bioRxiv (Cold Spring Harbor Laboratory) · 2023 · 34 citations · 47 references
Life SciencesBiomedical SciencesBiostatisticsAgingEpigeneticsEpigenomicsBiological AgingBiomarker DiscoveryEpigenetics Of AgingMulti-omics Association AnalysisMulti-omics Biomarker DiscoveryMulti-omics Data FusionBiological Age AssessmentBiological Age BiomarkersBiomarker Discovery From Multi-omics DataBiomarkersElastic NetElastic Net RegressionElectronic Medical RecordsIntegrative Multi-omics Analysis
ABSTRACT Biological aging is a multifactorial process involving complex interactions of cellular and biochemical processes that is reflected in omic profiles. Using common clinical laboratory measures in ~30,000 individuals from the MGB-Biobank, we developed a robust, predictive biological aging phenotype, EMRAge , that balances clinical biomarkers with overall mortality risk and can be broadly recapitulated across EMRs. We then applied elastic-net regression to model EMRAge with DNA-methylation (DNAm) and multiple omics, generating DNAmEMRAge and OMICmAge, respectively. Both biomarkers demonstrated strong associations with chronic diseases and mortality that outperform current biomarkers across our discovery (MGB-ABC, n=3,451) and validation (TruDiagnostic, n=12,666) cohorts. Through the use of epigenetic biomarker proxies, OMICmAge has the unique advantage of expanding the predictive search space to include epigenomic, proteomic, metabolomic, and clinical data while distilling this in a measure with DNAm alone, providing opportunities to identify clinically-relevant interconnections central to the aging process.
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DNA methylation age of human tissues and cell types
Steve Horvath · Genome biology · 2013 · 7.3K citations · Full text
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