Abstract Introduction/Objective Anaplastic thyroid carcinoma (ATC) is a rare aggressive disease unresponsive to treatment. Next-Generation Sequencing (NGS) allows identification of targets for precision therapies, such as BRAF, with implications in treating ATC. Our prior work identified ATC clusters with characteristic gene mutations and multiple previously unreported mutations. One of these is MUTYH, which is associated with colon (CRC), ovarian, breast, bladder, and duodenal carcinomas in MUTYH-associated polyposis (MAP). Its association with ATC is not defined. Methods/Case Report Exploratory analysis of pathogenic mutations in 727 ATC cases using a 324-gene panel (FoundationOneCDx) and an interactive visualization of association rules was conducted for informative maximal frequent patterns among mutated gene combinations to identify gene clusters including genes not commonly associated with ATC. TCGA database was reviewed for frequency of MUTYH mutations. My Cancer Genome and the Drug-Gene Interaction Database were used to identify potential targeted drugs for MUTYH gene-mutated cancers. Results (if a Case Study enter NA) NGS showed MUTYH short-variant mutations in 17 cases (2.34%). Germline MUTYH variants incidence is 1.43% in normal samples. 5 cases harbored only Y165C and 7 had only G382D, with 1 case having both Y165C and G382D. The other 4 cases contained sporadic truncating events in MUTYH. All instances of Y165C and G382D were predicted to be germline. 6 patients (35%) had BRAF co-mutations, correlating with expected frequency of ATC thought to transform from papillary carcinoma (PC). One case had only MUTYH mutation while a second had MUTYH with TERT and TP53. TCGA database contained 6(0.2%) cases of PC with MUTYH mutations (total 2871 MUTYH-mutated carcinomas), but no cases of ATC or other thyroid tumors were described. Conclusion MUTYH is a DNA repair enzyme linked to CRC and other cancers. MUTYH mutations occur in 6.7% of MAP patients and 1–2.2% of sporadic CRC cases that are mutually exclusive of BRAF mutations. While MAP increases the lifetime risk of CRC by over 60%, the link of MUTYH mutations to PC has only been observed in MAP and not been described outside of it. To our knowledge this is the first description of MUTYH mutations in ATC, especially without concurrent BRAF mutation (11 cases), suggesting MUTYH may independently contribute to pathogenesis of ATC. PARP inhibitors, PD-1/PD-L1 inhibitors, and ATR inhibitors demonstrate promising results in clinical trials of MUTYH-mutated cancers, warranting further research.