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Differential Viral Dynamics by Sex and Body Mass Index During Acute SARS-CoV-2 Infection: Results From a Longitudinal Cohort Study

Abstract Background There is evidence of an association of severe coroanavirus disease (COVID-19) outcomes with increased body mass index (BMI) and male sex. However, few studies have examined the interaction between sex and BMI on severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) viral d...

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Published in:Clinical infectious diseases 2024-05, Vol.78 (5), p.1185-1193
Main Authors: Herbert, Carly, Manabe, Yukari C, Filippaios, Andreas, Lin, Honghuang, Wang, Biqi, Achenbach, Chad, Kheterpal, Vik, Hartin, Paul, Suvarna, Thejas, Harman, Emma, Stamegna, Pamela, Rao, Lokinendi V, Hafer, Nathaniel, Broach, John, Luzuriaga, Katherine, Fitzgerald, Katherine A, McManus, David D, Soni, Apurv
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cited_by cdi_FETCH-LOGICAL-c291t-d7e9de96a28bd9b1804d503760fa5c3719a2dfc660181db8bfdfe57c30ae3ac33
cites cdi_FETCH-LOGICAL-c291t-d7e9de96a28bd9b1804d503760fa5c3719a2dfc660181db8bfdfe57c30ae3ac33
container_end_page 1193
container_issue 5
container_start_page 1185
container_title Clinical infectious diseases
container_volume 78
creator Herbert, Carly
Manabe, Yukari C
Filippaios, Andreas
Lin, Honghuang
Wang, Biqi
Achenbach, Chad
Kheterpal, Vik
Hartin, Paul
Suvarna, Thejas
Harman, Emma
Stamegna, Pamela
Rao, Lokinendi V
Hafer, Nathaniel
Broach, John
Luzuriaga, Katherine
Fitzgerald, Katherine A
McManus, David D
Soni, Apurv
description Abstract Background There is evidence of an association of severe coroanavirus disease (COVID-19) outcomes with increased body mass index (BMI) and male sex. However, few studies have examined the interaction between sex and BMI on severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) viral dynamics. Methods Participants conducted RT-PCR testing every 24–48 hours over a 15-day period. Sex and BMI were self-reported, and Ct values from E-gene were used to quantify viral load. Three distinct outcomes were examined using mixed-effects generalized linear models, linear models, and logistic models, respectively: all Ct values (model 1), nadir Ct value (model 2), and strongly detectable infection (at least 1 Ct value ≤28 during their infection) (model 3). An interaction term between BMI and sex was included, and inverse logit transformations were applied to quantify the differences by BMI and sex using marginal predictions. Results In total, 7988 participants enrolled in this study and 439 participants (model 1) and 309 (models 2 and 3) were eligible for these analyses. Among males, increasing BMI was associated with lower Ct values in a dose-response fashion. For participants with BMIs greater than 29 kg/m2, males had significantly lower Ct values and nadir Ct values than females. In total, 67.8% of males and 55.3% of females recorded a strongly detectable infection; increasing proportions of men had Ct values
doi_str_mv 10.1093/cid/ciad701
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However, few studies have examined the interaction between sex and BMI on severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) viral dynamics. Methods Participants conducted RT-PCR testing every 24–48 hours over a 15-day period. Sex and BMI were self-reported, and Ct values from E-gene were used to quantify viral load. Three distinct outcomes were examined using mixed-effects generalized linear models, linear models, and logistic models, respectively: all Ct values (model 1), nadir Ct value (model 2), and strongly detectable infection (at least 1 Ct value ≤28 during their infection) (model 3). An interaction term between BMI and sex was included, and inverse logit transformations were applied to quantify the differences by BMI and sex using marginal predictions. Results In total, 7988 participants enrolled in this study and 439 participants (model 1) and 309 (models 2 and 3) were eligible for these analyses. Among males, increasing BMI was associated with lower Ct values in a dose-response fashion. For participants with BMIs greater than 29 kg/m2, males had significantly lower Ct values and nadir Ct values than females. In total, 67.8% of males and 55.3% of females recorded a strongly detectable infection; increasing proportions of men had Ct values &lt;28 with BMIs of 35 and 40 kg/m2. Conclusions We observed sex-based dimorphism in relation to BMI and COVID-19 viral load. Further investigation is needed to determine the cause, clinical impact, and transmission implications of this sex-differential effect of BMI on viral load. We observed an interaction between sex and BMI on viral load, and the highest viral loads were among males with high BMIs. For participants with BMIs over 29, males had significantly lower Ct values and nadir Ct values than females.</description><identifier>ISSN: 1058-4838</identifier><identifier>ISSN: 1537-6591</identifier><identifier>EISSN: 1537-6591</identifier><identifier>DOI: 10.1093/cid/ciad701</identifier><identifier>PMID: 37972270</identifier><language>eng</language><publisher>US: Oxford University Press</publisher><subject>Adult ; Aged ; Body Mass Index ; COVID-19 - epidemiology ; COVID-19 - virology ; Female ; Humans ; Longitudinal Studies ; Major ; Male ; Middle Aged ; SARS-CoV-2 ; Sex Factors ; Viral Load</subject><ispartof>Clinical infectious diseases, 2024-05, Vol.78 (5), p.1185-1193</ispartof><rights>The Author(s) 2023. Published by Oxford University Press on behalf of Infectious Diseases Society of America. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com 2023</rights><rights>The Author(s) 2023. Published by Oxford University Press on behalf of Infectious Diseases Society of America. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c291t-d7e9de96a28bd9b1804d503760fa5c3719a2dfc660181db8bfdfe57c30ae3ac33</citedby><cites>FETCH-LOGICAL-c291t-d7e9de96a28bd9b1804d503760fa5c3719a2dfc660181db8bfdfe57c30ae3ac33</cites><orcidid>0000-0001-8972-0474 ; 0000-0001-5049-3657</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>230,314,780,784,885,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/37972270$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Herbert, Carly</creatorcontrib><creatorcontrib>Manabe, Yukari C</creatorcontrib><creatorcontrib>Filippaios, Andreas</creatorcontrib><creatorcontrib>Lin, Honghuang</creatorcontrib><creatorcontrib>Wang, Biqi</creatorcontrib><creatorcontrib>Achenbach, Chad</creatorcontrib><creatorcontrib>Kheterpal, Vik</creatorcontrib><creatorcontrib>Hartin, Paul</creatorcontrib><creatorcontrib>Suvarna, Thejas</creatorcontrib><creatorcontrib>Harman, Emma</creatorcontrib><creatorcontrib>Stamegna, Pamela</creatorcontrib><creatorcontrib>Rao, Lokinendi V</creatorcontrib><creatorcontrib>Hafer, Nathaniel</creatorcontrib><creatorcontrib>Broach, John</creatorcontrib><creatorcontrib>Luzuriaga, Katherine</creatorcontrib><creatorcontrib>Fitzgerald, Katherine A</creatorcontrib><creatorcontrib>McManus, David D</creatorcontrib><creatorcontrib>Soni, Apurv</creatorcontrib><title>Differential Viral Dynamics by Sex and Body Mass Index During Acute SARS-CoV-2 Infection: Results From a Longitudinal Cohort Study</title><title>Clinical infectious diseases</title><addtitle>Clin Infect Dis</addtitle><description>Abstract Background There is evidence of an association of severe coroanavirus disease (COVID-19) outcomes with increased body mass index (BMI) and male sex. However, few studies have examined the interaction between sex and BMI on severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) viral dynamics. Methods Participants conducted RT-PCR testing every 24–48 hours over a 15-day period. Sex and BMI were self-reported, and Ct values from E-gene were used to quantify viral load. Three distinct outcomes were examined using mixed-effects generalized linear models, linear models, and logistic models, respectively: all Ct values (model 1), nadir Ct value (model 2), and strongly detectable infection (at least 1 Ct value ≤28 during their infection) (model 3). An interaction term between BMI and sex was included, and inverse logit transformations were applied to quantify the differences by BMI and sex using marginal predictions. Results In total, 7988 participants enrolled in this study and 439 participants (model 1) and 309 (models 2 and 3) were eligible for these analyses. Among males, increasing BMI was associated with lower Ct values in a dose-response fashion. For participants with BMIs greater than 29 kg/m2, males had significantly lower Ct values and nadir Ct values than females. In total, 67.8% of males and 55.3% of females recorded a strongly detectable infection; increasing proportions of men had Ct values &lt;28 with BMIs of 35 and 40 kg/m2. Conclusions We observed sex-based dimorphism in relation to BMI and COVID-19 viral load. Further investigation is needed to determine the cause, clinical impact, and transmission implications of this sex-differential effect of BMI on viral load. We observed an interaction between sex and BMI on viral load, and the highest viral loads were among males with high BMIs. 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However, few studies have examined the interaction between sex and BMI on severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) viral dynamics. Methods Participants conducted RT-PCR testing every 24–48 hours over a 15-day period. Sex and BMI were self-reported, and Ct values from E-gene were used to quantify viral load. Three distinct outcomes were examined using mixed-effects generalized linear models, linear models, and logistic models, respectively: all Ct values (model 1), nadir Ct value (model 2), and strongly detectable infection (at least 1 Ct value ≤28 during their infection) (model 3). An interaction term between BMI and sex was included, and inverse logit transformations were applied to quantify the differences by BMI and sex using marginal predictions. Results In total, 7988 participants enrolled in this study and 439 participants (model 1) and 309 (models 2 and 3) were eligible for these analyses. Among males, increasing BMI was associated with lower Ct values in a dose-response fashion. For participants with BMIs greater than 29 kg/m2, males had significantly lower Ct values and nadir Ct values than females. In total, 67.8% of males and 55.3% of females recorded a strongly detectable infection; increasing proportions of men had Ct values &lt;28 with BMIs of 35 and 40 kg/m2. Conclusions We observed sex-based dimorphism in relation to BMI and COVID-19 viral load. Further investigation is needed to determine the cause, clinical impact, and transmission implications of this sex-differential effect of BMI on viral load. We observed an interaction between sex and BMI on viral load, and the highest viral loads were among males with high BMIs. For participants with BMIs over 29, males had significantly lower Ct values and nadir Ct values than females.</abstract><cop>US</cop><pub>Oxford University Press</pub><pmid>37972270</pmid><doi>10.1093/cid/ciad701</doi><tpages>9</tpages><orcidid>https://orcid.org/0000-0001-8972-0474</orcidid><orcidid>https://orcid.org/0000-0001-5049-3657</orcidid></addata></record>
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source Oxford University Press:Jisc Collections:OUP Read and Publish 2024-2025 (2024 collection) (Reading list)
subjects Adult
Aged
Body Mass Index
COVID-19 - epidemiology
COVID-19 - virology
Female
Humans
Longitudinal Studies
Major
Male
Middle Aged
SARS-CoV-2
Sex Factors
Viral Load
title Differential Viral Dynamics by Sex and Body Mass Index During Acute SARS-CoV-2 Infection: Results From a Longitudinal Cohort Study
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