Kim Hwasoon, Cutter Gary R, George Brandon, Chen Yuying
Clinical Trial Statistics, Duke Clinical Research Institute, Durham, North Carolina.
Biostatistics, University of Alabama at Birmingham, Birmingham, Alabama.
Top Spinal Cord Inj Rehabil. 2018 Spring;24(2):97-109. doi: 10.1310/sci2402-97.
One of the most critical threats to the validity of any longitudinal research is the bias caused by study attrition. Prevention efforts should be focused on those individuals at high risk of non-participation to improve the generalizability of study findings. To identify demographic and clinical factors associated with loss to follow-up (FU) at post-injury years 1 to 35 among 25,871 people with spinal cord injury (SCI) enrolled in the National Spinal Cord Injury Database. Loss to FU was defined as no research information obtained from participants who were eligible for the planned data collection. Generalized linear mixed models were used for analysis of factors at each post-injury year. The loss to FU rates were 23.1% and 32.9% for post-injury years 1 and 5, respectively, and remained >40% between post-injury years 20 and 35. The FU rate varied by study sites and was improved in recent injury cohorts. People who were more seriously injured and those who attained higher levels of education were more likely to return for FU than their counterparts. People who were at risk of being marginalized in society (non-whites, those with less education, the unemployed, victims of violence, and those with no health insurance) had the highest odds of being lost to FU across all post-injury years. These findings can be used to identify individuals who are less likely to participate in follow-up, which may allow targeted attention to improve their response rate.
任何纵向研究有效性面临的最关键威胁之一是研究对象流失所导致的偏差。预防措施应聚焦于那些不参与研究风险较高的个体,以提高研究结果的普遍性。目的是在纳入国家脊髓损伤数据库的25871例脊髓损伤(SCI)患者中,确定与伤后1至35年失访相关的人口统计学和临床因素。失访定义为未从符合计划数据收集条件的参与者处获得研究信息。采用广义线性混合模型分析伤后各年份的影响因素。伤后第1年和第5年的失访率分别为23.1%和32.9%,在伤后20至35年期间仍超过40%。随访率因研究地点而异,在近期受伤队列中有所提高。受伤更严重和受教育程度较高的人比其他人更有可能回来接受随访。在社会中面临被边缘化风险的人群(非白人、受教育程度较低者、失业者、暴力受害者和没有医疗保险者)在所有伤后年份失访的几率最高。这些发现可用于识别不太可能参与随访的个体,从而有针对性地采取措施提高他们的应答率。