To evaluate the shared genetic etiology of type-2 diabetes (T2D) and coronary heart disease (CHD), we conducted a multi-ethnic study of genetic variation genome-wide for both diseases in up to 265,678 subjects for T2D and 260,365 subjects for CHD. We identify 16 previously unreported loci for T2D and one for CHD, including a novel T2D association at a missense variant in HLA-DRB5 (OR=1.29). We show that genetically mediated increase in T2D risk also confers higher CHD risk. Joint analysis of T2D loci demonstrated that 24% are associated with CHD, highlighting eight variants - two of which are coding - where T2D and CHD associations appear to co-localize, and a novel joint T2D/CHD association which also replicated for T2D. Variants associated with both outcomes implicate several novel pathways including cellular proliferation and cardiovascular development.
We investigated type 2 diabetes (T2D) genetic susceptibility in a multi-ethnic meta-analysis of 228,499 cases and 1,178,783 controls in the Million Veteran Program (MVP) and other biobanks. We identified 558 autosomal and 10 X-chromosome T2D-associated variants, of which 286 autosomal and 7 X-chromosome variants were previously unreported. Ancestry-specific analyses identified 25 additional novel T2D-susceptibility variants. Transcriptome-wide association analysis detected 3,568 T2D-associations with T2D-colocalized genetically predicted gene expression of 804 genes in 52 tissues, of which 687 are novel. Fifty-four of these genes are known to interact with FDA-approved drugs and chemical compounds. T2D polygenic risk score was strongly associated with increased the risk of T2D-related retinopathy, and additionally showed evidence for association with chronic kidney disease (CKD), neuropathy, and peripheral artery disease (PAD). We investigated the genetic etiology of T2D-related vascular outcomes in the MVP and observed statistical SNP-T2D interactions at 13 variants, including 3 for coronary heart disease, 1 for PAD, 2 for stroke, 4 for retinopathy, 2 for CKD, and 1 for neuropathy. Our findings may identify potential novel therapeutic targets for T2D and genomic pathways that link T2D and its vascular outcomes.
Direct
infusion high-resolution mass spectrometry (DIHRMS) is a
novel, high-throughput approach to rapidly and accurately profile
hundreds of lipids in human serum without prior chromatography, facilitating
in-depth lipid phenotyping for large epidemiological studies to reveal
the detailed associations of individual lipids with coronary heart
disease (CHD) risk factors. Intact lipid profiling by DIHRMS was performed
on 5662 serum samples from healthy participants in the Pakistan Risk
of Myocardial Infarction Study (PROMIS). We developed a novel semi-targeted
peak-picking algorithm to detect mass-to-charge ratios in positive
and negative ionization modes. We analyzed lipid partial correlations,
assessed the association of lipid principal components with established
CHD risk factors and genetic variants, and examined differences between
lipids for a common genetic polymorphism. The DIHRMS method provided
information on 360 lipids (including fatty acyls, glycerolipids, glycerophospholipids,
sphingolipids, and sterol lipids), with a median coefficient of variation
of 11.6% (range: 5.4–51.9). The lipids were highly correlated
and exhibited a range of associations with clinical chemistry biomarkers
and lifestyle factors. This platform can provide many novel insights
into the effects of physiology and lifestyle on lipid metabolism,
genetic determinants of lipids, and the relationship between individual
lipids and CHD risk factors.
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