Related Experiment Video
Updated: Jun 17, 2026

Machine Learning Algorithms for Early Detection of Bone Metastases in an Experimental Rat Model
Published on: August 16, 2020
PI-RADS v2 score may be as a predictor of bone metastasis in prostate cancer
Ting Liu1, Cheng H Zhu, Kang Yang
1Department of Urology, Renmin Hospital of Wuhan University, Wuhan, Hubei, China.
Background:
To explore the independent influencing factors of PCa bone metastasis and evaluate the role of prostate imaging.
Methods:
The clinic data such as age, prostate volume, tPSA and fPSA . Univariate and multivariate analyses were performed to investigate the independent influencing point of the risk factors. Nomogram and ROC curve were generated to establish the prediction model. The calibration curve, leave-one-out cross validation and independent external validation were performed to evaluate the prediction model.
Results:
This study enrolled 325 newly diagnosed PCa patients at two hospitals. Univariate and multivariate analyses showed only tPSA , cTx, ALP, and PI-RADS v2 score were the independent influencing factors of PCa bone metastasis. The cut-off points of PI-RADS v2 score to distinguish bone metastasis was 5. The nomogram was established with a sensitivity of 81.3% and a specificity of 74.5% to predict the probability of PCa bone metastasis. The calibration curve and ROC curve displayed a good value of the prediction model. Leave-one-outcross validation showed the prediction model could classify 79.8% cases accurately. External data validation displayed sensitivity of 78.4% and a specificity of 79.1%.
Conclusions:
PI-RADS v2 score could predict PCa bone metastasis, the prediction model may help discovered PCa bone metastasis.
Related Concept Videos
Radiological Investigation II: MRI and Ventilation Perfusion Scan
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
Radiological Investigation III: Pulmonary Angiogram and PET Scan
Pulmonary Angiogram
A Pulmonary Angiogram is an invasive procedure involving injecting a contrast medium through a catheter threaded into the pulmonary artery or the right side of the heart to visualize the pulmonary vasculature. Computed Tomography (CT) scans have mainly replaced this...
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT
