This framework generates multiple testable predictions and identifies LINE-1 silencing as a unified therapeutic target for multi-system aging intervention.
Keywords: LINE-1, retrotransposon, aging, epigenetic clock, Horvath, Yamanaka factors, programmed aging, heterochromatin, SIRT6, progeria, senescence, comparative aging