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Updated: Sep 15, 2025

A Bioluminescent and Fluorescent Orthotopic Syngeneic Murine Model of Androgen-dependent and Castration-resistant Prostate Cancer
Published on: March 6, 2018
Development of a predictive model for progression to castration-resistant prostate cancer in patients with high bone
Weichih Chen1, Jinjie Li1, Garu A1
1Department of Orthopedic Surgery, The Second Affiliated Hospital of Guangzhou Medical University Guangzhou 510260, Guangdong, China.
Objective:
To identify key risk factors and construct a predictive model for the progression of high bone tumor burden prostate cancer (HBTB-PCa) to castration-resistant prostate cancer (CRPC).
Methods:
This retrospective study included 367 HBTB-PCa patients treated between January 2018 and May 2021, with 286 cases progressed to CRPC (progression group) and 81 cases did not (non-progression group). Patients were randomly divided into training (n=257) and validation (n=110) sets at a 7:3 ratio. Logistic regression was used to identify independent risk factors, and a Nomogram was built to predict progression risk. Model performance was evaluated using receiver operating characteristic (ROC) curves, calibration plots, and decision curve analysis (DCA).
Results:
Compared with the non-progression group, patients in the progression group had significantly higher rates of perineural invasion (P=0.011), Gleason score ≥8 (P=0.002), and T4 stage (P=0.012). Laboratory markers including ALP (P<0.001) and LDH (P<0.001) were also elevated in the progression group. Multivariate analysis identified perineural invasion (P=0.032), Gleason score (P=0.002), initial PSA (P=0.025), ALP (P=0.011), LDH (P<0.001), and ALB (P=0.019) as independent predictors of progression to CRPC. The Nomogram demonstrated strong discrimination power (AUC=0.845 in the training set; AUC=0.746 in external validation), with LDH being the most influential predictor. DCA indicated a net clinical benefit up to 77.82%.
Conclusions:
Perineural invasion, Gleason score ≥8, and elevated ALP and LDH are closely associated with progression from HBTB-PCa to CRPC. The constructed Nomogram (internal AUC=0.845; external AUC=0.746) offers a practical tool for individualized risk assessment and guiding treatment planning in clinical settings.

