bioRxivBiophysicsPreprint
T2 heterogeneity provides a sensitive measure of early tumor response to radiotherapy
M. R. Tomaszewski, W. Dominguez Viqueira, A. Ortiz, Y. Shi, J. R. Costello, H. Enderling, S. A. Rosenberg, R. J. Gillies
Abstract
PurposeExternal beam radiotherapy (XRT) is a widely used cancer treatment, yet responses vary dramatically between patients. These differences are not accounted for in clinical practice, in part due to a lack of sensitive biomarkers of early response. In this work, we test the hypothesis that quantification of intratumor heterogeneity is a sensitive and robust biomarker of early response to XRT. A novel Magnetic Resonance Imaging (MRI) approach is proposed, utilizing histogram analysis of clinically-used T2 relaxation measurements to assess early changes in the tumor heterogeneity following irradiation in murine models of pancreatic cancer, indicative of radiotherapy response. Methods and MaterialsDynamic Magnetic Resonance T2 relaxation imaging was performed every 72h following 10 Gy dose XRT in two murine models of pancreatic cancer. Proposed biomarker of radiotherapy response was compared with tumor growth kinetics, and biological validation was performed through quantitative histology analysis. ResultsQuantification of tumor T2 interquartile range (IQR) as a measure of histogram width showed excellent sensitivity for detection of XRT-induced tumor changes as early as 72h after treatment, outperforming whole tumor T2 and Diffusion weighted MRI metrics. This response was observed both in quantitative T2 maps and in T2-weighted images that are routine in clinical practice. Histological comparison revealed the T2 IQR provides a measure of spatial heterogeneity in tumor cell density, related to radiation-induced necrosis. The early IQR changes were found to presage subsequent tumor volume changes in two distinct pancreatic models, suggesting promise for treatment response prediction. The metric showed excellent test-retest robustness. ConclusionsOur preclinical findings indicate that spatial heterogeneity analysis of T2 MRI can provide a sensitive and readily translatable method for early radiotherapy response assessment in pancreatic cancer. We propose that this will be useful in adaptive radiotherapy, specifically in MRI-guided treatment paradigms.
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Early Radiation Therapy Response Assessment using Multi-scale Photoacoustic Imaging
Thierry L Lefebvre, Mariam‐Eleni Oraiopoulou, … Sarah E. Bohndiek·Advanced SciencePeer-reviewed·Mar 9, 2026
- Multimetric MRI Captures Early Response and Acquired Resistance of Pancreatic Cancer to KRAS Inhibitor Therapy
Mamta Gupta, Hoon Choi, … Rong Zhou·Clinical Cancer ResearchPeer-reviewed·Apr 21, 2025
- Ultrafast Power Doppler Ultrasound Enables Longitudinal Tracking of Vascular Changes that Correlate with Immune Response After Radiotherapy
S. E. Martello, J. Xia, … M. Rafat·bioRxiv·Aug 4, 2023
- Mathematical models of tumor volume dynamics in response to radiotherapy
N. Mohsin, H. U. Enderling, … M. U. Zahid·bioRxiv·Apr 7, 2022
- Intratumoral dose heterogeneity promotes adaptive anti-tumor immunity and predicts clinical response to radiopharmaceutical therapy
Maya E. Takashima, Ohyun Kwon, … Zachary Scott Morris·bioRxiv·Jul 30, 2026
- Photoacoustic imaging for the prediction and assessment of response to radiotherapy in vivo
Márcia Martinho Costa, Anant Shah, … Gail ter Haar·bioRxiv·May 23, 2018