Recent advancements in genomic and molecular profiling have significantly enhanced our understanding of cancer biology and treatment strategies. A pivotal study utilized saturation genome editing to functionally assess 9,188 unique variants in the RAD51C gene, revealing that pathogenic variants confer increased risks for breast and ovarian cancer, while specific alleles are linked to Fanconi anemia. The study achieved an impressive accuracy of over 99.9% in variant classification, underscoring the potential of genomic profiling in identifying cancer predisposition (ref: Olvera-León doi.org/10.1016/j.cell.2024.08.039/). In the context of melanoma, research highlighted the role of aged male fibroblasts in promoting an invasive and therapy-resistant phenotype in melanoma cells, driven by increased AXL expression and BMP2 secretion, which are influenced by intrinsic aging mechanisms (ref: Chhabra doi.org/10.1016/j.cell.2024.08.013/). Furthermore, the interplay between TGF-β and RAS signaling pathways was shown to unmask primed enhancers, facilitating metastasis in lung adenocarcinoma, thus linking chromatin dynamics to cancer progression (ref: Lee doi.org/10.1016/j.cell.2024.08.014/). These findings collectively emphasize the critical role of genomic alterations and the tumor microenvironment in cancer development and treatment resistance, paving the way for targeted therapeutic approaches.