The present investigation sought to integrate diverse transcriptomic datasets, including single-cell RNA sequencing and bulk gene expression profiling, to elucidate the role of KRAS-related signaling in melanoma and examine how macrophage phenotypes contribute to clinical outcomes (24). The gene discussed is KRAS; the disease is melanoma.