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收集数据的频率以及身体机能轨迹的估计及其与老年男性生存的关系:来自曼尼托巴随访研究的纵向数据分析。

Frequency of data collection and estimation of trajectories of physical functioning and their associations with survival in older men: analyses of longitudinal data from the Manitoba Follow-Up Study.

机构信息

Department of Community Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada.

Department of Community Health Sciences, University of Manitoba, Winnipeg, Manitoba, Canada

出版信息

BMJ Open. 2022 Apr 25;12(4):e054385. doi: 10.1136/bmjopen-2021-054385.

Abstract

OBJECTIVE

In studies of trajectories of physical functioning among older people, the data cannot be measured continuously, but only at certain time points in prespecified cycles. We examine how data collection cycles can affect the estimation of trajectories and their associations with survival.

STUDY DESIGN AND SETTING

Longitudinal data from the Manitoba Follow-Up Study (MFUS), with 12 measurements collected annually from 2004 to 2015, are analysed using a summary measures of physical functioning from the Short Form-36 questionnaire. Based on the joint models of the functioning trajectories and risk of death, we compare the estimations among models using different frequency of data collection (annually, biennially and triennially).

RESULTS

Our 2004 baseline includes 964 men who were survivors from the original MFUS cohort with mean age of 84 years and range between 75 and 94 years. Results from analysis of annual data indicate that the mean physical functioning is significantly decreasing over time. Further, the rate of decline is increasing over time. The current value of physical functioning is significantly associated with the hazard of death (p<0.001), whereas the association between the change rate and mortality is marginally significant (p<0.10). Results from analysis of biennial and triennial data reveal similar trajectory patterns of physical functioning, but could not reveal the association between the change rate of physical functioning and mortality. The frequency of data collection also impacts substantially on the estimation of heterogeneity of functioning trajectory. The prediction of mortality risk obtained using annual measurements of physical functioning are better than using biennial or triennial measurements, while the predictions obtained using biennial or triennial measurements are almost equivalent.

CONCLUSION

The impact of frequency of data collection depends on the shape of functional trajectories and its linking structure to survival outcome.

摘要

目的

在研究老年人身体功能轨迹的研究中,数据不能连续测量,只能在预定周期的特定时间点进行测量。我们研究数据采集周期如何影响轨迹的估计及其与生存的关联。

研究设计和设置

使用来自曼尼托巴随访研究(MFUS)的纵向数据,该研究从 2004 年到 2015 年每年进行 12 次测量,使用来自 36 项简短表格的身体功能综合测量值进行分析。基于功能轨迹和死亡风险的联合模型,我们比较了使用不同数据采集频率(每年、每两年和每三年)的模型中的估计值。

结果

我们的 2004 年基线包括 964 名男性,他们是原始 MFUS 队列的幸存者,平均年龄为 84 岁,年龄范围为 75 至 94 岁。对年度数据的分析结果表明,身体功能随时间呈显著下降趋势。此外,下降速度随时间而增加。当前的身体功能值与死亡风险显著相关(p<0.001),而功能变化率与死亡率之间的关联则略微显著(p<0.10)。对两年和三年数据的分析结果揭示了身体功能轨迹相似的变化模式,但无法揭示身体功能变化率与死亡率之间的关联。数据采集的频率也会对功能轨迹异质性的估计产生重大影响。使用身体功能的年度测量值进行的死亡率风险预测优于使用两年或三年测量值进行的预测,而使用两年或三年测量值进行的预测几乎是等效的。

结论

数据采集频率的影响取决于功能轨迹的形状及其与生存结果的联系结构。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d635/9039385/b2633cb1d695/bmjopen-2021-054385f01.jpg

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