The above results suggested that there was a difference in the mutation spectrum of cluster 1 and cluster 2, and cluster 1 had a higher mutation frequency than cluster 2, especially the mutant genes, such as KEAP1 and TLR4, that played a key role in the progression of lung cancer. Here, KEAP1 is linked to lung cancer.