MRI T2WI-based radiomics combined with KRAS gene mutation constructed models for predicting liver metastasis in rectal cancer - Ma, Jiaqi; Nie, Xinsheng; Kong, Xiangjiang; Xiao, Lingqing; Liu, Han; Shi, Shengming; Wu, Yupeng; Li, Na; Hu, Linlin; Li, Xiaofu (BMC medical imaging, 2024)
Keywords: Ablation; Adenocarcinoma; Adenocarcinoma - diagnostic imaging; Adenocarcinoma - genetics; Adenocarcinoma - secondary; Adult; Aged; Algorithms; Cancer; Cancer therapies; Clinical decision making; Colorectal cancer; Decision making; Deep learning; Female; Gene mutations; Genetic aspects; Health aspects; Humans; Imaging; K-Ras protein; KRAS mutation; Liver; Liver cancer; Liver Neoplasms - diagnostic imaging; Liver Neoplasms - genetics; Liver Neoplasms - secondary; Machine learning; Magnetic resonance imaging; Magnetic Resonance Imaging - methods; Male; Medical prognosis; Medicine; Medicine & Public Health; Metastases; Metastasis; Middle Aged; MRI; Mutation; Performance evaluation; Performance prediction; Point mutation; Prediction models; Predictive Value of Tests; Proto-Oncogene Proteins p21(ras) - genetics; Radiology; Radiomics; RCLM; Rectal Neoplasms - diagnostic imaging; Rectal Neoplasms - genetics; Rectal Neoplasms - pathology; Rectum; Regression analysis; Retrospective Studies; RC; KRAS mutation; RCLM; MRI; Radiomics