Author:
Nath Artika P.,Ritchie Scott C.,Byars Sean G.,Fearnley Liam G.,Havulinna Aki S.,Joensuu Anni,Kangas Antti J.,Soininen Pasi,Wennerström Annika,Milani Lili,Metspalu Andres,Männistö Satu,Würtz Peter,Kettunen Johannes,Raitoharju Emma,Kähönen Mika,Juonala Markus,Palotie Aarno,Ala-Korpela Mika,Ripatti Samuli,Lehtimäki Terho,Abraham Gad,Raitakari Olli,Salomaa Veikko,Perola Markus,Inouye Michael
Abstract
AbstractThe interaction between metabolism and the immune system plays a central role in many cardiometabolic diseases. We integrated blood transcriptomic, metabolomic, and genomic profiles from two population-based cohorts, including a subset with 7-year follow-up sampling. We identified topologically robust gene networks enriched for diverse immune functions including cytotoxicity, viral response, B cell, platelet, neutrophil, and mast cell/basophil activity. These immune gene modules showed complex patterns of association with 158 circulating metabolites, including lipoprotein subclasses, lipids, fatty acids, amino acids, and CRP. Genome-wide scans for module expression quantitative trait loci (mQTLs) revealed five modules with mQTLs of bothcisandtranseffects. The strongest mQTL was inARHGEF3(rs1354034) and affected a module enriched for platelet function. Mast cell/basophil and neutrophil function modules maintained their metabolite associations during 7-year follow-up, while our strongest mQTL inARHGEF3also displayed clear temporal stability. This study provides a detailed map of natural variation at the blood immuno-metabolic interface and its genetic basis, and facilitates subsequent studies to explain inter-individual variation in cardiometabolic disease.
Publisher
Cold Spring Harbor Laboratory