We describe the results of applying causal discovery methods on the data from a multi-site clinical trial, on the Treatment of Preserved Cardiac Function Heart Failure with an Aldosterone Antagonist (TOPCAT). The trial was inconclusive, with no clear benefits consistently shown for the whole cohort. However, there were questions regarding the reliability of the diagnosis and treatment protocol for a geographic subgroup of the cohort. With the inclusion of medical context in the form of domain knowledge, causal discovery is used to demonstrate regional discrepancies and to frame the regional transportability of the results. Furthermore, we show that, globally and especially for some subgroups, the treatment has significant causal effects, thus offering a more refined view of the trial results.
翻译:我们描述了对多站点临床试验数据,即 " 使用阿尔多斯特酮敌国治疗预留心脏病功能性心衰竭 " (TOPCAT)的数据采用因果发现方法的结果,该试验没有结果,没有为整个组群一贯提供明显的好处,然而,对于该组群一个地理分组的诊断和治疗规程的可靠性存在疑问,由于以领域知识的形式纳入了医学背景,因此,因果发现被用来显示区域差异,并界定结果的区域可迁移性。 此外,我们表明,这一治疗在全球,特别是对某些分组,具有重大的因果效应,从而对试验结果提供了更精确的视角。