Related Experiment Video
Updated: Jul 13, 2026

In Vivo, Percutaneous, Needle Based, Optical Coherence Tomography of Renal Masses
Published on: March 30, 2015
Development of an Ultrasound-Based Clinical-Radiomic Nomogram for Predicting Histologic Subtypes in Focal Testicular
Tuo Lin1, Shunping Chen1, Shouliang Miao2
1Department of Ultrasound imaging, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.
Objectives:
Testicular tumors are the most common solid malignancy among males aged 15-35. This study aimed to establish an ultrasound (US) based clinical-radiomic nomogram for the preoperative prediction of testicular tumors histologic subtypes, differentiating testicular germ cell tumors (TGCTs) from testicular non-germ cell tumors (TNGCTs) and then differentiating seminomas (SGCTs) from non-seminomatous tumors (NSGCTs).
Methods:
This retrospective study included 148 patients with testicular tumors confirmed by pathology, with 120 cases of TGCTs, including 65 SGCTs and 55 NSGCTs. All patients underwent preoperative ultrasound examinations, and data on clinical information, US features, and radiomics features were collected. The Radscore model was constructed after feature selection. Independent risk factors were identified using univariate and multivariate logistic regression analysis. The nomogram model was assessed using the receiver operating characteristic (ROC) curve analysis and decision curve analysis (DCA).
Results:
The TGCTs radiomics nomogram model achieved AUCs of 0.89 in both the training and validation datasets. The SGCTs radiomics nomogram model achieved AUCs of 0.93 in the training dataset and 0.91 in the validation dataset, surpassing the predictive performance of both Radscore and clinical models. The calibration curves showed that the nomogram estimation was consistent with the actual observations. DCA also verified the clinical value of the combined model.
Conclusions:
The ultrasound-based clinical-radiomics nomogram has the potential to non-invasively discriminate the histologic subtypes of testicular tumors.
Related Concept Videos
Ultrasonography
During an ultrasonography procedure, a handheld device called a...
Imaging Studies II: Ultrasonography

