An integrative multiomic network model links lipid metabolism to glucose regulation in coronary artery disease.
Ariella T CohainWilliam T BarringtonDaniel M JordanNoam D BeckmannCarmen A ArgmannSander M HoutenAlexander W CharneyRaili ErmelKatyayani SukhavasiOscar FranzenSimon KoplevCarl WhatlingGillian M BelbinJialiang YangKe HaoEimear E KennyZhidong TuJun ZhuLi-Ming GanRon DoChiara GiannarelliJason C KovacicArno RuusaleppAldons J LusisJohan L M BjorkegrenEric E SchadtPublished in: Nature communications (2021)
Elevated plasma cholesterol and type 2 diabetes (T2D) are associated with coronary artery disease (CAD). Individuals treated with cholesterol-lowering statins have increased T2D risk, while individuals with hypercholesterolemia have reduced T2D risk. We explore the relationship between lipid and glucose control by constructing network models from the STARNET study with sequencing data from seven cardiometabolic tissues obtained from CAD patients during coronary artery by-pass grafting surgery. By integrating gene expression, genotype, metabolomic, and clinical data, we identify a glucose and lipid determining (GLD) regulatory network showing inverse relationships with lipid and glucose traits. Master regulators of the GLD network also impact lipid and glucose levels in inverse directions. Experimental inhibition of one of the GLD network master regulators, lanosterol synthase (LSS), in mice confirms the inverse relationships to glucose and lipid levels as predicted by our model and provides mechanistic insights.
Keyphrases
- coronary artery disease
- gene expression
- blood glucose
- type diabetes
- coronary artery
- fatty acid
- cardiovascular events
- cardiovascular disease
- end stage renal disease
- transcription factor
- dna methylation
- newly diagnosed
- percutaneous coronary intervention
- electronic health record
- minimally invasive
- heart failure
- network analysis
- adipose tissue
- glycemic control
- chronic kidney disease
- genome wide
- peritoneal dialysis
- insulin resistance
- metabolic syndrome
- low density lipoprotein
- coronary artery bypass
- pulmonary arterial hypertension
- single cell
- left ventricular
- aortic stenosis
- aortic valve