Type 2 & other diabetes

Drug targets for lipid modification and risk of type 2 diabetes: a cis-Mendelian randomization study

Cardiovasc DiabetolPublished Cis-Mendelian randomization study

Authors' conclusion

This study provides genetic evidence for variation in diabetes-related side-effects of different lipid-modifying drugs, with potential relevance for future clinical trials and individual treatment decisions.

Study context

Population
Individual-level data from UK Biobank and Lifelines plus publicly available genome-wide association data; loci ACLY, ANGPTL3, ANGPTL4, APOB, APOC3, CETP, HMGCR, LDLR, LIPG, LPA, MTTP, NPC1L1, PCSK9
Comparison
Genetic proxies of lipid-modifying drug targets and risk of T2D, with coronary artery disease (CAD) as contrast outcome
Outcome
Prevalent and incident T2D, with CAD as a contrast outcome
Methodological detailscis-genetic instruments weighted for LDL-C, HDL-C, TG and apolipoproteins, UK Biobank, Lifelines and public GWAS data
  • Cis-genetic instruments weighted for LDL-C, HDL-C, TG and apolipoproteins
  • UK Biobank, Lifelines and public GWAS data

Main finding

As reported in the abstract

T2D and CAD risk by drug target
  • HMGCR: predicted to reduce CAD risk and increase T2D risk
  • APOC3, LDLR, LPA, MTTP, NPC1L1, PCSK9: predicted to reduce CAD risk without change in T2D risk
  • ANGPTL4, CETP: predicted to reduce risk of both CAD and T2D
  • ACLY, ANGPTL3, APOB, LIPG: evidence for neither CAD nor T2D

Original publication

Drug targets for lipid modification and risk of type 2 diabetes: a cis-Mendelian randomization study. Cardiovasc Diabetol. Published 14 May 2026. doi:10.1186/s12933-026-03209-w

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