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Updated: Jun 18, 2025

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Establishing a Competing Risk Regression Nomogram Model for Survival Data
Published on: October 23, 2020
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Development and validation of prognostic nomogram in pediatric melanoma: a population-based study
Saichun Zhang1, Zixiang Liu2, Dongsheng Zhu3
1Department of Nursing.
Melanoma Research
|July 31, 2024
Summary
This study developed a predictive nomogram for pediatric melanoma survival using SEER data. The model accurately forecasts outcomes, aiding clinical decisions for childhood melanoma.
Area of Science:
- Oncology
- Epidemiology
- Biostatistics
Background:
- Pediatric melanoma is rare but requires accurate prognostic tools.
- Existing prognostic models may not adequately address the unique characteristics of childhood melanoma.
- The Surveillance, Epidemiology, and End Results (SEER) database offers a valuable resource for population-based cancer research.
Purpose of the Study:
- To develop and validate a clinical nomogram for predicting the survival probability of pediatric melanoma patients.
- To assess the nomogram's accuracy, calibration, and clinical utility in decision-making.
- To leverage the SEER database for robust prognostic model development in pediatric oncology.
Main Methods:
- Utilized the SEER database (2000-2018) to identify pediatric melanoma cases.
- Randomly allocated 890 patients into training (70%) and validation (30%) cohorts.
- Employed Kaplan-Meier analyses, nomogram construction, discrimination and calibration assessments, and decision curve analysis.
Main Results:
- The developed nomogram demonstrated strong discriminative ability with C-index values of 0.817 (training) and 0.832 (validation).
- Calibration plots confirmed a high concordance between predicted and observed survival probabilities.
- Clinical decision curve analysis indicated a favorable net benefit for clinical application in pediatric melanoma.
Conclusions:
- An effective and accurate nomogram for predicting survival in pediatric melanoma patients was successfully developed.
- The nomogram serves as a valuable tool to support clinical decision-making for childhood melanoma.
- Further external validation is recommended to confirm the nomogram's generalizability.
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