In ccRCC, NFIC and GATA2 regulate ALDH6A1 expression (Fig 4B), enhancing its capacity to manage oxidative stress and detoxify harmful metabolites, which is crucial in the tumor environment [161]. Here, ALDH6A1 is linked to neoplasm.