GPT and lung cancer: Firstly, circulating levels of ALP demonstrated a linear positive association with lung cancer risk, but ALT and TBIL exhibited linear inverse relationships; ALB and AST displayed nonlinear inverse correlations, whereas TP showed a U‐shaped association and GGT manifested a mirrored J‐shaped relationship.