Assortative social mixing and sex disparities in tuberculosis burden
Abstract Globally, men have higher tuberculosis (TB) burden but the mechanisms underlying this sex disparity are not fully understood. Recent surveys of social mixing patterns have established moderate preferential within-sex mixing in many settings. This assortative mixing could amplify differences...
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Nature Portfolio
2021
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oai:doaj.org-article:4fdb3e1d942d489b8ea58008923d2a0d2021-12-02T18:15:45ZAssortative social mixing and sex disparities in tuberculosis burden10.1038/s41598-021-86869-w2045-2322https://doaj.org/article/4fdb3e1d942d489b8ea58008923d2a0d2021-04-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-86869-whttps://doaj.org/toc/2045-2322Abstract Globally, men have higher tuberculosis (TB) burden but the mechanisms underlying this sex disparity are not fully understood. Recent surveys of social mixing patterns have established moderate preferential within-sex mixing in many settings. This assortative mixing could amplify differences from other causes. We explored the impact of assortative mixing and factors differentially affecting disease progression and detection using a sex-stratified deterministic TB transmission model. We explored the influence of assortativity at disease-free and endemic equilibria, finding stronger effects during invasion and on increasing male:female prevalence (M:F) ratios than overall prevalence. Variance-based sensitivity analysis of endemic equilibria identified differential progression as the most important driver of M:F ratio uncertainty. We fitted our model to prevalence and notification data in exemplar settings within a fully Bayesian framework. For our high M:F setting, random mixing reduced equilibrium M:F ratios by 12% (95% CrI 0–30%). Equalizing male case detection there led to a 20% (95% CrI 11–31%) reduction in M:F ratio over 10 years—insufficient to eliminate sex disparities. However, this potentially achievable improvement was associated with a meaningful 8% (95% CrI 4–14%) reduction in total TB prevalence over this time frame.Debebe ShawenoKatherine C. HortonRichard J. HayesPeter J. DoddNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-10 (2021) |
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Medicine R Science Q Debebe Shaweno Katherine C. Horton Richard J. Hayes Peter J. Dodd Assortative social mixing and sex disparities in tuberculosis burden |
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Abstract Globally, men have higher tuberculosis (TB) burden but the mechanisms underlying this sex disparity are not fully understood. Recent surveys of social mixing patterns have established moderate preferential within-sex mixing in many settings. This assortative mixing could amplify differences from other causes. We explored the impact of assortative mixing and factors differentially affecting disease progression and detection using a sex-stratified deterministic TB transmission model. We explored the influence of assortativity at disease-free and endemic equilibria, finding stronger effects during invasion and on increasing male:female prevalence (M:F) ratios than overall prevalence. Variance-based sensitivity analysis of endemic equilibria identified differential progression as the most important driver of M:F ratio uncertainty. We fitted our model to prevalence and notification data in exemplar settings within a fully Bayesian framework. For our high M:F setting, random mixing reduced equilibrium M:F ratios by 12% (95% CrI 0–30%). Equalizing male case detection there led to a 20% (95% CrI 11–31%) reduction in M:F ratio over 10 years—insufficient to eliminate sex disparities. However, this potentially achievable improvement was associated with a meaningful 8% (95% CrI 4–14%) reduction in total TB prevalence over this time frame. |
format |
article |
author |
Debebe Shaweno Katherine C. Horton Richard J. Hayes Peter J. Dodd |
author_facet |
Debebe Shaweno Katherine C. Horton Richard J. Hayes Peter J. Dodd |
author_sort |
Debebe Shaweno |
title |
Assortative social mixing and sex disparities in tuberculosis burden |
title_short |
Assortative social mixing and sex disparities in tuberculosis burden |
title_full |
Assortative social mixing and sex disparities in tuberculosis burden |
title_fullStr |
Assortative social mixing and sex disparities in tuberculosis burden |
title_full_unstemmed |
Assortative social mixing and sex disparities in tuberculosis burden |
title_sort |
assortative social mixing and sex disparities in tuberculosis burden |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/4fdb3e1d942d489b8ea58008923d2a0d |
work_keys_str_mv |
AT debebeshaweno assortativesocialmixingandsexdisparitiesintuberculosisburden AT katherinechorton assortativesocialmixingandsexdisparitiesintuberculosisburden AT richardjhayes assortativesocialmixingandsexdisparitiesintuberculosisburden AT peterjdodd assortativesocialmixingandsexdisparitiesintuberculosisburden |
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1718378332018442240 |