An Integrated in Silico Gene Mapping Strategy in Inbred Mice
- 1 January 2007
- journal article
- research article
- Published by Oxford University Press (OUP) in Genetics
- Vol. 175 (1), 321-333
- https://doi.org/10.1534/genetics.106.065359
Abstract
In recent years in silico analysis of common laboratory mice has been introduced and subsequently applied, in slightly different ways, as a methodology for gene mapping. Previously we have demonstrated some limitation of the methodology due to sporadic genetic correlations across the genome. Here, we revisit the three main aspects that affect in silico analysis. First, we report on the use of marker maps: we compared our existing 20,000 SNP map to the newly released 140,000 SNP map. Second, we investigated the effect of varying strain numbers on power to map QTL. Third, we introduced a novel statistical approach: a cladistic analysis, which is well suited for mouse genetics and has increased flexibility over existing in silico approaches. We have found that in our examples of complex traits, in silico analysis by itself does fail to uniquely identify quantitative trait gene (QTG)-containing regions. However, when combined with additional information, it may significantly help to prioritize candidate genes. We therefore recommend using an integrated work flow that uses other genomic information such as linkage regions, regions of shared ancestry, and gene expression information to obtain a list of candidate genes from the genome.This publication has 30 references indexed in Scilit:
- Finding the molecular basis of complex genetic variation in humans and micePhilosophical Transactions Of The Royal Society B-Biological Sciences, 2006
- Linkage disequilibrium mapping via cladistic analysis of phase-unknown genotypes and inferred haplotypes in the Genetic Analysis Workshop 14 simulated dataBMC Genomic Data, 2005
- Integrating QTL and high-density SNP analyses in mice to identify Insig2 as a susceptibility gene for plasma cholesterol levelsGenomics, 2005
- Complex haplotypes, copy number polymorphisms and coding variation in two recently divergent mouse strainsNature Genetics, 2005
- Mouse Inbred Strain Sequence Information and Yin-Yang Crosses for Quantitative Trait Locus Fine MappingGenetics, 2005
- Use of a Dense Single Nucleotide Polymorphism Map for In Silico Mapping in the MousePLoS Biology, 2004
- Segmental Phylogenetic Relationships of Inbred Mouse Strains Revealed by Fine-Scale Analysis of Sequence Variation Across 4.6 Mb of Mouse GenomeGenome Research, 2004
- The mosaic structure of variation in the laboratory mouse genomeNature, 2002
- From QTL to gene: the harvest beginsNature Genetics, 2002
- Influence of the apoA-II gene locus on HDL levels and fatty streak development in mice.Arteriosclerosis and Thrombosis: A Journal of Vascular Biology, 1993