2023
A Synthetic Data Integration Framework to Leverage External Summary-Level Information from Heterogeneous Populations
Gu T, Taylor J, Mukherjee B. A Synthetic Data Integration Framework to Leverage External Summary-Level Information from Heterogeneous Populations. Biometrics 2023, 79: 3831-3845. PMID: 36876883, PMCID: PMC10480346, DOI: 10.1111/biom.13852.Peer-Reviewed Original ResearchConceptsCovariate effectsStatistical inferenceHeterogeneity of covariate effectsRegression coefficient estimatesSummary-level informationImprove statistical inferenceInternational studiesOutcome YCovariate informationData integration frameworkStatistical efficiencyCoefficient estimatesPartial informationExternal populationGeneral frameworkIndividual-level dataRisk prediction modelExternal modelPrediction problemInternational study populationMultiple imputation
2016
Increasing efficiency for estimating treatment–biomarker interactions with historical data
Boonstra P, Taylor J, Mukherjee B. Increasing efficiency for estimating treatment–biomarker interactions with historical data. Statistical Methods In Medical Research 2016, 25: 2959-2971. PMID: 24855118, PMCID: PMC5450810, DOI: 10.1177/0962280214535370.Peer-Reviewed Original Research