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x. How do you go from QTL to gene?. Fine mapping Progeny testing Collaborative cross Heterogeneous stocks Other outbred populations. From www.complextrait.org/Powerpoint/ ctc2004/karl_broman.ppt. How do you go from QTL to gene?. Fine mapping Limited resolution?
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x How do you go from QTL to gene? Fine mapping • Progeny testing • Collaborative cross • Heterogeneous stocks • Other outbred populations From www.complextrait.org/Powerpoint/ ctc2004/karl_broman.ppt
How do you go from QTL to gene? Fine mapping • Limited resolution? • Incomplete annotation of genes in region • Regulatory sequence within region (separate from genes)
How do you prove a gene is responsible for the effect of a QTL? “The nature and identification of quantitative trait loci: a community’s view” by Members of the Complex Trait Consortium. Nature Reviews Genetics (2003) 4: 911-916. Standards will vary between taxa?
How do you prove a gene is responsible for the effect of a QTL? Most conclusive: allele replacement by knock-in Or knock-outs, rescued by alternate alleles?
How do you prove a gene is responsible for the effect of a QTL? Circumstantial evidence • Polymorphisms in coding or regulatory regions • Gene function • Expression differences • Homology • Knock-out studies • Mutational analysis • In vitro functional studies • Transgenesis with bacterial artificial chromosomes (BAC) • Quantitative complementation test
heterozygous for gene X knock out heterozygous for QTL segment Complementation test
If gene X is the gene responsible for the effect of the QTL, the genotypes at the QTG will be > will be greater than If gene X is not the gene responsible for the effect of the QTL, the genotypes at the QTG will be = will be equal to The phenotypic difference between these two genotypes the phenotypic difference between these two genotypes The phenotypic difference between these two genotypes the phenotypic difference between these two genotypes. white / KO white / white dark / white dark / KO white / white white / white dark / white dark / white Complementation test Assumptions!
Example of gene identification (?): Klein et al. 2004; Science 303: 229-232 • Mapped QTL affecting BMD in mice to a 31 MB region. • Analysed gene expression by microarray. • Only one gene within region was differentially expressed. • Confirmed with RT PCR. • Gene was in a pathway known to inhibit bone formation. • Expression of bone formation markers was altered in cell cultures from the two genotypes. • Overexpression of the gene in cell culture affected markers of bone formation. • Phenotype of knock-out mouse was consistent with difference in expression between QTL genotypes (high expression -> low BMD). • Pharmacological inhibitors of the gene’s product affected BMD in a manner consistent with the QTL genotypes/ knock-outs (improved BMD in rodent models of osteoporosis).