This study concluded that SCD, SPINK1, TREM1 and HIST1H2BB were diagnostic indicators of FGR by using three machine learning algorithms, and a nomogram was constructed to assess the probability of each patient developing FGR. This evidence concerns the gene SPINK1 and Schnyder corneal dystrophy.