Abstract Thyroid cancer is the most common endocrine malignancy. Lactic acid and acidification of the tumor immune microenvironment are key processes promoting carcinogenesis. This study was to identify genes related to lactylation in papillary thyroid cancer (PTC) and explore potential regulatory mechanisms. Lactylation-associated genes were identified by combining differential expression and regression analyses, and these genes were subsequently used to construct a risk model.