TGFB1 and Insulin resistance: Insulin resistance, a key metabolic abnormality reflected by an elevated METS-VF, has been linked to impaired atrial energy metabolism, increased oxidative stress, and enhanced fibrotic signaling through TGF-β1 pathways (23).