In our study, ALDH7A1 was selected for validation because recent studies indicated that different ALDH isoforms support increased metastatic capacity in different tumor types34,35 and ALDH7A1 was one of the most significantly affected downstream genes in the metabolic-associated signaling pathways of our results. Here, LDHA is linked to neoplasm.