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Associations of obesity, physical activity level, inflammation and cardiometabolic health with COVID-19 mortality: a prospective analysis of the UK Biobank cohort
ObjectivesTo investigate the associations of physical activity level with COVID-19 mortality risk across body mass index (BMI) categories, and to determine whether any protective association of a higher physical activity level in individuals with obesity may be explained by favourable levels of card...
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Published in: | BMJ open 2021-11, Vol.11 (11), p.e055003-e055003 |
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description | ObjectivesTo investigate the associations of physical activity level with COVID-19 mortality risk across body mass index (BMI) categories, and to determine whether any protective association of a higher physical activity level in individuals with obesity may be explained by favourable levels of cardiometabolic and inflammatory biomarkers.DesignProspective cohort study (baseline data collected between 2006 and 2010). Physical activity level was assessed using the International Physical Activity Questionnaire (high: ≥3000 Metabolic Equivalent of Task (MET)-min/week, moderate: ≥600 MET-min/week, low: not meeting either criteria), and biochemical assays were conducted on blood samples to provide biomarker data.SettingUK Biobank.Main outcome measuresLogistic regressions adjusted for potential confounders were performed to determine the associations of exposure variables with COVID-19 mortality risk. Mortality from COVID-19 was ascertained by death certificates through linkage with National Health Service (NHS) Digital.ResultsWithin the 259 397 included participants, 397 COVID-19 deaths occurred between 16 March 2020 and 27 February 2021. Compared with highly active individuals with a normal BMI (reference group), the ORs (95% CIs) for COVID-19 mortality were 1.61 (0.98 to 2.64) for highly active individuals with obesity, 2.85 (1.78 to 4.57) for lowly active individuals with obesity and 1.94 (1.04 to 3.61) for lowly active individuals with a normal BMI. Of the included biomarkers, neutrophil count and monocyte count were significantly positively associated with COVID-19 mortality risk. In a subanalysis restricted to individuals with obesity, adjusting for these biomarkers attenuated the higher COVID-19 mortality risk in lowly versus highly active individuals with obesity by 10%.ConclusionsThis study provides novel evidence suggesting that a high physical activity level may attenuate the COVID-19 mortality risk associated with obesity. Although the protective association may be partly explained by lower neutrophil and monocyte counts, it still remains largely unexplained by the biomarkers included in this analysis. |
doi_str_mv | 10.1136/bmjopen-2021-055003 |
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Physical activity level was assessed using the International Physical Activity Questionnaire (high: ≥3000 Metabolic Equivalent of Task (MET)-min/week, moderate: ≥600 MET-min/week, low: not meeting either criteria), and biochemical assays were conducted on blood samples to provide biomarker data.SettingUK Biobank.Main outcome measuresLogistic regressions adjusted for potential confounders were performed to determine the associations of exposure variables with COVID-19 mortality risk. Mortality from COVID-19 was ascertained by death certificates through linkage with National Health Service (NHS) Digital.ResultsWithin the 259 397 included participants, 397 COVID-19 deaths occurred between 16 March 2020 and 27 February 2021. Compared with highly active individuals with a normal BMI (reference group), the ORs (95% CIs) for COVID-19 mortality were 1.61 (0.98 to 2.64) for highly active individuals with obesity, 2.85 (1.78 to 4.57) for lowly active individuals with obesity and 1.94 (1.04 to 3.61) for lowly active individuals with a normal BMI. Of the included biomarkers, neutrophil count and monocyte count were significantly positively associated with COVID-19 mortality risk. In a subanalysis restricted to individuals with obesity, adjusting for these biomarkers attenuated the higher COVID-19 mortality risk in lowly versus highly active individuals with obesity by 10%.ConclusionsThis study provides novel evidence suggesting that a high physical activity level may attenuate the COVID-19 mortality risk associated with obesity. Although the protective association may be partly explained by lower neutrophil and monocyte counts, it still remains largely unexplained by the biomarkers included in this analysis.</description><identifier>ISSN: 2044-6055</identifier><identifier>EISSN: 2044-6055</identifier><identifier>DOI: 10.1136/bmjopen-2021-055003</identifier><identifier>PMID: 34732503</identifier><language>eng</language><publisher>England: British Medical Journal Publishing Group</publisher><subject>Alcohol use ; Biobanks ; Biological Specimen Banks ; Biomarkers ; Body Mass Index ; Cancer ; Cardiovascular disease ; Cardiovascular Diseases ; Cholesterol ; Cohort Studies ; Coronaviruses ; COVID-19 ; COVID-19 diagnostic tests ; Educational attainment ; Epidemiology ; Ethnicity ; Exercise ; Humans ; Illnesses ; immunology ; Inflammation ; Interactive computer systems ; Metabolism ; Mortality ; Obesity ; Obesity - epidemiology ; Overweight ; Pandemics ; physiology ; Prospective Studies ; Questionnaires ; Risk Factors ; SARS-CoV-2 ; Sensitivity analysis ; Severe acute respiratory syndrome coronavirus 2 ; State Medicine ; United Kingdom - epidemiology</subject><ispartof>BMJ open, 2021-11, Vol.11 (11), p.e055003-e055003</ispartof><rights>Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.</rights><rights>2021 Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. http://creativecommons.org/licenses/by-nc/4.0/ This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/ . Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.</rights><rights>Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. 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Published by BMJ. 2021</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-b539t-f4798584a467ae007fcdae40586c1951d7960822ae2393d7bd5b70bc032d6163</citedby><cites>FETCH-LOGICAL-b539t-f4798584a467ae007fcdae40586c1951d7960822ae2393d7bd5b70bc032d6163</cites><orcidid>0000-0001-9119-8590 ; 0000-0002-5523-5435</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.proquest.com/docview/2592840404/fulltextPDF?pq-origsite=primo$$EPDF$$P50$$Gproquest$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2592840404?pq-origsite=primo$$EHTML$$P50$$Gproquest$$Hfree_for_read</linktohtml><link.rule.ids>230,314,727,780,784,885,3194,25753,27924,27925,37012,37013,38516,43895,44590,53791,53793,55341,55350,74412,75126,77596,77597,77660,77686</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/34732503$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Hamrouni, Malik</creatorcontrib><creatorcontrib>Roberts, Matthew J</creatorcontrib><creatorcontrib>Thackray, Alice</creatorcontrib><creatorcontrib>Stensel, David J</creatorcontrib><creatorcontrib>Bishop, Nicolette</creatorcontrib><title>Associations of obesity, physical activity level, inflammation and cardiometabolic health with COVID-19 mortality: a prospective analysis of the UK Biobank cohort</title><title>BMJ open</title><addtitle>BMJ Open</addtitle><addtitle>BMJ Open</addtitle><description>ObjectivesTo investigate the associations of physical activity level with COVID-19 mortality risk across body mass index (BMI) categories, and to determine whether any protective association of a higher physical activity level in individuals with obesity may be explained by favourable levels of cardiometabolic and inflammatory biomarkers.DesignProspective cohort study (baseline data collected between 2006 and 2010). Physical activity level was assessed using the International Physical Activity Questionnaire (high: ≥3000 Metabolic Equivalent of Task (MET)-min/week, moderate: ≥600 MET-min/week, low: not meeting either criteria), and biochemical assays were conducted on blood samples to provide biomarker data.SettingUK Biobank.Main outcome measuresLogistic regressions adjusted for potential confounders were performed to determine the associations of exposure variables with COVID-19 mortality risk. Mortality from COVID-19 was ascertained by death certificates through linkage with National Health Service (NHS) Digital.ResultsWithin the 259 397 included participants, 397 COVID-19 deaths occurred between 16 March 2020 and 27 February 2021. Compared with highly active individuals with a normal BMI (reference group), the ORs (95% CIs) for COVID-19 mortality were 1.61 (0.98 to 2.64) for highly active individuals with obesity, 2.85 (1.78 to 4.57) for lowly active individuals with obesity and 1.94 (1.04 to 3.61) for lowly active individuals with a normal BMI. Of the included biomarkers, neutrophil count and monocyte count were significantly positively associated with COVID-19 mortality risk. In a subanalysis restricted to individuals with obesity, adjusting for these biomarkers attenuated the higher COVID-19 mortality risk in lowly versus highly active individuals with obesity by 10%.ConclusionsThis study provides novel evidence suggesting that a high physical activity level may attenuate the COVID-19 mortality risk associated with obesity. Although the protective association may be partly explained by lower neutrophil and monocyte counts, it still remains largely unexplained by the biomarkers included in this analysis.</description><subject>Alcohol use</subject><subject>Biobanks</subject><subject>Biological Specimen Banks</subject><subject>Biomarkers</subject><subject>Body Mass Index</subject><subject>Cancer</subject><subject>Cardiovascular disease</subject><subject>Cardiovascular Diseases</subject><subject>Cholesterol</subject><subject>Cohort Studies</subject><subject>Coronaviruses</subject><subject>COVID-19</subject><subject>COVID-19 diagnostic tests</subject><subject>Educational attainment</subject><subject>Epidemiology</subject><subject>Ethnicity</subject><subject>Exercise</subject><subject>Humans</subject><subject>Illnesses</subject><subject>immunology</subject><subject>Inflammation</subject><subject>Interactive computer systems</subject><subject>Metabolism</subject><subject>Mortality</subject><subject>Obesity</subject><subject>Obesity - epidemiology</subject><subject>Overweight</subject><subject>Pandemics</subject><subject>physiology</subject><subject>Prospective Studies</subject><subject>Questionnaires</subject><subject>Risk Factors</subject><subject>SARS-CoV-2</subject><subject>Sensitivity analysis</subject><subject>Severe acute respiratory syndrome coronavirus 2</subject><subject>State Medicine</subject><subject>United Kingdom - epidemiology</subject><issn>2044-6055</issn><issn>2044-6055</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>9YT</sourceid><sourceid>COVID</sourceid><sourceid>PIMPY</sourceid><sourceid>DOA</sourceid><recordid>eNp9kstu1DAUhiMEolXpEyAhS2xYNNTXJGaBVIbbiErdFLbWie00Hpw42JmieR2eFM-F0rLAlpzk-P-_41h_UTwn-DUhrDpvh1WY7FhSTEmJhcCYPSqOKea8rPLn43vvR8VpSiucBxdSCPq0OGK8ZlRgdlz8ukgpaAezC2NCoUOhtcnNmzM09ZvkNHgEena3uYS8vbX-DLmx8zAMOwuC0SAN0bgw2Bna4J1GvQU_9-iny8vi6tvyfUkkGkKcwWfMGwRoiiFNdsu1mQA-d9o1n3uLvn5B71xoYfyOdOiz61nxpAOf7OnheVJcf_xwvfhcXl59Wi4uLstWMDmXHa9lIxoOvKrBYlx32oDlWDSVJlIQU8sKN5SCpUwyU7dGtDVuNWbUVKRiJ8VyjzUBVmqKboC4UQGc2hVCvFEQZ6e9VUYT3ghCSE0o5w0DgwGqVsiWy44bk1lv96xp3Q7WaDvOEfwD6MOd0fXqJtyqRtSUVTgDXh0AMfxY2zSrwSVtvYfRhnVSVEgmpKSSZunLf6SrsI75Uncq2nCcZ1axvUrnq0_RdneHIVhtE6UOiVLbRKl9orLrxf3_uPP8yU8WnO8F2f237_-QvwEMINlc</recordid><startdate>20211103</startdate><enddate>20211103</enddate><creator>Hamrouni, Malik</creator><creator>Roberts, Matthew J</creator><creator>Thackray, Alice</creator><creator>Stensel, David J</creator><creator>Bishop, Nicolette</creator><general>British Medical Journal Publishing Group</general><general>BMJ Publishing Group LTD</general><general>BMJ Publishing Group</general><scope>9YT</scope><scope>ACMMV</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7RV</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>88G</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BTHHO</scope><scope>CCPQU</scope><scope>COVID</scope><scope>DWQXO</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>K9-</scope><scope>K9.</scope><scope>KB0</scope><scope>M0R</scope><scope>M0S</scope><scope>M1P</scope><scope>M2M</scope><scope>NAPCQ</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>PSYQQ</scope><scope>Q9U</scope><scope>7X8</scope><scope>5PM</scope><scope>DOA</scope><orcidid>https://orcid.org/0000-0001-9119-8590</orcidid><orcidid>https://orcid.org/0000-0002-5523-5435</orcidid></search><sort><creationdate>20211103</creationdate><title>Associations of obesity, physical activity level, inflammation and cardiometabolic health with COVID-19 mortality: a prospective analysis of the UK Biobank cohort</title><author>Hamrouni, Malik ; Roberts, Matthew J ; Thackray, Alice ; Stensel, David J ; Bishop, Nicolette</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-b539t-f4798584a467ae007fcdae40586c1951d7960822ae2393d7bd5b70bc032d6163</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Alcohol use</topic><topic>Biobanks</topic><topic>Biological Specimen Banks</topic><topic>Biomarkers</topic><topic>Body Mass Index</topic><topic>Cancer</topic><topic>Cardiovascular disease</topic><topic>Cardiovascular Diseases</topic><topic>Cholesterol</topic><topic>Cohort Studies</topic><topic>Coronaviruses</topic><topic>COVID-19</topic><topic>COVID-19 diagnostic tests</topic><topic>Educational attainment</topic><topic>Epidemiology</topic><topic>Ethnicity</topic><topic>Exercise</topic><topic>Humans</topic><topic>Illnesses</topic><topic>immunology</topic><topic>Inflammation</topic><topic>Interactive computer systems</topic><topic>Metabolism</topic><topic>Mortality</topic><topic>Obesity</topic><topic>Obesity - epidemiology</topic><topic>Overweight</topic><topic>Pandemics</topic><topic>physiology</topic><topic>Prospective Studies</topic><topic>Questionnaires</topic><topic>Risk Factors</topic><topic>SARS-CoV-2</topic><topic>Sensitivity analysis</topic><topic>Severe acute respiratory syndrome coronavirus 2</topic><topic>State Medicine</topic><topic>United Kingdom - epidemiology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Hamrouni, Malik</creatorcontrib><creatorcontrib>Roberts, Matthew J</creatorcontrib><creatorcontrib>Thackray, Alice</creatorcontrib><creatorcontrib>Stensel, David J</creatorcontrib><creatorcontrib>Bishop, Nicolette</creatorcontrib><collection>BMJ Open Access Journals</collection><collection>BMJ Journals:Open Access</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Nursing & Allied Health Database</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Psychology Database (Alumni)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>AUTh Library subscriptions: ProQuest Central</collection><collection>BMJ Journals</collection><collection>ProQuest One Community College</collection><collection>Coronavirus Research Database</collection><collection>ProQuest Central Korea</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Central Student</collection><collection>Consumer Health Database (Alumni Edition)</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Database (Alumni Edition)</collection><collection>Consumer Health Database</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Psychology Database</collection><collection>Nursing & Allied Health Premium</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>ProQuest One Psychology</collection><collection>ProQuest Central Basic</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><collection>Open Access: DOAJ - Directory of Open Access Journals</collection><jtitle>BMJ open</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Hamrouni, Malik</au><au>Roberts, Matthew J</au><au>Thackray, Alice</au><au>Stensel, David J</au><au>Bishop, Nicolette</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Associations of obesity, physical activity level, inflammation and cardiometabolic health with COVID-19 mortality: a prospective analysis of the UK Biobank cohort</atitle><jtitle>BMJ open</jtitle><stitle>BMJ Open</stitle><addtitle>BMJ Open</addtitle><date>2021-11-03</date><risdate>2021</risdate><volume>11</volume><issue>11</issue><spage>e055003</spage><epage>e055003</epage><pages>e055003-e055003</pages><issn>2044-6055</issn><eissn>2044-6055</eissn><abstract>ObjectivesTo investigate the associations of physical activity level with COVID-19 mortality risk across body mass index (BMI) categories, and to determine whether any protective association of a higher physical activity level in individuals with obesity may be explained by favourable levels of cardiometabolic and inflammatory biomarkers.DesignProspective cohort study (baseline data collected between 2006 and 2010). Physical activity level was assessed using the International Physical Activity Questionnaire (high: ≥3000 Metabolic Equivalent of Task (MET)-min/week, moderate: ≥600 MET-min/week, low: not meeting either criteria), and biochemical assays were conducted on blood samples to provide biomarker data.SettingUK Biobank.Main outcome measuresLogistic regressions adjusted for potential confounders were performed to determine the associations of exposure variables with COVID-19 mortality risk. Mortality from COVID-19 was ascertained by death certificates through linkage with National Health Service (NHS) Digital.ResultsWithin the 259 397 included participants, 397 COVID-19 deaths occurred between 16 March 2020 and 27 February 2021. Compared with highly active individuals with a normal BMI (reference group), the ORs (95% CIs) for COVID-19 mortality were 1.61 (0.98 to 2.64) for highly active individuals with obesity, 2.85 (1.78 to 4.57) for lowly active individuals with obesity and 1.94 (1.04 to 3.61) for lowly active individuals with a normal BMI. Of the included biomarkers, neutrophil count and monocyte count were significantly positively associated with COVID-19 mortality risk. In a subanalysis restricted to individuals with obesity, adjusting for these biomarkers attenuated the higher COVID-19 mortality risk in lowly versus highly active individuals with obesity by 10%.ConclusionsThis study provides novel evidence suggesting that a high physical activity level may attenuate the COVID-19 mortality risk associated with obesity. Although the protective association may be partly explained by lower neutrophil and monocyte counts, it still remains largely unexplained by the biomarkers included in this analysis.</abstract><cop>England</cop><pub>British Medical Journal Publishing Group</pub><pmid>34732503</pmid><doi>10.1136/bmjopen-2021-055003</doi><orcidid>https://orcid.org/0000-0001-9119-8590</orcidid><orcidid>https://orcid.org/0000-0002-5523-5435</orcidid><oa>free_for_read</oa></addata></record> |
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source | BMJ Open Access Journals; Open Access: PubMed Central; Publicly Available Content Database; BMJ Journals; Coronavirus Research Database |
subjects | Alcohol use Biobanks Biological Specimen Banks Biomarkers Body Mass Index Cancer Cardiovascular disease Cardiovascular Diseases Cholesterol Cohort Studies Coronaviruses COVID-19 COVID-19 diagnostic tests Educational attainment Epidemiology Ethnicity Exercise Humans Illnesses immunology Inflammation Interactive computer systems Metabolism Mortality Obesity Obesity - epidemiology Overweight Pandemics physiology Prospective Studies Questionnaires Risk Factors SARS-CoV-2 Sensitivity analysis Severe acute respiratory syndrome coronavirus 2 State Medicine United Kingdom - epidemiology |
title | Associations of obesity, physical activity level, inflammation and cardiometabolic health with COVID-19 mortality: a prospective analysis of the UK Biobank cohort |
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