The invention relates to the technical field of
biology, in particular to a
benzene-induced blood
abnormality marker, an evaluation model and a construction method and application of the
benzene-induced blood
abnormality marker and the evaluation model, and provides the following scheme that the method comprises the steps that S1,
principal component analysis is conducted on
benzene damage expression profile data sets, then preliminary screening conditions are set, and
differential expression genes between the benzene damage expression profile data sets are screened out; s2, carrying out GO, KEGG and GSEA enrichment analysis on the differentially expressed
gene to obtain an analysis result; s3, different
machine learning algorithms are used for screening characteristic genes from analysis results, intersection is taken,
key genes are obtained, then
verification analysis is conducted on the
key genes, and benzene damage marker genes are obtained; and S4, training and testing a plurality of
learning models by using the benzene injury
marker gene, and selecting a proper learning model as a benzene-induced blood
abnormality evaluation model according to a test result of the learning model. According to the invention, a theoretical basis can be provided for early intervention of benzene
toxicity, and a more comprehensive and sensitive model can be provided for
risk assessment.