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Efficacy of phototherapy for newborns with hyperbilirubinemia: A cautionary example of an instrumental variable analysis

机译:光疗对高胆红素血症新生儿的功效:工具变量分析的警示示例

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Background. Use of instrumental variables is gaining popularity as a method of controlling for confounding by indication in observational studies of treatments. Objectives. To illustrate how unmeasured instrument-level treatment substitution can distort effect size estimates using as an example an instrumental variable analysis of phototherapy for neonatal jaundice. Design. Retrospective cohort study. Setting. Northern California Kaiser Permanente Hospitals. Patients. The authors studied 20,731 newborns a‰¥ 2000 g and a‰¥ 35 weeks' gestation born 1995-2004 with a "qualifying" total serum bilirubin (TSB) level within 3 mg/dL of the 2004 American Academy of Pediatrics (AAP) phototherapy threshold who did not have a positive direct antiglobulin test. Measurements. The intervention was inpatient phototherapy within 8 hours of the qualifying TSB. The outcome was a TSB level exceeding the AAP exchange transfusion threshold <48 hours from the qualifying TSB. The instrumental variable was a measure of the frequency of phototherapy use at the newborn's birth hospital. The unmeasured substituted treatment was supplementation with infant formula, assessed by chart review in a sample from the same cohort. Results. In total, 128 infants (0.62%) exceeded the exchange transfusion threshold. Logistic and propensity analyses yielded crude odds ratios of ~0.5 for phototherapy efficacy, decreasing to ~0.2 with control for confounding by indication. Instrumental variable analyses suggested much greater phototherapy efficacy (e.g., odds ratios of 0.02-0.05). However, chart reviews revealed greater use of infant formula (which also lowers bilirubin levels) in hospitals that used more phototherapy (r = 0.56; P = 0.02), an association not present at the individual level (r = 0.13). Conclusions. Instrumental variable analyses may provide biased estimates of treatment efficacy if there are cointerventions or confounders associated with treatment at the level of the instrument, although even when these associations may not exist in individuals.
机译:背景。工具变量的使用作为控制观察研究中的适应症以控制混杂的方法正日益普及。目标。为了举例说明未经测量的器械级治疗替代方法如何以新生儿黄疸的光疗器械变量分析为例,使效应量估计值失真。设计。回顾性队列研究。设置。北加州凯撒永久医院。耐心。作者研究了1995年至2004年出生的20731例新生儿(≥2000 g)和妊娠≥35周,其总血清胆红素(TSB)水平“低于” 2004年美国儿科学会(AAP)光疗3 mg / dL没有直接抗球蛋白测试阳性的阈值。测量。干预是在合格TSB的8小时内进行住院光疗。结果是从合格的TSB开始,TSB水平超过AAP交换输血阈值<48小时。仪器变量是新生儿出生医院使用光疗频率的量度。未经测量的替代治疗方法是补充婴儿配方食品,通过同一组样本中的图表回顾进行评估。结果。总计有128例婴儿(0.62%)超过了交换输血阈值。 Logistic和倾向分析得出光疗功效的粗略比值比为〜0.5,在控制下因指示混杂而降低至〜0.2。仪器变量分析表明,光疗的功效更高(例如,比值比为0.02-0.05)。但是,图表审查显示,在使用更多光疗的医院中,婴儿配方奶粉的使用量也增加了(r也可降低胆红素水平)(r = 0.56; P = 0.02),在个体水平上不存在关联(r = 0.13)。结论。如果在仪器层面存在与治疗相关的联合干预或混杂因素,则仪器变量分析可能会提供治疗效果的偏倚估计,尽管即使这些关联可能并不存在于个体中。

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