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Longitudinal causal effect of modified creatinine index on all-cause mortality in patients with end-stage renal disease: Accounting for time-varying confounders using G-estimation

BACKGROUND: Standard regression modeling may cause biased effect estimates in the presence of time-varying confounders affected by prior exposure. This study aimed to quantify the relationship between declining in modified creatinine index (MCI), as a surrogate marker of lean body mass, and mortalit...

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Autores principales: Aryaie, Mohammad, Sharifi, Hamid, Saber, Azadeh, Salehi, Farzaneh, Etminan, Mahyar, Nazemipour, Maryam, Mansournia, Mohammad Ali
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9390931/
https://www.ncbi.nlm.nih.gov/pubmed/35984783
http://dx.doi.org/10.1371/journal.pone.0272212
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author Aryaie, Mohammad
Sharifi, Hamid
Saber, Azadeh
Salehi, Farzaneh
Etminan, Mahyar
Nazemipour, Maryam
Mansournia, Mohammad Ali
author_facet Aryaie, Mohammad
Sharifi, Hamid
Saber, Azadeh
Salehi, Farzaneh
Etminan, Mahyar
Nazemipour, Maryam
Mansournia, Mohammad Ali
author_sort Aryaie, Mohammad
collection PubMed
description BACKGROUND: Standard regression modeling may cause biased effect estimates in the presence of time-varying confounders affected by prior exposure. This study aimed to quantify the relationship between declining in modified creatinine index (MCI), as a surrogate marker of lean body mass, and mortality among end stage renal disease (ESRD) patients using G-estimation accounting appropriately for time-varying confounders. METHODS: A retrospective cohort of all registered ESRD patients (n = 553) was constructed over 8 years from 2011 to 2019, from 3 hemodialysis centers at Kerman, southeast of Iran. According to changes in MCI, patients were dichotomized to either the decline group or no-decline group. Subsequently the effect of interest was estimated using G-estimation and compared with accelerated failure time (AFT) Weibull models using two modelling strategies. RESULTS: Standard models demonstrated survival time ratios of 0.91 (95% confidence interval [95% CI]: 0.64 to 1.28) and 0.84 (95% CI: 0.58 to 1.23) in patients in the decline MCI group compared to those in no-decline MCI group. This effect was demonstrated to be 0.57 (-95% CI: 0.21 to 0.81) using G-estimation. CONCLUSION: Declining in MCI increases mortality in patients with ESRD using G-estimation, while the AFT standard models yield biased effect estimate toward the null.
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spelling pubmed-93909312022-08-20 Longitudinal causal effect of modified creatinine index on all-cause mortality in patients with end-stage renal disease: Accounting for time-varying confounders using G-estimation Aryaie, Mohammad Sharifi, Hamid Saber, Azadeh Salehi, Farzaneh Etminan, Mahyar Nazemipour, Maryam Mansournia, Mohammad Ali PLoS One Research Article BACKGROUND: Standard regression modeling may cause biased effect estimates in the presence of time-varying confounders affected by prior exposure. This study aimed to quantify the relationship between declining in modified creatinine index (MCI), as a surrogate marker of lean body mass, and mortality among end stage renal disease (ESRD) patients using G-estimation accounting appropriately for time-varying confounders. METHODS: A retrospective cohort of all registered ESRD patients (n = 553) was constructed over 8 years from 2011 to 2019, from 3 hemodialysis centers at Kerman, southeast of Iran. According to changes in MCI, patients were dichotomized to either the decline group or no-decline group. Subsequently the effect of interest was estimated using G-estimation and compared with accelerated failure time (AFT) Weibull models using two modelling strategies. RESULTS: Standard models demonstrated survival time ratios of 0.91 (95% confidence interval [95% CI]: 0.64 to 1.28) and 0.84 (95% CI: 0.58 to 1.23) in patients in the decline MCI group compared to those in no-decline MCI group. This effect was demonstrated to be 0.57 (-95% CI: 0.21 to 0.81) using G-estimation. CONCLUSION: Declining in MCI increases mortality in patients with ESRD using G-estimation, while the AFT standard models yield biased effect estimate toward the null. Public Library of Science 2022-08-19 /pmc/articles/PMC9390931/ /pubmed/35984783 http://dx.doi.org/10.1371/journal.pone.0272212 Text en © 2022 Aryaie et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Aryaie, Mohammad
Sharifi, Hamid
Saber, Azadeh
Salehi, Farzaneh
Etminan, Mahyar
Nazemipour, Maryam
Mansournia, Mohammad Ali
Longitudinal causal effect of modified creatinine index on all-cause mortality in patients with end-stage renal disease: Accounting for time-varying confounders using G-estimation
title Longitudinal causal effect of modified creatinine index on all-cause mortality in patients with end-stage renal disease: Accounting for time-varying confounders using G-estimation
title_full Longitudinal causal effect of modified creatinine index on all-cause mortality in patients with end-stage renal disease: Accounting for time-varying confounders using G-estimation
title_fullStr Longitudinal causal effect of modified creatinine index on all-cause mortality in patients with end-stage renal disease: Accounting for time-varying confounders using G-estimation
title_full_unstemmed Longitudinal causal effect of modified creatinine index on all-cause mortality in patients with end-stage renal disease: Accounting for time-varying confounders using G-estimation
title_short Longitudinal causal effect of modified creatinine index on all-cause mortality in patients with end-stage renal disease: Accounting for time-varying confounders using G-estimation
title_sort longitudinal causal effect of modified creatinine index on all-cause mortality in patients with end-stage renal disease: accounting for time-varying confounders using g-estimation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9390931/
https://www.ncbi.nlm.nih.gov/pubmed/35984783
http://dx.doi.org/10.1371/journal.pone.0272212
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