To further elucidate the specific mechanisms through which LA and ALA improve heart failure symptoms, we conducted exploration testing on several candidate pathways provided in the literature, including inflammatory response (TNF-α, VCAM-1) [14] and vasodilation (VEGF) [15]. The gene discussed is VEGFA; the disease is heart failure.