ACBD7 knockdown reduced thyroid cancer cell growth, invasion, and migration, suggesting a functional link between lipid metabolism and tumor aggressiveness.<h4>Conclusions</h4>Lipid metabolic dysregulation contributes to thyroid cancer progression and may help refine clinical risk assessment. The gene discussed is ACBD7; the disease is thyroid gland carcinoma.