Zhiwu Zhang. Complex traits Controlled by multiple genes Influenced by environment Also known as quantitative traits Most traits are continuous, e.g.

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Presentation transcript:

Zhiwu Zhang

Complex traits Controlled by multiple genes Influenced by environment Also known as quantitative traits Most traits are continuous, e.g. yield and height, Some are categorical, e.g. node number, score of disease resistance Some binary traits are still quantitative traits, e.g. diabetes Economically important

Dissecting phenotype Y= G + E + GxE G = Additive + Dominance + Epistasis

Quantitative Trait Loci (QTL) Specific regions in the genome that are associated with quantitative traits The regions were traditionally considered as cM. The regions evolved to 3-5 cM in fine mapping. Suppose maize genome contains 50,000 genes and has genetic map =1700 cM Each QTL we identify has roughly genes Gene cloning: identification the QTL regions at gene level Ultimate goal: functional mutations

Distribution of QTN effect Normal Geometry

Theoretical geometric distribution The probability distribution of the number X of Bernoulli trials needed to get one success Prob (X=k)=(1-p) k-1 p

Approximated geometric distribution Effect(X=k)=p k