Subsequently, we established a 9-gene protective model based on neural network machine learning for predicting the progression of LN, composed of ALB, BHMT, CUBN, DPYS, GAMT, GSTA1, HAO2, PAH, and SLC27A2. This evidence concerns the gene GAMT and lobular neoplasia.