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Martignoni MM, Raulo A, Linkovski O, Kolodny O. SIR+ models: accounting for interaction-dependent disease susceptibility in the planning of public health interventions. Sci Rep 2024; 14:12908. [PMID: 38839831 PMCID: PMC11153654 DOI: 10.1038/s41598-024-63008-9] [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: 10/10/2023] [Accepted: 05/23/2024] [Indexed: 06/07/2024] Open
Abstract
Avoiding physical contact is regarded as one of the safest and most advisable strategies to follow to reduce pathogen spread. The flip side of this approach is that a lack of social interactions may negatively affect other dimensions of health, like induction of immunosuppressive anxiety and depression or preventing interactions of importance with a diversity of microbes, which may be necessary to train our immune system or to maintain its normal levels of activity. These may in turn negatively affect a population's susceptibility to infection and the incidence of severe disease. We suggest that future pandemic modelling may benefit from relying on 'SIR+ models': epidemiological models extended to account for the benefits of social interactions that affect immune resilience. We develop an SIR+ model and discuss which specific interventions may be more effective in balancing the trade-off between minimizing pathogen spread and maximizing other interaction-dependent health benefits. Our SIR+ model reflects the idea that health is not just the mere absence of disease, but rather a state of physical, mental and social well-being that can also be dependent on the same social connections that allow pathogen spread, and the modelling of public health interventions for future pandemics should account for this multidimensionality.
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Affiliation(s)
- Maria M Martignoni
- Department of Ecology, Evolution and Behavior, Faculty of Sciences, A. Silberman Institute of Life Sciences, Hebrew University of Jerusalem, Jerusalem, Israel.
| | - Aura Raulo
- Department of Biology, University of Oxford, Oxford, UK
- Department of Computing, University of Turku, Turku, Finland
| | - Omer Linkovski
- Department of Psychology and The Gonda Multidisciplinary Brain Research Center, Bar-Ilan University, Ramat-Gan, Israel
| | - Oren Kolodny
- Department of Ecology, Evolution and Behavior, Faculty of Sciences, A. Silberman Institute of Life Sciences, Hebrew University of Jerusalem, Jerusalem, Israel
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2
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Cai J, Auster A, Cho S, Lai Z. Dissecting the human gut microbiome to better decipher drug liability: A once-forgotten organ takes center stage. J Adv Res 2023; 52:171-201. [PMID: 37419381 PMCID: PMC10555929 DOI: 10.1016/j.jare.2023.07.002] [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: 01/20/2023] [Revised: 05/25/2023] [Accepted: 07/03/2023] [Indexed: 07/09/2023] Open
Abstract
BACKGROUND The gut microbiome is a diverse system within the gastrointestinal tract composed of trillions of microorganisms (gut microbiota), along with their genomes. Accumulated evidence has revealed the significance of the gut microbiome in human health and disease. Due to its ability to alter drug/xenobiotic pharmacokinetics and therapeutic outcomes, this once-forgotten "metabolic organ" is receiving increasing attention. In parallel with the growing microbiome-driven studies, traditional analytical techniques and technologies have also evolved, allowing researchers to gain a deeper understanding of the functional and mechanistic effects of gut microbiome. AIM OF REVIEW From a drug development perspective, microbial drug metabolism is becoming increasingly critical as new modalities (e.g., degradation peptides) with potential microbial metabolism implications emerge. The pharmaceutical industry thus has a pressing need to stay up-to-date with, and continue pursuing, research efforts investigating clinical impact of the gut microbiome on drug actions whilst integrating advances in analytical technology and gut microbiome models. Our review aims to practically address this need by comprehensively introducing the latest innovations in microbial drug metabolism research- including strengths and limitations, to aid in mechanistically dissecting the impact of the gut microbiome on drug metabolism and therapeutic impact, and to develop informed strategies to address microbiome-related drug liability and minimize clinical risk. KEY SCIENTIFIC CONCEPTS OF REVIEW We present comprehensive mechanisms and co-contributing factors by which the gut microbiome influences drug therapeutic outcomes. We highlight in vitro, in vivo, and in silico models for elucidating the mechanistic role and clinical impact of the gut microbiome on drugs in combination with high-throughput, functionally oriented, and physiologically relevant techniques. Integrating pharmaceutical knowledge and insight, we provide practical suggestions to pharmaceutical scientists for when, why, how, and what is next in microbial studies for improved drug efficacy and safety, and ultimately, support precision medicine formulation for personalized and efficacious therapies.
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Affiliation(s)
- Jingwei Cai
- Drug Metabolism & Pharmacokinetics, Genentech Inc., South San Francisco, CA 94080, USA.
| | - Alexis Auster
- Drug Metabolism & Pharmacokinetics, Genentech Inc., South San Francisco, CA 94080, USA
| | - Sungjoon Cho
- Drug Metabolism & Pharmacokinetics, Genentech Inc., South San Francisco, CA 94080, USA
| | - Zijuan Lai
- Drug Metabolism & Pharmacokinetics, Genentech Inc., South San Francisco, CA 94080, USA
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3
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Cooper K, Clarke M, Clayton JB. Informatics for your Gut: at the Interface of Nutrition, the Microbiome, and Technology. Yearb Med Inform 2023; 32:89-98. [PMID: 37414029 PMCID: PMC10751132 DOI: 10.1055/s-0043-1768723] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/08/2023] Open
Abstract
BACKGROUND A significant portion of individuals in the United States and worldwide experience diseases related to or driven by diet. As research surrounding user-centered design and the microbiome grows, movement of the spectrum of translational science from bench to bedside for improvement of human health through nutrition becomes more accessible. In this literature survey, we examined recent literature examining informatics research at the interface of nutrition and the microbiome. OBJECTIVES The objective of this survey was to synthesize recent literature describing how technology is being applied to understand health at the interface of nutrition and the microbiome focusing on the perspective of the consumer. METHODS A survey of the literature published between January 1, 2021 and October 10, 2022 was performed using the PubMed database and resulting literature was evaluated against inclusion and exclusion criteria. RESULTS A total of 139 papers were retrieved and evaluated against inclusion and exclusion criteria. After evaluation, 45 papers were reviewed in depth revealing four major themes: (1) microbiome and diet, (2) usability,(3) reproducibility and rigor, and (4) precision medicine and precision nutrition. CONCLUSIONS A review of the relationships between current literature on technology, nutrition and the microbiome, and self-management of dietary patterns was performed. Major themes that emerged from this survey revealed exciting new horizons for consumer management of diet and disease, as well as progress towards elucidating the relationship between diet, the microbiome, and health outcomes. The survey revealed continuing interest in the study of diet-related disease and the microbiome and acknowledgement of needs for data re-use, sharing, and unbiased and rigorous measurement of the microbiome. The literature also showed trends toward enhancing the usability of digital interventions to support consumer health and home management, and consensus building around how precision medicine and precision nutrition may be applied in the future to improve human health outcomes and prevent diet-related disease.
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Affiliation(s)
- Kate Cooper
- School of Interdisciplinary Informatics, College of Information Science and Technology, University of Nebraska at Omaha, Omaha, NE, USA
| | - Martina Clarke
- School of Interdisciplinary Informatics, College of Information Science and Technology, University of Nebraska at Omaha, Omaha, NE, USA
| | - Jonathan B. Clayton
- Department of Biology, University of Nebraska at Omaha, Omaha, NE, USA
- Department of Food Science and Technology, University of Nebraska—Lincoln, Lincoln, NE, USA
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, NE, USA
- Nebraska Food for Health Center, University of Nebraska—Lincoln, Lincoln, NE, USA
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4
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Hogg HDJ, Low L, Self JE, Rahi JS. Impact of the COVID-19 pandemic on the research activities of UK ophthalmologists. Eye (Lond) 2023; 37:2089-2094. [PMID: 36316557 PMCID: PMC9628368 DOI: 10.1038/s41433-022-02293-y] [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: 03/18/2022] [Revised: 09/26/2022] [Accepted: 10/11/2022] [Indexed: 11/09/2022] Open
Abstract
BACKGROUND The COVID-19 pandemic has impacted negatively on many areas of biomedical research and there is concern that academic recovery will take several years. This survey aimed to define the impact of the COVID-19 pandemic on UK ophthalmologists' research activities and understand the implications for recovery. METHODS An online survey comprising multiple choice and free-text questions was designed, piloted and then distributed to Royal College of Ophthalmologists (RCOphth) members in January 2021. Respondent characteristics, research expectations and experiences through the pandemic were captured. Descriptive and comparative statistics were applied to quantitative data alongside content analysis of qualitative data. RESULTS In total, 148 respondents (3.7% of RCOphth membership) comprised 46 trainees (31.1%), 97 consultants (65.5%) and 5 SAS doctors (3.4%); 54 had clinical-academic roles (36.5%) and 65/94 (69.1%) ophthalmologists with fully clinical posts identified as research-active. Of 114 research-active respondents, 104 (91.2%) reported an impact on their research from COVID-19; negative impacts included loss of research time (n = 69), research delays (n = 96) and funding shortfalls (n = 63). Content analysis identified five common themes; type of research activity, clinical demands, institutional challenges, COVID-19 alignment and work-life balance. CONCLUSIONS UK ophthalmology research has been adversely impacted by the pandemic. A substantial proportion of UK ophthalmologists are research active, but 20.4% of those surveyed felt that the pandemic had made research less attractive. Strategic steps must be taken to nurture UK ophthalmologists' engagement with research, especially for those who currently do no research, if the profession is to align itself with the Government vision of 'Research for All'.
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Affiliation(s)
- H D J Hogg
- Population Health Science Institute, Newcastle University, Newcastle upon Tyne, UK
- Newcastle Eye Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, UK
- National Institute for Health Research Biomedical research Centre, Moorfields Eye Hospital, London, UK
| | - L Low
- Institute of Aging and Inflammation, University of Birmingham, Birmingham, UK
- University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK
| | - J E Self
- Southampton General Hospital, Southampton, UK
- School of Clinical ad Experimental Sciences, University of Southampton, Southampton, UK
| | - J S Rahi
- National Institute for Health Research Biomedical research Centre, Moorfields Eye Hospital, London, UK.
- Great Ormond Street Institute of Child Health, University College London, London, UK.
- Great Ormond Street NHS Foundation Trust, London, UK.
- Institute of Ophthalmology, University College London, London, UK.
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5
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Finlayson-Trick E, Nearing J, Fischer JAJ, Ma Y, Wang S, Krouen H, Goldfarb DM, Karakochuk CD. The Effect of Oral Iron Supplementation on Gut Microbial Composition: a Secondary Analysis of a Double-Blind, Randomized Controlled Trial among Cambodian Women of Reproductive Age. Microbiol Spectr 2023; 11:e0527322. [PMID: 37199608 PMCID: PMC10269596 DOI: 10.1128/spectrum.05273-22] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 04/28/2023] [Indexed: 05/19/2023] Open
Abstract
The World Health Organization recommends untargeted iron supplementation for women of reproductive age (WRA) in countries where anemia prevalence is greater than 40%, such as Cambodia. Iron supplements, however, often have poor bioavailability, so the majority remains unabsorbed in the colon. The gut houses many iron-dependent bacterial enteropathogens; thus, providing iron to individuals may be more harmful than helpful. We examined the effects of two oral iron supplements with differing bioavailability on the gut microbiomes in Cambodian WRA. This study is a secondary analysis of a double-blind, randomized controlled trial of oral iron supplementation in Cambodian WRA. For 12 weeks, participants received ferrous sulfate, ferrous bisglycinate, or placebo. Participants provided stool samples at baseline and 12 weeks. A subset of stool samples (n = 172), representing the three groups, were randomly selected for gut microbial analysis by 16S rRNA gene sequencing and targeted real-time PCR (qPCR). At baseline, 1% of women had iron-deficiency anemia. The most abundant gut phyla were Bacteroidota (45.7%) and Firmicutes (42.1%). Iron supplementation did not alter gut microbial diversity. Ferrous bisglycinate increased the relative abundance of Enterobacteriaceae, and there was a trend towards an increase in the relative abundance of Escherichia-Shigella. qPCR detected an increase in the enteropathogenic Escherichia coli (EPEC) virulence gene, bfpA, in the group that received ferrous sulfate. Thus, iron supplementation did not affect overall gut bacterial diversity in predominantly iron-replete Cambodian WRA, however, evidence does suggest an increase in relative abundance within the broad family Enterobacteriaceae associated with ferrous bisglycinate use. IMPORTANCE To the best of our knowledge, this is the first published study to characterize the effects of oral iron supplementation on the gut microbiomes of Cambodian WRA. Our study found that iron supplementation with ferrous bisglycinate increases the relative abundance of Enterobacteriaceae, which is a family of bacteria that includes many Gram-negative enteric pathogens like Salmonella, Shigella, and Escherichia coli. Using qPCR for additional analysis, we were able to detect genes associated with enteropathogenic E. coli, a type of diarrheagenic E. coli known to be present around the world, including water systems in Cambodia. The current WHO guidelines recommend blanket (untargeted) iron supplementation for Cambodian WRA despite a lack of studies in this population examining iron's effect on the gut microbiome. This study can facilitate future research that may inform evidence-based global practice and policy.
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Affiliation(s)
- Emma Finlayson-Trick
- Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Jacob Nearing
- Department of Microbiology and Immunology, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Jordie AJ. Fischer
- Food, Nutrition and Health, University of British Columbia, Vancouver, British Columbia, Canada
- BC Children’s Hospital Research Institute, Vancouver, British Columbia, Canada
| | - Yvonne Ma
- Food, Nutrition and Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Siyun Wang
- Food, Nutrition and Health, University of British Columbia, Vancouver, British Columbia, Canada
| | - Hou Krouen
- Helen Keller International, Phnom Penh, Cambodia
| | - David M. Goldfarb
- Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
- BC Children’s Hospital Research Institute, Vancouver, British Columbia, Canada
- Department of Pathology and Laboratory Medicine, BC Children’s and Women’s Hospital and University of British Columbia, Vancouver, British Columbia, Canada
| | - Crystal D. Karakochuk
- Food, Nutrition and Health, University of British Columbia, Vancouver, British Columbia, Canada
- BC Children’s Hospital Research Institute, Vancouver, British Columbia, Canada
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6
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Petakh P, Oksenych V, Kamyshnyi A. The F/B ratio as a biomarker for inflammation in COVID-19 and T2D: Impact of metformin. Biomed Pharmacother 2023; 163:114892. [PMID: 37196542 DOI: 10.1016/j.biopha.2023.114892] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 05/06/2023] [Accepted: 05/13/2023] [Indexed: 05/19/2023] Open
Abstract
The pandemic of COVID-19 has highlighted the intricate relationship between gut microbiome and overall health. Recent studies have shown that the Firmicutes/Bacteroidetes ratio in the gut microbiome may be linked to various diseases including COVID-19 and type 2 diabetes (T2D). Understanding the link between gut microbiome and these diseases is essential for developing strategies for prevention and treatment. In this study, 115 participants were recruited and divided into three groups: 1st group: T2D patients and healthy controls, 2nd group: COVID-19 patients with and without T2D, 3rd group: T2D patients with COVID-19 treated with or without metformin. Gut microbial composition at the phylum level was assessed using qRT-PCR with universal primers targeting the bacterial 16 S rRNA gene and specific primers for Firmicutes and Bacteroidetes. Data was analyzed using one-way ANOVA, logistic regression, and Spearman's rank correlation coefficient. The study found that the ratio of Firmicutes to Bacteroidetes (F/B) was higher in patients with both T2D and COVID-19 compared to those with only T2D or COVID-19. Additionally, the F/B ratio was positively correlated with C-reactive protein (CRP) in T2D and COVID-19 patients. The study also suggests that metformin treatment may affect this correlation. Logistic regression analysis showed that the F/B ratio was significantly associated with CRP. These findings suggest that the F/B ratio may be a potential biomarker for inflammation in T2D and COVID-19 patients and metformin treatment may have an effect on the correlation between F/B and CRP levels.
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Affiliation(s)
- Pavlo Petakh
- Department of Biochemistry and Pharmacology, Uzhhorod National University, Uzhhorod, Ukraine; Department of Microbiology, Virology, and Immunology, I. Horbachevsky Ternopil National Medical University, Ternopil, Ukraine.
| | - Valentyn Oksenych
- Institute of Clinical Medicine (Klinmed), University of Oslo, 0318 Oslo, Norway
| | - Aleksandr Kamyshnyi
- Department of Microbiology, Virology, and Immunology, I. Horbachevsky Ternopil National Medical University, Ternopil, Ukraine.
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7
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Sasso JM, Ammar RM, Tenchov R, Lemmel S, Kelber O, Grieswelle M, Zhou QA. Gut Microbiome-Brain Alliance: A Landscape View into Mental and Gastrointestinal Health and Disorders. ACS Chem Neurosci 2023; 14:1717-1763. [PMID: 37156006 DOI: 10.1021/acschemneuro.3c00127] [Citation(s) in RCA: 18] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/10/2023] Open
Abstract
Gut microbiota includes a vast collection of microorganisms residing within the gastrointestinal tract. It is broadly recognized that the gut and brain are in constant bidirectional communication, of which gut microbiota and its metabolic production are a major component, and form the so-called gut microbiome-brain axis. Disturbances of microbiota homeostasis caused by imbalance in their functional composition and metabolic activities, known as dysbiosis, cause dysregulation of these pathways and trigger changes in the blood-brain barrier permeability, thereby causing pathological malfunctions, including neurological and functional gastrointestinal disorders. In turn, the brain can affect the structure and function of gut microbiota through the autonomic nervous system by regulating gut motility, intestinal transit and secretion, and gut permeability. Here, we examine data from the CAS Content Collection, the largest collection of published scientific information, and analyze the publication landscape of recent research. We review the advances in knowledge related to the human gut microbiome, its complexity and functionality, its communication with the central nervous system, and the effect of the gut microbiome-brain axis on mental and gut health. We discuss correlations between gut microbiota composition and various diseases, specifically gastrointestinal and mental disorders. We also explore gut microbiota metabolites with regard to their impact on the brain and gut function and associated diseases. Finally, we assess clinical applications of gut-microbiota-related substances and metabolites with their development pipelines. We hope this review can serve as a useful resource in understanding the current knowledge on this emerging field in an effort to further solving of the remaining challenges and fulfilling its potential.
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Affiliation(s)
- Janet M Sasso
- CAS, a division of the American Chemical Society, 2540 Olentangy River Rd, Columbus, Ohio 43202, United States
| | - Ramy M Ammar
- Bayer Consumer Health, R&D Digestive Health, Darmstadt 64295, Germany
| | - Rumiana Tenchov
- CAS, a division of the American Chemical Society, 2540 Olentangy River Rd, Columbus, Ohio 43202, United States
| | - Steven Lemmel
- CAS, a division of the American Chemical Society, 2540 Olentangy River Rd, Columbus, Ohio 43202, United States
| | - Olaf Kelber
- Bayer Consumer Health, R&D Digestive Health, Darmstadt 64295, Germany
| | - Malte Grieswelle
- Bayer Consumer Health, R&D Digestive Health, Darmstadt 64295, Germany
| | - Qiongqiong Angela Zhou
- CAS, a division of the American Chemical Society, 2540 Olentangy River Rd, Columbus, Ohio 43202, United States
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8
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Sandle GI, Herod MR, Fontana J, Lippiat JD, Stockley PG. Is intestinal transport dysfunctional in COVID-19-related diarrhea? Am J Physiol Gastrointest Liver Physiol 2023; 324:G415-G418. [PMID: 36976797 PMCID: PMC10281778 DOI: 10.1152/ajpgi.00021.2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 03/20/2023] [Accepted: 03/21/2023] [Indexed: 03/29/2023]
Abstract
Diarrhea, often severe, is a recognized and frequently early symptom during acute COVID-19 infection and may persist or develop for the first time in patients with long-COVID, with socioeconomic consequences. Diarrheal mechanisms in these cases are poorly understood. There is evidence for disruption of intestinal epithelial barrier function and also for changes in the gut microbiome, which is critical for gut immunity and metabolism. Whether the SARS-CoV-2 virus has adverse effects on intestinal transport proteins is unclear. However, the ability of the virus to inhibit expression and activity of an aldosterone-regulated epithelial sodium (Na+) channel (ENaC) present in human distal colon, which is responsible for Na+ and water salvage, points to possible disruption of other intestinal transport proteins during COVID-19 infection. In this Perspective, we develop this idea by highlighting possible intestinal transport protein targets for the SARS-CoV-2 virus and discussing how their interactions might be explored in the laboratory.
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Affiliation(s)
- Geoffrey I Sandle
- Leeds Institute for Medical Research at St. James's, St. James's University Hospital, Leeds, United Kingdom
| | - Morgan R Herod
- Astbury Centre for Structural Molecular Biology, University of Leeds, Leeds, United Kingdom
| | - Juan Fontana
- Astbury Centre for Structural Molecular Biology, University of Leeds, Leeds, United Kingdom
- Faculty of Biological Sciences, University of Leeds, Leeds, United Kingdom
| | - Jonathan D Lippiat
- Faculty of Biological Sciences, University of Leeds, Leeds, United Kingdom
| | - Peter G Stockley
- Astbury Centre for Structural Molecular Biology, University of Leeds, Leeds, United Kingdom
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9
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Ahsan K, Anwar MA, Munawar N. Gut microbiome therapeutic modulation to alleviate drug-induced hepatic damage in COVID-19 patients. World J Gastroenterol 2023; 29:1708-1720. [PMID: 37077515 PMCID: PMC10107217 DOI: 10.3748/wjg.v29.i11.1708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Revised: 01/06/2023] [Accepted: 03/07/2023] [Indexed: 03/17/2023] Open
Abstract
Coronavirus disease 2019 (COVID-19) infection caused by the severe acute respiratory syndrome coronavirus 2 virus, its symptoms, treatment, and post-COVID-19 effects have been a major focus of research since 2020. In addition to respiratory symptoms, different clinical variants of the virus have been associated with dynamic symptoms and multiorgan diseases, including liver abnormalities. The release of cytokines by the activation of innate immune cells during viral infection and the high doses of drugs used for COVID-19 treatment are considered major drivers of liver injury in COVID-19 patients. The degree of hepatic inflammation in patients suffering from chronic liver disease and having COVID-19 could be severe and can be estimated through different liver chemistry abnormality markers. Gut microbiota influences liver chemistry through its metabolites. Gut dysbiosis during COVID-19 treatment can promote liver inflammation. Here, we highlighted the bidirectional association of liver physiology and gut microbiota (gut-liver axis) and its potential to manipulate drug-induced chemical abnormalities in the livers of COVID-19 patients.
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Affiliation(s)
- Khansa Ahsan
- Department of Chemistry, United Arab Emirates University, Al Ain 15551, United Arab Emirates
| | - Munir Ahmad Anwar
- Industrial Biotechnology Division, National Institute for Biotechnology and Genetic Engineering College, Pakistan Institute of Engineering and Applied Sciences (NIBGE-C, PIEAS), Faisalabad 38000, Pakistan
| | - Nayla Munawar
- Department of Chemistry, United Arab Emirates University, Al Ain 15551, United Arab Emirates
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10
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Valiei A, Aminian-Dehkordi J, Mofrad MRK. Gut-on-a-chip models for dissecting the gut microbiology and physiology. APL Bioeng 2023; 7:011502. [PMID: 36875738 PMCID: PMC9977465 DOI: 10.1063/5.0126541] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 01/23/2023] [Indexed: 03/04/2023] Open
Abstract
Microfluidic technologies have been extensively investigated in recent years for developing organ-on-a-chip-devices as robust in vitro models aiming to recapitulate organ 3D topography and its physicochemical cues. Among these attempts, an important research front has focused on simulating the physiology of the gut, an organ with a distinct cellular composition featuring a plethora of microbial and human cells that mutually mediate critical body functions. This research has led to innovative approaches to model fluid flow, mechanical forces, and oxygen gradients, which are all important developmental cues of the gut physiological system. A myriad of studies has demonstrated that gut-on-a-chip models reinforce a prolonged coculture of microbiota and human cells with genotypic and phenotypic responses that closely mimic the in vivo data. Accordingly, the excellent organ mimicry offered by gut-on-a-chips has fueled numerous investigations on the clinical and industrial applications of these devices in recent years. In this review, we outline various gut-on-a-chip designs, particularly focusing on different configurations used to coculture the microbiome and various human intestinal cells. We then elaborate on different approaches that have been adopted to model key physiochemical stimuli and explore how these models have been beneficial to understanding gut pathophysiology and testing therapeutic interventions.
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Affiliation(s)
- Amin Valiei
- Molecular Cell Biomechanics Laboratory, Departments of Bioengineering and Mechanical Engineering, University of California, Berkeley, California 94720, USA
| | - Javad Aminian-Dehkordi
- Molecular Cell Biomechanics Laboratory, Departments of Bioengineering and Mechanical Engineering, University of California, Berkeley, California 94720, USA
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11
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Raudoniute J, Bironaite D, Bagdonas E, Kulvinskiene I, Jonaityte B, Danila E, Aldonyte R. Human airway and lung microbiome at the crossroad of health and disease (Review). Exp Ther Med 2023; 25:18. [PMID: 36561630 PMCID: PMC9748710 DOI: 10.3892/etm.2022.11718] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 11/04/2022] [Indexed: 11/23/2022] Open
Abstract
The evolving field of the microbiome and microbiota has become a popular research topic. The human microbiome is defined as a new organ and is considered a living community of commensal, symbiotic and pathogenic microorganisms within a certain body space. The term 'microbiome' is used to define the entire genome of the microbiota. Bacteria, archaea, fungi, algae and small protists are all members of the microbiota, followed by phages, viruses, plasmids and mobile genetic elements. The composition, heterogeneity and dynamics of microbiomes in time and space, their stability and resistance, essential characteristics and key participants, as well as interactions within the microbiome and with the host, are crucial lines of investigation for the development of successful future diagnostics and therapies. Standardization of microbiome studies and harmonized comparable methodologies are required for the transfer of knowledge from fundamental science into the clinic. Human health is dependent on microbiomes and achieved by nurturing beneficial resident microorganisms and their interplay with the host. The present study reviewed scientific knowledge on the major components of the human respiratory microbiome, i.e. bacteria, viruses and fungi, their symbiotic and parasitic roles, and, also, major diseases of the human respiratory tract and their microbial etiology. Bidirectional relationships regulate microbial ecosystems and host susceptibility. Moreover, environmental insults render host tissues and microbiota disease-prone. The human respiratory microbiome reflects the ambient air microbiome. By understanding the human respiratory microbiome, potential therapeutic strategies may be proposed.
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Affiliation(s)
- Jovile Raudoniute
- Department of Regenerative Medicine, State Research Institute Center for Innovative Medicine, Vilnius LT-0840, Lithuania
| | - Daiva Bironaite
- Department of Regenerative Medicine, State Research Institute Center for Innovative Medicine, Vilnius LT-0840, Lithuania
| | - Edvardas Bagdonas
- Department of Regenerative Medicine, State Research Institute Center for Innovative Medicine, Vilnius LT-0840, Lithuania
| | - Ieva Kulvinskiene
- Department of Regenerative Medicine, State Research Institute Center for Innovative Medicine, Vilnius LT-0840, Lithuania
| | - Brigita Jonaityte
- Center of Pulmonology and Allergology, Vilnius University Hospital Santaros Clinic, Vilnius LT-08661, Lithuania
| | - Edvardas Danila
- Center of Pulmonology and Allergology, Vilnius University Hospital Santaros Clinic, Vilnius LT-08661, Lithuania
| | - Ruta Aldonyte
- Department of Regenerative Medicine, State Research Institute Center for Innovative Medicine, Vilnius LT-0840, Lithuania
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12
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Vakili K, Fathi M, Yaghoobpoor S, Sayehmiri F, Nazerian Y, Nazerian A, Mohamadkhani A, Khodabakhsh P, Réus GZ, Hajibeygi R, Rezaei-Tavirani M. The contribution of gut-brain axis to development of neurological symptoms in COVID-19 recovered patients: A hypothesis and review of literature. Front Cell Infect Microbiol 2022; 12:983089. [PMID: 36619768 PMCID: PMC9815719 DOI: 10.3389/fcimb.2022.983089] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 10/25/2022] [Indexed: 12/24/2022] Open
Abstract
The gut microbiota undergoes significant alterations in response to viral infections, particularly the novel SARS-CoV-2. As impaired gut microbiota can trigger numerous neurological disorders, we suggest that the long-term neurological symptoms of COVID-19 may be related to intestinal microbiota disorders in these patients. Thus, we have gathered available information on how the virus can affect the microbiota of gastrointestinal systems, both in the acute and the recovery phase of the disease, and described several mechanisms through which this gut dysbiosis can lead to long-term neurological disorders, such as Guillain-Barre syndrome, chronic fatigue, psychiatric disorders such as depression and anxiety, and even neurodegenerative diseases such as Alzheimer's and Parkinson's disease. These mechanisms may be mediated by inflammatory cytokines, as well as certain chemicals such as gastrointestinal hormones (e.g., CCK), neurotransmitters (e.g., 5-HT), etc. (e.g., short-chain fatty acids), and the autonomic nervous system. In addition to the direct influences of the virus, repurposed medications used for COVID-19 patients can also play a role in gut dysbiosis. In conclusion, although there are many dark spots in our current knowledge of the mechanism of COVID-19-related gut-brain axis disturbance, based on available evidence, we can hypothesize that these two phenomena are more than just a coincidence and highly recommend large-scale epidemiologic studies in the future.
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Affiliation(s)
- Kimia Vakili
- Student Research Committee, Faculty of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Mobina Fathi
- Student Research Committee, Faculty of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Shirin Yaghoobpoor
- Student Research Committee, Faculty of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Fatemeh Sayehmiri
- Student Research Committee, Faculty of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Yasaman Nazerian
- School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | | | - Ashraf Mohamadkhani
- Digestive Disease Research Center, Tehran University of Medical Sciences, Tehran, Iran
| | - Pariya Khodabakhsh
- Department of Pharmacology, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Gislaine Z. Réus
- Translational Psychiatry Laboratory, Graduate Program in Health Sciences, University of Southern Santa Catarina (UNESC), Criciúma, SC, Brazil
| | - Ramtin Hajibeygi
- Department of Cardiology, Faculty of Medicine, Tehran Medical Sciences, Islamic Azad University, Tehran, Iran
| | - Mostafa Rezaei-Tavirani
- Proteomics Research Center, Faculty of Paramedical Sciences, Shahid Beheshti University of Medical Sciences, Tehran, Iran,*Correspondence: Mostafa Rezaei-Tavirani,
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13
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Evaluation of co-circulating pathogens and microbiome from COVID-19 infections. PLoS One 2022; 17:e0278543. [PMID: 36455065 PMCID: PMC9714956 DOI: 10.1371/journal.pone.0278543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Accepted: 11/18/2022] [Indexed: 12/05/2022] Open
Abstract
Co-infections or secondary infections with SARS-CoV-2 have the potential to affect disease severity and morbidity. Additionally, the potential influence of the nasal microbiome on COVID-19 illness is not well understood. In this study, we analyzed 203 residual samples, originally submitted for SARS-CoV-2 testing, for the presence of viral, bacterial, and fungal pathogens and non-pathogens using a comprehensive microarray technology, the Lawrence Livermore Microbial Detection Array (LLMDA). Eighty-seven percent of the samples were nasopharyngeal samples, and 23% of the samples were oral, nasal and oral pharyngeal swabs. We conducted bioinformatics analyses to examine differences in microbial populations of these samples, as a proxy for the nasal and oral microbiome, from SARS-CoV-2 positive and negative specimens. We found 91% concordance with the LLMDA relative to a diagnostic RT-qPCR assay for detection of SARS-CoV-2. Sixteen percent of all the samples (32/203) revealed the presence of an opportunistic bacterial or frank viral pathogen with the potential to cause co-infections. The two most detected bacteria, Streptococcus pyogenes and Streptococcus pneumoniae, were present in both SARS-CoV-2 positive and negative samples. Human metapneumovirus was the most prevalent viral pathogen in the SARS-CoV-2 negative samples. Sequence analysis of 16S rRNA was also conducted to evaluate bacterial diversity and confirm LLMDA results.
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14
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Li K, Methé BA, Fitch A, Gentry H, Kessinger C, Patel A, Petraglia V, Swamy P, Morris A. Gut and oral microbiota associations with viral mitigation behaviors during the COVID-19 pandemic. Front Cell Infect Microbiol 2022; 12:966361. [PMID: 36159641 PMCID: PMC9500509 DOI: 10.3389/fcimb.2022.966361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Accepted: 08/22/2022] [Indexed: 11/13/2022] Open
Abstract
Imposition of social and health behavior mitigations are important control measures in response to the coronavirus disease 2019 (COVID-19) pandemic caused by the Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2). Although postulated that these measures may impact the human microbiota including losses in diversity from heightened hygiene and social distancing measures, this hypothesis remains to be tested. Other impacts on the microbiota and host mental and physical health status associations from these measures are also not well-studied. Here we examine changes in stool and oral microbiota by analyzing 16S rRNA gene sequence taxonomic profiles from the same individuals during pre-pandemic (before March 2020) and early pandemic (May-November 2020) phases. During the early pandemic phase, individuals were also surveyed using questionnaires to report health histories, anxiety, depression, sleep and other lifestyle behaviors in a cohort of predominantly Caucasian adults (mean age = 61.5 years) with the majority reporting at least one underlying co-morbidity. We identified changes in microbiota (stool n = 288; oral n = 89) between pre-pandemic and early pandemic time points from the same subject and associated these differences with questionnaire responses using linear statistical models and hierarchical clustering of microbiota composition coupled to logistic regression. While a trend in loss of diversity was identified between pre-pandemic and early pandemic time points it was not statistically significant. Paired difference analyses between individuals identified fewer significant changes between pre-pandemic and early pandemic microbiota in those who reported fewer comorbidities. Cluster transition analyses of stool and saliva microbiota determined most individuals remained in the same cluster assignments from the pre-pandemic to early pandemic period. Individuals with microbiota that shifted in composition, causing them to depart a pre-pandemic cluster, reported more health issues and pandemic-associated worries. Collectively, our study identified that stool and saliva microbiota from the pre-pandemic to early pandemic periods largely exhibited ecological stability (especially stool microbiota) with most associations in loss of diversity or changes in composition related to more reported health issues and pandemic-associated worries. Longitudinal observational cohorts are necessary to monitor the microbiome in response to pandemics and changes in public health measures.
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Affiliation(s)
- Kelvin Li
- Center for Medicine and the Microbiome, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, United States
| | - Barbara A. Methé
- Center for Medicine and the Microbiome, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, United States
- *Correspondence: Barbara A. Methé,
| | - Adam Fitch
- Center for Medicine and the Microbiome, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, United States
| | - Heather Gentry
- Center for Medicine and the Microbiome, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, United States
| | - Cathy Kessinger
- Center for Medicine and the Microbiome, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, United States
| | - Asha Patel
- Center for Medicine and the Microbiome, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, United States
| | - Vickie Petraglia
- Center for Medicine and the Microbiome, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, United States
| | - Pruthvi Swamy
- Center for Medicine and the Microbiome, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, United States
| | - Alison Morris
- Center for Medicine and the Microbiome, University of Pittsburgh School of Medicine, Pittsburgh, PA, United States
- Division of Pulmonary, Allergy and Critical Care Medicine, Department of Medicine, University of Pittsburgh School of Medicine and University of Pittsburgh Medical Center, Pittsburgh, PA, United States
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15
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Lymberopoulos E, Gentili GI, Budhdeo S, Sharma N. COVID-19 severity is associated with population-level gut microbiome variations. Front Cell Infect Microbiol 2022; 12:963338. [PMID: 36081770 PMCID: PMC9445151 DOI: 10.3389/fcimb.2022.963338] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Accepted: 08/03/2022] [Indexed: 11/29/2022] Open
Abstract
The human gut microbiome interacts with many diseases, with recent small studies suggesting a link with COVID-19 severity. Exploring this association at the population-level may provide novel insights and help to explain differences in COVID-19 severity between countries. We explore whether there is an association between the gut microbiome of people within different countries and the severity of COVID-19, measured as hospitalisation rate. We use data from the large (n = 3,055) open-access gut microbiome repository curatedMetagenomicData, as well as demographic and country-level metadata. Twelve countries were placed into two groups (high/low) according to COVID-19 hospitalisation rate before December 2020 (ourworldindata.com). We use an unsupervised machine learning method, Topological Data Analysis (TDA). This method analyses both the local geometry and global topology of a high-dimensional dataset, making it particularly suitable for population-level microbiome data. We report an association of distinct baseline population-level gut microbiome signatures with COVID-19 severity. This was found both with a PERMANOVA, as well as with TDA. Specifically, it suggests an association of anti-inflammatory bacteria, including Bifidobacteria species and Eubacterium rectale, with lower severity, and pro-inflammatory bacteria such as Prevotella copri with higher severity. This study also reports a significant impact of country-level confounders, specifically of the proportion of over 70-year-olds in the population, GDP, and human development index. Further interventional studies should examine whether these relationships are causal, as well as considering the contribution of other variables such as genetics, lifestyle, policy, and healthcare system. The results of this study support the value of a population-level association design in microbiome research in general and for the microbiome-COVID-19 relationship, in particular. Finally, this research underscores the potential of TDA for microbiome studies, and in identifying novel associations.
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Affiliation(s)
- Eva Lymberopoulos
- The Sharma Lab, Department of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, England
- Centre for Doctoral Training in AI-London enabled Healthcare Systems, Institute of Health Informatics, University College London, London, England
| | - Giorgia Isabella Gentili
- The Sharma Lab, Department of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, England
| | - Sanjay Budhdeo
- The Sharma Lab, Department of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, England
- National Hospital for Neurology and Neurosurgery, Queen Square, London, England
- School of Biomedical Engineering & Imaging Sciences, Faculty of Life Sciences & Medicine, King’s College London, London, England
| | - Nikhil Sharma
- The Sharma Lab, Department of Clinical and Movement Neurosciences, Queen Square Institute of Neurology, University College London, London, England
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16
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Rocafort M, Henares D, Brotons P, Launes C, Fernandez de Sevilla M, Fumado V, Barrabeig I, Arias S, Redin A, Ponomarenko J, Mele M, Millat-Martinez P, Claverol J, Balanza N, Mira A, Garcia-Garcia JJ, Bassat Q, Jordan I, Muñoz-Almagro C. Impact of COVID-19 Lockdown on the Nasopharyngeal Microbiota of Children and Adults Self-Confined at Home. Viruses 2022; 14:v14071521. [PMID: 35891502 PMCID: PMC9315980 DOI: 10.3390/v14071521] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Revised: 07/06/2022] [Accepted: 07/09/2022] [Indexed: 01/25/2023] Open
Abstract
The increased incidence of COVID-19 cases and deaths in Spain in March 2020 led to the declaration by the Spanish government of a state of emergency imposing strict confinement measures on the population. The objective of this study was to characterize the nasopharyngeal microbiota of children and adults and its relation to SARS-CoV-2 infection and COVID-19 severity during the pandemic lockdown in Spain. This cross-sectional study included family households located in metropolitan Barcelona, Spain, with one adult with a previous confirmed COVID-19 episode and one or more exposed co-habiting child contacts. Nasopharyngeal swabs were used to determine SARS-CoV-2 infection status, characterize the nasopharyngeal microbiota and determine common respiratory DNA/RNA viral co-infections. A total of 173 adult cases and 470 exposed children were included. Overall, a predominance of Corynebacterium and Dolosigranulum and a limited abundance of common pathobionts including Haemophilus and Streptococcus were found both among adults and children. Children with current SARS-CoV-2 infection presented higher bacterial richness and increased Fusobacterium, Streptococcus and Prevotella abundance than non-infected children. Among adults, persistent SARS-CoV-2 RNA was associated with an increased abundance of an unclassified member of the Actinomycetales order. COVID-19 severity was associated with increased Staphylococcus and reduced Dolosigranulum abundance. The stringent COVID-19 lockdown in Spain had a significant impact on the nasopharyngeal microbiota of children, reflected in the limited abundance of common respiratory pathobionts and the predominance of Corynebacterium, regardless of SARS-CoV-2 detection. COVID-19 severity in adults was associated with decreased nasopharynx levels of healthy commensal bacteria.
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Affiliation(s)
- Muntsa Rocafort
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
- CIBER of Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, 28029 Madrid, Spain; (I.B.); (A.M.); (Q.B.)
| | - Desiree Henares
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
- CIBER of Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, 28029 Madrid, Spain; (I.B.); (A.M.); (Q.B.)
| | - Pedro Brotons
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
- CIBER of Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, 28029 Madrid, Spain; (I.B.); (A.M.); (Q.B.)
- Medicine Department, Universitat Internacional de Catalunya, Sant Cugat, 08195 Barcelona, Spain
| | - Cristian Launes
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
- CIBER of Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, 28029 Madrid, Spain; (I.B.); (A.M.); (Q.B.)
- Pediatrics Department, Hospital Sant Joan de Déu, Universitat de Barcelona, Esplugues de Llobregat, 08950 Barcelona, Spain
| | - Mariona Fernandez de Sevilla
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
- CIBER of Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, 28029 Madrid, Spain; (I.B.); (A.M.); (Q.B.)
- Pediatrics Department, Hospital Sant Joan de Déu, Universitat de Barcelona, Esplugues de Llobregat, 08950 Barcelona, Spain
| | - Victoria Fumado
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
- Pediatrics Department, Hospital Sant Joan de Déu, Universitat de Barcelona, Esplugues de Llobregat, 08950 Barcelona, Spain
| | - Irene Barrabeig
- CIBER of Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, 28029 Madrid, Spain; (I.B.); (A.M.); (Q.B.)
- Epidemiological Surveillance Unit, Department of Health, Generalitat de Catalunya, 08907 Barcelona, Spain
| | - Sara Arias
- ISGlobal, Hospital Clínic-Universitat de Barcelona, 08036 Barcelona, Spain; (S.A.); (P.M.-M.); (N.B.)
| | - Alba Redin
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
- Medicine Department, Universitat Internacional de Catalunya, Sant Cugat, 08195 Barcelona, Spain
| | - Julia Ponomarenko
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, 08003 Barcelona, Spain;
- Department of Experimental and Health Sciences, Universitat Pompeu Fabra (UPF), 08002 Barcelona, Spain
| | - Maria Mele
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
- Pediatrics Department, Hospital Sant Joan de Déu, Universitat de Barcelona, Esplugues de Llobregat, 08950 Barcelona, Spain
| | - Pere Millat-Martinez
- ISGlobal, Hospital Clínic-Universitat de Barcelona, 08036 Barcelona, Spain; (S.A.); (P.M.-M.); (N.B.)
| | - Joana Claverol
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
| | - Nuria Balanza
- ISGlobal, Hospital Clínic-Universitat de Barcelona, 08036 Barcelona, Spain; (S.A.); (P.M.-M.); (N.B.)
| | - Alex Mira
- CIBER of Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, 28029 Madrid, Spain; (I.B.); (A.M.); (Q.B.)
- Department of Health and Genomics, Center for Advanced Research in Public Health, Fundacion para el Fomento de la Investigacion Sanitaria y Biomedica de la Comunitat Valenciana (FISABIO), 46020 Valencia, Spain
| | - Juan J. Garcia-Garcia
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
- CIBER of Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, 28029 Madrid, Spain; (I.B.); (A.M.); (Q.B.)
- Pediatrics Department, Hospital Sant Joan de Déu, Universitat de Barcelona, Esplugues de Llobregat, 08950 Barcelona, Spain
| | - Quique Bassat
- CIBER of Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, 28029 Madrid, Spain; (I.B.); (A.M.); (Q.B.)
- Pediatrics Department, Hospital Sant Joan de Déu, Universitat de Barcelona, Esplugues de Llobregat, 08950 Barcelona, Spain
- ISGlobal, Hospital Clínic-Universitat de Barcelona, 08036 Barcelona, Spain; (S.A.); (P.M.-M.); (N.B.)
- Institució Catalana de Recerca i Estudis Avançats (ICREA), 08010 Barcelona, Spain
- Centro de Investigação em Saúde de Manhiça (CISM), Manhiça Maputo 1929, Mozambique
| | - Iolanda Jordan
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
- CIBER of Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, 28029 Madrid, Spain; (I.B.); (A.M.); (Q.B.)
- Pediatrics Department, Hospital Sant Joan de Déu, Universitat de Barcelona, Esplugues de Llobregat, 08950 Barcelona, Spain
| | - Carmen Muñoz-Almagro
- Institut de Recerca Sant Joan de Déu (IRSJD), Hospital Sant Joan de Deu, Esplugues de Llobregat, 08950 Barcelona, Spain; (M.R.); (D.H.); (P.B.); (C.L.); (M.F.d.S.); (V.F.); (A.R.); (M.M.); (J.C.); (J.J.G.-G.); (I.J.)
- CIBER of Epidemiology and Public Health (CIBERESP), Instituto de Salud Carlos III, 28029 Madrid, Spain; (I.B.); (A.M.); (Q.B.)
- Medicine Department, Universitat Internacional de Catalunya, Sant Cugat, 08195 Barcelona, Spain
- Correspondence: ; Tel.: +34-673302405; Fax: +34-932803626
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17
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Šik Novak K, Bogataj Jontez N, Kenig S, Hladnik M, Baruca Arbeiter A, Bandelj D, Černelič Bizjak M, Petelin A, Mohorko N, Jenko Pražnikar Z. The effect of COVID-19 lockdown on mental health, gut microbiota composition and serum cortisol levels. Stress 2022; 25:246-257. [PMID: 35713539 DOI: 10.1080/10253890.2022.2082280] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
Abstract
The aim of this study was to assess changes in mental health, gut microbiota composition, and stress marker serum cortisol due to COVID-19 lockdown in asymptomatic individuals. Healthy adults participated in anthropometric measurements, blood and stool sample collection pre-lockdown and post-lockdown (n = 38, 63.2% females), lifestyle and psychological questionnaires were included in pre-lockdown measurement and lockdown survey (n = 46, 67.4% females). Subjects reported significantly higher body dissatisfaction (p = 0.007) and anxiety (p = 0.002), and significantly lower positive affect (p = 0.001) during lockdown compared with pre-lockdown. According to perceived stress, 51.6% of females and 20% of males experienced moderate to high stress. This was reflected in serum cortisol levels that significantly increased only in females (p = 0.006) post-lockdown and correlated with perceived stress (p = 0.037) and anxiety (p = 0.031). In addition to psychological measures, changes in gut microbiota composition were observed. Gut microbial alpha diversity significantly decreased (p = 0.033), whereas relative abundance of Proteobacteria significantly increased (p = 0.043) post-lockdown. Depression during lockdown was moderately positively correlated with changes in Bacteroidetes abundance (p = 0.015) and negatively with changes in Firmicutes abundance (p = 0.008). Alistipes abundance post-lockdown was moderately positively correlated with anxiety (p = 0.004) and negative affect (p = 0.005) during lockdown. Despite a small sample size and not being able to perform objective measurements during lockdown, the results confirm the effect of lockdown on mental health and gut microbiota composition that could have a great impact on our health (ClinicalTrials identifier: NCT04347213).
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Affiliation(s)
- Karin Šik Novak
- Faculty of Health Sciences, University of Primorska, Izola, Slovenia
| | | | - Saša Kenig
- Faculty of Health Sciences, University of Primorska, Izola, Slovenia
| | - Matjaž Hladnik
- Faculty of Mathematics, Natural Sciences and Information Technologies, University of Primorska, Koper, Slovenia
| | - Alenka Baruca Arbeiter
- Faculty of Mathematics, Natural Sciences and Information Technologies, University of Primorska, Koper, Slovenia
| | - Dunja Bandelj
- Faculty of Mathematics, Natural Sciences and Information Technologies, University of Primorska, Koper, Slovenia
| | | | - Ana Petelin
- Faculty of Health Sciences, University of Primorska, Izola, Slovenia
| | - Nina Mohorko
- Faculty of Health Sciences, University of Primorska, Izola, Slovenia
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18
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Jabczyk M, Nowak J, Hudzik B, Zubelewicz-Szkodzińska B. Diet, Probiotics and Their Impact on the Gut Microbiota during the COVID-19 Pandemic. Nutrients 2021; 13:nu13093172. [PMID: 34579048 PMCID: PMC8465654 DOI: 10.3390/nu13093172] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Revised: 09/03/2021] [Accepted: 09/07/2021] [Indexed: 01/09/2023] Open
Abstract
SARS-CoV-2 infection is associated with diverse clinical manifestations, immune dysfunction, and gut microbiota alterations. The nutritional and biochemical quality of one's diet can influence the intestinal microbiota, which may play a role in the defense mechanisms against potential pathogens, by promoting a wide variety of immune-host interactions. In the COVID-19 pandemic, besides the development of pharmacological therapies, a healthy balanced diet, rich with food-derived antioxidants, may be a useful strategy. Many studies demonstrated that vitamins and probiotic therapies have positive effects on the treatment and prevention of oxidative stress and inflammation in COVID-19. The ecology of the gut microbiota in the digestive tract has been linked to the transport function of the host receptor known as angiotensin converting enzyme 2 (ACE2), suggesting that COVID-19 may be related to the gut microbiota. The angiotensin converting enzyme (ACE), and its receptor (ACE2), play central roles in modulating the renin-angiotensin system (RAS). In addition, ACE2 has functions that act independently of the RAS. ACE2 is the receptor for the SARS coronavirus, and ACE2 is essential for the expression of neutral amino acid transporters in the gut. In this context, ACE2 modulates innate immunity and influences the composition of the gut microbiota. Malnutrition is one of the leading underlying causes of morbidity and mortality worldwide and, including comorbidities, may be a major cause of worse outcomes and higher mortality among COVID-19 patients. This paper reviews the research on dietary components, with particular emphasis on vitamins, antioxidants, and probiotic therapies, and their impacts on the intestinal microbiota's diversity during the SARS-CoV-2 pandemic.
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Affiliation(s)
- Marzena Jabczyk
- Department of Nutrition-Related Disease Prevention, Faculty of Health Sciences in Bytom, Medical University of Silesia, Piekarska 18 Street, 41-902 Bytom, Poland; (M.J.); (B.Z.-S.)
| | - Justyna Nowak
- Department of Cardiovascular Disease Prevention, Faculty of Health Sciences in Bytom, Medical University of Silesia, Piekarska 18 Street, 41-902 Bytom, Poland;
- Correspondence: ; Tel.: +48-323976541
| | - Bartosz Hudzik
- Department of Cardiovascular Disease Prevention, Faculty of Health Sciences in Bytom, Medical University of Silesia, Piekarska 18 Street, 41-902 Bytom, Poland;
- Silesian Center for Heart Diseases, Third Department of Cardiology, Faculty of Medical Science in Zabrze, Medical University of Silesia, 41-800 Zabrze, Poland
| | - Barbara Zubelewicz-Szkodzińska
- Department of Nutrition-Related Disease Prevention, Faculty of Health Sciences in Bytom, Medical University of Silesia, Piekarska 18 Street, 41-902 Bytom, Poland; (M.J.); (B.Z.-S.)
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19
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Lymberopoulos E, Gentili GI, Alomari M, Sharma N. Topological Data Analysis Highlights Novel Geographical Signatures of the Human Gut Microbiome. Front Artif Intell 2021; 4:680564. [PMID: 34490420 PMCID: PMC8417942 DOI: 10.3389/frai.2021.680564] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2021] [Accepted: 07/28/2021] [Indexed: 01/22/2023] Open
Abstract
Background: There is growing interest in the connection between the gut microbiome and human health and disease. Conventional approaches to analyse microbiome data typically entail dimensionality reduction and assume linearity of the observed relationships, however, the microbiome is a highly complex ecosystem marked by non-linear relationships. In this study, we use topological data analysis (TDA) to explore differences and similarities between the gut microbiome across several countries. Methods: We used curated adult microbiome data at the genus level from the GMrepo database. The dataset contains OTU and demographical data of over 4,400 samples from 19 studies, spanning 12 countries. We analysed the data with tmap, an integrative framework for TDA specifically designed for stratification and enrichment analysis of population-based gut microbiome datasets. Results: We find associations between specific microbial genera and groups of countries. Specifically, both the USA and UK were significantly co-enriched with the proinflammatory genera Lachnoclostridium and Ruminiclostridium, while France and New Zealand were co-enriched with other, butyrate-producing, taxa of the order Clostridiales. Conclusion: The TDA approach demonstrates the overlap and distinctions of microbiome composition between and within countries. This yields unique insights into complex associations in the dataset, a finding not possible with conventional approaches. It highlights the potential utility of TDA as a complementary tool in microbiome research, particularly for large population-scale datasets, and suggests further analysis on the effects of diet and other regionally varying factors.
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Affiliation(s)
- Eva Lymberopoulos
- Department of Clinical and Movement Neurosciences, Institute of Neurology, University College London, London, United Kingdom.,CDT AI-Enabled Healthcare Systems, Institute of Health Informatics, University College London, London, United Kingdom
| | - Giorgia Isabella Gentili
- Department of Clinical and Movement Neurosciences, Institute of Neurology, University College London, London, United Kingdom
| | - Muhannad Alomari
- Department of Clinical and Movement Neurosciences, Institute of Neurology, University College London, London, United Kingdom.,R Data Labs, Rolls-Royce Ltd, Derby, United Kingdom
| | - Nikhil Sharma
- Department of Clinical and Movement Neurosciences, Institute of Neurology, University College London, London, United Kingdom.,National Hospital for Neurology and Neurosurgery, University College London Hospitals NHS Foundation Trust, London, United Kingdom
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Abstract
BACKGROUND There is a bidirectional interaction between the intestines and lungs, the so-called lung-intestinal axis. METHOD The review article reports on studies that deal with a possible influence of the intestinal microbiota on the immune response to a SARS-CoV-2 infection. RESULTS AND CONCLUSIONS Studies have shown that COVID-19 is accompanied by dysbiosis that persists even after successful virus conversion (negative PCR). One study found that the severity of COVID-19 is associated with the intestinal microbiota. A dysbiosis could thus favor the so-called cytokine storm. There is indication that pre- and probiotics could boost the immune response in both the guts and lungs.
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Affiliation(s)
- Peter C Konturek
- Klinik für Innere Med. II/Saalfeld, Thüringen-Kliniken "Georgius Agricola" GmbH, Rainweg 68, 07318, Saalfeld, Germany.
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21
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Hong BS, Kim MR. Interplays between human microbiota and microRNAs in COVID-19 pathogenesis: a literature review. Phys Act Nutr 2021; 25:1-7. [PMID: 34315200 PMCID: PMC8342185 DOI: 10.20463/pan.2021.0008] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 06/24/2021] [Indexed: 02/06/2023] Open
Abstract
[Purpose] Recent studies have shown that COVID-19 is often associated with altered gut microbiota composition and reflects disease severity. Furthermore, various reports suggest that the interaction between COVID-19 and host-microbiota homeostasis is mediated through the modulation of microRNAs (miRNAs). Thus, in this review, we aim to summarize the association between human microbiota and miRNAs in COVID-19 pathogenesis. [Methods] We searched for the existing literature using the keywords such “COVID-19 or microbiota,” “microbiota or microRNA,” and “COVID-19 or probiotics” in PubMed until March 31, 2021. Subsequently, we thoroughly reviewed the articles related to microbiota and miRNAs in COVID-19 to generate a comprehensive picture depicting the association between human microbiota and microRNAs in the pathogenesis of COVID-19. [Results] There exists strong experimental evidence suggesting that the composition and diversity of human microbiota are altered in COVID-19 patients, implicating a bidirectional association between the respiratory and gastrointestinal tracts. In addition, SARS-CoV-2 encoded miRNAs and host cellular microRNAs modulated by human microbiota can interfere with viral replication and regulate host gene expression involved in the initiation and progression of COVID-19. These findings suggest that the manipulation of human microbiota with probiotics may play a significant role against SARS-CoV-2 infection by enhancing the host immune system and lowering the inflammatory status. [Conclusion] The human microbiota-miRNA axis can be used as a therapeutic approach for COVID-19. Hence, further studies are needed to investigate the exact molecular mechanisms underlying the regulation of miRNA expression in human microbiota and how these miRNA profiles mediate viral infection through host-microbe interactions.
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Affiliation(s)
- Bok Sil Hong
- Life Science Research Center, Cheju Halla University, Jeju, Republic of Korea.,Department of Nursing, Cheju Halla University, Jeju, Republic of Korea
| | - Myoung-Ryu Kim
- Department of Nursing, Cheju Halla University, Jeju, Republic of Korea
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