Numerous top-ranked features display the significant relevance to the classification of three status of MACROD2, most of which are located in the intron regions of MACROD2. Coincident with the relevant information and our inferred decision rules, the CNVs in MACROD2 resulted in the direct altered states (e.g., cancer). This evidence concerns the gene MACROD2 and cancer.