Among the findings, the dataset highlighted significant associations between imaging features such as tumor size, texture, and [18F]FDG-PET uptake, with key oncogenic mutations (e.g., EGFR, KRAS, ALK) and survival outcomes. Here, KRAS is linked to neoplasm.