Literature DB >> 33649733

Automated workflow for volumetric assessment of signal intensity ratio on T1-weighted MR images after multiple gadolinium administrations.

Chia-Ying Liu1, Marc Ramos2, David Moreno-Dominguez2, Vesna Prčkovska2, Paulo Rodrigues2, Markus Blank1, Franklin G Moser3, Jacob Agris1.   

Abstract

Purpose: Repeated injections of linear gadolinium-based contrast agent (GBCA) have shown correlations with increased signal intensities (SI) on unenhanced T1-weighted (T1w) images. Assessment is usually performed manually on a single slice and the SI as an average of a freehand region-of-interest is reported. We aim to develop a fully automated software that segments and computes SI ratio of dentate nucleus (DN) to pons (DN/P) and globus pallidus (GP) to thalamus (GP/T) for the assessment of gadolinium presence in the brain after a serial GBCA administrations. Approach: All patients ( N = 113 ) underwent at least eight GBCA enhanced scans. The modal SI in the DN, GP, pons, and thalamus were measured volumetrically on unenhanced T1w images and corrected based on the reference protocol (measurement 1) and compared to the SI-uncorrected-modal-volume (measurement 2), SI-corrected-mean-volume (measurement 3), as well as SI-corrected-modal-single slice (measurement 4) approaches.
Results: Automatic processing worked on all 2119 studies (1150 at 1.5 T and 969 at 3 T). DN/P were 1.085 ± 0.048 (1.5 T) and 0.979 ± 0.061 (3 T). GP/T were 1.084 ± 0.039 (1.5 T) and 1.069 ± 0.042 (3 T). Modal DN/P ratios from volumetric assessment at 1.5 T failed to show a statistical difference with or without SI corrections ( p = 0.71 ). All other t -tests demonstrated significant differences (measurement 2, 3, 4 compared to 1, p < 0.001 ).
Conclusion: The fully automatic method is an effective powerful tool to streamline the analysis of SI ratios in the deep brain tissues. Divergent SI ratios using different approaches reinforces the need to standardize the measurement for the research in this field.
© 2021 Society of Photo-Optical Instrumentation Engineers (SPIE).

Entities:  

Keywords:  GBCA; dentate nucleus; gadolinium retention; globus pallidus

Year:  2021        PMID: 33649733      PMCID: PMC7909664          DOI: 10.1117/1.JMI.8.1.014005

Source DB:  PubMed          Journal:  J Med Imaging (Bellingham)        ISSN: 2329-4302


  20 in total

1.  Robust brain extraction across datasets and comparison with publicly available methods.

Authors:  Juan Eugenio Iglesias; Cheng-Yi Liu; Paul M Thompson; Zhuowen Tu
Journal:  IEEE Trans Med Imaging       Date:  2011-09       Impact factor: 10.048

2.  Intraindividual Analysis of Signal Intensity Changes in the Dentate Nucleus After Consecutive Serial Applications of Linear and Macrocyclic Gadolinium-Based Contrast Agents.

Authors:  Alexander Radbruch; Lukas D Weberling; Pascal J Kieslich; Johanna Hepp; Philipp Kickingereder; Wolfgang Wick; Heinz-Peter Schlemmer; Martin Bendszus
Journal:  Invest Radiol       Date:  2016-11       Impact factor: 6.016

3.  Progressive increase of T1 signal intensity of the dentate nucleus on unenhanced magnetic resonance images is associated with cumulative doses of intravenously administered gadodiamide in patients with normal renal function, suggesting dechelation.

Authors:  Yuri Errante; Vincenzo Cirimele; Carlo Augusto Mallio; Vincenzo Di Lazzaro; Bruno Beomonte Zobel; Carlo Cosimo Quattrocchi
Journal:  Invest Radiol       Date:  2014-10       Impact factor: 6.016

4.  Intracranial Gadolinium Deposition after Contrast-enhanced MR Imaging.

Authors:  Robert J McDonald; Jennifer S McDonald; David F Kallmes; Mark E Jentoft; David L Murray; Kent R Thielen; Eric E Williamson; Laurence J Eckel
Journal:  Radiology       Date:  2015-03-05       Impact factor: 11.105

Review 5.  Standardized assessment of the signal intensity increase on unenhanced T1-weighted images in the brain: the European Gadolinium Retention Evaluation Consortium (GREC) Task Force position statement.

Authors:  Carlo C Quattrocchi; Joana Ramalho; Aart J van der Molen; Àlex Rovira; Alexander Radbruch
Journal:  Eur Radiol       Date:  2018-11-09       Impact factor: 5.315

6.  Gadolinium-based Contrast Agent Accumulates in the Brain Even in Subjects without Severe Renal Dysfunction: Evaluation of Autopsy Brain Specimens with Inductively Coupled Plasma Mass Spectroscopy.

Authors:  Tomonori Kanda; Toshio Fukusato; Megumi Matsuda; Keiko Toyoda; Hiroshi Oba; Jun'ichi Kotoku; Takahiro Haruyama; Kazuhiro Kitajima; Shigeru Furui
Journal:  Radiology       Date:  2015-05-05       Impact factor: 11.105

7.  Gadolinium Deposition in Human Brain Tissues after Contrast-enhanced MR Imaging in Adult Patients without Intracranial Abnormalities.

Authors:  Robert J McDonald; Jennifer S McDonald; David F Kallmes; Mark E Jentoft; Michael A Paolini; David L Murray; Eric E Williamson; Laurence J Eckel
Journal:  Radiology       Date:  2017-06-27       Impact factor: 11.105

8.  Imaging the deep cerebellar nuclei: a probabilistic atlas and normalization procedure.

Authors:  J Diedrichsen; S Maderwald; M Küper; M Thürling; K Rabe; E R Gizewski; M E Ladd; D Timmann
Journal:  Neuroimage       Date:  2010-10-18       Impact factor: 6.556

9.  Symmetric diffeomorphic image registration with cross-correlation: evaluating automated labeling of elderly and neurodegenerative brain.

Authors:  B B Avants; C L Epstein; M Grossman; J C Gee
Journal:  Med Image Anal       Date:  2007-06-23       Impact factor: 8.545

10.  101 labeled brain images and a consistent human cortical labeling protocol.

Authors:  Arno Klein; Jason Tourville
Journal:  Front Neurosci       Date:  2012-12-05       Impact factor: 4.677

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