Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, ON, L8S 4L8, Canada.
Roche Products Ltd, Ikeja, Lagos, Nigeria.
BMC Med Res Methodol. 2022 Apr 26;22(1):122. doi: 10.1186/s12874-022-01605-w.
Missing data are common in longitudinal studies, and more so, in studies of older adults, who are susceptible to health and functional decline that limit completion of assessments. We assessed the extent, current reporting, and handling of missing data in longitudinal studies of older adults.
Medline and Embase databases were searched from 2015 to 2019 for publications on longitudinal observational studies conducted among persons ≥55 years old. The search was restricted to 10 general geriatric journals published in English. Reporting and handling of missing data were assessed using questions developed from the recommended standards. Data were summarised descriptively as frequencies and proportions.
A total of 165 studies were included in the review from 7032 identified records. In approximately half of the studies 97 (62.5%), there was either no comment on missing data or unclear descriptions. The percentage of missing data varied from 0.1 to 55%, with a 14% average among the studies that reported having missing data. Complete case analysis was the most common method for handling missing data with nearly 75% of the studies (n = 52) excluding individual observations due to missing data, at the initial phase of study inclusion or at the analysis stage. Of the 10 studies where multiple imputation was used, only 1 (10.0%) study followed the guideline for reporting the procedure fully using online supplementary documents.
The current reporting and handling of missing data in longitudinal observational studies of older adults are inadequate. Journal endorsement and implementation of guidelines may potentially improve the quality of missing data reporting. Further, authors should be encouraged to use online supplementary files to provide additional details on how missing data were addressed, to allow for more transparency and comprehensive appraisal of studies.
缺失数据在纵向研究中很常见,在研究老年人时更为常见,因为老年人容易出现健康和功能下降,从而限制了评估的完成。我们评估了老年人纵向研究中缺失数据的程度、当前报告和处理情况。
从 2015 年至 2019 年,我们在 Medline 和 Embase 数据库中检索了针对≥55 岁人群进行的纵向观察研究的出版物。检索范围仅限于以英语出版的 10 种普通老年医学期刊。使用从推荐标准中制定的问题评估缺失数据的报告和处理情况。数据以频率和比例的形式进行描述性总结。
从 7032 条记录中,共纳入了 165 项研究进行综述。在大约一半的研究中(97 项,62.5%),要么没有对缺失数据发表评论,要么描述不明确。缺失数据的百分比从 0.1%到 55%不等,其中有缺失数据报告的研究的平均值为 14%。完全案例分析是处理缺失数据最常用的方法,近 75%的研究(n=52)因缺失数据而排除个别观察值,要么在研究纳入的初始阶段,要么在分析阶段。在使用多重插补的 10 项研究中,只有 1 项(10.0%)研究使用在线补充文件完全遵循报告程序的指南。
老年人纵向观察研究中缺失数据的当前报告和处理情况不足。期刊认可和实施指南可能会提高缺失数据报告的质量。此外,应该鼓励作者使用在线补充文件提供有关如何处理缺失数据的更多详细信息,以提高透明度并对研究进行全面评估。