KRAS and neoplasm: Following the identification of 22 KRAS pathway-associated hub genes significantly correlated with survival in bulk SKCM transcriptomes (Figure 2), we sought to dissect the cellular heterogeneity of the tumor microenvironment (TME) to understand which cell types contribute to this prognostic signal, particularly focusing on immune populations known to interact with oncogenic signaling.