Fig. 1. Radiomics pipeline. After resampling, N4 bias correction, image intensity normalization, semi-automated segmentation of the pituitary gland on high-resolution coronal T2WI was applied. After radiomic feature extraction, feature selection and prediction model development/validation were performed. T2WI, T2-weighted image; LightGBM, light gradient boosting machine.