Furthermore, our CellphoneDB analysis indicated that SPP1 (osteopontin) mediated the crosstalk between apCAFs and NSCLC cells, particularly through its association with CD44 and PTGER4 in NSCLCs with bone metastases. This evidence concerns the gene PTGER4 and non-small cell lung carcinoma.