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CT 影像组学特征对同期放化疗或放化疗联合生物治疗局部晚期头颈部癌患者的预测和预后价值及其对人乳头瘤病毒状态的附加价值。

Predictive and prognostic value of CT based radiomics signature in locally advanced head and neck cancers patients treated with concurrent chemoradiotherapy or bioradiotherapy and its added value to Human Papillomavirus status.

机构信息

Department of Radiation Oncology, Institut Gustave Roussy, Villejuif, France; Department of Radiation Oncology, Fudan University Shanghai Cancer Center, Shanghai, China.

Department of Radiation Oncology, Institut Gustave Roussy, Villejuif, France.

出版信息

Oral Oncol. 2017 Aug;71:150-155. doi: 10.1016/j.oraloncology.2017.06.015. Epub 2017 Jun 26.

Abstract

OBJECTIVES

To explore prognostic and predictive value of radiomics in patients with locally advanced head and neck squamous cell carcinomas (LAHNSCC) treated with concurrent chemoradiotherapy (CRT) or bioradiotherapy (BRT).

MATERIALS AND METHODS

Data of 120 patients (CRT vs. BRT matched 2:1) were retrospectively analyzed. A total of 544 radiomics features of the primary tumor were extracted from radiotherapy planning computed tomography scans. Cox proportional hazards models were used to examine the association between survival and radiomics features with false discovery rate correction. The discriminatory performance was evaluated using receiver operating characteristic curve analysis.

RESULTS

Multivariate analysis showed a 24-feature based signature significantly predicted for OS (HR=0.3, P=0.02) and progression-free survival (PFS) (HR=0.3, P=0.01). Combining the radiomics signature with p16 status showed a significant improvement of prognostic performance compared with p16 (AUC=0.78vs. AUC=0.64 at 5years, P=0.01) or radiomics signature (AUC=0.78vs. AUC=0.67, P=0.01) alone. When patients were stratified according to this combination, OS and PFS were significantly different according to the 4 sub-types (p16+ with low/high signature score; p16- with low/high signature score) (P<0.001). Patients with high signature score significantly benefited from CRT (vs. BRT) in terms of OS (P=0.004), while no benefit from CRT in patients with low signature score.

CONCLUSION

Our analysis suggests an added value of radiomics features as prognostic and predictive biomarker in HNSCC treated with CRT/BRT. Moreover, the radiomics signature provided additional information to HPV/p16 status to further stratify patients. External validation of such findings is mandatory given the risk of overfitting.

摘要

目的

探索放射组学在接受同期放化疗(CRT)或生物放化疗(BRT)治疗的局部晚期头颈部鳞状细胞癌(LAHNSCC)患者中的预后和预测价值。

材料与方法

回顾性分析了 120 例患者(CRT 与 BRT 按 2:1 匹配)的数据。从放射治疗计划 CT 扫描中提取了原发肿瘤的 544 个放射组学特征。Cox 比例风险模型用于检查生存与放射组学特征之间的关联,并进行了假发现率校正。使用受试者工作特征曲线分析评估了判别性能。

结果

多变量分析显示,基于 24 个特征的特征显著预测了 OS(HR=0.3,P=0.02)和无进展生存期(PFS)(HR=0.3,P=0.01)。与 p16 状态相结合的放射组学特征与 p16 (5 年时 AUC=0.78 与 AUC=0.64,P=0.01)或放射组学特征(AUC=0.78 与 AUC=0.67,P=0.01)相比,显著提高了预后性能。当根据该组合对患者进行分层时,根据 4 个亚组(p16+伴高低特征评分;p16-伴高低特征评分),OS 和 PFS 存在显著差异(p<0.001)。在高特征评分患者中,与 BRT 相比,CRT 在 OS 方面显著获益(P=0.004),而在低特征评分患者中,CRT 无获益。

结论

我们的分析表明,放射组学特征作为 HPV/p16 状态的补充标志物,在接受 CRT/BRT 治疗的 HNSCC 患者中具有预后和预测价值。此外,放射组学特征为进一步分层患者提供了 HPV/p16 状态的附加信息。由于存在过度拟合的风险,因此必须对这些发现进行外部验证。

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