2022
Methods for large‐scale single mediator hypothesis testing: Possible choices and comparisons
Du J, Zhou X, Clark‐Boucher D, Hao W, Liu Y, Smith J, Mukherjee B. Methods for large‐scale single mediator hypothesis testing: Possible choices and comparisons. Genetic Epidemiology 2022, 47: 167-184. PMID: 36465006, PMCID: PMC10329872, DOI: 10.1002/gepi.22510.Peer-Reviewed Original ResearchConceptsNull hypothesisTest statisticsMediation hypothesis testingComposite null hypothesisHypothesis testingClasses of methodsFalse positive rateAlternative hypothesisSimulation studyHypothesis testing methodContinuous mediatorReference distributionSobel test statisticsContinuous outcomesExposure-mediator interactionMulti-Ethnic Study of AtherosclerosisDNA methylation sitesClassCRANMethylation sites
2019
A Fast and Accurate Method for Genome-wide Scale Phenome-wide G × E Analysis and Its Application to UK Biobank
Bi W, Zhao Z, Dey R, Fritsche L, Mukherjee B, Lee S. A Fast and Accurate Method for Genome-wide Scale Phenome-wide G × E Analysis and Its Application to UK Biobank. American Journal Of Human Genetics 2019, 105: 1182-1192. PMID: 31735295, PMCID: PMC6904814, DOI: 10.1016/j.ajhg.2019.10.008.Peer-Reviewed Original ResearchConceptsCase-control ratioGenome-wide significance levelMeasures of environmental exposureGenome-wide analysisEuropean ancestry samplesGenetic association studiesSaddlepoint approximationCase-control imbalanceAnalysis of phenotypesGene-environment interactionsPopulation-based biobanksControlled type I error ratesAssociation studiesG x E effectsUK BiobankType I error rateGenetic variantsE analysisSPAGEComplex diseasesEnvironmental exposuresTest statisticsE studySimulation studyWald test
2010
Bayesian and likelihood-based inference for the bivariate normal correlation coefficient
Ghosh M, Mukherjee B, Santra U, Kim D. Bayesian and likelihood-based inference for the bivariate normal correlation coefficient. Journal Of Statistical Planning And Inference 2010, 140: 1410-1416. DOI: 10.1016/j.jspi.2009.11.013.Peer-Reviewed Original ResearchAsymptotic matching of coverage probabilities of Bayesian credible intervalsCoverage probabilities of Bayesian credible intervalsHighest posterior density matchingInversion of test statisticsCredible intervalsLikelihood-based inferenceBayesian credible intervalsBivariate normal distributionLikelihood-based methodsTest statisticsNormal distributionQuantile matchingSimulation studyAsymptotic matchingDensity matchingInferencePriorsIntervalMatching criterionCoefficientProbability