A lipid-metabolism gene signature was constructed to evaluate its prognostic value, and functional assays were used to examine the biological role of ACBD7.<h4>Results</h4>Lipid-related metabolites showed genetic evidence of causal relevance to thyroid cancer. Here, ACBD7 is linked to thyroid cancer.