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Dos Santos SJ, Copeland C, Macklaim JM, Reid G, Gloor GB. Vaginal metatranscriptome meta-analysis reveals functional BV subgroups and novel colonisation strategies. MICROBIOME 2024; 12:271. [PMID: 39709449 DOI: 10.1186/s40168-024-01992-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/24/2024] [Accepted: 11/27/2024] [Indexed: 12/23/2024]
Abstract
BACKGROUND The application of '-omics' technologies to study bacterial vaginosis (BV) has uncovered vast differences in composition and scale between the vaginal microbiomes of healthy and BV patients. Compared to amplicon sequencing and shotgun metagenomic approaches focusing on a single or few species, investigating the transcriptome of the vaginal microbiome at a system-wide level can provide insight into the functions which are actively expressed and differential between states of health and disease. RESULTS We conducted a meta-analysis of vaginal metatranscriptomes from three studies, split into exploratory (n = 42) and validation (n = 297) datasets, accounting for the compositional nature of sequencing data and differences in scale between healthy and BV microbiomes. Conducting differential expression analyses on the exploratory dataset, we identified a multitude of strategies employed by microbes associated with states of health and BV to evade host cationic antimicrobial peptides (CAMPs); putative mechanisms used by BV-associated species to resist and counteract the low vaginal pH; and potential approaches to disrupt vaginal epithelial integrity so as to establish sites for adherence and biofilm formation. Moreover, we identified several distinct functional subgroups within the BV population, distinguished by genes involved in motility, chemotaxis, biofilm formation and co-factor biosynthesis. After defining molecular states of health and BV in the validation dataset using KEGG orthology terms rather than community state types, differential expression analysis confirmed earlier observations regarding CAMP resistance and compromising epithelial barrier integrity in healthy and BV microbiomes and also supported the existence of motile vs. non-motile subgroups in the BV population. These findings were independent of the enzyme classification system used (KEGG or EggNOG). CONCLUSIONS Our findings highlight a need to focus on functional rather than taxonomic differences when considering the role of microbiomes in disease and identify pathways for further research as potential BV treatment targets. Video Abstract.
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Affiliation(s)
- Scott J Dos Santos
- Department of Biochemistry, Western University, Middlesex Drive, London, N6G 2V4, Ontario, Canada
| | - Clara Copeland
- Department of Biochemistry, Western University, Middlesex Drive, London, N6G 2V4, Ontario, Canada
| | - Jean M Macklaim
- Department of Biochemistry, Western University, Middlesex Drive, London, N6G 2V4, Ontario, Canada
| | - Gregor Reid
- Lawson Health Research Institute, 268 Grosvenor Street, London, N6A 4V2, Ontario, Canada
| | - Gregory B Gloor
- Department of Biochemistry, Western University, Middlesex Drive, London, N6G 2V4, Ontario, Canada.
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Ma Z, Zuo T, Frey N, Rangrez AY. A systematic framework for understanding the microbiome in human health and disease: from basic principles to clinical translation. Signal Transduct Target Ther 2024; 9:237. [PMID: 39307902 PMCID: PMC11418828 DOI: 10.1038/s41392-024-01946-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Revised: 07/03/2024] [Accepted: 08/01/2024] [Indexed: 09/26/2024] Open
Abstract
The human microbiome is a complex and dynamic system that plays important roles in human health and disease. However, there remain limitations and theoretical gaps in our current understanding of the intricate relationship between microbes and humans. In this narrative review, we integrate the knowledge and insights from various fields, including anatomy, physiology, immunology, histology, genetics, and evolution, to propose a systematic framework. It introduces key concepts such as the 'innate and adaptive genomes', which enhance genetic and evolutionary comprehension of the human genome. The 'germ-free syndrome' challenges the traditional 'microbes as pathogens' view, advocating for the necessity of microbes for health. The 'slave tissue' concept underscores the symbiotic intricacies between human tissues and their microbial counterparts, highlighting the dynamic health implications of microbial interactions. 'Acquired microbial immunity' positions the microbiome as an adjunct to human immune systems, providing a rationale for probiotic therapies and prudent antibiotic use. The 'homeostatic reprogramming hypothesis' integrates the microbiome into the internal environment theory, potentially explaining the change in homeostatic indicators post-industrialization. The 'cell-microbe co-ecology model' elucidates the symbiotic regulation affecting cellular balance, while the 'meta-host model' broadens the host definition to include symbiotic microbes. The 'health-illness conversion model' encapsulates the innate and adaptive genomes' interplay and dysbiosis patterns. The aim here is to provide a more focused and coherent understanding of microbiome and highlight future research avenues that could lead to a more effective and efficient healthcare system.
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Affiliation(s)
- Ziqi Ma
- Department of Cardiology, Angiology and Pneumology, University Hospital Heidelberg, Heidelberg, Germany.
- DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.
| | - Tao Zuo
- Key Laboratory of Human Microbiome and Chronic Diseases (Sun Yat-sen University), Ministry of Education, Guangzhou, China
- Guangdong Institute of Gastroenterology, The Sixth Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
| | - Norbert Frey
- Department of Cardiology, Angiology and Pneumology, University Hospital Heidelberg, Heidelberg, Germany.
- DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.
| | - Ashraf Yusuf Rangrez
- Department of Cardiology, Angiology and Pneumology, University Hospital Heidelberg, Heidelberg, Germany.
- DZHK (German Centre for Cardiovascular Research), partner site Heidelberg/Mannheim, Heidelberg, Germany.
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Wang J, Li Y, Mu Y, Huang K, Li D, Lan C, Cui Y, Wang J. Missing microbes in infants and children in the COVID-19 pandemic: a study of 1,126 participants in Beijing, China. SCIENCE CHINA. LIFE SCIENCES 2024; 67:1739-1750. [PMID: 38748355 DOI: 10.1007/s11427-023-2488-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 11/16/2023] [Indexed: 08/09/2024]
Abstract
The COVID-19 pandemic has caused many fatalities worldwide and continues to affect the health of the recovered patients in the form of long-COVID. In this study, we compared the gut microbiome of uninfected infants and children before the pandemic began (BEFORE cohort, n=906) to that of after the pandemic (AFTER cohort, n=220) to examine the potential impact of social distancing and life habit changes on infant/children gut microbiome. Based on 16S rRNA sequencing, we found a significant change in microbiome composition after the pandemic, with Bacteroides enterotype increasing to 35.45% from 30.46% before the pandemic. qPCR quantification indicated that the bacterial loads of seven keystone taxa decreased by 91.69%-19.58%. Quantitative microbiome profiling, used to enhance the resolution in detecting microbiome differences, revealed a greater explained variance of pandemic on microbiome compared to gender, as well as a significant decrease in bacterial loads in 15 of the 20 major genera. The random forest age-predictor indicated the gut microbiomes were less mature in the after-pandemic cohort than in the before-pandemic cohort in the children group (3-12 years old) and had features of a significantly younger age (average of 1.86 years). Lastly, body weight and height were significantly lower in the after-pandemic cohort than in the before-pandemic cohort in infants (<1 year of age), which was associated with a decrease in bacterial loads in the fecal microbiome.
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Affiliation(s)
- Jiejing Wang
- CAS Key Lab for Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, 100101, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Yuejuan Li
- CAS Key Lab for Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, 100101, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Yu Mu
- Beijing Dr. CUIYUTAO Clinic, Beijing, 100028, China
| | - Kefei Huang
- Beijing Dr. CUIYUTAO Clinic, Beijing, 100028, China
| | - Danyi Li
- R-Institute Co. Ltd., Beijing, 100011, China
| | - Canhui Lan
- R-Institute Co. Ltd., Beijing, 100011, China
| | - Yutao Cui
- Beijing Dr. CUIYUTAO Clinic, Beijing, 100028, China.
| | - Jun Wang
- CAS Key Lab for Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, 100101, China.
- University of Chinese Academy of Sciences, Beijing, 100049, China.
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Li J, Bai J, Xiang X, Guo Y, Yu H. Effect of COVID-19 on Menstruation and Lower Reproductive Tract Health. Int J Womens Health 2023; 15:1999-2013. [PMID: 38152614 PMCID: PMC10752023 DOI: 10.2147/ijwh.s433516] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2023] [Accepted: 12/13/2023] [Indexed: 12/29/2023] Open
Abstract
Background To evaluate the dynamically impact of the coronavirus disease 2019 (COVID-19) on the female reproductive system. Methods An online survey was shared to women of reproductive age who had been infected with COVID-19 and recovered in China between January and March 2023. Results In total, 610 women of childbearing age completed the menstrual component of the survey and 82.6% (n=504) women self-purchased medications without hospitalization. 254 women were menstruating during COVID-19 infection. 66.9% of them reported changes in menstruation, including cycle length (64.7%), menstrual flow (72.4%), and duration (53%), compared to pre-COVID-19. COVID-19-related chest tightness (OR: 9.5; 95% CI: 1.9-46.3), COVID-19-related stress (OR: 18.4; 95% CI: 1.4-249.7), and COVID-19-related low mood (OR: 6.2; 95% CI: 1.4-28.2) were associated with these menstrual changes. However, over 73% of women who menstruated during and after COVID-19 regained their pre-infection menstrual cycle (73%), duration (79.6%), and flow (75.2%) during their first menstruation after COVID-19 recovery. Compared to pre-infection, 19.7% (n=124) women reported changes in lower reproductive tract during COVID-19, including volume and color of vaginal discharge, vulvar pruritus, and vaginitis. These changes were significantly increased in those with a history of pelvic inflammatory disease (OR: 12.1; 95% CI: 3.1-48.2), ovarian cysts (OR: 4.9; 95% CI: 1.2-19.4), and vaginitis (OR: 5.5; 95% CI: 2.1-14.4) prior to COVID-19. However, 52.4% reported that their lower reproductive tract health had returned to its pre-infection within the first month after recovery from COVID-19, while 73.5% reported a return to the pre-infection within 2 months. Conclusion Changes in menstruation and lower reproductive tract associated with COVID-19 are transient. Menstruation and lower reproductive tract health will gradually return to pre-COVID-19 status within 2 months of recovery, which can help alleviate excessive concerns about the effects of COVID-19 on the reproductive system.
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Affiliation(s)
- Jiaosheng Li
- Department of Gynecology and Obstetrics, Central People’s Hospital of Zhanjiang, Zhanjiang, People’s Republic of China
| | - Jiaojiao Bai
- Department of Gynecology and Obstetrics, Hebei North University, Zhangjiakou, People’s Republic of China
| | - Xuanxuan Xiang
- Department of Gynecology and Obstetrics, Hainan Hospital of Chinese PLA General Hospital, Sanya, People’s Republic of China
| | - Yifan Guo
- Department of Gynecology and Obstetrics, Hainan Hospital of Chinese PLA General Hospital, Sanya, People’s Republic of China
| | - Haotian Yu
- Department of Gynecology and Obstetrics, The Eighth Medical Center of Chinese PLA General Hospital, Beijing, People’s Republic of China
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Leftwich HK, Vargas-Robles D, Rojas-Correa M, Yap YR, Bhattarai S, Ward DV, Fujimori G, Forconi CS, Yeboah T, Carter A, Kastrinakis A, Asirwatham AM, Bucci V, Moormann AM, Maldonado-Contreras A. The microbiota of pregnant women with SARS-CoV-2 and their infants. MICROBIOME 2023; 11:141. [PMID: 37365606 DOI: 10.1186/s40168-023-01577-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 05/16/2023] [Indexed: 06/28/2023]
Abstract
BACKGROUND Infants receive their first bacteria from their birthing parent. This newly acquired microbiome plays a pivotal role in developing a robust immune system, the cornerstone of long-term health. RESULTS We demonstrated that the gut, vaginal, and oral microbial diversity of pregnant women with SARS-CoV-2 infection is reduced, and women with early infections exhibit a different vaginal microbiota composition at the time of delivery compared to their healthy control counterparts. Accordingly, a low relative abundance of two Streptococcus sequence variants (SV) was predictive of infants born to pregnant women with SARS-CoV-2 infection. CONCLUSIONS Our data suggest that SARS-CoV-2 infections during pregnancy, particularly early infections, are associated with lasting changes in the microbiome of pregnant women, compromising the initial microbial seed of their infant. Our results highlight the importance of further exploring the impact of SARS-CoV-2 on the infant's microbiome-dependent immune programming. Video Abstract.
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Affiliation(s)
- Heidi K Leftwich
- Department of Obstetrics and Gynecology, Division of Maternal-Fetal Medicine, University of Massachusetts Memorial Health, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Daniela Vargas-Robles
- Department of Microbiology and Physiological Systems, Program of Microbiome Dynamics, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Mayra Rojas-Correa
- Department of Microbiology and Physiological Systems, Program of Microbiome Dynamics, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Yan Rou Yap
- Department of Microbiology and Physiological Systems, Program of Microbiome Dynamics, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Shakti Bhattarai
- Department of Microbiology and Physiological Systems, Program of Microbiome Dynamics, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Doyle V Ward
- Department of Microbiology and Physiological Systems, Program of Microbiome Dynamics, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Gavin Fujimori
- Department of Medicine. Division of Infectious Diseases and Immunology, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Catherine S Forconi
- Department of Medicine. Division of Infectious Diseases and Immunology, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Tracy Yeboah
- Department of Obstetrics and Gynecology, Division of Maternal-Fetal Medicine, University of Massachusetts Memorial Health, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Acara Carter
- Department of Obstetrics and Gynecology, Division of Maternal-Fetal Medicine, University of Massachusetts Memorial Health, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Alyssa Kastrinakis
- Department of Obstetrics and Gynecology, Division of Maternal-Fetal Medicine, University of Massachusetts Memorial Health, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Alison M Asirwatham
- Department of Obstetrics and Gynecology, Division of Maternal-Fetal Medicine, University of Massachusetts Memorial Health, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Vanni Bucci
- Department of Microbiology and Physiological Systems, Program of Microbiome Dynamics, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Ann M Moormann
- Department of Medicine. Division of Infectious Diseases and Immunology, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Ana Maldonado-Contreras
- Department of Microbiology and Physiological Systems, Program of Microbiome Dynamics, University of Massachusetts Chan Medical School, Worcester, MA, USA.
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Petersen E, Chudakova D, Erdyneeva D, Zorigt D, Shabalina E, Gudkov D, Karalkin P, Reshetov I, Mynbaev OA. COVID-19-The Shift of Homeostasis into Oncopathology or Chronic Fibrosis in Terms of Female Reproductive System Involvement. Int J Mol Sci 2023; 24:ijms24108579. [PMID: 37239926 DOI: 10.3390/ijms24108579] [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: 01/17/2023] [Revised: 04/26/2023] [Accepted: 04/28/2023] [Indexed: 05/28/2023] Open
Abstract
The COVID-19 pandemic caused by the SARS-CoV-2 coronavirus remains a global public health concern due to the systemic nature of the infection and its long-term consequences, many of which remain to be elucidated. SARS-CoV-2 targets endothelial cells and blood vessels, altering the tissue microenvironment, its secretion, immune-cell subpopulations, the extracellular matrix, and the molecular composition and mechanical properties. The female reproductive system has high regenerative potential, but can accumulate damage, including due to SARS-CoV-2. COVID-19 is profibrotic and can change the tissue microenvironment toward an oncogenic niche. This makes COVID-19 and its consequences one of the potential regulators of a homeostasis shift toward oncopathology and fibrosis in the tissues of the female reproductive system. We are looking at SARS-CoV-2-induced changes at all levels in the female reproductive system.
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Affiliation(s)
- Elena Petersen
- Moscow Institute of Physics and Technology, 141701 Dolgoprudny, Russia
| | - Daria Chudakova
- Moscow Institute of Physics and Technology, 141701 Dolgoprudny, Russia
| | - Daiana Erdyneeva
- Moscow Institute of Physics and Technology, 141701 Dolgoprudny, Russia
| | - Dulamsuren Zorigt
- Moscow Institute of Physics and Technology, 141701 Dolgoprudny, Russia
| | | | - Denis Gudkov
- Moscow Institute of Physics and Technology, 141701 Dolgoprudny, Russia
| | - Pavel Karalkin
- P.A. Herzen Moscow Research Institute of Oncology, 125284 Moscow, Russia
- Institute of Cluster Oncology, I.M. Sechenov First Moscow State Medical University, 119991 Moscow, Russia
| | - Igor Reshetov
- Institute of Cluster Oncology, I.M. Sechenov First Moscow State Medical University, 119991 Moscow, Russia
| | - Ospan A Mynbaev
- Moscow Institute of Physics and Technology, 141701 Dolgoprudny, Russia
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