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A systematic selection method for the development of cancer staging systems.
- Source :
-
Statistical methods in medical research [Stat Methods Med Res] 2016 Aug; Vol. 25 (4), pp. 1438-51. Date of Electronic Publication: 2013 May 22. - Publication Year :
- 2016
-
Abstract
- The tumor-node-metastasis (TNM) staging system has been the anchor of cancer diagnosis, treatment, and prognosis for many years. For meaningful clinical use, an orderly, progressive condensation of the T and N categories into an overall staging system needs to be defined, usually with respect to a time-to-event outcome. This can be considered as a cutpoint selection problem for a censored response partitioned with respect to two ordered categorical covariates and their interaction. The aim is to select the best grouping of the TN categories. A novel bootstrap cutpoint/model selection method is proposed for this task by maximizing bootstrap estimates of the chosen statistical criteria. The criteria are based on prognostic ability including a landmark measure of the explained variation, the area under the receiver operating characteristic (ROC) curve, and a concordance probability generalized from Harrell's c-index. We illustrate the utility of our method by applying it to the staging of colorectal cancer.<br /> (© The Author(s) 2013.)
Details
- Language :
- English
- ISSN :
- 1477-0334
- Volume :
- 25
- Issue :
- 4
- Database :
- MEDLINE
- Journal :
- Statistical methods in medical research
- Publication Type :
- Academic Journal
- Accession number :
- 23698866
- Full Text :
- https://doi.org/10.1177/0962280213486853