# Prognostic Nomograms and Scoring System: Novel Approaches to Forecast Overall Survival and Cancer‐Specific Survival in Patients With Testicular Cancer

**Authors:** Xiaoqi Huang, Lian Zhu, Mengjie Sun, Yuan Zhou, Yingman Ding, Changming Lin

PMC · DOI: 10.1002/cam4.71515 · Cancer Medicine · 2026-02-20

## TL;DR

This study creates new tools to predict survival rates in testicular cancer patients, using factors like age and treatment to improve clinical decisions.

## Contribution

The novel contribution is the development of a prognostic scoring system and nomograms that outperform traditional methods in predicting survival outcomes.

## Key findings

- Age was the strongest predictor of survival, with patients aged ≥60 having significantly higher risk compared to those under 30.
- Choriocarcinoma had the worst survival outcomes compared to seminoma, with higher hazard ratios for both overall and cancer-specific survival.
- The developed nomograms showed strong predictive performance with C-indices of 0.799 for OS and 0.859 for CSS during internal validation.

## Abstract

To develop efficacious assessment tools to individualize the evaluation of overall survival (OS) and cancer‐specific survival (CSS) in patients with testicular cancer.

A total of 30,689 patients diagnosed with testicular cancer between 2004 and 2021 were selected from the Surveillance, Epidemiology, and End Results database. The study population was randomly divided into a training cohort and a validation cohort. Univariate and multivariate Cox analyses were conducted to identify significant predictors, which were subsequently utilized to construct nomograms for predicting 1‐, 3‐, 5‐, and 10‐year OS and CSS. The predictive performance of the nomograms underwent internal and external testing with the application of the concordance index (C‐index), receiver operating characteristic curves, and calibration curves. We developed a prognostic scoring system based on the coefficients within the Cox models for each subgroup.

The significant predictors included age, race, marital status, TNM stage, radiation, chemotherapy, surgery and pathology. Age emerged as the most potent factor associated with overall and cancer‐specific death (≥ 60 vs. < 30 years old: HR = 12.19 for OS and HR = 5.94 for CSS, p < 0.001). Among all pathological subtypes, choriocarcinoma exhibited the worst OS and CSS (reference seminoma: HR = 2.79 for OS and HR = 5.02 for CSS, p < 0.001). The favorable internal validation (C‐index: 0.799 for OS and 0.859 for CSS; area under the curve = 0.773–0.892), external validation (C‐index: 0.784 for OS and 0.867 for CSS) and calibration curves indicated the nomograms possessed good predictive ability. We developed a prognostic scoring system for the first time, which is more accurate than the traditional TNM system in evaluating patients' survival outcomes.

The prognostic nomograms and scoring systems are capable of effectively evaluating the 1‐, 3‐, 5‐, and 10‐year OS and CSS of testicular cancer patients and providing a reliable tool for optimizing clinical treatment decisions and follow‐up management.

## Linked entities

- **Diseases:** testicular cancer (MONDO:0003510), choriocarcinoma (MONDO:0003508), seminoma (MONDO:0003001)

## Full-text entities

- **Genes:** TENM1 (teneurin transmembrane protein 1) [NCBI Gene 10178] {aka ODZ1, ODZ3, TEN-M1, TEN1, TNM, TNM1}
- **Diseases:** Testicular Cancer (MESH:D013736), choriocarcinoma (MESH:D002822), yolk sac tumor (MESH:D018240), testicular malignancies (MESH:D013733), male (MESH:D005832), seminoma (MESH:D018239), Testicular germ cell tumors (MESH:C563236), Cancer (MESH:D009369), lymph node metastasis (MESH:D008207), renal dysfunction (MESH:D007674), death (MESH:D003643), sex cord stromal tumors (MESH:D018312), distant metastasis (MESH:D009362), teratoma (MESH:D013724), nonseminomatous germ cell tumors (MESH:C537844), toxicity (MESH:D064420), cardiovascular and organ damage (MESH:D002318), embryonal carcinoma (MESH:D018236)
- **Chemicals:** testosterone (MESH:D013739), estradiol (MESH:D004958)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12927951/full.md

## References

31 references — full list in the complete paper: https://tomesphere.com/paper/PMC12927951/full.md

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Source: https://tomesphere.com/paper/PMC12927951