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Whole Exome Sequencing Enhanced Imputation Identifies 85 Metabolite Associations in the Alpine CHRIS Cohort

Abstract

Metabolites are intermediates or end products of biochemical processes involved in both health and disease. Here, we take advantage of the well-characterized Cooperative Health Research in South Tyrol (CHRIS) study to perform an exome-wide association study (ExWAS) on absolute concentrations of 175 metabolites in 3294 individuals. To increase power, we imputed the identified variants into an additional 2211 genotyped individuals of CHRIS. In the resulting dataset of 5505 individuals, we identified 85 single-variant genetic associations, of which 39 have not been reported previously. Fifteen associations emerged at ten variants with >5-fold enrichment in CHRIS compared to non-Finnish Europeans reported in the gnomAD database. For example, the CHRIS-enriched ETFDH stop gain variant p.Trp286Ter (rs1235904433-hexanoylcarnitine) and the MCCC2 stop lost variant p.Ter564GlnextTer3 (rs751970792-carnitine) have been found in patients with glutaric acidemia type II and 3-methylcrotonylglycinuria, respectively, but the loci have not been associated with the respective metabolites in a genome-wide association study (GWAS) previously. We further identified three gene-trait associations, where multiple rare variants contribute to the signal. These results not only provide further evidence for previously described associations, but also describe novel genes and mechanisms for diseases and disease-related traits.

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References
1.
Aderemi A, Ayeleso A, Oyedapo O, Mukwevho E . Metabolomics: A Scoping Review of Its Role as a Tool for Disease Biomarker Discovery in Selected Non-Communicable Diseases. Metabolites. 2021; 11(7). PMC: 8305588. DOI: 10.3390/metabo11070418. View

2.
Krumsiek J, Suhre K, Evans A, Mitchell M, Mohney R, Milburn M . Mining the unknown: a systems approach to metabolite identification combining genetic and metabolic information. PLoS Genet. 2012; 8(10):e1003005. PMC: 3475673. DOI: 10.1371/journal.pgen.1003005. View

3.
Bowden J, Davey Smith G, Burgess S . Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression. Int J Epidemiol. 2015; 44(2):512-25. PMC: 4469799. DOI: 10.1093/ije/dyv080. View

4.
Jun G, Flickinger M, Hetrick K, Romm J, Doheny K, Abecasis G . Detecting and estimating contamination of human DNA samples in sequencing and array-based genotype data. Am J Hum Genet. 2012; 91(5):839-48. PMC: 3487130. DOI: 10.1016/j.ajhg.2012.09.004. View

5.
Fadista J, Manning A, Florez J, Groop L . The (in)famous GWAS P-value threshold revisited and updated for low-frequency variants. Eur J Hum Genet. 2016; 24(8):1202-5. PMC: 4970684. DOI: 10.1038/ejhg.2015.269. View