Coupling of metabolomics and exome sequencing reveals graded effects of rare damaging heterozygous variants on gene function and resulting traits and diseases
Preprint
Abstract
Genetic studies of the metabolome can uncover enzymatic and transport processes shaping human metabolism. Using WES-based rare variant aggregation testing to detect genes associated with levels of 1,294 plasma and 1,396 urine metabolites, we discovered 235 gene-metabolite associations, many previously unreported. Validation through genetic and new computational approaches ( in silico gene knockouts in whole-body models of human metabolism) provided orthogonal evidence that population-based studies of rare, damaging variants in the heterozygous state permit inferences usually obtained from inborn errors of metabolism. Allelic series of functional variants in transporters responsible for transcellular sulfate reabsorption (SLC13A1, SLC26A1) exhibited graded effects on plasma sulfate and human height, and pinpointed alleles that strongly increased risk for dozens of musculoskeletal traits and diseases in the population. We present a powerful approach to identify new players in incompletely characterized human metabolic reactions, and to reveal metabolic readouts of disease risk to inform disease prevention and treatment.Keywords
This publication has 79 references indexed in Scilit:
- Detecting and Estimating Contamination of Human DNA Samples in Sequencing and Array-Based Genotype DataThe American Journal of Human Genetics, 2012
- Optimal Unified Approach for Rare-Variant Association Testing with Application to Small-Sample Case-Control Whole-Exome Sequencing StudiesThe American Journal of Human Genetics, 2012
- Genome-wide association study identifies multiple loci influencing human serum metabolite levelsNature Genetics, 2012
- Rare-Variant Association Testing for Sequencing Data with the Sequence Kernel Association TestThe American Journal of Human Genetics, 2011
- Urolithiasis and hepatotoxicity are linked to the anion transporter Sat1 in miceJournal of Clinical Investigation, 2010
- What is flux balance analysis?Nature Biotechnology, 2010
- Xanthurenic aciduria due to a mutation in KYNU encoding kynureninaseJournal of Inherited Metabolic Disease, 2007
- Disruption of NaS1 sulfate transport function in mice leads to enhanced acetaminophen‐induced hepatotoxicity†Hepatology, 2006
- Inheritance of most X‐linked traits is not dominant or recessive, just X‐linkedAmerican Journal of Medical Genetics Part A, 2004
- The Human Renal Sodium Sulfate Cotransporter (SLC13A1; hNaSi-1) cDNA and Gene: Organization, Chromosomal Localization, and Functional CharacterizationGenomics, 2000