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头颈部鳞状细胞癌的预后因素:CHAID 决策树技术与 Cox 分析的比较。

Prognostic factors in head and neck squamous cell carcinoma: comparison of CHAID decision trees technology and Cox analysis.

机构信息

Otorhinolaryngology Head-Neck Surgery Department, Hospital Universitari de Tarragona Joan XXIII, Tarragona, Catalonia, Spain.

出版信息

Head Neck. 2013 Jun;35(6):877-83. doi: 10.1002/hed.23058. Epub 2012 Jun 19.

Abstract

BACKGROUND

The purpose of this study was to compare the risk factors obtained from a classical statistical method (Cox proportional hazards model) and the results obtained with classification trees (Chi-square Automatic Interaction Detection [CHAID] model) in head and neck squamous cell carcinoma (HNSCC).

METHODS

We conducted a retrospective study of 3373 patients with HNSCC and a follow-up longer than 2 years.

RESULTS

The most decisive variable classified by CHAID was T category. N classification was an important prognostic factor in the Cox analysis, but this was not considered in CHAID except in T2 and supraglottic T3. CHAID also indicated that women with oral cavity T3/T4 to N0 tumors had poorer prognosis (28%) than men (58.5%; p value < .001). In oropharynx location, men had lower survival than women (41% vs 72%; p value < .001).

CONCLUSIONS

The main benefit of CHAID analysis is that it identifies a relatively small number of patients with a singular behavior, which is more discriminatory for an optimal diagnosis and treatment.

摘要

背景

本研究旨在比较头颈部鳞状细胞癌(HNSCC)中经典统计学方法(Cox 比例风险模型)和分类树(卡方自动交互检测 [CHAID] 模型)得出的风险因素和结果。

方法

我们对 3373 例 HNSCC 患者进行了回顾性研究,随访时间超过 2 年。

结果

CHAID 分类最关键的变量是 T 分期。在 Cox 分析中,N 分期是一个重要的预后因素,但在 CHAID 中除了 T2 和会厌 T3 外没有考虑。CHAID 还表明,口腔 T3/T4 至 N0 肿瘤的女性预后(28%)比男性(58.5%;p 值<.001)差。在口咽部位,男性的生存率低于女性(41%比 72%;p 值<.001)。

结论

CHAID 分析的主要优点是它可以识别出少数具有单一行为的患者,这对最佳诊断和治疗具有更强的区分能力。

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