Inter-station Intensity Standardization for Whole-Body MR Data

Inter-station Intensity Standardization for Whole-Body MR Data

Dzyubachyk, Oleh (Leiden University Medical Center)
Staring, M. (Leiden University Medical Center)
Reijnierse, Monique (Leiden University Medical Center)
Lelieveldt, B.P.F. (TU Delft Pattern Recognition and Bioinformatics; Leiden University Medical Center)
van der Geest, Rob J. (Leiden University Medical Center)

2017

Purpose To develop and validate a method for performing inter-station intensity standardization in multispectral whole-body MR data. Methods Different approaches for mapping the intensity of each acquired image stack into the reference intensity space were developed and validated. The registration strategies included: “direct” registration to the reference station (Strategy 1), “progressive” registration to the neighboring stations without (Strategy 2), and with (Strategy 3) using information from the overlap regions of the neighboring stations. For Strategy 3, two regularized modifications were proposed and validated. All methods were tested on two multispectral whole-body MR data sets: a multiple myeloma patients data set (48 subjects) and a whole-body MR angiography data set (33 subjects). Results For both data sets, all strategies showed significant improvement of intensity homogeneity with respect to vast majority of the validation measures (P < 0.005). Strategy 1 exhibited the best performance, closely followed by Strategy 2. Strategy 3 and its modifications were performing worse, in majority of the cases significantly (P < 0.05). Conclusions We propose several strategies for performing inter-station intensity standardization in multispectral whole-body MR data. All the strategies were successfully applied to two types of whole-body MR data, and the “direct” registration strategy was concluded to perform the best. Magn Reson Med 77:422–433, 2017. © 2016 The Authors Magnetic Resonance in Medicine published by Wiley Periodicals, Inc. on behalf of International Society for Magnetic Resonance in Medicine

whole-body MRI
multispectral MRI
multistation acquisition
intensity standardization

http://resolver.tudelft.nl/uuid:5852f6e1-0d17-4501-a613-b4d6368c512d

https://doi.org/10.1002/mrm.26098

0740-3194

Magnetic Resonance in Medicine, 77 (1), 422-433

Institutional Repository

journal article

© 2017 Oleh Dzyubachyk, M. Staring, Monique Reijnierse, B.P.F. Lelieveldt, Rob J. van der Geest