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A Multi-Institutional Comparison of Dynamic Contrast-Enhanced Magnetic Resonance Imaging Parameter Calculations

Article scientifique 2017 Anglais

Résumé

Abstract Dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) provides quantitative metrics (e.g. Ktrans, ve) via pharmacokinetic models. We tested inter-algorithm variability in these quantitative metrics with 11 published DCE-MRI algorithms, all implementing Tofts-Kermode or extended Tofts pharmacokinetic models. Digital reference objects (DROs) with known Ktrans and ve values were used to assess performance at varying noise levels. Additionally, DCE-MRI data from 15 head and neck squamous cell carcinoma patients over 3 time-points during chemoradiotherapy were used to ascertain Ktrans and ve kinetic trends across algorithms. Algorithms performed well (less than 3% average error) when no noise was present in the DRO. With noise, 87% of Ktrans and 84% of ve algorithm-DRO combinations were generally in the correct order. Low Krippendorff’s alpha values showed that algorithms could not consistently classify patients as above or below the median for a given algorithm at each time point or for differences in values between time points. A majority of the algorithms produced a significant Spearman correlation in ve of the primary gross tumor volume with time. Algorithmic differences in Ktrans and ve values over time indicate limitations in combining/comparing data from distinct DCE-MRI model implementations. Careful cross-algorithm quality-assurance must be utilized as DCE-MRI results may not be interpretable using differing software.

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Ger, R., Mohamed, A., Awan, M., Ding, Y., Li, K., Fave, X., Beers, A., Driscoll, B., Elhalawani, H., Hormuth, D. A., Houdt, P. J. V., He, R., Zhou, S., Mathieu, K. B., Li, H., Coolens, C., Chung, C., Bankson, J. A., Huang, W., Wang, J., Sandulache, V. C., Lai, S. Y., Howell, R. M., Stafford, R. J., Yankeelov, T. E., Heide, U. A. V. D., Frank, S. J., Barboriak, D. P., Hazle, J. D., Court, L. E., Kalpathy–Cramer, J., & Fuller, C. D. (2017). A Multi-Institutional Comparison of Dynamic Contrast-Enhanced Magnetic Resonance Imaging Parameter Calculations. Scientific Reports. https://doi.org/10.1038/s41598-017-11554-w

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