Our study found the significantly high expression of GAPDHS, low expression of ACSBG1, and low expression of CYP4A11 in lung cancer tissues predicted poor prognosis for survival, whatever with single-factor and multifactor survival analytical strategies. The gene discussed is GAPDHS; the disease is lung cancer.