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Does weight mediate the effect of smoking on coronary heart disease? Parametric mediational g-formula analysis

BACKGROUND: In settings in which there are time-varying confounders affected by previous exposure and a time-varying mediator, natural direct and indirect effects cannot generally be estimated unbiasedly. In the present study, we estimate interventional direct effect and interventional indirect effe...

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Autores principales: Mokhayeri, Yaser, Nazemipour, Maryam, Mansournia, Mohammad Ali, Naimi, Ashley I., Kaufman, Jay S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8757910/
https://www.ncbi.nlm.nih.gov/pubmed/35025942
http://dx.doi.org/10.1371/journal.pone.0262403
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author Mokhayeri, Yaser
Nazemipour, Maryam
Mansournia, Mohammad Ali
Naimi, Ashley I.
Kaufman, Jay S.
author_facet Mokhayeri, Yaser
Nazemipour, Maryam
Mansournia, Mohammad Ali
Naimi, Ashley I.
Kaufman, Jay S.
author_sort Mokhayeri, Yaser
collection PubMed
description BACKGROUND: In settings in which there are time-varying confounders affected by previous exposure and a time-varying mediator, natural direct and indirect effects cannot generally be estimated unbiasedly. In the present study, we estimate interventional direct effect and interventional indirect effect of cigarette smoking as a time-varying exposure on coronary heart disease while considering body weight as a time-varying mediator. METHODS: To address this problem, the parametric mediational g-formula was proposed to estimate interventional direct effect and interventional indirect effect. We used data from the Multi-Ethnic Study of Atherosclerosis to estimate effect of cigarette smoking on coronary heart disease, considering body weight as time-varying mediator. RESULTS: Over a 11-years period, smoking 20 cigarettes per day compared to no smoking directly (not through weight) increased risk of coronary heart disease by an absolute difference of 1.91% (95% CI: 0.49%, 4.14%), and indirectly decreased coronary heart disease risk by -0.02% (95% CI: -0.05%, 0.04%) via change in weight. The total effect was estimated as an absolute 1.89% increase (95% CI: 0.49%, 4.13%). CONCLUSION: The overall absolute impact of smoking to incident coronary heart disease is modest, and we did not discern any important contribution to this effect relayed through changes to bodyweight. In fact, changes in weight because of smoking have no meaningful mediating effect on CHD risk.
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spelling pubmed-87579102022-01-14 Does weight mediate the effect of smoking on coronary heart disease? Parametric mediational g-formula analysis Mokhayeri, Yaser Nazemipour, Maryam Mansournia, Mohammad Ali Naimi, Ashley I. Kaufman, Jay S. PLoS One Research Article BACKGROUND: In settings in which there are time-varying confounders affected by previous exposure and a time-varying mediator, natural direct and indirect effects cannot generally be estimated unbiasedly. In the present study, we estimate interventional direct effect and interventional indirect effect of cigarette smoking as a time-varying exposure on coronary heart disease while considering body weight as a time-varying mediator. METHODS: To address this problem, the parametric mediational g-formula was proposed to estimate interventional direct effect and interventional indirect effect. We used data from the Multi-Ethnic Study of Atherosclerosis to estimate effect of cigarette smoking on coronary heart disease, considering body weight as time-varying mediator. RESULTS: Over a 11-years period, smoking 20 cigarettes per day compared to no smoking directly (not through weight) increased risk of coronary heart disease by an absolute difference of 1.91% (95% CI: 0.49%, 4.14%), and indirectly decreased coronary heart disease risk by -0.02% (95% CI: -0.05%, 0.04%) via change in weight. The total effect was estimated as an absolute 1.89% increase (95% CI: 0.49%, 4.13%). CONCLUSION: The overall absolute impact of smoking to incident coronary heart disease is modest, and we did not discern any important contribution to this effect relayed through changes to bodyweight. In fact, changes in weight because of smoking have no meaningful mediating effect on CHD risk. Public Library of Science 2022-01-13 /pmc/articles/PMC8757910/ /pubmed/35025942 http://dx.doi.org/10.1371/journal.pone.0262403 Text en https://creativecommons.org/publicdomain/zero/1.0/This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 (https://creativecommons.org/publicdomain/zero/1.0/) public domain dedication.
spellingShingle Research Article
Mokhayeri, Yaser
Nazemipour, Maryam
Mansournia, Mohammad Ali
Naimi, Ashley I.
Kaufman, Jay S.
Does weight mediate the effect of smoking on coronary heart disease? Parametric mediational g-formula analysis
title Does weight mediate the effect of smoking on coronary heart disease? Parametric mediational g-formula analysis
title_full Does weight mediate the effect of smoking on coronary heart disease? Parametric mediational g-formula analysis
title_fullStr Does weight mediate the effect of smoking on coronary heart disease? Parametric mediational g-formula analysis
title_full_unstemmed Does weight mediate the effect of smoking on coronary heart disease? Parametric mediational g-formula analysis
title_short Does weight mediate the effect of smoking on coronary heart disease? Parametric mediational g-formula analysis
title_sort does weight mediate the effect of smoking on coronary heart disease? parametric mediational g-formula analysis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8757910/
https://www.ncbi.nlm.nih.gov/pubmed/35025942
http://dx.doi.org/10.1371/journal.pone.0262403
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