The exploration of the feature importance of the cancer detection model has pinpointed the top five transcripts characterized by their largest weight on prediction outcomes: FKBP5, TMSB4XP8, MTRNR2L12, HBB, and SPDYC. This evidence concerns the gene TMSB4XP8 and cancer.