OMICmAge: An integrative multi-omics approach to quantify biological age with electronic medical records
OMICmAge: An integrative multi-omics approach to quantify biological age with electronic medical records
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.
Chu Su H、McGeachie Michael J、Chen Qingwen、Carreras-Gallo Natalia、Mendez Kevin、Chen Yulu、Kachroo Priyadashini、Rattray Nicholas JW、Gladyshev Vadim N、Karlson Elizabeth、Smith Ryan、Weiss Scott T、Moqri Mahdi、Turner Logan、Lin Aaron、Lasky-Su Jessica A、Kelly Rachel S、Prince Nicole、Mendez Tavis、Wheelock Craig、Dwaraka Varun B、Went Hannah、Mathe Ewy A、Dahlin Amber
生物科学研究方法、生物科学研究技术基础医学生物化学
Chu Su H,McGeachie Michael J,Chen Qingwen,Carreras-Gallo Natalia,Mendez Kevin,Chen Yulu,Kachroo Priyadashini,Rattray Nicholas JW,Gladyshev Vadim N,Karlson Elizabeth,Smith Ryan,Weiss Scott T,Moqri Mahdi,Turner Logan,Lin Aaron,Lasky-Su Jessica A,Kelly Rachel S,Prince Nicole,Mendez Tavis,Wheelock Craig,Dwaraka Varun B,Went Hannah,Mathe Ewy A,Dahlin Amber.OMICmAge: An integrative multi-omics approach to quantify biological age with electronic medical records[EB/OL].(2025-03-28)[2025-06-13].https://www.biorxiv.org/content/10.1101/2023.10.16.562114.点此复制
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