PPARα is one of the key regulators for ketone body synthesis, and ketone bodies exert beneficial effects on kidney disease (Fang et al., 2023; Grabacka et al., 2016; Hattori, 2021; Tomita et al., 2020). The gene discussed is PPARA; the disease is kidney disorder.