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Dedon LR, Yuan H, Chi J, Gu H, Arias AJ, Covault JM, Zhou Y. Baseline gut microbiome and metabolites are correlated with changes in alcohol consumption in participants in a randomized Zonisamide clinical trial. Sci Rep 2025; 15:10486. [PMID: 40140641 PMCID: PMC11947209 DOI: 10.1038/s41598-025-92313-0] [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: 10/22/2024] [Accepted: 02/26/2025] [Indexed: 03/28/2025] Open
Abstract
Development and severity of alcohol use disorder (AUD) has been linked to variations in gut microbiota and their associated metabolites in both animal and human studies. However, the involvement of the gut microbiome in alcohol consumption of individuals with AUD undergoing treatment remains unclear. To address this, stool samples (n = 32) were collected at screening (baseline) and trial completion from a double-blind, placebo-controlled trial of zonisamide in individuals with AUD. Alcohol consumption was measured both at baseline and endpoint of 16-week trial period. Fecal microbiome was analyzed via 16 S rRNA sequencing and metabolome via untargeted LC-MS. Both sex (p = 0.003) and psychotropic medication usage (p = 0.025) are associated with baseline microbiome composition. The relative abundance of 11 genera at baseline was correlated with percent drinking reduction (p.adj < 0.1). Overall microbiome community structure at baseline differed between high and low reducers of alcohol drinking (67-100% and 0-33% drinking reduction, respectively; p = 0.034). A positive relationship between baseline fecal GABA levels and percent drinking reduction (R = 0.43, p.adj < 0.07) was identified by microbiome function prediction and confirmed by ELISA and metabolomics. Metabolomics analysis also found 3-hydroxykynurenine, a neurotoxic intermediate metabolite of tryptophan, was negatively correlated with drinking reduction (p.adj = 0.047), and was over-represented in low reducers. These findings highlight importance of baseline microbiome and amino acid metabolites in drinking reduction in AUD participants undergoing zonisamide treatment. It may hold significant value as a predictive tool in clinical settings to better personalize intervention and improve reduction in alcohol consumption in future.
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Affiliation(s)
- Liv R Dedon
- Calhoun Cardiology Center, UConn School of Medicine, Farmington, CT, 06030, USA
- Department of Medicine, UConn School of Medicine, 263 Farmington Avenue, Farmington, CT, 06030-L3080, 860-679-6379, USA
| | - Hanshu Yuan
- Department of Medicine, UConn School of Medicine, 263 Farmington Avenue, Farmington, CT, 06030-L3080, 860-679-6379, USA
| | - Jinhua Chi
- Arizona Metabolomics Laboratory, College of Health Solutions, Arizona State University, Phoenix, AZ, 85004, USA
| | - Haiwei Gu
- Arizona Metabolomics Laboratory, College of Health Solutions, Arizona State University, Phoenix, AZ, 85004, USA
| | - Albert J Arias
- Department of Psychiatry, Virginia Commonwealth University School of Medicine, Richmond, VA, 23233, USA
| | - Jonathan M Covault
- Department of Psychiatry, UConn School of Medicine, Farmington, CT, 06030, USA
| | - Yanjiao Zhou
- Department of Medicine, UConn School of Medicine, 263 Farmington Avenue, Farmington, CT, 06030-L3080, 860-679-6379, USA.
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Loddo F, Laganà P, Rizzo CE, Calderone SM, Romeo B, Venuto R, Maisano D, Fedele F, Squeri R, Nicita A, Nirta A, Genovese G, Bartucciotto L, Genovese C. Intestinal Microbiota and Vaccinations: A Systematic Review of the Literature. Vaccines (Basel) 2025; 13:306. [PMID: 40266208 DOI: 10.3390/vaccines13030306] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2025] [Revised: 03/04/2025] [Accepted: 03/05/2025] [Indexed: 04/24/2025] Open
Abstract
Background: Vaccination constitutes a low-cost, safe, and efficient public health measure that can help prevent the spread of infectious diseases and benefit the community. The fact that vaccination effectiveness varies among populations, and that the causes of this are still unclear, indicates that several factors are involved and should be thoroughly examined. The "intestinal microbiota" is the most crucial of these elements. Numerous clinical studies demonstrate the intestinal microbiota's significance in determining the alleged "immunogenicity" and efficacy of vaccines. This systematic review aimed to review all relevant scientific literature and highlight the role of intestinal microbiota in COVID-19, Salmonella typhi, Vibrio cholerae, and rotavirus vaccinations. Materials and Methods: The MESH terms "vaccines" and "microbiota" were used to search the major scientific databases PubMed, SciVerse Scopus, Web of Knowledge, and the Cochrane Central Register of Controlled Clinical Trials. Results: Between February 2024 and October 2024, the analysis was conducted using electronic databases, yielding a total of 235 references. Finally, 24 RCTs were chosen after meeting all inclusion criteria: eight studies of COVID-19, two studies of Salmonella typhi, three studies of Vibrio cholerae, and eleven studies of rotavirus. Only six of these demonstrated good study quality with a Jadad score of three or four. Conclusions: According to the review's results, the intestinal microbiota surely plays a role in vaccinations' enhanced immunogenicity, especially in younger people. As it is still unclear what mechanisms underlie this effect, more research is needed to better understand the role of the intestinal microbiota.
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Affiliation(s)
- Francesco Loddo
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Pasqualina Laganà
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Caterina Elisabetta Rizzo
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Serena Maria Calderone
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Bruno Romeo
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Roberto Venuto
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Daniele Maisano
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Francesco Fedele
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Raffaele Squeri
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Alessandro Nicita
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Antonio Nirta
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Giovanni Genovese
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Linda Bartucciotto
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
| | - Cristina Genovese
- Department of Biomedical, Dental and Morphological and Functional Imaging Sciences, University of Messina, 98122 Messina, Italy
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Rossouw C, Ryan FJ, Lynn DJ. The role of the gut microbiota in regulating responses to vaccination: current knowledge and future directions. FEBS J 2025; 292:1480-1499. [PMID: 39102299 PMCID: PMC11927049 DOI: 10.1111/febs.17241] [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: 04/04/2024] [Revised: 06/13/2024] [Accepted: 07/24/2024] [Indexed: 08/07/2024]
Abstract
Antigen-specific B and T cell responses play a critical role in vaccine-mediated protection against infectious diseases, but these responses are highly variable between individuals and vaccine immunogenicity is frequently sub-optimal in infants, the elderly and in people living in low- and middle-income countries. Although many factors such as nutrition, age, sex, genetics, environmental exposures, and infections may all contribute to variable vaccine immunogenicity, mounting evidence indicates that the gut microbiota is an important and targetable factor shaping optimal immune responses to vaccination. In this review, we discuss evidence from human, preclinical and experimental studies supporting a role for a healthy gut microbiota in mediating optimal vaccine immunogenicity, including the immunogenicity of COVID-19 vaccines. Furthermore, we provide an overview of the potential mechanisms through which this could occur and discuss strategies that could be used to target the microbiota to boost vaccine immunogenicity where it is currently sub-optimal.
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Affiliation(s)
- Charné Rossouw
- Precision MedicineSouth Australian Health and Medical Research Institute (SAHMRI)AdelaideAustralia
- Flinders Health and Medical Research InstituteFlinders UniversityBedford ParkAustralia
| | - Feargal J. Ryan
- Precision MedicineSouth Australian Health and Medical Research Institute (SAHMRI)AdelaideAustralia
- Flinders Health and Medical Research InstituteFlinders UniversityBedford ParkAustralia
| | - David J. Lynn
- Precision MedicineSouth Australian Health and Medical Research Institute (SAHMRI)AdelaideAustralia
- Flinders Health and Medical Research InstituteFlinders UniversityBedford ParkAustralia
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Ardura-Garcia C, Curtis N, Zimmermann P. Systematic review of the impact of intestinal microbiota on vaccine responses. NPJ Vaccines 2024; 9:254. [PMID: 39706841 DOI: 10.1038/s41541-024-01000-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2024] [Accepted: 10/17/2024] [Indexed: 12/23/2024] Open
Abstract
The intestinal microbiota plays a critical role in host immunity and might contribute to the significant variation between individuals' vaccine responses. A systematic search was done using MEDLINE and Embase to identify original human studies investigating the association between intestinal microbiota composition and humoral and cellular vaccine responses. In total, 30 publications (26 studies, 14 in infants, 12 in adults), were included. Of these, 26 publications found an association between intestinal microbiota composition and vaccine responses. A beneficial effect of Actynomycetota (particularly Bifidobacterium) and a detrimental effect of Pseudomonadota (particularly Gammaproteobacteria) were observed across studies. Study designs were highly heterogenous, with variation in vaccine type, outcome measure, timing of stool analysis and analysis methods. Overall, studies support the concept that the composition of the intestinal microbiota influences vaccine responses. Further adequately powered studies are needed to confirm this association and inform potential microbiota-targeted interventions to optimise vaccine responses.
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Affiliation(s)
- Cristina Ardura-Garcia
- Department of Paediatrics, Fribourg Hospital, Fribourg, Switzerland
- Cambodia Oxford Medical Research Unit, Angkor Hospital for Children, Siem Reap, Cambodia
| | - Nigel Curtis
- Department of Paediatrics, The University of Melbourne, Parkville, VIC, Australia
- Infectious Diseases Research Group, Murdoch Children's Research Institute, Parkville, VIC, Australia
- Infectious Diseases Unit, The Royal Children's Hospital Melbourne, Parkville, VIC, Australia
| | - Petra Zimmermann
- Department of Paediatrics, Fribourg Hospital, Fribourg, Switzerland.
- Department of Paediatrics, The University of Melbourne, Parkville, VIC, Australia.
- Infectious Diseases Research Group, Murdoch Children's Research Institute, Parkville, VIC, Australia.
- Department for Community Health, Faculty of Science and Medicine, University of Fribourg, Fribourg, Switzerland.
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Liu L, He X, Wang J, Li M, Wei X, Yang J, Cheng G, Du W, Liu Z, Xiao X. Exploring the associations between gut microbiota composition and SARS-CoV-2 inactivated vaccine response in mice with type 2 diabetes mellitus. mSphere 2024; 9:e0038024. [PMID: 39189780 PMCID: PMC11423585 DOI: 10.1128/msphere.00380-24] [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: 05/07/2024] [Accepted: 07/26/2024] [Indexed: 08/28/2024] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) vaccination is crucial for protecting vulnerable individuals, yet individuals with type 2 diabetes mellitus (T2DM) often exhibit impaired vaccine responses. Emerging evidence suggests that the composition of the host microbiota, crucial in immune regulation and development, influences vaccine efficacy. This study aimed to characterize the relationships between the SARS-CoV-2 inactivated vaccine and the host microbiota (specifically, gut and lung microbiota) of C57BL/6 mice with T2DM. Employing 16S rRNA metagenomic sequencing and ultra-high-performance liquid chromatography-mass spectrometry, we observed lower alpha diversity and distinct beta diversity in fecal microbiota before vaccination and in gut microbiota 28 days post-vaccination between T2DM mice and healthy mice. Compared with healthy mice, T2DM mice showed a higher Firmicutes/Bacteroidetes ratio 28 days post-vaccination. Significant alterations in gut microbiota composition were detected following vaccination, while lung microbiota remained unchanged. T2DM was associated with a diminished initial IgG antibody response against the spike protein, which subsequently normalized after 28 days. Notably, the initial IgG response positively correlated with fecal microbiota alpha diversity pre-vaccination. Furthermore, after 28 days, increased relative abundance of gut probiotics (Bifidobacterium and Lactobacillus) and higher levels of the gut bacterial tryptophan metabolite, indole acrylic acid, were positively associated with IgG levels. These findings suggest a potential link between vaccine efficacy and gut microbiota composition. Nonetheless, further research is warranted to elucidate the precise mechanisms underlying the impact of the gut microbiome on vaccine response. Overall, this study enhances our understanding of the intricate relationships among host microbiota, SARS-CoV-2 vaccination, and T2DM, with potential implications for improving vaccine efficacy. IMPORTANCE Over 7 million deaths attributed to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) by 6 May 2024 underscore the urgent need for effective vaccination strategies. However, individuals with type 2 diabetes mellitus (T2DM) have been identified as particularly vulnerable and display compromised immune responses to vaccines. Concurrently, increasing evidence suggests that the composition and diversity of gut microbiota, crucial regulators of immune function, may influence the efficacy of vaccines. Against this backdrop, our study explores the complex interplay among SARS-CoV-2 inactivated vaccination, T2DM, and host microbiota. We discover that T2DM compromises the initial immune response to the SARS-CoV-2 inactivated vaccine, and this response is positively correlated with specific features of the gut microbiota, such as alpha diversity. We also demonstrate that the vaccination itself induces alterations in the composition and structure of the gut microbiota. These findings illuminate potential links between the gut microbiota and vaccine efficacy in individuals with T2DM, offering valuable insights that could enhance vaccine responses in this high-risk population.
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Affiliation(s)
- Long Liu
- Department of Pathogen Biology, School of Basic Medical Sciences, Renmin Hospital, Hubei University of Medicine, Shiyan, China
- Institute of Virology, Shiyan Key Laboratory of Virology, Hubei University of Medicine, Shiyan, China
- Hubei Key Laboratory of Embryonic Stem Cell Research, Hubei University of Medicine, Shiyan, China
| | - Xianzhen He
- Department of Pathogen Biology, School of Basic Medical Sciences, Renmin Hospital, Hubei University of Medicine, Shiyan, China
- Department of Children's Medical Center, Renmin Hospital, Hubei University of Medicine, Shiyan, China
| | - Jiaqi Wang
- Department of Pathogen Biology, School of Basic Medical Sciences, Renmin Hospital, Hubei University of Medicine, Shiyan, China
| | - Moran Li
- Department of Pathogen Biology, School of Basic Medical Sciences, Renmin Hospital, Hubei University of Medicine, Shiyan, China
| | - Xiuli Wei
- Department of Pathogen Biology, School of Basic Medical Sciences, Renmin Hospital, Hubei University of Medicine, Shiyan, China
| | - Jing Yang
- Department of Pathogen Biology, School of Basic Medical Sciences, Renmin Hospital, Hubei University of Medicine, Shiyan, China
| | - Gong Cheng
- New Cornerstone Science Laboratory, Tsinghua-Peking Joint Center for Life Sciences, School of Basic Medical Sciences, Tsinghua University, Beijing, China
| | - Weixing Du
- Department of Pathogen Biology, School of Basic Medical Sciences, Renmin Hospital, Hubei University of Medicine, Shiyan, China
- Institute of Virology, Shiyan Key Laboratory of Virology, Hubei University of Medicine, Shiyan, China
| | - Zhixin Liu
- Department of Pathogen Biology, School of Basic Medical Sciences, Renmin Hospital, Hubei University of Medicine, Shiyan, China
- Institute of Virology, Shiyan Key Laboratory of Virology, Hubei University of Medicine, Shiyan, China
- Hubei Key Laboratory of Embryonic Stem Cell Research, Hubei University of Medicine, Shiyan, China
| | - Xiao Xiao
- Department of Pathogen Biology, School of Basic Medical Sciences, Renmin Hospital, Hubei University of Medicine, Shiyan, China
- Institute of Virology, Shiyan Key Laboratory of Virology, Hubei University of Medicine, Shiyan, China
- Hubei Key Laboratory of Embryonic Stem Cell Research, Hubei University of Medicine, Shiyan, China
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Page L, Dennehy K, Mueller K, Girl P, Loell E, Buijze H, Classen JM, Messmann H, Roemmele C, Hoffmann R, Wurster S, Fuchs A. Antigen-specific T helper cells and cytokine profiles predict intensity and longevity of cellular and humoral responses to SARS-CoV-2 booster vaccination. Front Immunol 2024; 15:1423766. [PMID: 39267758 PMCID: PMC11390417 DOI: 10.3389/fimmu.2024.1423766] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Accepted: 08/09/2024] [Indexed: 09/15/2024] Open
Abstract
Introduction Pre-existent pools of coronavirus-specific or cross-reactive T cells were shown to shape the development of cellular and humoral immune responses after primary mRNA vaccination against SARS-CoV-2. However, the cellular determinants of responses to booster vaccination remain incompletely understood. Therefore, we phenotypically and functionally characterized spike antigen-specific T helper (Th) cells in healthy, immunocompetent individuals and correlated the results with cellular and humoral immune responses to BNT162b2 booster vaccination over a six-month period. Methods Blood of 30 healthy healthcare workers was collected before, 1, 3, and 6 months after their 3rd BNT162b2 vaccination. Whole blood was stimulated with spike peptides and analyzed using flow cytometry, a 13-plex cytokine assay, and nCounter-based transcriptomics. Results Spike-specific IgG levels at 1 month after booster vaccination correlated with pre-existing CD154+CD69+IFN-γ+CD4+ effector memory cells as well as spike-induced IL-2 and IL-17A secretion. Early post-booster (1-month) spike IgG levels (r=0.49), spike-induced IL‑2 (r=0.58), and spike-induced IFN‑γ release (r=0.43) correlated moderately with their respective long-term (6-month) responses. Sustained robust IgG responses were significantly associated with S-specific (CD69+±CD154+±IFN-γ+) Th-cell frequencies before booster vaccination (p=0.038), especially double/triple-positive type-1 Th cells. Furthermore, spike IgG levels, spike-induced IL‑2 release, and spike-induced IFN‑γ release after 6 months were significantly associated with increased IL‑2 & IL‑4, IP‑10 & MCP1, and IFN‑γ & IP‑10 levels at 1 month post-booster, respectively. On the transcriptional level, induction of pathways associated with both T-cell proliferation and antigen presentation was indicative of sustained spike-induced cytokine release and spike-specific IgG production 6 months post-booster. Using support vector machine models, pre-booster spike-specific T-cell frequencies and early post-booster cytokine responses predicted sustained (6-month) responses with F1 scores of 0.80-1.00. Discussion In summary, spike-specific Th cells and T-cellular cytokine signatures present before BNT162b2 booster vaccination shape sustained adaptive cellular and humoral responses post-booster. Functional T-cell assays might facilitate early identification of potential non-responders.
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Affiliation(s)
- Lukas Page
- Institute for Laboratory Medicine and Microbiology, University Hospital of Augsburg, Augsburg, Germany
| | - Kevin Dennehy
- Institute for Laboratory Medicine and Microbiology, University Hospital of Augsburg, Augsburg, Germany
| | | | - Philipp Girl
- Bundeswehr Institute of Microbiology, Munich, Germany
- Central Institute of the Bundeswehr Medical Service, Munich, Germany
- Institute for Infectious Diseases and Zoonoses, Department of Veterinary Sciences, Faculty of Veterinary Medicine, Ludwig Maximilians University Munich, Munich, Germany
| | - Eva Loell
- Institute for Laboratory Medicine and Microbiology, University Hospital of Augsburg, Augsburg, Germany
| | - Hellen Buijze
- Institute for Laboratory Medicine and Microbiology, University Hospital of Augsburg, Augsburg, Germany
| | - Johanna-Maria Classen
- Internal Medicine III - Gastroenterology and Infectious Diseases, University Hospital of Augsburg, Augsburg, Germany
| | - Helmut Messmann
- Internal Medicine III - Gastroenterology and Infectious Diseases, University Hospital of Augsburg, Augsburg, Germany
| | - Christoph Roemmele
- Internal Medicine III - Gastroenterology and Infectious Diseases, University Hospital of Augsburg, Augsburg, Germany
| | - Reinhard Hoffmann
- Institute for Laboratory Medicine and Microbiology, University Hospital of Augsburg, Augsburg, Germany
| | - Sebastian Wurster
- Department of Infectious Diseases, Infection Control, and Employee Health, The University of Texas MD Anderson Cancer Center, Houston, TX, United States
| | - Andre Fuchs
- Internal Medicine III - Gastroenterology and Infectious Diseases, University Hospital of Augsburg, Augsburg, Germany
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Wu L, Li Y, Chen S, Yang Y, Tang B, Weng M, Shen H, Chen J, Lai P. Widely Targeted Lipidomics and Microbiomics Perspectives Reveal the Mechanism of Auricularia auricula Polysaccharide's Effect of Regulating Glucolipid Metabolism in High-Fat-Diet Mice. Foods 2024; 13:2743. [PMID: 39272508 PMCID: PMC11395039 DOI: 10.3390/foods13172743] [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: 07/19/2024] [Revised: 08/19/2024] [Accepted: 08/27/2024] [Indexed: 09/15/2024] Open
Abstract
The role of Auricularia auricula polysaccharide (AP) in the regulation of glycolipid metabolism was investigated using a high-fat-diet-induced hyperlipidemic mouse model. In a further step, its potential mechanism of action was investigated using microbiome analysis and widely targeted lipidomics. Compared to high-fat mice, dietary AP supplementation reduced body weight by 13.44%, liver index by 21.30%, epididymal fat index by 50.68%, fasting blood glucose (FBG) by 14.27%, serum total cholesterol (TC) by 20.30%, serum total triglycerides (TGs) by 23.81%, liver non-esterified fatty acid (NEFA) by 20.83%, liver TGs by 20.00%, and liver malondialdehyde (MDA) by 21.05%, and increased liver glutathione oxidase (GSH-PX) activity by 52.24%, total fecal bile acid (TBA) by 46.21%, and fecal TG by 27.16%, which significantly regulated glucose and lipid metabolism. Microbiome analysis showed that AP significantly downregulated the abundance of the Desulfobacterota phylum, as well as the genii Desulfovibrio, Bilophila, and Oscillbacter in the cecum of hyperlipidemic mice, which are positively correlated with high lipid indexes, while it upregulated the abundance of the families Eubacterium_coprostanoligenes_group and Ruminococcaceae, as well as the genii Eubacterum_xylanophilum_group, Lachnospiraceae_NK4A136_group, Eubacterium_siraeum_group, and Parasutterella, which were negatively correlated with high lipid indexes. In addition, AP promoted the formation of SCFAs by 119.38%. Widely targeted lipidomics analysis showed that AP intervention regulated 44 biomarkers in metabolic pathways such as sphingolipid metabolism and the AGE-RAGE signaling pathway in the hyperlipidemic mice (of which 15 metabolites such as unsaturated fatty acids, phosphatidylserine, and phosphatidylethanolamine were upregulated, and 29 metabolites such as phosphatidylcholine, ceramide, carnitine, and phosphatidylinositol were downregulated), thereby correcting glucose and lipid metabolism disorders.
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Affiliation(s)
- Li Wu
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou 350003, China
- National R & D Center of Edible Fungi Processing, Fuzhou 350003, China
- Key Laboratory of Subtropical Characteristic Fruits, Vegetables and Edible Fungi Processing (Co-Construction by Ministry and Province), Ministry of Agriculture and Rural Affairs, Fuzhou 350003, China
- Fujian Province Key Laboratory of Agricultural Products (Food) Processing Technology, Fuzhou 350003, China
- Fujian Characteristic Agricultural Products Processing Technology and Economic Integration Service Platform, Fuzhou 350003, China
| | - Yibin Li
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou 350003, China
- National R & D Center of Edible Fungi Processing, Fuzhou 350003, China
- Key Laboratory of Subtropical Characteristic Fruits, Vegetables and Edible Fungi Processing (Co-Construction by Ministry and Province), Ministry of Agriculture and Rural Affairs, Fuzhou 350003, China
- Fujian Province Key Laboratory of Agricultural Products (Food) Processing Technology, Fuzhou 350003, China
- Fujian Characteristic Agricultural Products Processing Technology and Economic Integration Service Platform, Fuzhou 350003, China
| | - Shouhui Chen
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou 350003, China
- National R & D Center of Edible Fungi Processing, Fuzhou 350003, China
| | - Yanrong Yang
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou 350003, China
- National R & D Center of Edible Fungi Processing, Fuzhou 350003, China
| | - Baosha Tang
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou 350003, China
- National R & D Center of Edible Fungi Processing, Fuzhou 350003, China
- Key Laboratory of Subtropical Characteristic Fruits, Vegetables and Edible Fungi Processing (Co-Construction by Ministry and Province), Ministry of Agriculture and Rural Affairs, Fuzhou 350003, China
- Fujian Province Key Laboratory of Agricultural Products (Food) Processing Technology, Fuzhou 350003, China
- Fujian Characteristic Agricultural Products Processing Technology and Economic Integration Service Platform, Fuzhou 350003, China
| | - Minjie Weng
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou 350003, China
- National R & D Center of Edible Fungi Processing, Fuzhou 350003, China
- Key Laboratory of Subtropical Characteristic Fruits, Vegetables and Edible Fungi Processing (Co-Construction by Ministry and Province), Ministry of Agriculture and Rural Affairs, Fuzhou 350003, China
- Fujian Province Key Laboratory of Agricultural Products (Food) Processing Technology, Fuzhou 350003, China
- Fujian Characteristic Agricultural Products Processing Technology and Economic Integration Service Platform, Fuzhou 350003, China
| | - Hengsheng Shen
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou 350003, China
- National R & D Center of Edible Fungi Processing, Fuzhou 350003, China
| | - Junchen Chen
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou 350003, China
- National R & D Center of Edible Fungi Processing, Fuzhou 350003, China
- Key Laboratory of Subtropical Characteristic Fruits, Vegetables and Edible Fungi Processing (Co-Construction by Ministry and Province), Ministry of Agriculture and Rural Affairs, Fuzhou 350003, China
- Fujian Province Key Laboratory of Agricultural Products (Food) Processing Technology, Fuzhou 350003, China
- Fujian Characteristic Agricultural Products Processing Technology and Economic Integration Service Platform, Fuzhou 350003, China
| | - Pufu Lai
- Institute of Food Science and Technology, Fujian Academy of Agricultural Sciences, Fuzhou 350003, China
- National R & D Center of Edible Fungi Processing, Fuzhou 350003, China
- Key Laboratory of Subtropical Characteristic Fruits, Vegetables and Edible Fungi Processing (Co-Construction by Ministry and Province), Ministry of Agriculture and Rural Affairs, Fuzhou 350003, China
- Fujian Province Key Laboratory of Agricultural Products (Food) Processing Technology, Fuzhou 350003, China
- Fujian Characteristic Agricultural Products Processing Technology and Economic Integration Service Platform, Fuzhou 350003, China
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Liu Y, Zhou J, Yang Y, Chen X, Chen L, Wu Y. Intestinal Microbiota and Its Effect on Vaccine-Induced Immune Amplification and Tolerance. Vaccines (Basel) 2024; 12:868. [PMID: 39203994 PMCID: PMC11359036 DOI: 10.3390/vaccines12080868] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Revised: 07/22/2024] [Accepted: 07/24/2024] [Indexed: 09/03/2024] Open
Abstract
This review provides the potential of intestinal microbiota in vaccine design and application, exploring the current insights into the interplay between the intestinal microbiota and the immune system, with a focus on its intermediary function in vaccine efficacy. It summarizes families and genera of bacteria that are part of the intestinal microbiota that may enhance or diminish vaccine efficacy and discusses the foundational principles of vaccine sequence design and the application of gut microbial characteristics in vaccine development. Future research should further investigate the use of multi-omics technologies to elucidate the interactive mechanisms between intestinal microbiota and vaccine-induced immune responses, aiming to optimize and improve vaccine design.
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Affiliation(s)
- Yixin Liu
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu 610041, China;
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu 610041, China; (J.Z.); (L.C.)
| | - Jianfeng Zhou
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu 610041, China; (J.Z.); (L.C.)
| | - Yushang Yang
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu 610041, China; (J.Z.); (L.C.)
| | - Xiangzheng Chen
- Department of Liver Surgery & Liver Transplantation, West China Hospital, Sichuan University, Chengdu 610041, China;
| | - Longqi Chen
- Department of Thoracic Surgery, West China Hospital, Sichuan University, Chengdu 610041, China; (J.Z.); (L.C.)
| | - Yangping Wu
- Department of Pulmonary and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu 610041, China;
- State Key Laboratory of Respiratory Health and Multimorbidity, West China Hospital, Chengdu 610041, China
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Tanihiro R, Yuki M, Sakano K, Sasai M, Sawada D, Ebihara S, Hirota T. Effects of Heat-Treated Lactobacillus helveticus CP790-Fermented Milk on Gastrointestinal Health in Healthy Adults: A Randomized Double-Blind Placebo-Controlled Trial. Nutrients 2024; 16:2191. [PMID: 39064634 PMCID: PMC11280423 DOI: 10.3390/nu16142191] [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: 06/24/2024] [Revised: 07/04/2024] [Accepted: 07/05/2024] [Indexed: 07/28/2024] Open
Abstract
Probiotic-fermented milk is commonly used to maintain intestinal health. However, the effects of heat-treated fermented milk, which does not contain live microorganisms, on intestinal function are not yet fully understood. This study aimed to investigate whether heat-treated Lactobacillus helveticus CP790-fermented milk affects fecal microbiota and gut health as a "postbiotic". A randomized, double-blind, placebo-controlled trial was conducted in healthy Japanese individuals aged 20-59 years with a tendency toward constipation. Participants consumed 100 mL of either the test beverage (n = 60) or placebo beverage (n = 60) for four weeks. The test beverages were prepared with heat-treated CP790-fermented milk, while the placebo beverages were prepared with nonfermented milk flavored with lactic acid. Fecal samples were analyzed using 16S rRNA gene sequencing. Constipation symptoms were assessed using defecation logs and the Patient Assessment of Constipation Symptoms (PAC-SYM) questionnaire. Mood state was also assessed using the Profile of Mood States 2 (POMS2) questionnaire to explore its potential as a "psychobiotic". Desulfobacterota were significantly decreased by CP790-fermented milk intake. PICRUSt2 analysis predicted a decrease in the proportion of genes involved in the sulfate reduction pathway following the consumption of CP790-fermented milk. The CP790-fermented milk intervention significantly improved stool consistency and straining during defecation. These improvements were correlated with a decrease in Desulfobacterota. After the intervention, overall mood, expressed as total mood disturbance, and depression-dejection were significantly better in the CP790 group than in the placebo group. These results suggest that the intake of CP790-fermented milk could be effective in modulating gut microbiota and improving constipation symptoms and mood states.
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Affiliation(s)
- Reiko Tanihiro
- Core Technology Laboratories, Asahi Quality and Innovations, Ltd., Moriya 302-0106, Japan; (M.Y.); (K.S.); (M.S.); (D.S.); (T.H.)
| | - Masahiro Yuki
- Core Technology Laboratories, Asahi Quality and Innovations, Ltd., Moriya 302-0106, Japan; (M.Y.); (K.S.); (M.S.); (D.S.); (T.H.)
| | - Katsuhisa Sakano
- Core Technology Laboratories, Asahi Quality and Innovations, Ltd., Moriya 302-0106, Japan; (M.Y.); (K.S.); (M.S.); (D.S.); (T.H.)
| | - Masaki Sasai
- Core Technology Laboratories, Asahi Quality and Innovations, Ltd., Moriya 302-0106, Japan; (M.Y.); (K.S.); (M.S.); (D.S.); (T.H.)
| | - Daisuke Sawada
- Core Technology Laboratories, Asahi Quality and Innovations, Ltd., Moriya 302-0106, Japan; (M.Y.); (K.S.); (M.S.); (D.S.); (T.H.)
| | | | - Tatsuhiko Hirota
- Core Technology Laboratories, Asahi Quality and Innovations, Ltd., Moriya 302-0106, Japan; (M.Y.); (K.S.); (M.S.); (D.S.); (T.H.)
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10
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Qiu Y, Mo C, Chen L, Ye W, Chen G, Zhu T. Alterations in microbiota of patients with COVID-19: implications for therapeutic interventions. MedComm (Beijing) 2024; 5:e513. [PMID: 38495122 PMCID: PMC10943180 DOI: 10.1002/mco2.513] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 02/20/2024] [Accepted: 02/21/2024] [Indexed: 03/19/2024] Open
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) recently caused a global pandemic, resulting in more than 702 million people being infected and over 6.9 million deaths. Patients with coronavirus disease (COVID-19) may suffer from diarrhea, sleep disorders, depression, and even cognitive impairment, which is associated with long COVID during recovery. However, there remains no consensus on effective treatment methods. Studies have found that patients with COVID-19 have alterations in microbiota and their metabolites, particularly in the gut, which may be involved in the regulation of immune responses. Consumption of probiotics may alleviate the discomfort caused by inflammation and oxidative stress. However, the pathophysiological process underlying the alleviation of COVID-19-related symptoms and complications by targeting the microbiota remains unclear. In the current study, we summarize the latest research and evidence on the COVID-19 pandemic, together with symptoms of SARS-CoV-2 and vaccine use, with a focus on the relationship between microbiota alterations and COVID-19-related symptoms and vaccine use. This work provides evidence that probiotic-based interventions may improve COVID-19 symptoms by regulating gut microbiota and systemic immunity. Probiotics may also be used as adjuvants to improve vaccine efficacy.
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Affiliation(s)
- Yong Qiu
- Department of AnesthesiologyNational Clinical Research Center for Geriatrics and The Research Units of West China (2018RU012)West China HospitalSichuan UniversityChengduChina
- Laboratory of Anesthesia and Critical Care MedicineNational‐Local Joint Engineering Research Center of Translational Medicine of AnesthesiologyWest China HospitalSichuan UniversityChengduChina
| | - Chunheng Mo
- Key Laboratory of Birth Defects and Related Diseases of Women and Children of MOEState Key Laboratory of BiotherapyWest China Second University HospitalSichuan UniversityChengduChina
| | - Lu Chen
- Department of AnesthesiologyNational Clinical Research Center for Geriatrics and The Research Units of West China (2018RU012)West China HospitalSichuan UniversityChengduChina
- Laboratory of Anesthesia and Critical Care MedicineNational‐Local Joint Engineering Research Center of Translational Medicine of AnesthesiologyWest China HospitalSichuan UniversityChengduChina
| | - Wanlin Ye
- Department of AnesthesiologyNational Clinical Research Center for Geriatrics and The Research Units of West China (2018RU012)West China HospitalSichuan UniversityChengduChina
- Laboratory of Anesthesia and Critical Care MedicineNational‐Local Joint Engineering Research Center of Translational Medicine of AnesthesiologyWest China HospitalSichuan UniversityChengduChina
| | - Guo Chen
- Department of AnesthesiologyNational Clinical Research Center for Geriatrics and The Research Units of West China (2018RU012)West China HospitalSichuan UniversityChengduChina
- Laboratory of Anesthesia and Critical Care MedicineNational‐Local Joint Engineering Research Center of Translational Medicine of AnesthesiologyWest China HospitalSichuan UniversityChengduChina
| | - Tao Zhu
- Department of AnesthesiologyNational Clinical Research Center for Geriatrics and The Research Units of West China (2018RU012)West China HospitalSichuan UniversityChengduChina
- Laboratory of Anesthesia and Critical Care MedicineNational‐Local Joint Engineering Research Center of Translational Medicine of AnesthesiologyWest China HospitalSichuan UniversityChengduChina
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11
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Zhang LN, Tan JT, Ng HY, Liao YS, Zhang RQ, Chan KH, Hung IFN, Lam TTY, Cheung KS. Association between Gut Microbiota Composition and Long-Term Vaccine Immunogenicity following Three Doses of CoronaVac. Vaccines (Basel) 2024; 12:365. [PMID: 38675747 PMCID: PMC11055114 DOI: 10.3390/vaccines12040365] [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: 02/20/2024] [Revised: 03/15/2024] [Accepted: 03/25/2024] [Indexed: 04/28/2024] Open
Abstract
BACKGROUND Neutralizing antibody level wanes with time after COVID-19 vaccination. We aimed to study the relationship between baseline gut microbiota and immunogenicity after three doses of CoronaVac. METHODS This was a prospective cohort study recruiting three-dose CoronaVac recipients from two centers in Hong Kong. Blood samples were collected at baseline and one year post-first dose for virus microneutralization (vMN) assays to determine neutralization titers. The primary outcome was high immune response (defined as with vMN titer ≥ 40). Shotgun DNA metagenomic sequencing of baseline fecal samples identified potential bacterial species and metabolic pathways using Linear Discriminant Analysis Effect Size (LEfSe) analysis. Univariate and multivariable logistic regression models were used to identify high response predictors. RESULTS In total, 36 subjects were recruited (median age: 52.7 years [IQR: 47.9-56.4]; male: 14 [38.9%]), and 18 had low immune response at one year post-first dose vaccination. Eubacterium rectale (log10LDA score = 4.15, p = 0.001; relative abundance of 1.4% vs. 0, p = 0.002), Collinsella aerofaciens (log10LDA score = 3.31, p = 0.037; 0.39% vs. 0.18%, p = 0.038), and Streptococcus salivarius (log10LDA score = 2.79, p = 0.021; 0.05% vs. 0.02%, p = 0.022) were enriched in low responders. The aOR of high immune response with E. rectale, C. aerofaciens, and S. salivarius was 0.03 (95% CI: 9.56 × 10-4-0.32), 0.03 (95% CI: 4.47 × 10-4-0.59), and 10.19 (95% CI: 0.81-323.88), respectively. S. salivarius had a positive correlation with pathways enriched in high responders like incomplete reductive TCA cycle (log10LDA score = 2.23). C. aerofaciens similarly correlated with amino acid biosynthesis-related pathways. These pathways all showed anti-inflammation functions. CONCLUSION E. rectale,C. aerofaciens, and S. salivarius correlated with poorer long-term immunogenicity following three doses of CoronaVac.
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Affiliation(s)
- Li-Na Zhang
- Department of Medicine, School of Clinical Medicine, The University of Hong Kong, Queen Mary Hospital, Hong Kong
| | - Jing-Tong Tan
- Department of Medicine, School of Clinical Medicine, The University of Hong Kong, Queen Mary Hospital, Hong Kong
| | - Ho-Yu Ng
- School of Clinical Medicine, The University of Hong Kong, Hong Kong
| | - Yun-Shi Liao
- State Key Laboratory of Emerging Infectious Diseases, School of Public Health, The University of Hong Kong, Hong Kong
- Centre for Immunology & Infection Limited, 17W Hong Kong Science & Technology Parks, Hong Kong
| | - Rui-Qi Zhang
- Department of Medicine, School of Clinical Medicine, The University of Hong Kong, Queen Mary Hospital, Hong Kong
| | - Kwok-Hung Chan
- Centre for Immunology & Infection Limited, 17W Hong Kong Science & Technology Parks, Hong Kong
| | - Ivan Fan-Ngai Hung
- Department of Medicine, School of Clinical Medicine, The University of Hong Kong, Queen Mary Hospital, Hong Kong
| | - Tommy Tsan-Yuk Lam
- State Key Laboratory of Emerging Infectious Diseases, School of Public Health, The University of Hong Kong, Hong Kong
| | - Ka-Shing Cheung
- Department of Medicine, School of Clinical Medicine, The University of Hong Kong, Queen Mary Hospital, Hong Kong
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12
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Rio P, Caldarelli M, Chiantore M, Ocarino F, Candelli M, Gasbarrini A, Gambassi G, Cianci R. Immune Cells, Gut Microbiota, and Vaccines: A Gender Perspective. Cells 2024; 13:526. [PMID: 38534370 PMCID: PMC10969451 DOI: 10.3390/cells13060526] [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: 02/17/2024] [Revised: 03/11/2024] [Accepted: 03/15/2024] [Indexed: 03/28/2024] Open
Abstract
The development of preventive and therapeutic vaccines has played a crucial role in preventing infections and treating chronic and non-communicable diseases, respectively. For a long time, the influence of sex differences on modifying health and disease has not been addressed in clinical and preclinical studies. The interaction of genetic, epigenetic, and hormonal factors plays a role in the sex-related differences in the epidemiology of diseases, clinical manifestations, and the response to treatment. Moreover, sex is one of the leading factors influencing the gut microbiota composition, which could further explain the different predisposition to diseases in men and women. In the same way, differences between sexes occur also in the immune response to vaccines. This narrative review aims to highlight these differences, focusing on the immune response to vaccines. Comparative data about immune responses, vaccine effectiveness, and side effects are reviewed. Hence, the intricate interplay between sex, immunity, and the gut microbiota will be discussed for its potential role in the response to vaccination. Embracing a sex-oriented perspective in research may improve the efficacy of the immune response and allow the design of tailored vaccine schedules.
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Affiliation(s)
- Pierluigi Rio
- Department of Translational Medicine and Surgery, Catholic University of Rome, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy; (P.R.); (M.C.); (M.C.); (F.O.); (A.G.); (G.G.)
| | - Mario Caldarelli
- Department of Translational Medicine and Surgery, Catholic University of Rome, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy; (P.R.); (M.C.); (M.C.); (F.O.); (A.G.); (G.G.)
| | - Monica Chiantore
- Department of Translational Medicine and Surgery, Catholic University of Rome, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy; (P.R.); (M.C.); (M.C.); (F.O.); (A.G.); (G.G.)
| | - Francesca Ocarino
- Department of Translational Medicine and Surgery, Catholic University of Rome, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy; (P.R.); (M.C.); (M.C.); (F.O.); (A.G.); (G.G.)
| | - Marcello Candelli
- Department of Emergency, Anesthesiological and Reanimation Sciences, Catholic University of Rome, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy;
| | - Antonio Gasbarrini
- Department of Translational Medicine and Surgery, Catholic University of Rome, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy; (P.R.); (M.C.); (M.C.); (F.O.); (A.G.); (G.G.)
| | - Giovanni Gambassi
- Department of Translational Medicine and Surgery, Catholic University of Rome, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy; (P.R.); (M.C.); (M.C.); (F.O.); (A.G.); (G.G.)
| | - Rossella Cianci
- Department of Translational Medicine and Surgery, Catholic University of Rome, Fondazione Policlinico Universitario A. Gemelli, IRCCS, 00168 Rome, Italy; (P.R.); (M.C.); (M.C.); (F.O.); (A.G.); (G.G.)
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Kamel M, Aleya S, Alsubih M, Aleya L. Microbiome Dynamics: A Paradigm Shift in Combatting Infectious Diseases. J Pers Med 2024; 14:217. [PMID: 38392650 PMCID: PMC10890469 DOI: 10.3390/jpm14020217] [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: 12/26/2023] [Revised: 02/15/2024] [Accepted: 02/16/2024] [Indexed: 02/24/2024] Open
Abstract
Infectious diseases have long posed a significant threat to global health and require constant innovation in treatment approaches. However, recent groundbreaking research has shed light on a previously overlooked player in the pathogenesis of disease-the human microbiome. This review article addresses the intricate relationship between the microbiome and infectious diseases and unravels its role as a crucial mediator of host-pathogen interactions. We explore the remarkable potential of harnessing this dynamic ecosystem to develop innovative treatment strategies that could revolutionize the management of infectious diseases. By exploring the latest advances and emerging trends, this review aims to provide a new perspective on combating infectious diseases by targeting the microbiome.
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Affiliation(s)
- Mohamed Kamel
- Department of Medicine and Infectious Diseases, Faculty of Veterinary Medicine, Cairo University, Giza 11221, Egypt
| | - Sami Aleya
- Faculty of Medecine, Université de Bourgogne Franche-Comté, Hauts-du-Chazal, 25030 Besançon, France;
| | - Majed Alsubih
- Department of Civil Engineering, King Khalid University, Guraiger, Abha 62529, Saudi Arabia;
| | - Lotfi Aleya
- Laboratoire de Chrono-Environnement, Université de Bourgogne Franche-Comté, UMR CNRS 6249, La Bouloie, 25030 Besançon, France;
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