Using genetics to understand shared mechanisms between hypertension and type 2 diabetes accounting for adiposity
Voller, B.; Woodward, R.; Gu, Q.; Murrin, O.; Delgado, J.; Violan, C.; Khalid, S.; Türkmen, D.; Fox, C.; Lamb, S. E.; Mancini, M.; Farmer, L.; Boddy, K.; Dudbridge, F.; Bowden, J.; Frayling, T. M.; Masoli, J. A.; Pilling, L. C.; the GEMINI Consortium,
Show abstract
Hypertension and type 2 diabetes (T2D) frequently co-occur, but their shared mechanisms are not fully understood. We investigated diagnostic patterns in 3.6 million primary care records, finding that hypertension precedes T2D by a median of 7.5 years (IQR 3.1-13.4), suggesting a crucial intervention window. Using data from large genome-wide studies we found substantial genetic overlap between hypertension and T2D (genetic correlation=48%, 95%CI 45-52). This overlap was partially attenuated after accounting for the genetic contributions of BMI, waist-hip ratio (WHR), and triglycerides (genetic correlation=29%, 95%CI 24-34), highlighting the role of adiposity but also independent shared mechanisms. Bidirectional causal effects were supported in Mendelian randomisation analysis. In colocalisation analysis using genetic data after adjusting for BMI, WHR and triglycerides, we identified four independent shared genomic regions, including an allele within PCSK7 that is associated with risk of both T2D and hypertension and circulating PCSK7 protein levels. Our findings highlight a key opportunity to intervene and reduce hypertension and T2D co-occurrence, and identify shared causal mechanism for both conditions independent of BMI, waist-hip ratio, and triglycerides. The potential novel mechanisms identified, in particular PCSK7, could uncover novel interventions or opportunities for prevention of this co-occurring condition pair.
Matching journals
The top 6 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Transferability of genetic loci and polygenic scores for cardiometabolic traits in British Pakistanis and Bangladeshis 96%
- Genetic correlates of vitamin D-binding protein and 25 hydroxyvitamin D in neonatal dried blood spots 96%
- The impact of non-additive genetic associations on age-related complex diseases. 96%
Similar papers in this journal
- Integration of genetic fine-mapping and multi-omics data reveals candidate effector genes for hypertension 98%
- Genetic association studies using disease liabilities from deep neural networks 97%
- Widespread recessive effects on common diseases in a cohort of 44,000 British Pakistanis and Bangladeshis with high autozygosity 96%
Similar papers in this journal
- Genome-wide analysis in 756,646 individuals provides first genetic evidence that ACE2 expression influences COVID-19 risk and yields genetic risk scores predictive of severe disease 95%
- Genetic effects on the timing of parturition and links to fetal birth weight 95%
- Rare variant association analysis in 51,256 type 2 diabetes cases and 370,487 controls informs the spectrum of pathogenicity of monogenic diabetes genes 95%
Similar papers in this journal
Similar papers in this journal
- Gene-vegetarianism interactions in calcium, testosterone, and eGFR identified in genome-wide analysis across 30 biomarkers 95%
- Causal relationships between obesity and the leading causes of death in women and men 94%
- Accurate detection of shared genetic architecture from GWAS summary statistics in the small-sample context 93%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.