PLoS GeneticsGeneticsPeer-reviewed journal article
The influence of rare variants in circulating metabolic biomarkers
Fernando Riveros-MckayiD, Clare Oliver‐WilliamsiD, Savita KarthikeyaniD, Klaudia WalteriD, Kousik KunduiD, Willem Hendrik OuwehandiD, David J. RobertsiD, Emanuele Di AngelantonioiD, Nicole SoranzoiD, John DaneshiD, INTERVAL Study, Eleanor WheeleriD, Eleftheria ZegginiiD, Adam S. ButterworthiD, Inês BarrosoiD
Abstract
Circulating metabolite levels are biomarkers for cardiovascular disease (CVD). We tested association between rare sequence variants and 226 serum lipoproteins, lipids and amino acids in 7,142 healthy participants. Gene-based association analyses identified novel gene-trait associations with ACSL1, MYCN, FBXO36 and B4GALNT3 (p<2.5 x 10-6), and confirmed established associations. Regulation of the pyruvate dehydrogenase (PDH) complex was associated for the first time, in gene set analyses, with IDL and LDL parameters, as well as circulating cholesterol (pMETASKAT <2.41 x 10-6). Individuals at the lower tails of the distributions of four out of 49 lipoproteins and lipids had an excess of predicted deleterious variants in lipoprotein disorder and metabolism gene sets (ppermutation<0.00037). These four traits were CVD risk factors (e.g. S-VLDL-C), demonstrating that rare \"protective\" variation is a significant contributor to lipoprotein levels in a healthy population. In conclusion, rare variant analysis of these important metabolic biomarkers reveals novel loci and pathways involved in their regulation.
- organism: human
- assay: bulk RNA-seq
- research focus: differential expression
- approach: statistical model
- Citations
- 20
- FWCI
- 1.17
- Field percentile
- top 24%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Novel protein-altering variants associated with serum apolipoprotein and lipid levels
Niina Sandholm, Ronja Hotakainen, … on behalf of the FinnDiane Study Group·Genome MedicinePeer-reviewed·Nov 23, 2022
- Cohort-wide deep whole genome sequencing and the allelic architecture of complex traits
Arthur Gilly, Dániel Süveges, … Eleftheria Zeggini·Nature CommunicationsPeer-reviewed·Nov 1, 2018
- A rare-variant analysis of FADS-related metabolites in Major Depression
Laurence Nisbet, Ella Davyson, … Andrew Mark McIntosh·medRxiv·Sep 30, 2026
- Loss-of-function genomic variants with impact on liver-related blood traits highlight potential therapeutic targets for cardiovascular disease
Jonas Bille Nielsen, Oren Rom, … Y. Eugene Chen·bioRxiv·Apr 2, 2019
- Whole genome sequence analysis of blood lipid levels in >66,000 individuals
Margaret Sunitha Selvaraj, Xihao Li, … Najib Ayas·Nature CommunicationsPeer-reviewed·Oct 11, 2022
- Rare coding variants in 35 genes associate with circulating lipid levels: a multi-ancestry analysis of 170,000 exomes
George Hindy, Peter Dornbos, … Ruth J. F. Loos·The American Journal of Human GeneticsPeer-reviewed·Dec 20, 2021