Literature DB >> 21458099

Automatic selection of arterial input function on dynamic contrast-enhanced MR images.

Denis Peruzzo1, Alessandra Bertoldo, Francesca Zanderigo, Claudio Cobelli.   

Abstract

Dynamic susceptibility contrast-magnetic resonance imaging (DSC-MRI) data analysis requires the knowledge of the arterial input function (AIF) to quantify the cerebral blood flow (CBF), volume (CBV) and the mean transit time (MTT). AIF can be obtained either manually or using automatic algorithms. We present a method to derive the AIF on the middle cerebral artery (MCA). The algorithm draws a region of interest (ROI) where the MCA is located. Then, it uses a recursive cluster analysis on the ROI to select the arterial voxels. The algorithm had been compared on simulated data to literature state of art automatic algorithms and on clinical data to the manual procedure. On in silico data, our method allows to reconstruct the true AIF and it is less affected by partial volume effect bias than the other methods. In clinical data, automatic AIF provides CBF and MTT maps with a greater contrast level compared to manual AIF ones. Therefore, AIF obtained with the proposed method improves the estimate reliability and provides a quantitatively reliable physiological picture. Copyright Â
© 2011 Elsevier Ireland Ltd. All rights reserved.

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Year:  2011        PMID: 21458099     DOI: 10.1016/j.cmpb.2011.02.012

Source DB:  PubMed          Journal:  Comput Methods Programs Biomed        ISSN: 0169-2607            Impact factor:   5.428


  17 in total

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8.  Automatic determination of the arterial input function in dynamic susceptibility contrast MRI: comparison of different reproducible clustering algorithms.

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10.  Comparison of K-means and fuzzy c-means algorithm performance for automated determination of the arterial input function.

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Journal:  PLoS One       Date:  2014-02-04       Impact factor: 3.240

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