In this work, we comprehensively analyzed RAS gene mutations’ molecular background, mutation testing, KRAS inhibitors’ effectiveness with an emphasis on non-small cell lung cancer, the impact of KRAS mutations on immunotherapy outcomes, and drug resistance problems. Here, KRAS is linked to non-small cell lung carcinoma.