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10.1186/s12874-018-0534-6

http://scihub22266oqcxt.onion/10.1186/s12874-018-0534-6
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C6035409!6035409!29980181
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suck abstract from ncbi


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pmid29980181      BMC+Med+Res+Methodol 2018 ; 18 (ä): ä
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  • The ?RCT augmentation?: a novel simulation method to add patient heterogeneity into phase III trials #MMPMID29980181
  • Karcher H; Fu S; Meng J; Ankarfeldt MZ; Efthimiou O; Belger M; Haro JM; Abenhaim L; Nordon C
  • BMC Med Res Methodol 2018[]; 18 (ä): ä PMID29980181show ga
  • Background: Phase III randomized controlled trials (RCT) typically exclude certain patient subgroups, thereby potentially jeopardizing estimation of a drug?s effects when prescribed to wider populations and under routine care (?effectiveness?). Conversely, enrolling heterogeneous populations in RCTs can increase endpoint variability and compromise detection of a drug?s effect. We developed the ?RCT augmentation? method to quantitatively support RCT design in the identification of exclusion criteria to relax to address both of these considerations. In the present manuscript, we describe the method and a case study in schizophrenia. Methods: We applied typical RCT exclusion criteria in a real-world dataset (cohort) of schizophrenia patients to define the ?RCT population? subgroup, and assessed the impact of re-including each of the following patient subgroups: (1) illness duration 1?3 years; (2) suicide attempt; (3) alcohol abuse; (4) substance abuse; and (5) private practice management. Predictive models were built using data from different ?augmented RCT populations? (i.e., subgroups where patients with one or two of such characteristics were re-included) to estimate the absolute effectiveness of the two most prevalent antipsychotics against real-world results from the entire cohort. Concurrently, the impact on RCT results of relaxing exclusion criteria was evaluated by calculating the comparative efficacy of those two antipsychotics in virtual RCTs drawing on different ?augmented RCT populations?. Results: Data from the ?RCT population?, which was defined with typical exclusion criteria, allowed for a prediction of effectiveness with a bias
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