Genetic analysis of complex traits in the emerging Collaborative Cross
Top Cited Papers
Open Access
- 15 March 2011
- journal article
- Published by Cold Spring Harbor Laboratory in Genome Research
- Vol. 21 (8) , 1213-1222
- https://doi.org/10.1101/gr.111310.110
Abstract
The Collaborative Cross (CC) is a mouse recombinant inbred strain panel that is being developed as a resource for mammalian systems genetics. Here we describe an experiment that uses partially inbred CC lines to evaluate the genetic properties and utility of this emerging resource. Genome-wide analysis of the incipient strains reveals high genetic diversity, balanced allele frequencies, and dense, evenly distributed recombination sites—all ideal qualities for a systems genetics resource. We map discrete, complex, and biomolecular traits and contrast two quantitative trait locus (QTL) mapping approaches. Analysis based on inferred haplotypes improves power, reduces false discovery, and provides information to identify and prioritize candidate genes that is unique to multifounder crosses like the CC. The number of expression QTLs discovered here exceeds all previous efforts at eQTL mapping in mice, and we map local eQTL at 1-Mb resolution. We demonstrate that the genetic diversity of the CC, which derives from random mixing of eight founder strains, results in high phenotypic diversity and enhances our ability to map causative loci underlying complex disease-related traits.Keywords
This publication has 44 references indexed in Scilit:
- Kit ligand cytoplasmic domain is essential for basolateral sorting in vivo and has roles in spermatogenesis and hematopoiesisDevelopmental Biology, 2009
- A customized and versatile high-density genotyping array for the mouseNature Methods, 2009
- The Collaborative Cross at Oak Ridge National Laboratory: developing a powerful resource for systems geneticsMammalian Genome, 2008
- Prospects for complex trait analysis in the mouseMammalian Genome, 2008
- An imputed genotype resource for the laboratory mouseMammalian Genome, 2008
- A sequence-based variation map of 8.27 million SNPs in inbred mouse strainsNature, 2007
- The polymorphism architecture of mouse genetic resources elucidated using genome-wide resequencing data: implications for QTL discovery and systems geneticsMammalian Genome, 2007
- Genome-wide genetic association of complex traits in heterogeneous stock miceNature Genetics, 2006
- The Collaborative Cross, a community resource for the genetic analysis of complex traitsNature Genetics, 2004
- Statistical significance for genomewide studiesProceedings of the National Academy of Sciences, 2003