Among them, neuronal growth regulator 1 (NEGR1) and basic helix-loop-helix family member e22 (BHLHE22) are crucial transcription factors associated with neuron development, which as tumor suppressors were downregulated in the subtype 1 of ESCC [51, 52]. Here, NEGR1 is linked to esophageal squamous cell carcinoma.