DNA methylation biomarker selected by an ensemble machine learning approach predicts mortality risk in an HIV-positive veteran population
Shu C, Justice AC, Zhang X, Marconi VC, Hancock DB, Johnson EO, Xu K. DNA methylation biomarker selected by an ensemble machine learning approach predicts mortality risk in an HIV-positive veteran population. Epigenetics 2020, 16: 741-753. PMID: 33092459, PMCID: PMC8216205, DOI: 10.1080/15592294.2020.1824097.Peer-Reviewed Original ResearchConceptsVeterans Aging Cohort StudyMortality risk groupsAging Cohort StudyHigher mortality riskMortality riskRisk groupsCohort studyHigh mortality risk groupLow-mortality risk groupsInflammation response pathwayHIV-positive participantsHuman immunodeficiency virusLow-risk groupImproved life expectancyVACS IndexHIV populationNatural killerImmunodeficiency virusPredictive biomarkersPLWHDNA methylation biomarkersVeteran populationSurvival analysisEpigenome-wide associationHIVDNA methylation mediates the effect of cocaine use on HIV severity
Shu C, Justice AC, Zhang X, Wang Z, Hancock DB, Johnson EO, Xu K. DNA methylation mediates the effect of cocaine use on HIV severity. Clinical Epigenetics 2020, 12: 140. PMID: 32928285, PMCID: PMC7491141, DOI: 10.1186/s13148-020-00934-1.Peer-Reviewed Original ResearchConceptsHIV-positive participantsHIV severityVACS IndexCocaine useCocaine effectsVeterans Aging Cohort Study Biomarker CohortVeterans Aging Cohort Study (VACS) IndexEpigenome-wide associationHuman immunodeficiency virus (HIV) progressionHigher VACS indexFrequent cocaine useCandidate CpG sitesPersistent cocaine useMendelian randomization analysisHIV outcomesBiomarker cohortHIV progressionVirus progressionVAC indexVeteran populationAntiviral responseCandidate mediatorsStudy indicesMR analysisSeverity