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Radiomic features from diffusion-weighted MRI of retroperitoneal soft-tissue sarcomas are eepeatable and exhibit change after radiotherapy
Thrussell, I. Winfield, J. M. Orton, M. R. Miah, A. B. Zaidi, S. H. Arthur, A. Thway, K. Strauss, D. C. Collins, D. J. Koh, D. M.
Thrussell, I.
Winfield, J. M.
Orton, M. R.
Miah, A. B.
Zaidi, S. H.
Arthur, A.
Thway, K.
Strauss, D. C.
Collins, D. J.
Koh, D. M.
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Abstract
Background: Size-based assessments are inaccurate indicators of tumor response in soft-tissue sarcoma (STS), motivating the requirement for new response imaging biomarkers for this rare and heterogeneous disease. In this study, we assess the test-retest repeatability of radiomic features from MR diffusion-weighted imaging (DWI) and derived maps of apparent diffusion coefficient (ADC) in retroperitoneal STS and compare baseline repeatability with changes in radiomic features following radiotherapy (RT).
Materials and methods: Thirty patients with retroperitoneal STS received an MR examination prior to treatment, of whom 23/30 were investigated in our repeatability analysis having received repeat baseline examinations and 14/30 patients were investigated in our post-treatment analysis having received an MR examination after completing pre-operative RT. One hundred and seven radiomic features were extracted from the full manually delineated tumor region using PyRadiomics. Test-retest repeatability was assessed using an intraclass correlation coefficient (baseline ICC), and post-radiotherapy variance analysis (post-RT-IMS) was used to compare the change in radiomic feature value to baseline repeatability.
Results: For the ADC maps and DWI images, 101 and 102 features demonstrated good baseline repeatability (baseline ICC > 0.85), respectively. Forty-three and 2 features demonstrated both good baseline repeatability and a high post-RT-IMS (>0.85), respectively. Pearson correlation between the baseline ICC and post-RT-IMS was weak (0.432 and 0.133, respectively).
Conclusions: The ADC-based radiomic analysis shows better test-retest repeatability compared with features derived from DWI images in STS, and some of these features are sensitive to post-treatment change. However, good repeatability at baseline does not imply sensitivity to post-treatment change.
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2022
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Thrussell I, Winfield JM, Orton MR, Miah AB, Zaidi SH, Arthur A, et al. Radiomic Features From Diffusion-Weighted MRI of Retroperitoneal Soft-Tissue Sarcomas Are Repeatable and Exhibit Change After Radiotherapy. Frontiers in oncology. 2022;12:899180. PubMed PMID: 35924167. Pubmed Central PMCID: PMC9343063. Epub 2022/08/05. eng.