Mapping early tumor response to radiotherapy using diffusion kurtosis imaging**

Author:

Goryawala Mohammed1ORCID,Mellon Eric A2,Shim Hyunsuk3,Maudsley Andrew A1

Affiliation:

1. Department of Radiology, University of Miami, Miami, FL, USA

2. Department of Radiation Oncology, University of Miami, Miami, FL, USA

3. Department of Radiation Oncology, Emory University, Atlanta, GA, USA

Abstract

Purpose In this pilot study, DKI measures of diffusivity and kurtosis were compared in active tumor regions and correlated to radiologic response to radiotherapy after completion of 2 weeks of treatment to derive potential early measures of tumor response. Methods MRI and Magnetic Resonance Spectroscopic Imaging (MRSI) data were acquired before the beginning of RT (pre-RT) and 2 weeks after the initiation of treatment (during-RT) in 14 glioblastoma patients. The active tumor region was outlined as the union of the residual contrast-enhancing region and metabolically active tumor region. Average and standard deviation of mean, axial, and radial diffusivity (MD, AD, RD) and mean, axial, and radial kurtosis (MK, AK, RK) values were calculated for the active tumor VOI from images acquired pre-RT and during-RT and paired t-tests were executed to estimate pairwise differences. Receiver operating characteristic (ROC) curve analysis was conducted to evaluate the predictive capabilities of changes in diffusion metrics for progression-free survival (PFS). Results Analysis showed significant pairwise differences for AD ( p = 0.035; Cohen’s d of 0.659) and AK ( p = 0.019; Cohen’s d of 0.753) in diffusion measures after 2 weeks of RT. ROC curve analysis showed that percentage change differences in AD and AK between pre-RT and during-RT scans provided an Area Under the Curve (AUC) of 0.524 and 0.762, respectively, in discriminating responders (PFS>180 days) and non-responders (PFS<180 days). Conclusion This pilot study, although preliminary in nature, showed significant changes in AD and AK maps, with kurtosis derived AK maps showing an increased sensitivity in mapping early changes in the active tumor regions.

Funder

National Cancer Institute

National Institute of Biomedical Imaging and Bioengineering

Publisher

SAGE Publications

Subject

Neurology (clinical),Radiology, Nuclear Medicine and imaging,General Medicine

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