In summary, we speculate that BYJHD exerts its anti-NSCLC activity through the ACVRL-1/Smad/ID-1 axis and the inhibition of CD expression, thereby regulating the tumour microenvironment and inhibiting tumour angiogenesis. Here, ACVRL1 is linked to non-small cell lung carcinoma.