After heart failure, the heart shifts energy substrate preference from mitochondrial oxidative metabolism to glycolysis, with reduced PGC-1α expression weakening its upstream/downstream interactions and impairing mitochondrial function (Meng et al., 2021). The gene discussed is PPARGC1A; the disease is heart failure.