We performed comprehensive machine learning-based bioinformatics analyses, including unsupervised consensus clustering, a total of 10 machine-learning algorithms for prognostic prediction and the Connectivity map tool for drug sensitivity prediction.<h4>Results</h4>The clinical significance of the LOX/LOXL family was evaluated across 33 cancer types. This evidence concerns the gene LOXL3 and cancer.