3 years ago

Tumor radiomic heterogeneity: Multiparametric functional imaging to characterize variability and predict response following cervical cancer radiation therapy

Paul E. Kinahan, Saba Elias, Dennis Nelson, Guang Jia, Daniel S. Hippe, Michael V. Knopp, Savannah C. Partridge, Stephen R. Bowen, Nina A. Mayr, Zhibin Huang, George A. Sandison, Wei Wu, Simon S. Lo, William T.C. Yuh
Background Robust approaches to quantify tumor heterogeneity are needed to provide early decision support for precise individualized therapy. Purpose To conduct a technical exploration of longitudinal changes in tumor heterogeneity patterns on dynamic contrast-enhanced (DCE) magnetic resonance imaging (MRI), diffusion-weighted imaging (DWI) and FDG positron emission tomography / computed tomography (PET/CT), and their association to radiation therapy (RT) response in cervical cancer. Study Type Prospective observational study with longitudinal MRI and PET/CT pre-RT, early-RT (2 weeks), and mid-RT (5 weeks). Population Twenty-one FIGO IB2-IVA cervical cancer patients receiving definitive external beam RT and brachytherapy. Field Strength/Sequence 1.5T, precontrast axial T1-weighted, axial and sagittal T2-weighted, sagittal DWI (multi-b values), sagittal DCE MRI (<10 sec temporal resolution), postcontrast axial T1-weighted. Assessment Response assessment 1 month after completion of treatment by a board-certified radiation oncologist from manually delineated tumor volume changes. Statistical Tests Intensity histogram (IH) quantiles (DCE SI10% and DWI ADC10%, FDG-PET SUVmax) and distribution moments (mean, variance, skewness, kurtosis) were extracted. Differences in IH features between timepoints and modalities were evaluated by Skillings–Mack tests with Holm's correction. Area under receiver-operating characteristic curve (AUC) and Mann–Whitney testing was performed to discriminate treatment response using IH features. Results Tumor IH means and quantiles varied significantly during RT (SUVmean: 28–47%, SUVmax: 30–59%, SImean: 8–30%, SI10%: 8–19%, ADCmean: 16%, P < 0.02 for each). Among IH heterogeneity features, FDG-PET SUVCoV (16–30%, P = 0.011) and DW-MRI ADCskewness decreased (P = 0.001). FDG-PET SUVCoV was higher than DCE-MRI SICoV and DW-MRI ADCCoV at baseline (P < 0.001) and 2 weeks (P = 0.010). FDG-PET SUVkurtosis was lower than DCE-MRI SIkurtosis and DW-MRI ADCkurtosis at baseline (P = 0.001). Some IH features appeared to associate with favorable tumor response, including large early RT changes in DW-MRI ADCskewness (AUC = 0.86). Data Conclusion Preliminary findings show tumor heterogeneity was variable between patients, modalities, and timepoints. Radiomic assessment of changing tumor heterogeneity has the potential to personalize treatment and power outcome prediction. Level of Evidence: 2 Technical Efficacy Stage: 3 J. Magn. Reson. Imaging 2017.

Publisher URL: http://onlinelibrary.wiley.com/resolve/doi

DOI: 10.1002/jmri.25874

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