infants were born by vaginal delivery. 94% of the DNA viral sequences identified were bacteriophages. Virome alpha diversity was increased in vaginally delivered infants at 2 months (p=0.004). Beta diversity differed by delivery mode up to 12 months when stratified by peripartum antibiotic use (p<0.05). Predicted bacteriophage hosts differed by delivery mode (Q <0.1) up to 24 months. Moreover, predicted bacteriophage functional genes differed by delivery mode up to 24 months. There was a higher abundance of viral auxiliary metabolic genes associated with host responses in vaginal delivery at early timepoints. Clear differences in bacteriophage composition and function by delivery mode were seen in early life. Given that bacteriophages are known to affect immune responses, our results suggest that future investigation into how delivery mode leads to adverse inflammatory outcomes should also include the potential role of bacteriophages and transkingdom interactions.</p>","PeriodicalId":519879,"journal":{"name":"Gut microbes reports","volume":"2 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12352455/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144877769","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01Epub Date: 2025-12-07DOI: 10.1080/29933935.2025.2585683
Jianan Zhang, Rose Viguna Thomas Backet, Josh J Sekela, Meredith J Zeller, Rani S Sellers, Matthew R Redinbo, Ajay S Gulati, Aadra P Bhatt
Non-steroidal anti-inflammatory drug (NSAID)-induced toxicities are a significant clinical problem, yet the factors influencing these outcomes remain incompletely understood. Here, we investigated the impact of mouse vendor on indomethacin-induced injury using C57BL/6 mice from different breeding facilities (in-house "Tar Heel" and commercial Charles River). We found that Tar Heel mice exhibited significantly enhanced susceptibility to indomethacin toxicity, characterized by greater body weight loss, increased ileal ulceration, elevated fecal lipocalin-2 levels, and higher goblet cell numbers in ileum compared to Charles River mice. Importantly, whole genome metagenomic analysis revealed distinct baseline gut microbiomes between the two types of mice. Notably, Tar Heel mice showed higher abundances of β-glucuronidase (GUS)-producing bacteria, particularly those expressing Loop-1 GUS enzymes, and elevated levels of mucolytic enzyme-encoding bacteria. These differences suggest that enhanced indomethacin toxicity observed in Tar Heel mice may be related to functional changes in their gut microbiome, which may predispose to an exaggerated response to NSAID exposure. Together, our findings demonstrate that vendor-specific differences significantly influence NSAID-induced intestinal toxicity and highlight the importance of considering mouse sources and gut microbial compositions in experimental design. Moreover, we highlight potential functional roles that gut microbes play in host-indomethacin interactions.
{"title":"Commercially Purchased and In-House Bred C57BL/6 Mice with Different Gut Microbiota Exhibit Distinct Indomethacin-Induced Toxicities.","authors":"Jianan Zhang, Rose Viguna Thomas Backet, Josh J Sekela, Meredith J Zeller, Rani S Sellers, Matthew R Redinbo, Ajay S Gulati, Aadra P Bhatt","doi":"10.1080/29933935.2025.2585683","DOIUrl":"10.1080/29933935.2025.2585683","url":null,"abstract":"<p><p>Non-steroidal anti-inflammatory drug (NSAID)-induced toxicities are a significant clinical problem, yet the factors influencing these outcomes remain incompletely understood. Here, we investigated the impact of mouse vendor on indomethacin-induced injury using C57BL/6 mice from different breeding facilities (in-house \"Tar Heel\" and commercial Charles River). We found that Tar Heel mice exhibited significantly enhanced susceptibility to indomethacin toxicity, characterized by greater body weight loss, increased ileal ulceration, elevated fecal lipocalin-2 levels, and higher goblet cell numbers in ileum compared to Charles River mice. Importantly, whole genome metagenomic analysis revealed distinct baseline gut microbiomes between the two types of mice. Notably, Tar Heel mice showed higher abundances of β-glucuronidase (GUS)-producing bacteria, particularly those expressing Loop-1 GUS enzymes, and elevated levels of mucolytic enzyme-encoding bacteria. These differences suggest that enhanced indomethacin toxicity observed in Tar Heel mice may be related to functional changes in their gut microbiome, which may predispose to an exaggerated response to NSAID exposure. Together, our findings demonstrate that vendor-specific differences significantly influence NSAID-induced intestinal toxicity and highlight the importance of considering mouse sources and gut microbial compositions in experimental design. Moreover, we highlight potential functional roles that gut microbes play in host-indomethacin interactions.</p>","PeriodicalId":519879,"journal":{"name":"Gut microbes reports","volume":"2 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12807540/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146000282","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-01Epub Date: 2025-01-26DOI: 10.1080/29933935.2025.2454002
Chang H Kim
Metabolites from gut microbes have a wide range of functions within the host body. One important function of these metabolites is to either positively or negatively control CD8+ cytotoxic T lymphocytes (CTLs), which can kill cancer and virus-infected cells. In healthy conditions, gut microbes produce a mixture of metabolites that promote CTL activity but also suppress excessive inflammatory responses. However, gut microbial dysbiosis occurs in patients with cancer, and this leads to changes in the production of gut microbial metabolites that can suppress CTL activity, promote inflammatory responses, and/or aid cancer growth. Decreased levels of CTL-promoting metabolites such as short-chain fatty acids, indole metabolites and polyamines but increased levels of CTL-suppressing metabolites, such as certain bile acids along with oncogenic metabolites, have been observed in patients with cancer. This review summarizes the altered production of major microbial metabolites in patients with cancer and discusses the impact of these changes on anti-cancer CTL responses.
{"title":"Functional regulation of cytotoxic T cells by gut microbial metabolites.","authors":"Chang H Kim","doi":"10.1080/29933935.2025.2454002","DOIUrl":"10.1080/29933935.2025.2454002","url":null,"abstract":"<p><p>Metabolites from gut microbes have a wide range of functions within the host body. One important function of these metabolites is to either positively or negatively control CD8<sup>+</sup> cytotoxic T lymphocytes (CTLs), which can kill cancer and virus-infected cells. In healthy conditions, gut microbes produce a mixture of metabolites that promote CTL activity but also suppress excessive inflammatory responses. However, gut microbial dysbiosis occurs in patients with cancer, and this leads to changes in the production of gut microbial metabolites that can suppress CTL activity, promote inflammatory responses, and/or aid cancer growth. Decreased levels of CTL-promoting metabolites such as short-chain fatty acids, indole metabolites and polyamines but increased levels of CTL-suppressing metabolites, such as certain bile acids along with oncogenic metabolites, have been observed in patients with cancer. This review summarizes the altered production of major microbial metabolites in patients with cancer and discusses the impact of these changes on anti-cancer CTL responses.</p>","PeriodicalId":519879,"journal":{"name":"Gut microbes reports","volume":"2 1","pages":"1-16"},"PeriodicalIF":0.0,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11922538/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143672175","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-07-17DOI: 10.1080/29933935.2024.2376543
G.W. Tannock
{"title":"Scoring Microbiota Function: A Proposal to Use Features of Evolutionary, Symbiotic Innovation to Recognize a “Healthy” Human Gut Microbiota","authors":"G.W. Tannock","doi":"10.1080/29933935.2024.2376543","DOIUrl":"https://doi.org/10.1080/29933935.2024.2376543","url":null,"abstract":"","PeriodicalId":519879,"journal":{"name":"Gut microbes reports","volume":" 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141831288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-07DOI: 10.1080/29933935.2024.2339270
Manish Kushwaha, Vanditha Nukala, Akhilesh Kumar Singh, G. Makharia, Anand Mohan, Anil Kumar, N. Dalal
{"title":"Emerging implications of bacterial biofilm in cancer biology: Recent updates and major perspectives","authors":"Manish Kushwaha, Vanditha Nukala, Akhilesh Kumar Singh, G. Makharia, Anand Mohan, Anil Kumar, N. Dalal","doi":"10.1080/29933935.2024.2339270","DOIUrl":"https://doi.org/10.1080/29933935.2024.2339270","url":null,"abstract":"","PeriodicalId":519879,"journal":{"name":"Gut microbes reports","volume":"112 4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141002843","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Quantitative Distribution Profile of Cadmium and Lead in Different Organs of Rats and Mitigation of their Accumulation Through Probiotic Treatment","authors":"Omprakash Omprakash, Rohit Kumar, Prashant Singh, Poonam Devi, Anuj Malik, Nitin Mahal","doi":"10.1080/29933935.2024.2313299","DOIUrl":"https://doi.org/10.1080/29933935.2024.2313299","url":null,"abstract":"","PeriodicalId":519879,"journal":{"name":"Gut microbes reports","volume":"10 4","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141019868","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-05-02DOI: 10.1080/29933935.2024.2332988
Mauricio Molinas-Vera, Gonzalo Ferreira-Sanabria, Pablo Peña, Walter J. Sandoval-Espinola
{"title":"THE PARAGUAYAN GUT MICROBIOME CONTAINS HIGH ABUNDANCE OF THE PHYLUM ACTINOBACTERIOTA AND REVEALS THE INFLUENCE OF HEALTH AND LIFESTYLE FACTORS","authors":"Mauricio Molinas-Vera, Gonzalo Ferreira-Sanabria, Pablo Peña, Walter J. Sandoval-Espinola","doi":"10.1080/29933935.2024.2332988","DOIUrl":"https://doi.org/10.1080/29933935.2024.2332988","url":null,"abstract":"","PeriodicalId":519879,"journal":{"name":"Gut microbes reports","volume":"14 7","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141021396","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-01-01Epub Date: 2024-08-20DOI: 10.1080/29933935.2024.2378067
Rachel L Fitzjerrells, Nicholas J Ollberding, Ashutosh K Mangalam
The microbiome, a complex micro-ecosystem, helps the host with various vital physiological processes. Alterations of the microbiome (dysbiosis) have been linked with several diseases, and generally, differential abundance testing between the healthy and patient groups is performed to identify important bacteria. However, providing a singular species of bacteria to an individual as treatment has not been as successful as fecal microbiota transplant therapy, where the entire microbiome of a healthy individual is transferred. These observations suggest that a combination of bacteria might be crucial for the beneficial effects. Here we provide the framework to utilize topic modeling, an unsupervised machine learning approach, to identify a community of bacteria related to health or disease. Specifically, we used our previously published gut microbiome data of patients with multiple sclerosis (MS), a neurodegenerative disease linked to a dysbiotic gut microbiome. We identified communities of bacteria associated with MS, including genera previously discovered, but also others that would have been overlooked by differential abundance testing. This method can be a useful tool for analyzing the microbiome, and it should be considered along with the commonly utilized differential abundance tests to better understand the role of the gut microbiome in health and disease.
{"title":"Looking at the full picture, using topic modeling to observe microbiome communities associated with disease.","authors":"Rachel L Fitzjerrells, Nicholas J Ollberding, Ashutosh K Mangalam","doi":"10.1080/29933935.2024.2378067","DOIUrl":"10.1080/29933935.2024.2378067","url":null,"abstract":"<p><p>The microbiome, a complex micro-ecosystem, helps the host with various vital physiological processes. Alterations of the microbiome (dysbiosis) have been linked with several diseases, and generally, differential abundance testing between the healthy and patient groups is performed to identify important bacteria. However, providing a singular species of bacteria to an individual as treatment has not been as successful as fecal microbiota transplant therapy, where the entire microbiome of a healthy individual is transferred. These observations suggest that a combination of bacteria might be crucial for the beneficial effects. Here we provide the framework to utilize topic modeling, an unsupervised machine learning approach, to identify a community of bacteria related to health or disease. Specifically, we used our previously published gut microbiome data of patients with multiple sclerosis (MS), a neurodegenerative disease linked to a dysbiotic gut microbiome. We identified communities of bacteria associated with MS, including genera previously discovered, but also others that would have been overlooked by differential abundance testing. This method can be a useful tool for analyzing the microbiome, and it should be considered along with the commonly utilized differential abundance tests to better understand the role of the gut microbiome in health and disease.</p>","PeriodicalId":519879,"journal":{"name":"Gut microbes reports","volume":"1 1","pages":"1-11"},"PeriodicalIF":0.0,"publicationDate":"2024-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11340690/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142057817","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}