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...

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Main Authors: Guure, Chris Bambey, Ibrahim, Noor Akma, Adam, Mohd Bakri, Md Said, Salmiah
Format: Article
Language:English
Published: Public Library of Science 2017
Online Access:http://psasir.upm.edu.my/id/eprint/62244/1/Joint%20modelling%20of%20longitudinal%203MS%20scores.pdf
http://psasir.upm.edu.my/id/eprint/62244/
https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0182873
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spelling my.upm.eprints.622442019-05-23T01:27:34Z http://psasir.upm.edu.my/id/eprint/62244/ Joint modelling of longitudinal 3MS scores and the risk of mortality among cognitively impaired individuals Guure, Chris Bambey Ibrahim, Noor Akma Adam, Mohd Bakri Md Said, Salmiah 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 Article PeerReviewed text en http://psasir.upm.edu.my/id/eprint/62244/1/Joint%20modelling%20of%20longitudinal%203MS%20scores.pdf Guure, Chris Bambey and Ibrahim, Noor Akma and Adam, Mohd Bakri and Md Said, Salmiah (2017) Joint modelling of longitudinal 3MS scores and the risk of mortality among cognitively impaired individuals. PLOS ONE, 12 (8). pp. 1-18. ISSN 1932-6203 https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0182873 10.1371/journal.pone.0182873
institution Universiti Putra Malaysia
building UPM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Putra Malaysia
content_source UPM Institutional Repository
url_provider http://psasir.upm.edu.my/
language English
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 Article
author Guure, Chris Bambey
Ibrahim, Noor Akma
Adam, Mohd Bakri
Md Said, Salmiah
spellingShingle Guure, Chris Bambey
Ibrahim, Noor Akma
Adam, Mohd Bakri
Md Said, Salmiah
Joint modelling of longitudinal 3MS scores and the risk of mortality among cognitively impaired individuals
author_facet Guure, Chris Bambey
Ibrahim, Noor Akma
Adam, Mohd Bakri
Md Said, Salmiah
author_sort Guure, Chris Bambey
title 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_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_sort joint modelling of longitudinal 3ms scores and the risk of mortality among cognitively impaired individuals
publisher Public Library of Science
publishDate 2017
url http://psasir.upm.edu.my/id/eprint/62244/1/Joint%20modelling%20of%20longitudinal%203MS%20scores.pdf
http://psasir.upm.edu.my/id/eprint/62244/
https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0182873
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