Serum MicroRNA Signature Predicts Response to High-Dose Radiation Therapy in Locally Advanced Non-Small Cell Lung Cancer

被引:35
|
作者
Sun, Yilun [1 ]
Hawkins, Peter G. [2 ]
Bi, Nan [2 ,7 ,8 ]
Dess, Robert T. [2 ]
Tewari, Muneesh [3 ,4 ,5 ,6 ]
Hearn, Jason W. D. [2 ]
Hayman, James A. [2 ]
Kalemkerian, Gregory P. [3 ]
Lawrence, Theodore S. [2 ]
Ten Haken, Randall K. [2 ]
Matuszak, Martha M. [2 ]
Kong, Feng-Ming [9 ]
Jolly, Shruti [2 ]
Schipper, Matthew J. [1 ,2 ]
机构
[1] Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Dept Radiat Oncol, 1500 E Med Ctr Dr,UH B2 C490 SPC 5010, Ann Arbor, MI 48108 USA
[3] Univ Michigan, Dept Internal Med, Div Hematol Oncol, Ann Arbor, MI 48109 USA
[4] Univ Michigan, Dept Biomed Engn, Ann Arbor, MI 48109 USA
[5] Univ Michigan, Biointerfaces Inst, Ann Arbor, MI 48109 USA
[6] Univ Michigan, Ctr Computat Med & Bioinformat, Ann Arbor, MI 48109 USA
[7] Chinese Acad Med Sci, Canc Hosp & Inst, Dept Radiat Oncol, Beijing, Peoples R China
[8] Peking Union Med Coll, Beijing, Peoples R China
[9] Indiana Univ, Dept Radiat Oncol, Indianapolis, IN 46204 USA
关键词
DOWN-REGULATION; C-MYC; CIRCULATING MICRORNAS; TARGET GENES; EXPRESSION; GROWTH; METASTASIS; SUPPRESSOR; INVASION; SURVIVAL;
D O I
10.1016/j.ijrobp.2017.08.039
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: To assess the utility of circulating serum microRNAs (c-miRNAs) to predict response to high-dose radiation therapy for locally advanced non-small cell lung cancer (NSCLC). Methods and Materials: Data from 80 patients treated from 2004 to 2013 with definitive standard-or high-dose radiation therapy for stages II-III NSCLC as part of 4 prospective institutional clinical trials were evaluated. Pretreatment serum levels of 62 miRNAs were measured by quantitative reverse transcription-polymerase chain reaction array. We combined miRNA data and clinical factors to generate a dose-response score (DRS) for predicting overall survival (OS) after high-dose versus standard-dose radiation therapy. Elastic net Cox regression was used for variable selection and parameter estimation. Model assessment and tuning parameter selection were performed through full cross-validation. The DRS was also correlated with local progression, distant metastasis, and grade 3 or higher cardiac toxicity using Cox regression, and grade 2 or higher esophageal and pulmonary toxicity using logistic regression. Results: Eleven predictive miRNAs were combined with clinical factors to generate a DRS for each patient. In patients with low DRS, high-dose radiation therapy was associated with significantly improved OS compared to treatment with standard-dose radiation therapy (hazard ratio 0.22). In these patients, high-dose radiation also conferred lower risk of distant metastasis and local progression, although the latter association was not statistically significant. Patients with high DRS exhibited similar rates of OS regardless of dose (hazard ratio 0.78). The DRS did not correlate with treatment-related toxicity. Conclusions: Using c-miRNA signature and clinical factors, we developed a DRS that identified a subset of patients with locally advanced NSCLC who derive an OS benefit from high-dose radiation therapy. This DRS may guide dose escalation in a patient-specific manner. (C) 2017 Elsevier Inc. All rights reserved.
引用
收藏
页码:107 / 114
页数:8
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