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Cleary E, Atuhaire F, Sorcihetta A, Ruktanonchai N, Ruktanonchai C, Cunningham A, Pasqui M, Schiavina M, Melchiorri M, Bondarenko M, Shepherd HER, Padmadas SS, Wesolowski A, Cummings DAT, Tatem AJ, Lai S. Comparing lagged impacts of mobility changes and environmental factors on COVID-19 waves in rural and urban India: a Bayesian spatiotemporal modelling study. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.06.12.24308871. [PMID: 38946988 PMCID: PMC11213100 DOI: 10.1101/2024.06.12.24308871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/02/2024]
Abstract
Previous research in India has identified urbanisation, human mobility and population demographics as key variables associated with higher district level COVID-19 incidence. However, the spatiotemporal dynamics of mobility patterns in rural and urban areas in India, in conjunction with other drivers of COVID-19 transmission, have not been fully investigated. We explored travel networks within India during two pandemic waves using aggregated and anonymized weekly human movement datasets obtained from Google, and quantified changes in mobility before and during the pandemic compared with the mean baseline mobility for the 8-week time period at the beginning of 2020. We fit Bayesian spatiotemporal hierarchical models coupled with distributed lag non-linear models (DLNM) within the integrated nested Laplace approximate (INLA) package in R to examine the lag-response associations of drivers of COVID-19 transmission in urban, suburban, and rural districts in India during two pandemic waves in 2020-2021. Model results demonstrate that recovery of mobility to 99% that of pre-pandemic levels was associated with an increase in relative risk of COVID-19 transmission during the Delta wave of transmission. This increased mobility, coupled with reduced stringency in public intervention policy and the emergence of the Delta variant, were the main contributors to the high COVID-19 transmission peak in India in April 2021. During both pandemic waves in India, reduction in human mobility, higher stringency of interventions, and climate factors (temperature and precipitation) had 2-week lag-response impacts on the R t of COVID-19 transmission, with variations in drivers of COVID-19 transmission observed across urban, rural and suburban areas. With the increased likelihood of emergent novel infections and disease outbreaks under a changing global climate, providing a framework for understanding the lagged impact of spatiotemporal drivers of infection transmission will be crucial for informing interventions.
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Hernández-Terán A, Vega-Sánchez AE, Mejía-Nepomuceno F, Serna-Muñoz R, Rodríguez-Llamazares S, Salido-Guadarrama I, Romero-Espinoza JA, Guadarrama-Pérez C, Sandoval-Gutierrez JL, Campos F, Mondragón-Rivero EN, Ramírez-Venegas A, Castillejos-López M, Téllez-Navarrete NA, Pérez-Padilla R, Vázquez-Pérez JA. Microbiota composition in the lower respiratory tract is associated with severity in patients with acute respiratory distress by influenza. Virol J 2023; 20:19. [PMID: 36726151 PMCID: PMC9891757 DOI: 10.1186/s12985-023-01979-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 01/28/2023] [Indexed: 02/03/2023] Open
Abstract
Several factors are associated with the severity of the respiratory disease caused by the influenza virus. Although viral factors are one of the most studied, in recent years the role of the microbiota and co-infections in severe and fatal outcomes has been recognized. However, most of the work has focused on the microbiota of the upper respiratory tract (URT), hindering potential insights from the lower respiratory tract (LRT) that may help to understand the role of the microbiota in Influenza disease. In this work, we characterized the microbiota of the LRT of patients with Influenza A using 16S rRNA sequencing. We tested if patients with different outcomes (deceased/recovered) and use of antibiotics differ in their microbial community composition. We found important differences in the diversity and composition of the microbiota between deceased and recovered patients. In particular, we detected a high abundance of opportunistic pathogens such as Granulicatella, in patients either deceased or with antibiotic treatment. Also, we found antibiotic treatment correlated with lower diversity of microbial communities and with lower probability of survival in Influenza A patients. Altogether, the loss of microbial diversity could generate a disequilibrium in the community, potentially compromising the immune response increasing viral infectivity, promoting the growth of potentially pathogenic bacteria that, together with altered biochemical parameters, can be leading to severe forms of the disease. Overall, the present study gives one of the first characterizations of the diversity and composition of microbial communities in the LRT of Influenza patients and its relationship with clinical variables and disease severity.
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Affiliation(s)
- Alejandra Hernández-Terán
- grid.419179.30000 0000 8515 3604Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Angel E. Vega-Sánchez
- grid.419179.30000 0000 8515 3604Servicio de Urgencias Médicas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Fidencio Mejía-Nepomuceno
- grid.419179.30000 0000 8515 3604Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Ricardo Serna-Muñoz
- grid.419179.30000 0000 8515 3604Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Sebastián Rodríguez-Llamazares
- grid.419179.30000 0000 8515 3604Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Iván Salido-Guadarrama
- grid.419218.70000 0004 1773 5302Departamento de Bioinformática y Análisis Estadísticos, Instituto Nacional de Perinatología Isidro Espinosa De los Reyes, INPER, Ciudad de Mexico, Mexico
| | - Jose A. Romero-Espinoza
- grid.419179.30000 0000 8515 3604Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Cristobal Guadarrama-Pérez
- grid.419179.30000 0000 8515 3604Servicio de Urgencias Médicas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Jose L. Sandoval-Gutierrez
- grid.419179.30000 0000 8515 3604Servicio Auxiliar de Diagnóstico y Paramédicos, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Fernando Campos
- grid.419179.30000 0000 8515 3604Unidad de Terapia Intensiva, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Erika N. Mondragón-Rivero
- grid.419179.30000 0000 8515 3604Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Alejandra Ramírez-Venegas
- grid.419179.30000 0000 8515 3604Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Manuel Castillejos-López
- grid.419179.30000 0000 8515 3604Departamento de Unidad de Epidemiología Hospitalaria e Infectología, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Norma A. Téllez-Navarrete
- grid.419179.30000 0000 8515 3604Laboratorio de Inmunología Integrativa, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Rogelio Pérez-Padilla
- grid.419179.30000 0000 8515 3604Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
| | - Joel A. Vázquez-Pérez
- grid.419179.30000 0000 8515 3604Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Ciudad de Mexico, Mexico
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Prescott SL, Logan AC, Bristow J, Rozzi R, Moodie R, Redvers N, Haahtela T, Warber S, Poland B, Hancock T, Berman B. Exiting the Anthropocene: Achieving personal and planetary health in the 21st century. Allergy 2022; 77:3498-3512. [PMID: 35748742 PMCID: PMC10083953 DOI: 10.1111/all.15419] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 06/10/2022] [Accepted: 06/20/2022] [Indexed: 01/28/2023]
Abstract
Planetary health provides a perspective of ecological interdependence that connects the health and vitality of individuals, communities, and Earth's natural systems. It includes the social, political, and economic ecosystems that influence both individuals and whole societies. In an era of interconnected grand challenges threatening health of all systems at all scales, planetary health provides a framework for cross-sectoral collaboration and unified systems approaches to solutions. The field of allergy is at the forefront of these efforts. Allergic conditions are a sentinel measure of environmental impact on human health in early life-illuminating how ecological changes affect immune development and predispose to a wider range of inflammatory noncommunicable diseases (NCDs). This shows how adverse macroscale ecology in the Anthropocene penetrates to the molecular level of personal and microscale ecology, including the microbial systems at the foundations of all ecosystems. It provides the basis for more integrated efforts to address widespread environmental degradation and adverse effects of maladaptive urbanization, food systems, lifestyle behaviors, and socioeconomic disadvantage. Nature-based solutions and efforts to improve nature-relatedness are crucial for restoring symbiosis, balance, and mutualism in every sense, recognizing that both personal lifestyle choices and collective structural actions are needed in tandem. Ultimately, meaningful ecological approaches will depend on placing greater emphasis on psychological and cultural dimensions such as mindfulness, values, and moral wisdom to ensure a sustainable and resilient future.
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Affiliation(s)
- Susan L Prescott
- Medical School, University of Western Australia, Nedlands, WA, Australia.,Nova Institute for Health, Baltimore, Maryland, USA.,ORIGINS Project, Telethon Kids Institute at Perth Children's Hospital, Nedlands, WA, Australia
| | - Alan C Logan
- Nova Institute for Health, Baltimore, Maryland, USA
| | | | - Ricardo Rozzi
- Cape Horn International Center (CHIC), University of Magallanes, Puerto Williams, Chile.,Philosophy and Religion, University of North Texas, Denton, Texas, USA
| | - Rob Moodie
- School of Population and Global Health (MSPGH), University of Melbourne, Parkville, Vic., Australia
| | - Nicole Redvers
- School of Medicine and Health Sciences, University of North Dakota, Grand Forks, North Dakota, USA
| | - Tari Haahtela
- Skin and Allergy Hospital, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Sara Warber
- Nova Institute for Health, Baltimore, Maryland, USA.,Department of Family Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Blake Poland
- Dalla Lana School of Public Health, University of Toronto, Toronto, ON, Canada
| | - Trevor Hancock
- School of Public Health and Social Policy, University of Victoria, Victoria, BC, Canada
| | - Brian Berman
- Nova Institute for Health, Baltimore, Maryland, USA.,Department of Family and Community Medicine, Center for Integrative Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA
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Gdoura M, Touati R, Kalthoum S, Ben Slama R, Fatnassi N, Mrad M, Ammari L, Brahmi N, Ben Jazia A, Hogga N, Triki H, Haddad-Boubaker S. Presumed Protective Role for Anti-Hepatitis B Virus Antibodies Against COVID-19 Severe Cases: A Clinical Study Confirming in silico Hypothesis. Front Med (Lausanne) 2022; 9:909660. [PMID: 35872771 PMCID: PMC9305696 DOI: 10.3389/fmed.2022.909660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 06/13/2022] [Indexed: 11/13/2022] Open
Abstract
Background Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is responsible for COVID-19 disease which is known to have a broad clinical spectrum, from asymptomatic to critical presentation leading to death. Many researchers have investigated the factors impacting the course of the disease. Our previous in silico study suggested a possible protective effect of Hepatitis B, Tetanus and Measles vaccines against COVID-19. In continuity, we conducted a cross-sectional clinical study in order to confirm our in silico assumptions regarding the HBs-Ag antibodies. Methods A representative sex- and age-matched sample of patients with confirmed COVID-19 was selected (n = 340). All clinical presentations were equally represented. Using an ELISA test, each patient benefited of a serology for the detection and measurement of the anti-HBs specific IgG antibodies. The obtained results allowed determining the different correlations between these antibody titers and the disease severity. The R® software and the MedCalc® software served to calculate the Spearman's coefficient of rank correlation (rho) for the obtained titers per severity group as well as the different other calculations and figure representations. Results A significant positive correlation was found with the anti-HBs titers (rho = 0.107; p = 0.04). High anti-HBs titers were significantly associated with the mild presentation of COVID-19. A significant difference was found between the obtained titers per severity class (chi-2 test, p = 0.03). Discussion/Conclusion Our findings demonstrated that anti-HBs titers were significantly higher for patients having mild COVID-19 presentations. We presume that being immunized against the HB may play a protective role in the course of the disease. Our study provided more key elements in understanding the disparity of the clinical spectrum among regions.
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Affiliation(s)
- Mariem Gdoura
- Laboratory of Clinical Virology, WHO Regional Reference Laboratory for Poliomyelitis and Measles for the EMR, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
- LR20IPT10 Laboratory of Virus, Host and Vectors, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
- Department of Clinical Biology, Faculty of Pharmacy of Monastir, University of Monastir, Monastir, Tunisia
- *Correspondence: Mariem Gdoura
| | - Raoua Touati
- Laboratory of Clinical Virology, WHO Regional Reference Laboratory for Poliomyelitis and Measles for the EMR, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
- LR20IPT10 Laboratory of Virus, Host and Vectors, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
| | - Sana Kalthoum
- Centre National de Veille Zoosanitaire, Tunis, Tunisia
| | - Rania Ben Slama
- Laboratory of Clinical Virology, WHO Regional Reference Laboratory for Poliomyelitis and Measles for the EMR, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
- LR20IPT10 Laboratory of Virus, Host and Vectors, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
| | - Nouel Fatnassi
- LR20IPT10 Laboratory of Virus, Host and Vectors, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
- Centre National de Veille Zoosanitaire, Tunis, Tunisia
| | - Mehdi Mrad
- Laboratory of Biochemistry, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
| | - Lamia Ammari
- LR20IPT10 Laboratory of Virus, Host and Vectors, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
- Infectious Diseases Departement, Rabta Hospital, Tunis, Tunisia
| | - Nozha Brahmi
- Intensive Care Service, Emergence Medical Assistance Center, Tunis, Tunisia
| | - Amira Ben Jazia
- Intensive Care Service, Emergence Medical Assistance Center, Tunis, Tunisia
| | - Nahed Hogga
- Laboratory of Clinical Virology, WHO Regional Reference Laboratory for Poliomyelitis and Measles for the EMR, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
- LR20IPT10 Laboratory of Virus, Host and Vectors, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
| | - Henda Triki
- Laboratory of Clinical Virology, WHO Regional Reference Laboratory for Poliomyelitis and Measles for the EMR, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
- LR20IPT10 Laboratory of Virus, Host and Vectors, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
| | - Sondes Haddad-Boubaker
- Laboratory of Clinical Virology, WHO Regional Reference Laboratory for Poliomyelitis and Measles for the EMR, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
- LR20IPT10 Laboratory of Virus, Host and Vectors, Institut Pasteur de Tunis, University of Tunis El Manar, Tunis, Tunisia
- Sondes Haddad-Boubaker
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5
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Ma Z(S, Zhang YP. Ecology of Human Medical Enterprises: From Disease Ecology of Zoonoses, Cancer Ecology Through to Medical Ecology of Human Microbiomes. Front Ecol Evol 2022. [DOI: 10.3389/fevo.2022.879130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
In nature, the interaction between pathogens and their hosts is only one of a handful of interaction relationships between species, including parasitism, predation, competition, symbiosis, commensalism, and among others. From a non-anthropocentric view, parasitism has relatively fewer essential differences from the other relationships; but from an anthropocentric view, parasitism and predation against humans and their well-beings and belongings are frequently related to heinous diseases. Specifically, treating (managing) diseases of humans, crops and forests, pets, livestock, and wildlife constitute the so-termed medical enterprises (sciences and technologies) humans endeavor in biomedicine and clinical medicine, veterinary, plant protection, and wildlife conservation. In recent years, the significance of ecological science to medicines has received rising attentions, and the emergence and pandemic of COVID-19 appear accelerating the trend. The facts that diseases are simply one of the fundamental ecological relationships in nature, and the study of the relationships between species and their environment is a core mission of ecology highlight the critical importance of ecological science. Nevertheless, current studies on the ecology of medical enterprises are highly fragmented. Here, we (i) conceptually overview the fields of disease ecology of wildlife, cancer ecology and evolution, medical ecology of human microbiome-associated diseases and infectious diseases, and integrated pest management of crops and forests, across major medical enterprises. (ii) Explore the necessity and feasibility for a unified medical ecology that spans biomedicine, clinical medicine, veterinary, crop (forest and wildlife) protection, and biodiversity conservation. (iii) Suggest that a unified medical ecology of human diseases is both necessary and feasible, but laissez-faire terminologies in other human medical enterprises may be preferred. (iv) Suggest that the evo-eco paradigm for cancer research can play a similar role of evo-devo in evolutionary developmental biology. (v) Summarized 40 key ecological principles/theories in current disease-, cancer-, and medical-ecology literatures. (vi) Identified key cross-disciplinary discovery fields for medical/disease ecology in coming decade including bioinformatics and computational ecology, single cell ecology, theoretical ecology, complexity science, and the integrated studies of ecology and evolution. Finally, deep understanding of medical ecology is of obvious importance for the safety of human beings and perhaps for all living things on the planet.
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Pons-Salort M, John J, Watson OJ, Brazeau NF, Verity R, Kang G, Grassly NC. Reassessing Reported Deaths and Estimated Infection Attack Rate during the First 6 Months of the COVID-19 Epidemic, Delhi, India. Emerg Infect Dis 2022; 28:759-766. [PMID: 35213800 DOI: 10.1101/2021.03.23.21254092] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/23/2023] Open
Abstract
India reported >10 million coronavirus disease (COVID-19) cases and 149,000 deaths in 2020. To reassess reported deaths and estimate incidence rates during the first 6 months of the epidemic, we used a severe acute respiratory syndrome coronavirus 2 transmission model fit to data from 3 serosurveys in Delhi and time-series documentation of reported deaths. We estimated 48.7% (95% credible interval 22.1%-76.8%) cumulative infection in the population through the end of September 2020. Using an age-adjusted overall infection fatality ratio based on age-specific estimates from mostly high-income countries, we estimated that just 15.0% (95% credible interval 9.3%-34.0%) of COVID-19 deaths had been reported, indicating either substantial underreporting or lower age-specific infection-fatality ratios in India than in high-income countries. Despite the estimated high attack rate, additional epidemic waves occurred in late 2020 and April-May 2021. Future dynamics will depend on the duration of natural and vaccine-induced immunity and their effectiveness against new variants.
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7
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Pons-Salort M, John J, Watson OJ, Brazeau NF, Verity R, Kang G, Grassly NC. Reassessing Reported Deaths and Estimated Infection Attack Rate during the First 6 Months of the COVID-19 Epidemic, Delhi, India. Emerg Infect Dis 2022; 28:759-766. [PMID: 35213800 PMCID: PMC8962916 DOI: 10.3201/eid2804.210879] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
India reported >10 million coronavirus disease (COVID-19) cases and 149,000 deaths in 2020. To reassess reported deaths and estimate incidence rates during the first 6 months of the epidemic, we used a severe acute respiratory syndrome coronavirus 2 transmission model fit to data from 3 serosurveys in Delhi and time-series documentation of reported deaths. We estimated 48.7% (95% credible interval 22.1%-76.8%) cumulative infection in the population through the end of September 2020. Using an age-adjusted overall infection fatality ratio based on age-specific estimates from mostly high-income countries, we estimated that just 15.0% (95% credible interval 9.3%-34.0%) of COVID-19 deaths had been reported, indicating either substantial underreporting or lower age-specific infection-fatality ratios in India than in high-income countries. Despite the estimated high attack rate, additional epidemic waves occurred in late 2020 and April-May 2021. Future dynamics will depend on the duration of natural and vaccine-induced immunity and their effectiveness against new variants.
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8
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Favas C, Jarrett P, Ratnayake R, Watson OJ, Checchi F. Country differences in transmissibility, age distribution and case-fatality of SARS-CoV-2: a global ecological analysis. Int J Infect Dis 2022; 114:210-218. [PMID: 34749011 PMCID: PMC8571103 DOI: 10.1016/j.ijid.2021.11.004] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Revised: 09/27/2021] [Accepted: 11/01/2021] [Indexed: 12/15/2022] Open
Abstract
Objectives The first COVID-19 pandemic waves in many low-income countries appeared milder than initially forecasted. We conducted a country-level ecological study to describe patterns in key SARS-CoV-2 outcomes by country and region and explore associations with potential explanatory factors, including population age structure and prior exposure to endemic parasitic infections. Methods We collected publicly available data and compared them using standardisation techniques. We then explored the association between exposures and outcomes using random forest and linear regression. We adjusted for potential confounders and plausible effect modifications. Results While mean time-varying reproduction number was highest in the European and Americas regions, median age of death was lower in the Africa region, with a broadly similar case-fatality ratio. Population age was strongly associated with mean (β=0.01, 95% CI, 0.005, 0.011) and median age of cases (β=-0.40, 95% CI, -0.53, -0.26) and deaths (β= 0.40, 95% CI, 0.17, 0.62). Conclusions Population age seems an important country-level factor explaining both transmissibility and age distribution of observed cases and deaths. Endemic infections seem unlikely, from this analysis, to be key drivers of the variation in observed epidemic trends. Our study was limited by the availability of outcome data and its causally uncertain ecological design.
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Affiliation(s)
- Caroline Favas
- Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel St, Bloomsbury, London, WC1E 7HT, United Kingdom.
| | - Prudence Jarrett
- Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel St, Bloomsbury, London, WC1E 7HT, United Kingdom
| | - Ruwan Ratnayake
- Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel St, Bloomsbury, London, WC1E 7HT, United Kingdom
| | - Oliver J Watson
- Department of Infectious Disease Epidemiology, Imperial College London, London, United Kingdom
| | - Francesco Checchi
- Faculty of Epidemiology and Population Health, London School of Hygiene and Tropical Medicine, Keppel St, Bloomsbury, London, WC1E 7HT, United Kingdom
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9
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Roy K, Agarwal S, Banerjee R, Paul MK, Purbey PK. COVID-19 and gut immunomodulation. World J Gastroenterol 2021; 27:7925-7942. [PMID: 35046621 PMCID: PMC8678818 DOI: 10.3748/wjg.v27.i46.7925] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Revised: 06/09/2021] [Accepted: 11/29/2021] [Indexed: 02/06/2023] Open
Abstract
The disease coronavirus disease 2019 (COVID-19) is a severe respiratory illness that has emerged as a devastating health problem worldwide. The disease outcome is heterogeneous, and severity is likely dependent on the immunity of infected individuals and comorbidities. Although symptoms of the disease are primarily associated with respiratory problems, additional infection or failure of other vital organs are being reported. Emerging reports suggest a quite common co-existence of gastrointestinal (GI) tract symptoms in addition to respiratory symptoms in many COVID-19 patients, and some patients show just the GI symptoms. The possible cause of the GI symptoms could be due to direct infection of the epithelial cells of the gut, which is supported by the fact that (1) The intestinal epithelium expresses a high level of angiotensin-converting enzyme-2 and transmembrane protease serine 2 protein that are required for the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) entry into the cells; (2) About half of the severe COVID-19 patients show viral RNA in their feces and various parts of the GI tract; and (3) SARS-CoV-2 can directly infect gut epithelial cells in vitro (gut epithelial cells and organoids) and in vivo (rhesus monkey). The GI tract seems to be a site of active innate and adaptive immune responses to SARS-CoV-2 as clinically, stool samples of COVID-19 patients possess proinflammatory cytokines (interleukin 8), calprotectin (neutrophils activity), and immunoglobulin A antibodies. In addition to direct immune activation by the virus, impairment of GI epithelium integrity can evoke immune response under the influence of systemic cytokines, hypoxia, and changes in gut microbiota (dysbiosis) due to infection of the respiratory system, which is confirmed by the observation that not all of the GI symptomatic patients are viral RNA positive. This review comprehensively summarizes the possible GI immunomodulation by SARS-CoV-2 that could lead to GI symptoms, their association with disease severity, and potential therapeutic interventions.
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Affiliation(s)
- Koushik Roy
- Microbiology and Immunology, Department of Pathology, School of Medicine, University of Utah, Salt Lake City, UT 84112, United States
| | - Sidra Agarwal
- Department of Gastroenterology, Shadan Institute of Medical Sciences, Peeramcheru 500086, Telangana, India
| | - Rajib Banerjee
- Department of Electronics and Communication Engineering, Dr. B. C. Roy Engineering College, Durgapur 713206, West Bengal, India
| | - Manash K Paul
- Division of Pulmonary and Critical Care Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, United States
| | - Prabhat K Purbey
- Department of Microbiology, Immunology and Molecular Genetics, University of California Los Angeles, Los Angeles, CA 90095, United States
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10
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Hernández-Terán A, Mejía-Nepomuceno F, Herrera MT, Barreto O, García E, Castillejos M, Boukadida C, Matias-Florentino M, Rincón-Rubio A, Avila-Rios S, Mújica-Sánchez M, Serna-Muñoz R, Becerril-Vargas E, Guadarrama-Pérez C, Ahumada-Topete VH, Rodríguez-Llamazares S, Martínez-Orozco JA, Salas-Hernández J, Pérez-Padilla R, Vázquez-Pérez JA. Dysbiosis and structural disruption of the respiratory microbiota in COVID-19 patients with severe and fatal outcomes. Sci Rep 2021; 11:21297. [PMID: 34716394 PMCID: PMC8556282 DOI: 10.1038/s41598-021-00851-0] [Citation(s) in RCA: 39] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Accepted: 10/18/2021] [Indexed: 02/07/2023] Open
Abstract
The COVID-19 outbreak has caused over three million deaths worldwide. Understanding the pathology of the disease and the factors that drive severe and fatal clinical outcomes is of special relevance. Studying the role of the respiratory microbiota in COVID-19 is especially important as the respiratory microbiota is known to interact with the host immune system, contributing to clinical outcomes in chronic and acute respiratory diseases. Here, we characterized the microbiota in the respiratory tract of patients with mild, severe, or fatal COVID-19, and compared it to healthy controls and patients with non-COVID-19-pneumonia. We comparatively studied the microbial composition, diversity, and microbiota structure between the study groups and correlated the results with clinical data. We found differences in the microbial composition for COVID-19 patients, healthy controls, and non-COVID-19 pneumonia controls. In particular, we detected a high number of potentially opportunistic pathogens associated with severe and fatal levels of the disease. Also, we found higher levels of dysbiosis in the respiratory microbiota of patients with COVID-19 compared to the healthy controls. In addition, we detected differences in diversity structure between the microbiota of patients with mild, severe, and fatal COVID-19, as well as the presence of specific bacteria that correlated with clinical variables associated with increased risk of mortality. In summary, our results demonstrate that increased dysbiosis of the respiratory tract microbiota in patients with COVID-19 along with a continuous loss of microbial complexity structure found in mild to fatal COVID-19 cases may potentially alter clinical outcomes in patients. Taken together, our findings identify the respiratory microbiota as a factor potentially associated with the severity of COVID-19.
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Affiliation(s)
- Alejandra Hernández-Terán
- Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Fidencio Mejía-Nepomuceno
- Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - María Teresa Herrera
- Departamento de Investigación en Microbiología, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Omar Barreto
- Coordinación de Atención Médica, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Emma García
- Coordinación de Atención Médica, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Manuel Castillejos
- Departamento de Unidad de Epidemiología Hospitalaria e Infectología, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Celia Boukadida
- Centro de Investigación en Enfermedades Infecciosas, CIENI, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Margarita Matias-Florentino
- Centro de Investigación en Enfermedades Infecciosas, CIENI, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Alma Rincón-Rubio
- Centro de Investigación en Enfermedades Infecciosas, CIENI, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Santiago Avila-Rios
- Centro de Investigación en Enfermedades Infecciosas, CIENI, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Mario Mújica-Sánchez
- Laboratorio de Microbiología, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Ricardo Serna-Muñoz
- Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Eduardo Becerril-Vargas
- Laboratorio de Microbiología, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Cristobal Guadarrama-Pérez
- Servicio de Urgencias Médicas, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Víctor Hugo Ahumada-Topete
- Departamento de Unidad de Epidemiología Hospitalaria e Infectología, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Sebastián Rodríguez-Llamazares
- Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - José Arturo Martínez-Orozco
- Laboratorio de Microbiología, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Jorge Salas-Hernández
- Dirección General INER, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Rogelio Pérez-Padilla
- Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico
| | - Joel Armando Vázquez-Pérez
- Departamento de Investigación en Tabaquismo y EPOC, Instituto Nacional de Enfermedades Respiratorias Ismael Cosío Villegas, INER, Mexico, Mexico.
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11
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Hussain I, Cher GLY, Abid MA, Abid MB. Role of Gut Microbiome in COVID-19: An Insight Into Pathogenesis and Therapeutic Potential. Front Immunol 2021; 12:765965. [PMID: 34721437 PMCID: PMC8551858 DOI: 10.3389/fimmu.2021.765965] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Accepted: 09/20/2021] [Indexed: 12/13/2022] Open
Abstract
Coronavirus disease 2019 (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), resulted in an unprecedented global crisis. Although primarily a respiratory illness, dysregulated immune responses may lead to multi-organ dysfunction. Prior data showed that the resident microbial communities of gastrointestinal and respiratory tracts act as modulators of local and systemic inflammatory activity (the gut-lung axis). Evolving evidence now signals an alteration in the gut microbiome, brought upon either by cytokines from the infected respiratory tract or from direct infection of the gut, or both. Dysbiosis leads to a "leaky gut". The intestinal permeability then allows access to bacterial products and toxins into the circulatory system and further exacerbates the systemic inflammatory response. In this review, we discuss the available data related to the role of the gut microbiome in the development and progression of COVID-19. We provide mechanistic insights into early data with a focus on immunological crosstalk and the microbiome's potential as a biomarker and therapeutic target.
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Affiliation(s)
- Ikram Hussain
- Department of Gastroenterology, Khoo Teck Puat Hospital, Singapore, Singapore
| | | | - Muhammad Abbas Abid
- Department of Hematopathology and Microbiology, Aga Khan University Hospital, Karachi, Pakistan
| | - Muhammad Bilal Abid
- Division of Infectious Diseases, Medical College of Wisconsin, Milwaukee, WI, United States
- Division of Hematology/Oncology, Medical College of Wisconsin, Milwaukee, WI, United States
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12
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Chawla S, Chawla S. Comparative Analysis of Susceptibility and Severity of COVID-19 in Countries from the Eastern and the Western World Till March '21. Microbiol Insights 2021; 14:11786361211041367. [PMID: 34483666 PMCID: PMC8411631 DOI: 10.1177/11786361211041367] [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: 12/19/2020] [Accepted: 07/27/2021] [Indexed: 11/24/2022] Open
Abstract
Majority of the world’s human population today is affected by Covid-19. The
disease has not only exhibited differences in susceptibility among people of
different countries, but also the mortality rate. In general, Western world has
been reporting a greater number of infected cases than eastern countries. Even
the mortality rates are quite high there. The aim of this study was to analyse
the data available on the infectivity and mortality rates of Covid-19 in
different countries till March’21 and then reviewed the literature to find
reasons for the differences in susceptibility and severity in eastern and
western countries. The reasons for the observed differences may be: (i) Eastern
countries followed stricter modalities and got grace period to create better
healthcare facilities to tackle COVID-19. This probably also slowed the
transmission of virus and its evolution, (ii) Vaccination policies in the east
may have provided some immunity due to cross reactivity, (iii) Frequent exposure
to infections at young age in eastern countries might be helping in better
immunity, (iv) Mutations in viral genome may be geography based and (v) Genetic
differences in the immune system of the hosts with respect to ACE receptors and
MHC may be playing an important role. In this article, an attempt has been made
to put forth and discuss these plausible reasons along with suitable evidences.
These findings may help in future research on the diagnosis, treatment and
prevention of Covid-19.
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Affiliation(s)
- Shashi Chawla
- Department of Microbiology, Gargi College, New Delhi, India
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13
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Babu GR, Ray D, Bhaduri R, Halder A, Kundu R, Menon GI, Mukherjee B. COVID-19 Pandemic in India: Through the Lens of Modeling. GLOBAL HEALTH, SCIENCE AND PRACTICE 2021; 9:220-228. [PMID: 34234020 PMCID: PMC8324184 DOI: 10.9745/ghsp-d-21-00233] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/10/2021] [Accepted: 05/04/2021] [Indexed: 12/24/2022]
Abstract
We reflect on and review India's COVID-19 pandemic response through the lens of modeling and data. The lessons learned from the Indian context may be beneficial for other countries.
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Affiliation(s)
- Giridhara R Babu
- Indian Institute of Public Health, Public Health Foundation of India, Bengaluru, India
| | - Debashree Ray
- Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | | | - Aritra Halder
- Social and Decision Analytics Division, Biocomplexity Institute, University of Virginia, USA
| | | | - Gautam I Menon
- Ashoka University, Sonepat, India
- Institute of Mathematical Sciences, Chennai, India
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14
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Dogra P, Koay EJ, Wang Z, Vahidy FS, Ferrari M, Pasqualini R, Arap W, Boom ML, Dirk Sostman H, Cristini V. Is the worst of the COVID-19 global pandemic yet to come? Application of financial mathematics as candidate predictive tools. Transl Psychiatry 2021; 11:299. [PMID: 34016952 PMCID: PMC8134815 DOI: 10.1038/s41398-021-01429-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/17/2021] [Revised: 04/21/2021] [Accepted: 05/04/2021] [Indexed: 12/15/2022] Open
Abstract
The Elliott Wave principle is a time-honored, oft-used method for predicting variations in the financial markets. It is based on the notion that human emotions drive financial decisions. In the fight against the COVID-19 global pandemic, human emotions are similarly decisive, for instance in that they determine one's willingness to be vaccinated, and/or to follow preventive measures including the personal wearing of masks, the application of social distancing protocols, and frequent handwashing. On this basis, we postulated that the Elliott Wave Principle may similarly be used to predict the future evolution of the COVID-19 pandemic. We demonstrated that this method reproduces the data pattern for various countries and the world (daily new cases). Potential scenarios were then extrapolated, from the best-case corresponding to a rapid, full vaccination of the population, to the utterly disastrous case of slow vaccination, and poor adherence to preventive protocols.
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Affiliation(s)
- Prashant Dogra
- Mathematics in Medicine Program, Houston Methodist Research Institute, Houston, TX, USA
| | - Eugene J Koay
- Department of Gastrointestinal Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Zhihui Wang
- Mathematics in Medicine Program, Houston Methodist Research Institute, Houston, TX, USA
| | - Farhaan S Vahidy
- Center for Outcomes Research, Houston Methodist Research Institute, Houston, TX, USA
- Houston Methodist Neurological Institute, Houston Methodist, Houston, TX, USA
| | - Mauro Ferrari
- Department of Pharmaceutics, University of Washington, Seattle, WA, USA
- Dompé X-Therapeutics, San Mateo, CA, USA
| | - Renata Pasqualini
- Rutgers Cancer Institute of New Jersey, Newark, NJ, USA
- Department of Radiation Oncology, Division of Cancer Biology, Rutgers New Jersey Medical School, Newark, NJ, USA
| | - Wadih Arap
- Rutgers Cancer Institute of New Jersey, Newark, NJ, USA
- Department of Medicine, Division of Hematology/Oncology, Rutgers New Jersey Medical School, Newark, NJ, USA
| | - Marc L Boom
- Department of Medicine, Houston Methodist, Houston, TX, USA
| | - H Dirk Sostman
- Weill Cornell Medicine, New York, NY, USA
- Houston Methodist Research Institute, Houston, TX, USA
- Houston Methodist Academic Institute, Houston, TX, USA
| | - Vittorio Cristini
- Mathematics in Medicine Program, Houston Methodist Research Institute, Houston, TX, USA.
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15
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Cyprian F, Sohail MU, Abdelhafez I, Salman S, Attique Z, Kamareddine L, Al-Asmakh M. SARS-CoV-2 and immune-microbiome interactions: Lessons from respiratory viral infections. Int J Infect Dis 2021; 105:540-550. [PMID: 33610778 PMCID: PMC7891052 DOI: 10.1016/j.ijid.2021.02.071] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Revised: 01/26/2021] [Accepted: 02/16/2021] [Indexed: 02/06/2023] Open
Abstract
By the beginning of 2020, infection caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) had rapidly evolved into an emergent worldwide pandemic, an outbreak whose unprecedented consequences highlighted many existing flaws within public healthcare systems across the world. While coronavirus disease 2019 (COVID-19) is bestowed with a broad spectrum of clinical manifestations, involving the vital organs, the respiratory system transpires as the main route of entry for SARS-CoV-2, with the lungs being its primary target. Of those infected, up to 20% require hospitalization on account of severity, while the majority of patients are either asymptomatic or exhibit mild symptoms. Exacerbation in the disease severity and complications of COVID-19 infection have been associated with multiple comorbidities, including hypertension, diabetes mellitus, cardiovascular disorders, cancer, and chronic lung disease. Interestingly, a recent body of evidence indicated the pulmonary and gut microbiomes as potential modulators for altering the course of COVID-19, potentially via the microbiome-immune system axis. While the relative concordance between microbes and immunity has yet to be fully elucidated with regards to COVID-19, we present an overview of our current understanding of COVID-19-microbiome-immune cross talk and discuss the potential contributions of microbiome-related immunity to SARS-CoV-2 pathogenesis and COVID-19 disease progression.
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Affiliation(s)
- Farhan Cyprian
- College of Medicine, QU Health, Qatar University, Doha, Qatar; Biomedical and Pharmaceutical Research Unit, QU Health, Qatar University, Doha, Qatar
| | - Muhammad Umar Sohail
- Proteomics Core, Weill Cornell Medicine, Qatar Foundation-Education City, PO Box 24144, Doha, Qatar
| | | | - Salma Salman
- College of Medicine, QU Health, Qatar University, Doha, Qatar
| | - Zakria Attique
- College of Medicine, QU Health, Qatar University, Doha, Qatar
| | - Layla Kamareddine
- Department of Biomedical Sciences, College of Health Sciences, QU Health, Qatar University, Doha, Qatar; Biomedical Research Centre, Qatar University, Doha, Qatar
| | - Maha Al-Asmakh
- Biomedical and Pharmaceutical Research Unit, QU Health, Qatar University, Doha, Qatar; Department of Biomedical Sciences, College of Health Sciences, QU Health, Qatar University, Doha, Qatar; Biomedical Research Centre, Qatar University, Doha, Qatar.
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16
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Yuan B, Li J, Zhao H, Zeng G. Global Population Aging, National Development Level, and Vulnerability to the Pandemic. Risk Manag Healthc Policy 2021; 14:705-717. [PMID: 33658872 PMCID: PMC7917308 DOI: 10.2147/rmhp.s292440] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Accepted: 01/01/2021] [Indexed: 12/22/2022] Open
Abstract
PURPOSE This study examined the roles of population aging and national development level in affecting different phases of novel coronavirus disease development with a view to advancing preparedness and corresponding policy. METHODS Regression analysis was conducted using multisource data from the World Bank and Johns Hopkins COVID-19 Dashboard. RESULTS Population aging is positively associated with confirmed cases of day-10, day-20, and day-30. The positive association between population aging and death does not emerge until day-20. Countries with a higher proportion of older males face higher risks of death.. Countries with a higher proportion of males aged 70-74 years are at the highest risk of confirmed cases. National development level is not associated with confirmed cases, but developing countries face significantly higher risks of death of day-10 and day-20. CONCLUSION Prevention and control policies for older adults and underdeveloped areas and sex differences need to be studied.
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Affiliation(s)
- Bocong Yuan
- School of Tourism Management, Sun Yat-Sen University, Guangzhou, People’s Republic of China
| | - Jiannan Li
- Institute of Advanced Studies in Humanities and Social Sciences, Beijing Normal University, Beijing, People’s Republic of China
| | - Hairong Zhao
- School of Tourism Management, Sun Yat-Sen University, Guangzhou, People’s Republic of China
| | - Guojun Zeng
- School of Tourism Management, Sun Yat-Sen University, Guangzhou, People’s Republic of China
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17
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Finlay BB, Amato KR, Azad M, Blaser MJ, Bosch TCG, Chu H, Dominguez-Bello MG, Ehrlich SD, Elinav E, Geva-Zatorsky N, Gros P, Guillemin K, Keck F, Korem T, McFall-Ngai MJ, Melby MK, Nichter M, Pettersson S, Poinar H, Rees T, Tropini C, Zhao L, Giles-Vernick T. The hygiene hypothesis, the COVID pandemic, and consequences for the human microbiome. Proc Natl Acad Sci U S A 2021; 118:e2010217118. [PMID: 33472859 PMCID: PMC8017729 DOI: 10.1073/pnas.2010217118] [Citation(s) in RCA: 87] [Impact Index Per Article: 29.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Indexed: 12/12/2022] Open
Abstract
The COVID-19 pandemic has the potential to affect the human microbiome in infected and uninfected individuals, having a substantial impact on human health over the long term. This pandemic intersects with a decades-long decline in microbial diversity and ancestral microbes due to hygiene, antibiotics, and urban living (the hygiene hypothesis). High-risk groups succumbing to COVID-19 include those with preexisting conditions, such as diabetes and obesity, which are also associated with microbiome abnormalities. Current pandemic control measures and practices will have broad, uneven, and potentially long-term effects for the human microbiome across the planet, given the implementation of physical separation, extensive hygiene, travel barriers, and other measures that influence overall microbial loss and inability for reinoculation. Although much remains uncertain or unknown about the virus and its consequences, implementing pandemic control practices could significantly affect the microbiome. In this Perspective, we explore many facets of COVID-19-induced societal changes and their possible effects on the microbiome, and discuss current and future challenges regarding the interplay between this pandemic and the microbiome. Recent recognition of the microbiome's influence on human health makes it critical to consider both how the microbiome, shaped by biosocial processes, affects susceptibility to the coronavirus and, conversely, how COVID-19 disease and prevention measures may affect the microbiome. This knowledge may prove key in prevention and treatment, and long-term biological and social outcomes of this pandemic.
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Affiliation(s)
- B Brett Finlay
- Michael Smith Laboratories, University of British Columbia, Vancouver, BC V6T 1Z4, Canada;
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
| | - Katherine R Amato
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Department of Anthropology, Northwestern University, Evanston, IL 60208
| | - Meghan Azad
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Manitoba Interdisciplinary Lactation Centre, Children's Hospital Research Institute of Manitoba, Winnipeg, MB R3E 3P4, Canada
| | - Martin J Blaser
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Center for Advanced Biotechnology and Medicine at Rutgers Biomedical and Health Sciences, Rutgers University, Piscataway, NJ 08854-8021
| | - Thomas C G Bosch
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Zoologisches Institut, University of Kiel, 24118 Kiel, Germany
| | - Hiutung Chu
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Department of Pathology, University of California San Diego, La Jolla, CA 92093
| | - Maria Gloria Dominguez-Bello
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Department of Biochemistry and Microbiology, Rutgers University, New Brunswick, NJ 08901
| | - Stanislav Dusko Ehrlich
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Metagenopolis Unit, French National Institute for Agricultural Research, 78350 Jouy-en-Josas, France
| | - Eran Elinav
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Department of Immunology, Weizmann Institute of Science, Rehovot 761000, Israel
- Cancer-Microbiome Division, Deutsches Krebsforschungszentrum, 69120 Heidelberg, Germany
| | - Naama Geva-Zatorsky
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Technion Integrated Cancer Center, Department of Cell Biology and Cancer Science, Technion-Israel Institute of Technology, Haifa 3525433, Israel
| | - Philippe Gros
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Department of Biochemistry, McGill University, Montreal, QC H3G 1Y6, Canada
| | - Karen Guillemin
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Institute of Molecular Biology, University of Oregon, Eugene, OR 97403
| | - Frédéric Keck
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Centre National de la Recherche Scientifique, 75016 Paris, France
- Laboratoire d'Anthropologie Sociale, Collège de France, 75005 Paris, France
| | - Tal Korem
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Department of Systems Biology, Irving Cancer Research Center, Columbia University, New York, NY 10032
- Department of Obstetrics and Gynecology, Irving Cancer Research Center, Columbia University, New York, NY 10032
| | - Margaret J McFall-Ngai
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Pacific Biosciences Research Center, University of Hawai'i at Manoa, Honolulu, HI 96822
| | - Melissa K Melby
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Department of Anthropology, University of Delaware, Newark, DE 19711
| | - Mark Nichter
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Department of Anthropology, University of Arizona, Tucson, AZ 85721
| | - Sven Pettersson
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Lee Kong Chian School of Medicine, Nanyang Technological University, 637715 Singapore
| | - Hendrik Poinar
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Department of Anthropology, McMaster University, Hamilton, ON L8S 4M4, Canada
| | - Tobias Rees
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Transformations of the Human Program, Berggruen Institute, Los Angeles, CA 90013
| | - Carolina Tropini
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- School of Biomedical Engineering, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
- Department of Microbiology & Immunology, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Liping Zhao
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada
- Department of Biochemistry and Microbiology, Rutgers University, New Brunswick, NJ 08901
| | - Tamara Giles-Vernick
- Humans and the Microbiome Program, Canadian Institute for Advanced Research, Toronto, ON M5G 1M1, Canada;
- Anthropology & Ecology of Disease Emergence, Institut Pasteur, 75015 Paris, France
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18
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Dogra P, Koay EJ, Wang Z, Vahidy FS, Ferrari M, Pasqualini R, Arap W, Boom ML, Sostman HD, Cristini V. Do Pandemics Obey the Elliott Wave Principle of Financial Markets? MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2021:2021.01.21.21250273. [PMID: 33501456 PMCID: PMC7836128 DOI: 10.1101/2021.01.21.21250273] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
The Elliott Wave principle is a time-honored, oft-used method for predicting variations in the financial markets. It is based on the notion that human emotions drive financial decisions. In the fight against COVID-19, human emotions are similarly decisive, for instance in that they determine one's willingness to be vaccinated, and/or to follow preventive measures including the wearing of masks, the application of social distancing protocols, and frequent handwashing. On this basis, we postulated that the Elliott Wave Principle may similarly be used to predict the future evolution of the COVID-19 pandemic. We demonstrated that this method reproduces the data pattern especially well for USA (daily new cases). Potential scenarios were then extrapolated, from the best-case corresponding to a rapid, full vaccination of the population, to the utterly disastrous case of slow vaccination, and poor adherence to preventive protocols.
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Affiliation(s)
- Prashant Dogra
- Mathematics in Medicine Program, Houston Methodist Research Institute, Houston, Texas, USA
| | - Eugene J. Koay
- Department of Gastrointestinal Radiation Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Zhihui Wang
- Mathematics in Medicine Program, Houston Methodist Research Institute, Houston, Texas, USA
| | - Farhaan S. Vahidy
- Center for Outcomes Research, Houston Methodist Research Institute, Houston, Texas
- Houston Methodist Neurological Institute, Houston Methodist, Houston, Texas
| | - Mauro Ferrari
- Department of Pharmaceutics, University of Washington, Seattle, Washington, USA
- Dompé X-Therapeutics, San Mateo, California, USA
| | - Renata Pasqualini
- Rutgers Cancer Institute of New Jersey, Newark, NJ, USA
- Department of Radiation Oncology, Division of Cancer Biology, Rutgers New Jersey Medical School, Newark, NJ, USA
| | - Wadih Arap
- Rutgers Cancer Institute of New Jersey, Newark, NJ, USA
- Department of Medicine, Division of Hematology/Oncology, Rutgers New Jersey Medical School, Newark, NJ, USA
| | - Marc L. Boom
- Department of Medicine, Houston Methodist, Houston, Texas
| | - H. Dirk Sostman
- Weill Cornell Medicine, New York, NY, USA
- Houston Methodist Research Institute, Houston, TX, USA
- Houston Methodist Academic Institute, Houston, TX, USA
| | - Vittorio Cristini
- Mathematics in Medicine Program, Houston Methodist Research Institute, Houston, Texas, USA
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Pang Z, Zhou G, Chong J, Xia J. Comprehensive Meta-Analysis of COVID-19 Global Metabolomics Datasets. Metabolites 2021; 11:44. [PMID: 33435351 PMCID: PMC7827862 DOI: 10.3390/metabo11010044] [Citation(s) in RCA: 45] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Revised: 12/30/2020] [Accepted: 01/04/2021] [Indexed: 12/15/2022] Open
Abstract
The novel coronavirus SARS-CoV-2 has spread across the world since 2019, causing a global pandemic. The pathogenesis of the viral infection and the associated clinical presentations depend primarily on host factors such as age and immunity, rather than the viral load or its genetic variations. A growing number of omics studies have been conducted to characterize the host immune and metabolic responses underlying the disease progression. Meta-analyses of these datasets have great potential to identify robust molecular signatures to inform clinical care and to facilitate therapeutics development. In this study, we performed a comprehensive meta-analysis of publicly available global metabolomics datasets obtained from three countries (United States, China and Brazil). To overcome high heterogeneity inherent in these datasets, we have (a) implemented a computational pipeline to perform consistent raw spectra processing; (b) conducted meta-analyses at pathway levels instead of individual feature levels; and (c) performed visual data mining on consistent patterns of change between disease severities for individual studies. Our analyses have yielded several key metabolic signatures characterizing disease progression and clinical outcomes. Their biological interpretations were discussed within the context of the current literature. To the best of our knowledge, this is the first comprehensive meta-analysis of global metabolomics datasets of COVID-19.
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Affiliation(s)
- Zhiqiang Pang
- Institute of Parasitology, McGill University, 21111 Lakeshore Road, Ste Anne de Bellevue, QC H9X 3V9, Canada; (Z.P.); (G.Z.); (J.C.)
| | - Guangyan Zhou
- Institute of Parasitology, McGill University, 21111 Lakeshore Road, Ste Anne de Bellevue, QC H9X 3V9, Canada; (Z.P.); (G.Z.); (J.C.)
| | - Jasmine Chong
- Institute of Parasitology, McGill University, 21111 Lakeshore Road, Ste Anne de Bellevue, QC H9X 3V9, Canada; (Z.P.); (G.Z.); (J.C.)
| | - Jianguo Xia
- Institute of Parasitology, McGill University, 21111 Lakeshore Road, Ste Anne de Bellevue, QC H9X 3V9, Canada; (Z.P.); (G.Z.); (J.C.)
- Department of Animal Science, McGill University, 21111 Lakeshore Road, Ste Anne de Bellevue, QC H9X 3V9, Canada
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