Therefore, the data from cellminer was used to explore the relationship between COL15A1 expression levels and drug sensitivity, and the eight most sensitive drugs, which may be beneficial to the tumor patient's prognosis, were selected to present the analysis results (Fig. 17). This evidence concerns the gene COL15A1 and neoplasm.