The invention belongs to the field of animal and
plant breeding prediction, and discloses a rapid and accurate
genome prediction method based on a
heritability model, which comprises the following steps: calculating the frequency and linkage imbalance
score of a marked secondary
allele; refining the SNP
heritability model to obtain an optimal SNP
heritability model; selecting an optimal layering number; acquiring layer
genotype data formed by
genotype data of all individuals of the to-be-predicted
data set in corresponding
layers, calculating a
diagonal weight matrix of each layer of SNP estimated heritability assignment to the corresponding layer based on the optimal SNP heritability model, and calculating a genetic relationship matrix between individuals of the layer
genotype data corresponding to each layer; and fitting the multi-random
hybrid model to obtain the
genome estimation breeding value of each
phenotype of all individuals in the
data set to be tested. The method is based on a
linear model framework, the calculation complexity is low, the key steps can be subjected to
parallel processing, and the calculation speed is high; according to the method, the character specific SNP heritability model is constructed, and the
model representation of a complex character
genetic structure is optimized, so that the prediction performance is improved.