Jean-Marie Guyader1, Livia Bernardin2, Naomi H M Douglas2, Dirk H J Poot1,3, Wiro J Niessen1,3, Stefan Klein1. 1. Biomedical Imaging Group Rotterdam, Departments of Medical Informatics and Radiology, Erasmus MC - University Medical Center Rotterdam, the Netherlands. 2. Institute of Cancer Research and Royal Marsden Hospital, Sutton, United Kingdom. 3. Imaging Science and Technology, Faculty of Applied Sciences, Delft University of Technology, the Netherlands.
Abstract
BACKGROUND: To evaluate the influence of image registration on apparent diffusion coefficient (ADC) images obtained from abdominal free-breathing diffusion-weighted MR images (DW-MRIs). METHODS: A comprehensive pipeline based on automatic three-dimensional nonrigid image registrations is developed to compensate for misalignments in DW-MRI datasets obtained from five healthy subjects scanned twice. Motion is corrected both within each image and between images in a time series. ADC distributions are compared with and without registration in two abdominal volumes of interest (VOIs). The effects of interpolations and Gaussian blurring as alternative strategies to reduce motion artifacts are also investigated. RESULTS: Among the four considered scenarios (no processing, interpolation, blurring and registration), registration yields the best alignment scores. Median ADCs vary according to the chosen scenario: for the considered datasets, ADCs obtained without processing are 30% higher than with registration. Registration improves voxelwise reproducibility at least by a factor of 2 and decreases uncertainty (Fréchet-Cramér-Rao lower bound). Registration provides similar improvements in reproducibility and uncertainty as acquiring four times more data. CONCLUSION: Patient motion during image acquisition leads to misaligned DW-MRIs and inaccurate ADCs, which can be addressed using automatic registration.
BACKGROUND: To evaluate the influence of image registration on apparent diffusion coefficient (ADC) images obtained from abdominal free-breathing diffusion-weighted MR images (DW-MRIs). METHODS: A comprehensive pipeline based on automatic three-dimensional nonrigid image registrations is developed to compensate for misalignments in DW-MRI datasets obtained from five healthy subjects scanned twice. Motion is corrected both within each image and between images in a time series. ADC distributions are compared with and without registration in two abdominal volumes of interest (VOIs). The effects of interpolations and Gaussian blurring as alternative strategies to reduce motion artifacts are also investigated. RESULTS: Among the four considered scenarios (no processing, interpolation, blurring and registration), registration yields the best alignment scores. Median ADCs vary according to the chosen scenario: for the considered datasets, ADCs obtained without processing are 30% higher than with registration. Registration improves voxelwise reproducibility at least by a factor of 2 and decreases uncertainty (Fréchet-Cramér-Rao lower bound). Registration provides similar improvements in reproducibility and uncertainty as acquiring four times more data. CONCLUSION:Patient motion during image acquisition leads to misaligned DW-MRIs and inaccurate ADCs, which can be addressed using automatic registration.
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Authors: Jean-Marie Guyader; Wyke Huizinga; Dirk H J Poot; Matthijs van Kranenburg; André Uitterdijk; Wiro J Niessen; Stefan Klein Journal: Sci Rep Date: 2018-08-30 Impact factor: 4.379
Authors: Sila Kurugol; Moti Freiman; Onur Afacan; Liran Domachevsky; Jeannette M Perez-Rossello; Michael J Callahan; Simon K Warfield Journal: Med Image Comput Comput Assist Interv Date: 2015