Clinical trials using HIV-1 RNA-based primary endpoints: statistical analysis and potential biases.

I C Marschner, R A Betensky, V DeGruttola, S M Hammer, D R Kuritzkes
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引用次数: 62

Abstract

Clinical trial endpoints based on magnitude of reduction in HIV-1 RNA levels provide an important complement to endpoints based on percentage of patients achieving complete virologic suppression. However, interpretation of magnitude of reduction can be biased by measurement limitations of virologic assays, particularly lower and upper limits of quantification. Using data from two AIDS Clinical Trials Group (ACTG) studies, widely used crude methods of analyzing HIV-1 RNA reductions were compared with methods that take into account censoring of HIV-1 RNA measurements. Such methods include Kaplan-Meier and censored regression analyses. It was found that standard crude methods of analysis consistently underestimated treatment effects. In some cases, the bias induced by crude methods masked statistically significant differences between treatment arms. Although statistically significant, adjustment for baseline HIV-1 RNA levels had little effect on estimated treatment differences. Furthermore, convenient parametric analyses performed as well as more complex nonparametric analyses. It is concluded that conveniently implemented censored data analyses should be conducted in preference to widely used crude analyses of magnitude of HIV-1 RNA reduction. To obtain complete information about virologic response to antiretroviral therapy, such analyses of magnitude of virologic response should be used to complement analyses of the percentage of patients having complete virologic suppression.

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使用基于HIV-1 rna的主要终点的临床试验:统计分析和潜在偏差
基于HIV-1 RNA水平降低幅度的临床试验终点为基于实现完全病毒学抑制的患者百分比的终点提供了重要的补充。然而,对减少幅度的解释可能会受到病毒学测定的测量限制,特别是定量的下限和上限的影响。利用两项艾滋病临床试验组(ACTG)研究的数据,将广泛使用的分析HIV-1 RNA还原的粗糙方法与考虑审查HIV-1 RNA测量的方法进行了比较。这些方法包括Kaplan-Meier和删节回归分析。发现标准的粗分析方法一贯低估了治疗效果。在某些情况下,由粗糙方法引起的偏倚掩盖了治疗组之间的统计学显著差异。虽然具有统计学意义,但调整基线HIV-1 RNA水平对估计的治疗差异影响不大。此外,方便的参数分析执行以及更复杂的非参数分析。由此得出的结论是,相对于广泛使用的HIV-1 RNA还原量的粗略分析,方便实施的审查数据分析应该优先进行。为了获得关于抗逆转录病毒治疗的病毒学反应的完整信息,这种病毒学反应大小的分析应该用来补充对完全病毒学抑制的患者百分比的分析。
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