The invention discloses a
gene-
phenotype correlation analysis model as well as an establishment method and application thereof, and belongs to the technical field of biological medicines. The model establishment method comprises the following steps: S1, collecting known associated character-
gene data to form a
gene-character pair; s2, calculating the
score of the rare
mutation type of each gene by using a formula; s3, analyzing the correlation between the
mutation score and the character through
linear regression, calculating the weight of each
mutation type, optimizing the weight combination, and taking the correlation R2 as an evaluation standard; s4, calculating a rare mutation load
score of the sample gene according to a scoring formula and the optimized weight; and S5, analyzing the relevance between the mutation load fraction and the
phenotype through a regression method, and constructing a gene-
phenotype relevance analysis model. Compared with a traditional gene-base colouring method, the model has better reproducibility and complementarity, and can be used for discovering candidate risk genes of new characters or unknown diseases.