In contrast, genes such as NFE2L2, ATP7B, ATP7A, SLC31A1, FDX1, LIAS, DLD, DLAT, PDHA1, PDHB, MTF1, DBT, and DLST were found to have a negative correlation with tumor stage (as shown in Figure 3C). This evidence concerns the gene SLC31A1 and neoplasm.