ALK Molecular Phenotype in Non-Small Cell Lung Cancer: CT Radiogenomic Characterization

被引:130
作者
Yamamoto, Shota [1 ]
Korn, Ronald L. [2 ,3 ]
Oklu, Rahmi [4 ]
Migdal, Christopher [1 ]
Gotway, Michael B. [6 ,7 ]
Weiss, Glen J. [8 ,9 ]
Iafrate, A. John [5 ]
Kim, Dong-Wan [10 ]
Kuo, Michael D. [1 ]
机构
[1] David Geffen Sch Med UCLA, Dept Radiol Sci, Los Angeles, CA 90095 USA
[2] Scottsdale Med Imaging, Scottsdale, AZ USA
[3] Scottsdale Healthcare, Scottsdale, AZ USA
[4] Harvard Univ, Massachusetts Gen Hosp, Sch Med, Dept Vasc Intervent Radiol, Boston, MA USA
[5] Harvard Univ, Massachusetts Gen Hosp, Sch Med, Dept Pathol, Boston, MA USA
[6] Mayo Clin, Dept Radiol, Phoenix, AZ USA
[7] Mayo Clin, Dept Radiol, Scottsdale, AZ USA
[8] Canc Treatment Ctr Amer, Goodyear, AZ USA
[9] Translat Genom Res Inst, Phoenix, AZ USA
[10] Seoul Natl Univ Hosp, Dept Internal Med, Seoul 110744, South Korea
关键词
GENE-EXPRESSION PROGRAMS; ADVANCED BREAST-CANCER; TUMOR RESPONSE; SOLID TUMORS; MUTATIONS; CRIZOTINIB; EML4-ALK; ADENOCARCINOMAS; IDENTIFICATION; CHEMOTHERAPY;
D O I
10.1148/radiol.14140789
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
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.
引用
收藏
页码:568 / 576
页数:9
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