Guure Chris B, Ibrahim Noor Akma, Adam Mohd Bakri, Said Salmiah Md
Department of Biostatistics, School of Public Health, University of Ghana, Accra, Ghana.
Department of Mathematics, Faculty of Science, Universiti Putra Malaysia, Serdang, Malaysia.
PLoS One. 2017 Aug 16;12(8):e0182873. doi: 10.1371/journal.pone.0182873. eCollection 2017.
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.
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.
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).
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.
改良简易精神状态检查表(3MS)是一种由经过培训的人员使用的工具,用于检查参与者的认知功能水平。然而,随着时间推移分数变化与死亡风险(死亡率)之间的关联尚不清楚。本研究的目的是通过认知障碍来检查老年女性3MS分数与死亡率之间的关联,并确定个体分数变化的风险,以更好地预测其生存率和死亡率。
我们提出一种贝叶斯联合建模方法,通过在21年随访期内对3MS分数轨迹进行重复测量来确定认知障碍导致的死亡率。本研究的数据取自1986 - 1988年开始的65岁及以上女性骨质疏松性骨折纵向研究。
在调整所有显著协变量后,基于基线3MS分数的分析中的标准相对风险模型表明,3MS分数每降低一个单位,死亡率风险对应非显著增加1.059,95%置信区间为(0.981,1.143),而扩展模型导致死亡率风险显著增加0.09%。联合建模方法发现3MS分数与死亡风险之间存在强关联,即3MS分数每降低一个单位,因认知障碍导致的死亡风险增加1.135(13%),95%置信区间为(1.056,1.215)。
研究表明,通过联合建模,3MS结果的降低会因认知障碍导致死亡率显著增加,但在标准相对风险方法下考虑时则不显著。