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Biological aging is characterized by a progressive decline in physiological function from molecular to organismal levels, manifesting through adaptive transcriptional networks. We present an overview of the complex regulation of transcriptional networks in species-and tissue-specific aging. We aimed to: 1) capture the age-associated changes in gene-gene connectivity, and 2) evaluate the effect of two interventions targeting biological aging (metformin, acarbose) on the regulation of gene networks. Aim 1) Using RNA-Seq we modeled co-expression networks and identified differentially co-expressed gene-pairs between young, middle-aged and older-aged groups. Aim 2) Using short-term clinical studies in older humans (metformin: MILES-trial; acarbose: SAIL-trial), and complementary mouse studies, we revealed the genes and novel pathways underlying the drugs’ effects on biological aging in muscle and adipose …