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  Microstructural parameter estimation in vivo using diffusion MRI and structured prior information

Clayden, J. D., Nagy, Z., Weiskopf, N., Alexander, D. C., & Clark, C. A. (2016). Microstructural parameter estimation in vivo using diffusion MRI and structured prior information. Magnetic Resonance in Medicine, 75(4), 1787-1796. doi:10.1002/mrm.25723.

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 Urheber:
Clayden, Jonathan D.1, Autor
Nagy, Zoltan2, 3, Autor
Weiskopf, Nikolaus2, Autor           
Alexander, Daniel C.4, Autor
Clark, Chris A.1, Autor
Affiliations:
1Institute of Child Health, University College London, United Kingdom, ou_persistent22              
2Wellcome Trust Centre for Neuroimaging, University College London, United Kingdom, ou_persistent22              
3Laboratory for Social and Neural Systems Research, Department of Economics, University of Zurich, Switzerland, ou_persistent22              
4Centre for Medical Image Computing, University College London, United Kingdom, ou_persistent22              

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Schlagwörter: Bayesian; MCMC; dual spin-echo; microstructure; prior; twice-refocused spin-echo
 Zusammenfassung: PURPOSE:

Diffusion MRI has recently been used with detailed models to probe tissue microstructure. Much of this work has been performed ex vivo with powerful scanner hardware, to gain sensitivity to parameters such as axon radius. By contrast, performing microstructure imaging on clinical scanners is extremely challenging.
METHODS:

We use an optimized dual spin-echo diffusion protocol, and a Bayesian fitting approach, to obtain reproducible contrast (histogram overlap of up to 92%) in estimated maps of axon radius index in healthy adults at a modest, widely-available gradient strength (35 mT m -1). A key innovation is the use of influential priors.
RESULTS:

We demonstrate that our priors can improve precision in axon radius estimates-a 7-fold reduction in voxelwise coefficient of variation in vivo-without significant bias. Our results may reflect true axon radius differences between white matter regions, but this interpretation should be treated with caution due to the complexity of the tissue relative to our model.
CONCLUSIONS:

Some sensitivity to relatively large axons (3-15 μm) may be available at clinical field and gradient strengths. Future applications at higher gradient strength will benefit from the favorable eddy current properties of the dual spin-echo sequence, and greater precision available with suitable priors.

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Sprache(n): eng - English
 Datum: 2014-09-222015-03-182015-05-202016-04-01
 Publikationsstatus: Erschienen
 Seiten: -
 Ort, Verlag, Ausgabe: -
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 Art der Begutachtung: Expertenbegutachtung
 Identifikatoren: DOI: 10.1002/mrm.25723
PMID: 25994918
PMC: PMC4791093
Anderer: Epub 2015
 Art des Abschluß: -

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Titel: Magnetic Resonance in Medicine
Genre der Quelle: Zeitschrift
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Ort, Verlag, Ausgabe: New York : Wiley-Liss
Seiten: - Band / Heft: 75 (4) Artikelnummer: - Start- / Endseite: 1787 - 1796 Identifikator: ISSN: 0740-3194
CoNE: https://pure.mpg.de/cone/journals/resource/954925538149