AUTHOR=Markelova Ekaterina E. , Kononenko Irina V. , Zubritskiy Anatoliy , Podshivalova Elizaveta , Matrosova Alina , Plaksina Evgeniya , Mansour Saleem , Ahtyamov Pavel , Shagimardanova Elena , Vagapova Gulnar R. , Maksimova Nadezhda , Sydykova Liubov A. , Avzaletdinova Diana S. , Morugova Tatyana V. , Dzhambetova Petimat M. , Shestakova Marina V. , Mokrysheva Natalia G. , Medvedeva Yulia A. TITLE=Genetic and phenotypic heterogeneity of type 2 diabetes across Russian ancestry groups JOURNAL=Frontiers in Endocrinology VOLUME=Volume 16 - 2025 YEAR=2025 URL=https://www.frontiersin.org/journals/endocrinology/articles/10.3389/fendo.2025.1672403 DOI=10.3389/fendo.2025.1672403 ISSN=1664-2392 ABSTRACT=IntroductionType 2 diabetes mellitus (T2D) is a highly polygenic disease involving multiple biological pathways. Genetic ancestry may influence the predominant mechanisms driving T2D. Understanding how genetic background shapes T2D risk is crucial for developing personalized prevention and treatment strategies.MethodsWe analyzed ancestry-specific differences in T2D mechanisms and assessed the prevalence of T2D-associated genetic clusters, reflecting biological mechanisms underlying T2D onset and progression, in individuals from three Russian ancestry groups: Chechens, Tatars, and Yakuts. Previously developed polygenic scores were applied to evaluate cluster prevalence and clinical risk factors across ancestry groups.ResultsCluster-specific polygenic scores varied significantly between populations. Yakuts exhibited higher scores for β-cell dysfunction, hyper-insulin secretion, and lipid metabolism alterations, whereas Chechens and Tatars had higher scores for obesity-related mechanisms.Discussion/ConclusionsThe predominant mechanisms underlying T2D differ across populations. These ancestry-specific differences should be considered in public health recommendations and personalized medicine approaches.