In summary, this study demonstrates that certain protective foods, particularly cheese, are partly associated with reduced liver cancer risk through the modulation of TGFB3, EPOR, ELANE, and C3, suggesting that dietary patterns may influence liver cancer susceptibility by regulating cell‐clearance processes and innate immune signaling along the gut–liver axis. This evidence concerns the gene TGFB3 and liver cancer.