Comparing g-computation, propensity score-based weighting, and targeted maximum likelihood estimation for analyzing externally controlled trials with both measured and unmeasured confounders: a simulation study

被引:0
作者
Jinma Ren
Paul Cislo
Joseph C. Cappelleri
Patrick Hlavacek
Marco DiBonaventura
机构
[1] Pfizer Inc,Statistical Research & Data Science Center
[2] Pfizer Inc,Statistical Research & Data Science Center
[3] Pfizer Inc,Statistical Research & Data Science Center
[4] Pfizer Inc,Value & Evidence
来源
BMC Medical Research Methodology | / 23卷
关键词
External control; G-computation; Propensity Score; Targeted maximum likelihood estimation; Unmeasured confounder; Simulation;
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  • [11] Prasad V(2020)Single-arm trials with external comparators and confounder misclassification: how adjustment can fail Med Care 58 1116-257
  • [12] Woolacott N(1986)A new approach to causal inference in mortality studies with a sustained exposure period - application to control of the healthy worker survivor effect Math Modelling 7 1393-33
  • [13] Corbett M(2003)Marginal structural models as a tool for standardization Epidemiology 14 680-737
  • [14] Jones-Diette J(2019)Addressing extreme propensity scores via the overlap weights Am J Epidemiol 188 250-1638
  • [15] Hodgson R(2017)The "Hispanic mortality paradox" revisited: Meta-analysis and meta-regression of life-course differentials in Latin American and Caribbean immigrants' mortality Soc Sci Med 186 20-1657
  • [16] Gray CM(2014)Variance reduction in randomised trials by inverse probability weighting using the propensity score Stat Med 33 721-635
  • [17] Grimson F(2015)The propensity score JAMA 314 1637-1035
  • [18] Layton D(2020)Propensity scores using missingness pattern information: a practical guide Stat Med 39 1641-15
  • [19] Pocock S(2014)Introduction to propensity scores Respirology 19 625-129
  • [20] Kim J(2021)The use of external controls in FDA regulatory decision making Ther Innov Regul Sci 55 1019-167