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Establishing a Competing Risk Regression Nomogram Model for Survival Data
Published on: October 23, 2020
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A prognostic nomogram for neuroblastoma in children.
1Department of Neurosurgery, Shengjing Hospital of China Medical University, Shenyang, China.
Peerj
|July 25, 2019
Summary
A new nomogram accurately predicts survival for childhood neuroblastoma patients. This tool offers better prognostic accuracy than existing systems, aiding treatment decisions for high-risk cases.
Area of Science:
- Pediatric Oncology
- Cancer Prognostics
- Biostatistics
Background:
- Neuroblastoma is a common pediatric extracranial solid tumor, representing 7-10% of childhood cancers.
- Accurate prognosis is crucial for optimizing treatment efficacy and minimizing long-term complications in high-risk neuroblastoma patients.
Purpose of the Study:
- To develop and validate a predictive nomogram for estimating the overall survival (OS) of childhood neuroblastoma patients.
- To compare the predictive performance of the developed nomogram against established staging systems.
Main Methods:
- Utilized data from 757 neuroblastoma patients diagnosed between 1986 and 2012 from the TARGET database.
- Employed COX regression analysis to identify risk factors and construct a nomogram for survival prediction.
- Evaluated nomogram precision using concordance index (C-index) and area under the receiver operating characteristic (ROC) curve (AUC) for 3- and 5-year survival.
Main Results:
- Multivariate analysis identified age at diagnosis (>520 days), stage 4 (INSS), and DNA ploidy as independent predictors of OS.
- The nomogram achieved a C-index of 0.704 in the training cohort and 0.672 in the validation cohort.
- The nomogram demonstrated superior predictive power compared to the International Neuroblastoma Staging System (INSS), tumor histology, and Children's Oncology Group (COG) risk group.
Conclusions:
- The developed nomogram provides a more accurate prognostic tool for childhood neuroblastoma than current systems.
- Precise survival estimates from this nomogram can significantly aid clinicians in making informed treatment decisions.
- This tool has the potential to improve outcomes for children diagnosed with neuroblastoma.
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