The invention relates to the technical field of
paliperidone metabolic efficiency evaluation, in particular to a
paliperidone metabolic efficiency
evaluation system based on a CYP2D6
gene and environmental factors. According to the
system, the obtained historical
data information is preprocessed, so that more effective
data information can be obtained, and a model can be trained more effectively by using the
data information; meanwhile, a dynamic
metabolism prediction module formed by weighting output of each network in a multi-
modal feature fusion module by utilizing a gating attention mechanism is trained based on the preprocessed data, so that a
gene-environment-PK / PD multi-dimensional model is obtained, various factors of the environment and the
gene can be quantified, and multi-
modal data are fused; the dynamic evaluation of the metabolic efficiency is further realized; according to the method, the current data information is scored by using the gene-environment-PK / PD multi-dimensional model, and the
score is compared with the preset
score, so that whether the model evaluation is qualified or not can be quickly judged, and the model evaluation is adjusted when the model evaluation is unqualified, thereby further improving the evaluation accuracy.