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非小细胞肺癌中的 ALK 分子表型:CT 放射基因组学特征。

ALK molecular phenotype in non-small cell lung cancer: CT radiogenomic characterization.

机构信息

From the Department of Radiological Sciences, David Geffen School of Medicine at UCLA, 10833 Le Conte Ave, Box 951721, CHS 17-135, Los Angeles, CA 90095-1721 (S.Y., C.M., M.D.K.); Scottsdale Medical Imaging, Scottsdale, Ariz (R.L.K.); Scottsdale Healthcare, Scottsdale, Ariz (R.L.K.); Departments of Vascular Interventional Radiology (R.O.) and Pathology (A.J.I.), Massachusetts General Hospital, Harvard Medical School, Boston, Mass; Department of Radiology, Mayo Clinic, Phoenix, Ariz (M.B.G.); Department of Radiology, Mayo Clinic, Scottsdale, Ariz (M.B.G.); Cancer Treatment Centers of America, Goodyear, Ariz (G.J.W.); Translational Genomics Research Institute, Phoenix, Ariz (G.J.W.); and Department of Internal Medicine, Seoul National University Hospital, Seoul, Republic of Korea (D.W.K.).

出版信息

Radiology. 2014 Aug;272(2):568-76. doi: 10.1148/radiol.14140789. Epub 2014 Jun 2.

Abstract

PURPOSE

To present a radiogenomic computed tomographic (CT) characterization of anaplastic lymphoma kinase (ALK)-rearranged non-small cell lung cancer (NSCLC) (ALK+).

MATERIALS AND METHODS

In this HIPAA-compliant institutional review board-approved retrospective study, CT studies, ALK status, and clinical-pathologic data in 172 patients with NSCLC from three institutions were analyzed. A screen of 24 CT image traits was performed in a training set of 59 patients, followed by random forest variable selection incorporating 24 CT traits plus six clinical-pathologic covariates to identify a radiogenomic predictor of ALK+ status. This predictor was then validated in an independent cohort (n = 113). Test-for-accuracy and subset analyses were performed. A similar analysis was performed to identify a biomarker associated with shorter progression-free survival (PFS) after therapy with the ALK inhibitor crizotinib.

RESULTS

ALK+ status was associated with central tumor location, absence of pleural tail, and large pleural effusion. An ALK+ radiogenomic CT status biomarker consisting of these three imaging traits with patient age of younger than 60 years showed strong discriminatory power for ALK+ status, with a sensitivity of 83.3% (15 of 18), a specificity of 77.9% (74 of 95), and an accuracy of 78.8% (89 of 113) in independent testing. The discriminatory power was particularly strong in patients with operable disease (stage IIIA or lower), with a sensitivity of 100.0% (five of five), a specificity of 88.1% (37 of 42), and an accuracy of 89.4% (42 of 47). Tumors with a disorganized vessel pattern had a shorter PFS with crizotinib therapy than tumors without this trait (11.4 vs 20.2 months, P = .041).

CONCLUSION

ALK+ NSCLC has distinct characteristics at CT imaging that, when combined with clinical covariates, discriminate ALK+ from non-ALK tumors and can potentially identify patients with a shorter durable response to crizotinib.

摘要

目的

提出间变性淋巴瘤激酶(ALK)重排的非小细胞肺癌(NSCLC)(ALK+)的放射基因组 CT 特征。

材料和方法

在这项符合 HIPAA 规定的机构审查委员会批准的回顾性研究中,分析了来自三个机构的 172 例 NSCLC 患者的 CT 研究、ALK 状态和临床病理数据。在 59 例患者的训练集中进行了 24 项 CT 图像特征筛选,然后进行随机森林变量选择,纳入 24 项 CT 特征和 6 项临床病理协变量,以确定 ALK+状态的放射基因组预测因子。然后在独立队列(n=113)中验证该预测因子。进行了准确性测试和子集分析。还进行了类似的分析,以确定与接受 ALK 抑制剂克唑替尼治疗后的无进展生存期(PFS)较短相关的生物标志物。

结果

ALK+状态与肿瘤位于中央、无胸膜尾征和大量胸腔积液有关。由这三种影像学特征和年龄小于 60 岁的患者组成的 ALK+放射基因组 CT 状态生物标志物,对 ALK+状态具有很强的判别能力,在独立检测中,其灵敏度为 83.3%(15/18),特异性为 77.9%(74/95),准确性为 78.8%(89/113)。在可手术疾病(III 期或更低)患者中,该判别能力特别强,灵敏度为 100.0%(5/5),特异性为 88.1%(37/42),准确性为 89.4%(42/47)。与没有这种特征的肿瘤相比,具有紊乱血管模式的肿瘤在接受克唑替尼治疗后的 PFS 更短(11.4 个月 vs 20.2 个月,P=0.041)。

结论

ALK+NSCLC 在 CT 成像上具有明显特征,当与临床协变量相结合时,可以区分 ALK+和非 ALK 肿瘤,并可能识别出对克唑替尼治疗反应持久较短的患者。

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