Our study shows the applicability of ML classifiers and the analysis of metabolomic pathways and genes to the veterinary sciences. Improvements to the developed model could be achieved by acquiring a larger dataset, which includes additional metabolites and descriptors. In future, similar models could be developed for other feline carcinomas, and could even be applicable to the early diagnosis of cancer in other species, including humans.