2018
Subtype Classification and Heterogeneous Prognosis Model Construction in Precision Medicine
You N, He S, Wang X, Zhu J, Zhang H. Subtype Classification and Heterogeneous Prognosis Model Construction in Precision Medicine. Biometrics 2018, 74: 814-822. PMID: 29359319, DOI: 10.1111/biom.12843.Peer-Reviewed Original ResearchMeSH KeywordsAlgorithmsComputer SimulationDNA RepairFemaleGene ExpressionHumansModels, StatisticalOvarian NeoplasmsPrecision MedicinePrognosisProportional Hazards ModelsRisk FactorsSurvival AnalysisConceptsRegularization regressionVariable selectionHigh-dimensional predictorsNecessary statistical methodsVariable selection methodsExpectation-maximization algorithmOracle propertyPenalty parameterSemiparametric modelStatistical methodsParametric modelNumerical calculationsProper choiceModel constructionSelection methodGene expression datasetsModelEstimatorSubtype-specific risk factorsRegularizerSurvival probabilityHigh-throughput technologiesExpression datasetsAlgorithmSimulations
2005
Socioeconomic status and diagnosed diabetes incidence
Robbins JM, Vaccarino V, Zhang H, Kasl SV. Socioeconomic status and diagnosed diabetes incidence. Diabetes Research And Clinical Practice 2005, 68: 230-236. PMID: 15936465, DOI: 10.1016/j.diabres.2004.09.007.Peer-Reviewed Original ResearchMeSH KeywordsAdultAgedAged, 80 and overDiabetes MellitusEducationFemaleHumansIncidenceIncomeMaleMiddle AgedOccupationsProportional Hazards ModelsRisk FactorsSex FactorsSocial ClassConceptsOccupational statusMeasures of SESDiabetes incidenceHigher incomeIncomeHazard ratioSocioeconomic statusSize variablesLower diabetes incidenceIncidence of diabetesCommon measuresRace/ethnicityHigher educationInverse associationRisk factorsTobacco usePhysical activityYears of educationDiabetesIncidenceBody size variablesPotential mediatorsWomenMenMeasures