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Joint modelling of longitudinal 3MS scores and the risk of mortality among cognitively impaired individuals
BACKGROUND: Modified Mini-Mental State Examination (3MS) is an instrument administered by trained personnel to examine levels of participants’ cognitive function. However, the association between changes in scores over time and the risk of death (mortality) is not known. The aims of this study are t...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5558951/ https://www.ncbi.nlm.nih.gov/pubmed/28813458 http://dx.doi.org/10.1371/journal.pone.0182873 |
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author | Guure, Chris B. Ibrahim, Noor Akma Adam, Mohd Bakri Said, Salmiah Md |
author_facet | Guure, Chris B. Ibrahim, Noor Akma Adam, Mohd Bakri Said, Salmiah Md |
author_sort | Guure, Chris B. |
collection | PubMed |
description | BACKGROUND: Modified Mini-Mental State Examination (3MS) is an instrument administered by trained personnel to examine levels of participants’ cognitive function. However, the association between changes in scores over time and the risk of death (mortality) is not known. The aims of this study are to examine the association between 3MS scores and mortality via cognitive impairment among older women and to determine individuals’ risk of changes in scores to better predict their survival and mortality rates. METHODS: We propose a Bayesian joint modelling approach to determine mortality due to cognitive impairment via repeated measures of 3MS scores trajectories over a 21-year follow-up period. Data for this study are taken from the Osteoporotic Fracture longitudinal study among women aged 65+ which started in 1986–88. RESULTS: The standard relative risk model from the analyses with a baseline 3MS score after adjusting for all the significant covariates demonstrates that, every unit decrease in a 3MS score corresponds to a non-significant 1.059 increase risk of mortality with a 95% CI of (0.981, 1.143), while the extended model results in a significant 0.09% increased risk in mortality. The joint modelling approach found a strong association between the 3MS scores and the risk of mortality, such that, every unit decrease in 3MS scores results in a 1.135 (13%) increased risk of death via cognitive impairment with a 95% CI of (1.056, 1.215). CONCLUSION: It has been demonstrated that a decrease in 3MS results has a significant increase risk of mortality due to cognitive impairment via joint modelling, but insignificant when considered under the standard relative risk approach. |
format | Online Article Text |
id | pubmed-5558951 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-55589512017-08-25 Joint modelling of longitudinal 3MS scores and the risk of mortality among cognitively impaired individuals Guure, Chris B. Ibrahim, Noor Akma Adam, Mohd Bakri Said, Salmiah Md PLoS One Research Article BACKGROUND: Modified Mini-Mental State Examination (3MS) is an instrument administered by trained personnel to examine levels of participants’ cognitive function. However, the association between changes in scores over time and the risk of death (mortality) is not known. The aims of this study are to examine the association between 3MS scores and mortality via cognitive impairment among older women and to determine individuals’ risk of changes in scores to better predict their survival and mortality rates. METHODS: We propose a Bayesian joint modelling approach to determine mortality due to cognitive impairment via repeated measures of 3MS scores trajectories over a 21-year follow-up period. Data for this study are taken from the Osteoporotic Fracture longitudinal study among women aged 65+ which started in 1986–88. RESULTS: The standard relative risk model from the analyses with a baseline 3MS score after adjusting for all the significant covariates demonstrates that, every unit decrease in a 3MS score corresponds to a non-significant 1.059 increase risk of mortality with a 95% CI of (0.981, 1.143), while the extended model results in a significant 0.09% increased risk in mortality. The joint modelling approach found a strong association between the 3MS scores and the risk of mortality, such that, every unit decrease in 3MS scores results in a 1.135 (13%) increased risk of death via cognitive impairment with a 95% CI of (1.056, 1.215). CONCLUSION: It has been demonstrated that a decrease in 3MS results has a significant increase risk of mortality due to cognitive impairment via joint modelling, but insignificant when considered under the standard relative risk approach. Public Library of Science 2017-08-16 /pmc/articles/PMC5558951/ /pubmed/28813458 http://dx.doi.org/10.1371/journal.pone.0182873 Text en © 2017 Guure et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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 Guure, Chris B. Ibrahim, Noor Akma Adam, Mohd Bakri Said, Salmiah Md Joint modelling of longitudinal 3MS scores and the risk of mortality among cognitively impaired individuals |
title | Joint modelling of longitudinal 3MS scores and the risk of mortality among cognitively impaired individuals |
title_full | Joint modelling of longitudinal 3MS scores and the risk of mortality among cognitively impaired individuals |
title_fullStr | Joint modelling of longitudinal 3MS scores and the risk of mortality among cognitively impaired individuals |
title_full_unstemmed | Joint modelling of longitudinal 3MS scores and the risk of mortality among cognitively impaired individuals |
title_short | Joint modelling of longitudinal 3MS scores and the risk of mortality among cognitively impaired individuals |
title_sort | joint modelling of longitudinal 3ms scores and the risk of mortality among cognitively impaired individuals |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5558951/ https://www.ncbi.nlm.nih.gov/pubmed/28813458 http://dx.doi.org/10.1371/journal.pone.0182873 |
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