This clinical trial studies diffusion-weighted magnetic resonance imaging (MRI) in identifying and localizing tumors in patients with non-small cell lung cancer undergoing radiation therapy. Diagnostic procedures such as diffusion weighted MRI may help identify where active cancer is to improve the targeting accuracy of radiotherapy. Comparing results of diagnostic procedures done before, during, and after radiation therapy may help determine how the location and volume of tumors changes over time and predict how the tumor will respond to therapy.
PRIMARY OBJECTIVES: I. Assess diffusion-weighted MRI as an early predictor for tumor response in patients with non-small cell lung cancer (NSCLC). II. Establish the potential of individualized radiotherapy targeting of radioresistant tumor sub-volumes. OUTLINE: Patients undergo diffusion-weighted MRI within 4 weeks of radiation start (baseline), during the second week of radiation therapy, during the fourth week of radiation therapy, and at 3 months after radiation therapy (post-treatment). Patients also undergo standard of care 4-dimensional (4D) computed tomography (CT) and fludeoxyglucose F 18 (FDG)-positron emission tomography (PET) at the same time points.
Study Type
INTERVENTIONAL
Allocation
NA
Purpose
DIAGNOSTIC
Masking
NONE
Virginia Commonwealth University Massey Cancer Center
Richmond, Virginia, United States
Measurement of gross tumor volume and involved lymph nodes
A paired sample t-test could be applied to test the difference between MRI, CT, and PET-CT contours. Parameters used for comparison will include volume size, volume overlap, such as Dice similarity coefficients and Jaccard index, and surface distance maps including Hausdorff distance.
Time frame: Up to 3 months
Change in functional response
Patients will be classified into responders and non-responders based on their PET signal which will serve as the reference method for response assessment. Although this is a little different from the three group analysis of variance (ANOVA) used in the power calculation, it is expected that there will be similar high power when the partial responders and non-responders are combined. Receiver operating characteristic (ROC) analysis will be used to define a threshold of apparent diffusion coefficient (ADC) change to stratify between metabolic responders vs. non-responders.
Time frame: Baseline to 3 months
Spatial concordance of multimodality imaging for whole image registration
A paired sample t-test will be used.
Time frame: Up to 3 months
Temporospatial registrations of radioresistant sub-volumes
A paired sample t-test will be used. ROC analysis will be performed only for radioresistant sub-volumes to identify which diffusion weighted-MRI functional signal thresholds correlate with levels of tumor activity defined on PET.
Time frame: Up to 3 months
Change in ADC
Fourth week ADC change will be compared to metabolic response defined by the fourth week PET using three group ANOVA and ROC analysis.
Time frame: Baseline to 4 weeks
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Undergo FDG-PET