A novel approach to cancer staging: application to esophageal cancer

被引：56

作者：

Ishwaran, Hemant ^{[1
]}

Blackstone, Eugene H. ^{[2
]}

Apperson-Hansen, Carolyn ^{[1
]}

Rice, Thomas W. ^{[2
]}

机构：

[1] Cleveland Clin, Dept Quantitat Hlth Sci, Cleveland, OH 44195 USA

[2] Cleveland Clin, Dept Thorac & Cardiovasc Surg, Cleveland, OH 44195 USA

来源：

BIOSTATISTICS | 2009年 / 10卷 / 04期

关键词：

Predicted survival; Random forests; Survival curves; TNM; AMERICAN JOINT COMMITTEE; CLASSIFICATION; CARCINOMA; REGRESSION; SELECTION;

D O I：

10.1093/biostatistics/kxp016

中图分类号：

Q [生物科学];

学科分类号：

07 ; 0710 ; 09 ;

摘要：

A novel 3-step random forests methodology involving survival data (survival forests), ordinal data (multiclass forests), and continuous data (regression forests) is introduced for cancer staging. The methodology is illustrated for esophageal cancer using worldwide esophageal cancer collaboration data involving 4627 patients.

引用

页码：603 / 620

页数：18

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