Literature DB >> 12063234

Confounding effect of large vessels on MR perfusion images analyzed with independent component analysis.

Timothy J Carroll1, Victor M Haughton, Howard A Rowley, Dietmar Cordes.   

Abstract

BACKGROUND AND
PURPOSE: First pass contrast-enhanced MR imaging using gradient-echo acquisitions is commonly used to assess cerebral blood flow, despite the confounding signal from large blood vessels. We hypothesized that removal of this unwanted intravascular signal using independent component analysis would result in a more accurate depiction of cerebral blood flow.
METHODS: Images of 11 patients, acquired with our acute stroke imaging protocol, were post processed to produce images of relative cerebral blood flow (rCBF). The same images were processed with independent component analysis to identify and remove the signal from large blood vessels, with a second set of rCBF images produced. Both sets of rCBF maps were pooled, randomized in order, and read in a blinded fashion by two neuroradiologists to assess the level of large artery artifact and overall image quality. Significance was determined using a Wilcoxon signed rank test.
RESULTS: Results from both readers indicated that the level of large artery artifact was significantly reduced in the images processed using independent component analysis component removal (P <.05). In addition, both readers indicated significantly (P <.05) improved image quality of the images processed using independent component analysis.
CONCLUSION: The removal of the signal resulting from large blood vessels before calculation of rCBF resulted in images with significantly less artifact and higher image quality.

Entities:  

Mesh:

Year:  2002        PMID: 12063234      PMCID: PMC7976917     

Source DB:  PubMed          Journal:  AJNR Am J Neuroradiol        ISSN: 0195-6108            Impact factor:   3.825


  12 in total

1.  Combining independent component analysis and correlation analysis to probe interregional connectivity in fMRI task activation datasets.

Authors:  K Arfanakis; D Cordes; V M Haughton; C H Moritz; M A Quigley; M E Meyerand
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2.  Whole-brain functional MR imaging activation from a finger-tapping task examined with independent component analysis.

Authors:  C H Moritz; V M Haughton; D Cordes; M Quigley; M E Meyerand
Journal:  AJNR Am J Neuroradiol       Date:  2000-10       Impact factor: 3.825

3.  NMR imaging of changes in vascular morphology due to tumor angiogenesis.

Authors:  J Dennie; J B Mandeville; J L Boxerman; S D Packard; B R Rosen; R M Weisskoff
Journal:  Magn Reson Med       Date:  1998-12       Impact factor: 4.668

4.  Analysis of fMRI data by blind separation into independent spatial components.

Authors:  M J McKeown; S Makeig; G G Brown; T P Jung; S S Kindermann; A J Bell; T J Sejnowski
Journal:  Hum Brain Mapp       Date:  1998       Impact factor: 5.038

5.  Implementation of quantitative perfusion imaging techniques for functional brain mapping using pulsed arterial spin labeling.

Authors:  E C Wong; R B Buxton; L R Frank
Journal:  NMR Biomed       Date:  1997 Jun-Aug       Impact factor: 4.044

6.  High resolution measurement of cerebral blood flow using intravascular tracer bolus passages. Part II: Experimental comparison and preliminary results.

Authors:  L Ostergaard; A G Sorensen; K K Kwong; R M Weisskoff; C Gyldensted; B R Rosen
Journal:  Magn Reson Med       Date:  1996-11       Impact factor: 4.668

7.  High resolution measurement of cerebral blood flow using intravascular tracer bolus passages. Part I: Mathematical approach and statistical analysis.

Authors:  L Ostergaard; R M Weisskoff; D A Chesler; C Gyldensted; B R Rosen
Journal:  Magn Reson Med       Date:  1996-11       Impact factor: 4.668

8.  Perfusion imaging with NMR contrast agents.

Authors:  B R Rosen; J W Belliveau; J M Vevea; T J Brady
Journal:  Magn Reson Med       Date:  1990-05       Impact factor: 4.668

9.  An information-maximization approach to blind separation and blind deconvolution.

Authors:  A J Bell; T J Sejnowski
Journal:  Neural Comput       Date:  1995-11       Impact factor: 2.026

10.  MR contrast due to intravascular magnetic susceptibility perturbations.

Authors:  J L Boxerman; L M Hamberg; B R Rosen; R M Weisskoff
Journal:  Magn Reson Med       Date:  1995-10       Impact factor: 4.668

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  12 in total

1.  First results in an MR imaging--compatible canine model of acute stroke.

Authors:  A Shaibani; S Khawar; W Shin; T A Cashen; B Schirf; M Rohany; S Kakodkar; T J Carroll
Journal:  AJNR Am J Neuroradiol       Date:  2006-09       Impact factor: 3.825

2.  ASFNR recommendations for clinical performance of MR dynamic susceptibility contrast perfusion imaging of the brain.

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Journal:  AJNR Am J Neuroradiol       Date:  2015-04-23       Impact factor: 3.825

Review 3.  Absolute quantification of perfusion using dynamic susceptibility contrast MRI: pitfalls and possibilities.

Authors:  Linda Knutsson; Freddy Ståhlberg; Ronnie Wirestam
Journal:  MAGMA       Date:  2009-12-04       Impact factor: 2.310

4.  Atypical MR imaging perfusion in developmental venous anomalies.

Authors:  Daniel L A Camacho; J Keith Smith; John D Grimme; Harold F Keyserling; Mauricio Castillo
Journal:  AJNR Am J Neuroradiol       Date:  2004-10       Impact factor: 3.825

5.  Toward normal perfusion after radiosurgery: perfusion MR Imaging with independent component analysis of brain arteriovenous malformations.

Authors:  Wan-Yuo Guo; Yu-Te Wu; Hsiu-Mei Wu; Wen-Yuh Chung; Yi-Hsuan Kao; Tzu-Chen Yeh; Cheng-Ying Shiau; D Hung-Chi Pan; Yue-Cune Chang; Jen-Chuen Hsieh
Journal:  AJNR Am J Neuroradiol       Date:  2004 Nov-Dec       Impact factor: 3.825

Review 6.  Independent component analysis of functional MRI: what is signal and what is noise?

Authors:  Martin J McKeown; Lars Kai Hansen; Terrence J Sejnowsk
Journal:  Curr Opin Neurobiol       Date:  2003-10       Impact factor: 6.627

7.  Time-optimized high-resolution readout-segmented diffusion tensor imaging.

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Journal:  PLoS One       Date:  2013-09-03       Impact factor: 3.240

8.  Automated macrovessel artifact correction in dynamic susceptibility contrast magnetic resonance imaging using independent component analysis.

Authors:  Gernot Reishofer; Karl Koschutnig; Christian Enzinger; Anja Ischebeck; Stephen Keeling; Rudolf Stollberger; Franz Ebner
Journal:  Magn Reson Med       Date:  2010-10-06       Impact factor: 4.668

9.  Automated Determination of Arterial Input Function for Dynamic Susceptibility Contrast MRI from Regions around Arteries Using Independent Component Analysis.

Authors:  Sharon Chen; Yu-Chang Tyan; Jui-Jen Lai; Chin-Ching Chang
Journal:  Radiol Res Pract       Date:  2016-07-28

10.  The effect of ageing on fMRI: Correction for the confounding effects of vascular reactivity evaluated by joint fMRI and MEG in 335 adults.

Authors:  Kamen A Tsvetanov; Richard N A Henson; Lorraine K Tyler; Simon W Davis; Meredith A Shafto; Jason R Taylor; Nitin Williams; James B Rowe
Journal:  Hum Brain Mapp       Date:  2015-02-27       Impact factor: 5.038

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