By integrating the alterations observed at both the mRNA and protein levels, we propose that following NLN knockdown, GPX4 emerges as the most critical downstream factor in the NLN-mediated induction of ferroptosis in lung cancer cells, which is also one of the key components within the ferroptosis pathway. The gene discussed is GPX4; the disease is lung cancer.