Conclusions: Our findings reveal a compelling molecular link between PM exposure and NSCLC progression, centered on VEGFA-driven angiogenesis and urging the need to reduce ambient PM exposure to mitigate its oncogenic impact. The gene discussed is VEGFA; the disease is non-small cell lung carcinoma.