The invention discloses a yellow-
feather broiler high-quality
flavor breeding method combining molecular markers and
flavor phenotypes, and belongs to the technical field of yellow-
feather broiler breeding. The method comprises the steps that a yellow-
feather broiler reference group is established, and individual
molecular marker data of the group can be selectively obtained; collecting living blood samples of at least two time points at the early growth stage of the reference group, and carrying out dynamic metabonomics detection; feeding the reference group to a target day age, slaughtering, and measuring
flavor phenotype data; with the early metabolic data as input and the flavor
phenotype as a target, a flavor potential
early prediction model is constructed through
machine learning; according to the method, early-stage collected blood of a breeding group is subjected to
targeted detection, a model is input to obtain a predicted value, breeding hens are selected and reserved according to the predicted value, multi-generation iterative breeding can be carried out, and the method achieves
living body early-stage accurate selection of the flavor characters of the yellow feather broilers, shortens the breeding period, improves the breeding efficiency, adapts to various breeding targets and is easy to popularize.