Leveraging machine learning with dynamic 18F-FDG PET/CT: integrating metabolic and flow features for lung cancer differential diagnosis - Yao, Zhiheng; Wang, Yubo; Wu, Yaping; Zhou, Jinpeng; Dang, Na; Wang, Meiyun; Liang, Ying; Sun, Tao (European journal of nuclear medicine and molecular imaging, 2025)
Keywords: Aged; Benign; Blood flow; Cardiology; Charts; Computed tomography; Coronary vessels; Datasets; Decision trees; Diagnosis; Diagnosis, Differential; Differential diagnosis; Ethics; Feature extraction; Female; Fluorine isotopes; Fluorodeoxyglucose F18; Hospitals; Humans; Imaging; Learning algorithms; Lesions; Liver cancer; Lung cancer; Lung Neoplasms - diagnostic imaging; Lung Neoplasms - metabolism; Machine Learning; Male; Medical imaging; Medicine; Medicine & Public Health; Metabolism; Middle Aged; Nuclear Medicine; Oncology; Original; Original Article; Orthopedics; Partial differential equations; Patients; Positron emission; Positron emission tomography; Positron Emission Tomography Computed Tomography; Radiology; Lung cancer diagnosis; SHAP interpretability; Dynamic 18F-FDG PET/CT; Time activity curves; Machine learning