These associations demonstrate that Pdk4 plays a crucial role in improving mitochondrial function and cardiovascular disease through mediating oxidation metabolism, autophagy, oxidative stress, and mitochondrial dynamics. Here, PDK4 is linked to cardiovascular disorder.