In light of the high association between high-dimensional DCR features and scoliosis risk, however their nonlinear distribution depending on scoliosis type, a deep learning predictor based on the 1,536-dimension DCR trait was trained for scoliosis risk classification for the leading gene of scoliosis risk, FBN1. A CNN network (Li et al., 2023; Li et al., 2022) was utilized for the binary classification based on randomly sampled FBN1 data. This evidence concerns the gene FBN1 and scoliosis.