Trial reportAnnals of surgical oncology2021
A Novel Nomogram and Risk Classification System Predicting the Cancer-Specific Mortality of Patients with Initially Diagnosed Metastatic Cutaneous Melanoma.
Trial report in Annals of surgical oncology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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The trial behind it
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Who cites it
20 citing papers in PubMed.
- The prognosis of breast cancer patients with bone metastasis could be potentially estimated based on blood routine test and biochemical examination at admission.Annals of medicine · 2023Trial
- Review
- Development of Nomograms to Predict the Probability of Recurrence at Specific Sites in Patients with Cutaneous Melanoma.Cancers · 2025Article
- Development and validation of a nomogram for predicting overall survival in patients with lower extremity melanoma: based on the Surveillance, Epidemiology, and End Results (SEER) database.Archives of dermatological research · 2025Article
- Establishment and validation of a nomogram model for predicting the specific mortality risk of melanoma in upper limbs based on the SEER database.Scientific reports · 2024Article
- [Construction and Validation of Prediction Models of Risk Factors for Early Death in Patients With Metastatic Melanoma].Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition · 2024Article
- Effect of marital status on the survival outcomes of cervical cancer: a retrospective cohort study based on SEER database.BMC women's health · 2024Article
- Prognostic nomograms for predicting long-term overall survival in spindle cell melanoma: a population-based study.Frontiers in endocrinology · 2024Article
- [Efficacy of machine learning modelsNan fang yi ke da xue xue bao = Journal of Southern Medical University · 2023Article
- A nomogram and risk classification system for predicting cancer-specific survival in tall cell variant of papillary thyroid cancer: a SEER-based study.Journal of endocrinological investigation · 2023Article
- Effect of pleural invasion on survival of patients with small cell lung cancer: Propensity score analysis and nomogram establishment based on the SEER database.Frontiers in surgery · 2023Article
- A practical nomogram and risk stratification system predicting the cancer-specific survival for patients aged >50 with advanced melanoma.Frontiers in oncology · 2023Article
- Deep-learning-based survival prediction of patients with cutaneous malignant melanoma.Frontiers in medicine · 2023Article
- Establishment and validation of a nomogram for predicting immune-related prognostic features in trunk melanoma-specific death.Annals of translational medicine · 2022Article
- Nomogram predicting the cancer-specific survival of early-onset colorectal cancer patients with synchronous liver metastasis: a population-based study.International journal of colorectal disease · 2022Article
- Construction and validation of a nomogram for patients with pancreatic neuroendocrine tumors: A population study of 5,927 patients.Frontiers in gastroenterology (Lausanne, Switzerland) · 2022Article
- Construction, validation and, visualization of a web-based nomogram to identify the best candidates for primary tumor resection in advanced cutaneous melanoma patients.Frontiers in surgery · 2022Article
- Prognostic nomogram for cancer-specific survival in patients with intrahepatic cholangiocarcinoma after hepatectomy: A population study of 919 patients.Frontiers in surgery · 2022Article
- Establishment and Verification of Prognostic Nomograms for Young Women With Breast Cancer Bone Metastasis.Frontiers in medicine · 2022Article
- Analysis of Demographics and Outcomes of Surgical Resection in the Central Nervous System of Patients With Metastatic Melanoma.World journal of oncology · 2021Article
Corrections and comments
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Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundCutaneous melanoma and distant organ metastasis has varying outcomes. Considering all prognostic indicators in a prediction model might assist in selecting cases who could benefit from a personalized therapy strategy.
objectiveThis study aimed to develop and validate a prognostic model for patients with metastatic melanoma.
methodsA total of 1535 cases diagnosed with metastatic cutaneous melanoma (stage IV) were identified from the Surveillance, Epidemiology, and End Results database. Patients were randomly divided into the training (n = 1023) and validation (n = 512) cohorts. A prognostic nomogram was established based predominantly on results from the competing-risk regression model for predicting cancer-specific death (CSD). The area under the time-dependent receiver operating characteristic curve (AUC), calibration curves, and decision curve analyses (DCAs) were used to evaluate the nomogram.
resultsNo significant differences were observed in the clinical characteristics between the training and validation cohorts. In the training cohort, patient-, tumor-, and treatment-related predictors of CSD for metastatic melanoma included age, sex, race, marital status, insurance, American Joint Committee on Cancer T and N stage, number of metastatic organs, surgical treatment, and chemotherapy. All these factors were used for nomogram construction. The time-dependent AUC values of the training and validation cohorts suggested a favorable performance and discrimination of the nomogram. The 6-, 12-, and 18-month AUC values were 0.706, 0.700, and 0.706 in the training cohort, and 0.702, 0.670, and 0.656 in the validation cohort, respectively. The calibration curves for the probability of death at 6, 12, and 18 months showed acceptable agreement between the values predicted by the nomogram and the observed outcomes in both cohorts. DCA curves showed good positive net benefits in the prognostic model among most of the threshold probabilities at different time points (death at 6, 12, and 18 months). Based on the total nomogram scores of each case, all patients were divided into the low-risk (n = 511), intermediate-risk (n = 512), and high-risk (n = 512) groups, and the risk classification could identify cases with a high risk of death in both cohorts.
conclusionsA predictive nomogram and a corresponding risk classification system for CSD in patients with metastatic melanoma were developed in this study, which may assist in patient counseling and in guiding clinical decision making for cases with metastatic melanoma.
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