PPARGC1A and liver cancer: This study integrated GEO transcriptomic data with two-sample Mendelian randomization to first identify EHD4 and PPARGC1A as key genes causally associated with HCC, which are significantly associated with liver cancer progression, indicating that genetic susceptibility plays an important role in the pathogenesis of liver cancer.