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Serum MicroRNA Signature Predicts Response to High-Dose Radiation Therapy in Locally Advanced Non-Small Cell Lung Cancer.
- Source :
-
International journal of radiation oncology, biology, physics [Int J Radiat Oncol Biol Phys] 2018 Jan 01; Vol. 100 (1), pp. 107-114. Date of Electronic Publication: 2017 Sep 04. - Publication Year :
- 2018
-
Abstract
- 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).<br />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.<br />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.<br />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.<br /> (Copyright © 2017 Elsevier Inc. All rights reserved.)
- Subjects :
- Adult
Aged
Aged, 80 and over
Carcinoma, Non-Small-Cell Lung mortality
Carcinoma, Non-Small-Cell Lung pathology
Clinical Trials as Topic
Disease Progression
Dose-Response Relationship, Radiation
Female
Humans
Kaplan-Meier Estimate
Lung Neoplasms mortality
Lung Neoplasms pathology
Male
Middle Aged
Radiotherapy Dosage
Radiotherapy, Image-Guided
Treatment Outcome
Biomarkers, Tumor blood
Carcinoma, Non-Small-Cell Lung blood
Carcinoma, Non-Small-Cell Lung radiotherapy
Lung Neoplasms blood
Lung Neoplasms radiotherapy
MicroRNAs blood
Subjects
Details
- Language :
- English
- ISSN :
- 1879-355X
- Volume :
- 100
- Issue :
- 1
- Database :
- MEDLINE
- Journal :
- International journal of radiation oncology, biology, physics
- Publication Type :
- Academic Journal
- Accession number :
- 29051037
- Full Text :
- https://doi.org/10.1016/j.ijrobp.2017.08.039