Mullooly J P, Donahue J G, DeStefano F, Baggs J, Eriksen E
Center for Health Research, Kaiser Permanente Northwest, Portland, OR 97227-1110, USA.
Methods Inf Med. 2008;47(4):328-35.
To assess how well selected ICD-9-CM diagnosis codes predict adverse events; to model bias and power loss when vaccine safety analyses rely on unverified codes.
We extracted chart verification data for ICD-9-CM diagnosis codes from six Vaccine Safety Datalink (VSD) publications and modeled biases and power losses using positive predictive value (PPV) estimates and ranges of code sensitivity.
Positive predictive values were high for type 1 diabetes (80%) in children, relative to WHO criteria, and intussusception (81%) in young children, relative to a standard published case definition. PPVs were moderate (65%) for inpatient and emergency department childhood seizures and low (21%) for outpatient childhood seizures, both relative to physician investigator judgment. Codes for incident central nervous system demyelinating disease in adults had high PPV for inpatient codes (80%) and low PPV for outpatient codes (42%) relative to physicians' diagnoses. Modeled biases were modest, but large increases in frequencies of adverse events are required to achieve adequate power if unverified ICD-9-CM codes are used, especially when vaccine associations are weak.
ICD-9-CM codes for type 1 diabetes in children, intussusception in young children, childhood seizures in inpatient and emergency care settings, and inpatient demyelinating disease in adults were sufficiently predictive for vaccine safety analyses to rely on unverified diagnosis codes. Adverse event misclassification should be accounted for in statistical power calculations.
评估选定的国际疾病分类第九版临床修订本(ICD - 9 - CM)诊断编码对不良事件的预测能力;模拟疫苗安全性分析依赖未经核实的编码时的偏差和效能损失。
我们从六份疫苗安全数据链(VSD)出版物中提取了ICD - 9 - CM诊断编码的图表核实数据,并使用阳性预测值(PPV)估计值和编码敏感度范围对偏差和效能损失进行建模。
相对于世界卫生组织标准,儿童1型糖尿病的阳性预测值较高(80%);相对于已发表的标准病例定义,幼儿肠套叠的阳性预测值较高(81%)。相对于医生调查员的判断,住院和急诊科儿童癫痫发作的PPV为中等(65%),门诊儿童癫痫发作的PPV较低(21%)。相对于医生的诊断,成人新发中枢神经系统脱髓鞘疾病的住院编码阳性预测值较高(80%),门诊编码阳性预测值较低(42%)。建模偏差较小,但如果使用未经核实的ICD - 9 - CM编码,尤其是在疫苗关联较弱时,需要不良事件发生频率大幅增加才能获得足够的效能。
儿童1型糖尿病、幼儿肠套叠、住院和急诊护理环境中的儿童癫痫发作以及成人住院脱髓鞘疾病的ICD - 9 - CM编码对疫苗安全性分析具有足够的预测性,可依赖未经核实的诊断编码。在统计效能计算中应考虑不良事件的错误分类。