OMICmAge: An integrative multi-omics approach to quantify biological age with electronic medical records

Author:

Chen Qingwen,Dwaraka Varun B.,Carreras-Gallo Natàlia,Mendez Kevin,Chen Yulu,Begum Sofina,Kachroo Priyadarshini,Prince Nicole,Went Hannah,Mendez Tavis,Lin Aaron,Turner Logan,Moqri Mahdi,Chu Su H.ORCID,Kelly Rachel S.,Weiss Scott T.ORCID,Rattray Nicholas J.W,Gladyshev Vadim N.,Karlson Elizabeth,Wheelock Craig,Mathé Ewy A.,Dahlin Amber,McGeachie Michae J.,Smith Ryan,Lasky-Su Jessica A.

Abstract

ABSTRACTBiological 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 modelEMRAgewith DNA-methylation (DNAm) and multiple omics, generatingDNAmEMRAgeandOMICmAge,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,OMICmAgehas 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.

Publisher

Cold Spring Harbor Laboratory

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