Patient characteristics, including age, gender, pack-years, race, tumor site, epithelial growth factor receptor (EGFR) status, anaplastic lymphoma kinase (ALK) status, kirsten rat sarcoma viral oncogene (KRAS) status, TNM stage, pathological stage, and gene expression, were collected. Here, KRAS is linked to neoplasm.