Parametric Modeling of Localized Melanoma Prognosis and Outcome
- 18 June 2009
- journal article
- research article
- Published by Taylor & Francis in Journal of Biopharmaceutical Statistics
- Vol. 19 (4) , 732-747
- https://doi.org/10.1080/10543400902964175
Abstract
This investigation explored the most suitable parametric model for melanoma prognosis and compared it with the Cox model. Cox–Snell residuals and survival function plots were applied to assess whether the generalized gamma (GG) model was the best-fit parametric model for the data. The GG model is a powerful alternative to the Cox model in prognostic modeling. The GG model offers an advantage of explicit and flexible individualized hazard functions over the Cox model and provides a clinically useful risk assessment over time to aid clinicians in formulating patient treatment, follow-up plans, and clinical trial design and analysis.Keywords
This publication has 26 references indexed in Scilit:
- Comparing Cox and parametric models in clinical studiesStatistics in Medicine, 2003
- Long-Term Results of a Multi-Institutional Randomized Trial Comparing Prognostic Factors and Surgical Results for Intermediate Thickness Melanomas (1.0 to 4.0 mm)Annals of Surgical Oncology, 2000
- Factors affecting survival following local, regional, or distant recurrence from localized melanomaJournal of Surgical Oncology, 1998
- Predicting survival and recurrence in localized melanoma: A multivariate approachWorld Journal of Surgery, 1992
- Prognostic Factors in Patients With Melanoma Metastatic to Axillary or Inguinal Lymph NodesAnnals of Surgery, 1991
- Prognostic Significance of DNA Aneuploidy in Stage I Cutaneous MelanomaAnnals of Surgery, 1988
- Prognostic factors for stagei melanoma of the skin: A reviewStatistics in Medicine, 1985
- A Comparison of Prognostic Factors and Surgical Results in 1,786 Patients with Localized (Stage I) Melanoma Treated in Alabama, USA, and New South Wales, AustraliaAnnals of Surgery, 1982
- A Multifactorial Analysis of MelanomaAnnals of Surgery, 1981
- A Generalization of the Gamma DistributionThe Annals of Mathematical Statistics, 1962