The embodiment of the invention relates to an mRNA (
messenger ribonucleic acid) vaccine design task
processing method and device, and the method comprises the following steps: designing a vaccine characteristic prediction model for predicting three characteristics of an mRNA vaccine by taking a Un i-
RNA model as a
trunk, and training the model based on an
antigen vaccine
data set, three objective functions are designed based on the maximum incidence relation between three characteristics of codon use frequency, secondary structure and
GC content and
vaccine stability, translation efficiency and
immunogenicity; carrying out mRNA sequence initialization according to an
antigen sequence input by a user, and carrying out iterative optimization
processing on an mRNA sequence set according to a multi-objective optimization mode of an NSGA-I
algorithm by virtue of a vaccine characteristic prediction model, three objective functions and corresponding in-vitro / in-vivo experiment means to obtain a corresponding optimized mRNA sequence set to be fed back to the user. Through the method, the sequence richness can be improved, the design quality is ensured, the design efficiency is improved, and the design cost is reduced.