Nonetheless, the top downregulated protein was aldehyde dehydrogenase 1 (ALDH1), which has been implicated in cancer stem cell maintenance and drug resistance and is associated with tumor invasion and metastasis (Fig. 4D) [45]. The gene discussed is ALDH1A1; the disease is neoplasm.