Literature DB >> 26158082

Automated brain computed tomographic densitometry of early ischemic changes in acute stroke.

Berend C Stoel1, Henk A Marquering2, Marius Staring1, Ludo F Beenen3, Cornelis H Slump4, Yvo B Roos5, Charles B Majoie3.   

Abstract

The Alberta Stroke Program Early CT score (ASPECTS) scoring method is frequently used for quantifying early ischemic changes (EICs) in patients with acute ischemic stroke in clinical studies. Varying interobserver agreement has been reported, however, with limited agreement. Therefore, our goal was to develop and evaluate an automated brain densitometric method. It divides CT scans of the brain into ASPECTS regions using atlas-based segmentation. EICs are quantified by comparing the brain density between contralateral sides. This method was optimized and validated using CT data from 10 and 63 patients, respectively. The automated method was validated against manual ASPECTS, stroke severity at baseline and clinical outcome after 7 to 10 days (NIH Stroke Scale, NIHSS) and 3 months (modified Rankin Scale). Manual and automated ASPECTS showed similar and statistically significant correlations with baseline NIHSS ([Formula: see text] and [Formula: see text], respectively) and with follow-up mRS ([Formula: see text] and [Formula: see text]), except for the follow-up NIHSS. Agreement between automated and consensus ASPECTS reading was similar to the interobserver agreement of manual ASPECTS (differences [Formula: see text] point in 73% of cases). The automated ASPECTS method could, therefore, be used as a supplementary tool to assist manual scoring.

Entities:  

Keywords:  ASPECTS scoring; computed tomography; densitometry; image processing; stroke

Year:  2015        PMID: 26158082      PMCID: PMC4478844          DOI: 10.1117/1.JMI.2.1.014004

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


  39 in total

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2.  Analysis of ischemic stroke MR images by means of brain atlases of anatomy and blood supply territories.

Authors:  Wieslaw L Nowinski; Guoyu Qian; Bhanu Prakash Kirgaval Nagaraja; Arumugam Thirunavuukarasuu; Qingmao Hu; Nick Ivanov; Annamalai Sapayu Parimal; Val M Runge; Norman J Beauchamp
Journal:  Acad Radiol       Date:  2006-08       Impact factor: 3.173

3.  Improvement of detection of hypoattenuation in acute ischemic stroke in unenhanced computed tomography using an adaptive smoothing filter.

Authors:  N Takahashi; Y Lee; D-Y Tsai; K Ishii; T Kinoshita; H Tamura; M Kimura
Journal:  Acta Radiol       Date:  2008-09       Impact factor: 1.990

4.  Interobserver agreement for the assessment of handicap in stroke patients.

Authors:  J C van Swieten; P J Koudstaal; M C Visser; H J Schouten; J van Gijn
Journal:  Stroke       Date:  1988-05       Impact factor: 7.914

5.  Acute stroke: improved nonenhanced CT detection--benefits of soft-copy interpretation by using variable window width and center level settings.

Authors:  M H Lev; J Farkas; J J Gemmete; S T Hossain; G J Hunter; W J Koroshetz; R G Gonzalez
Journal:  Radiology       Date:  1999-10       Impact factor: 11.105

6.  Improved early stroke detection: wavelet-based perception enhancement of computerized tomography exams.

Authors:  A Przelaskowski; K Sklinda; P Bargieł; J Walecki; M Biesiadko-Matuszewska; M Kazubek
Journal:  Comput Biol Med       Date:  2006-09-25       Impact factor: 4.589

7.  Alberta Stroke Program Early CT Scoring of CT perfusion in early stroke visualization and assessment.

Authors:  R I Aviv; J Mandelcorn; S Chakraborty; D Gladstone; S Malham; G Tomlinson; A J Fox; S Symons
Journal:  AJNR Am J Neuroradiol       Date:  2007-10-05       Impact factor: 3.825

8.  Atlas-based topographical scoring for magnetic resonance imaging of acute stroke.

Authors:  Robert K Kosior; M Louis Lauzon; Nikolai Steffenhagen; Jayme C Kosior; Andrew Demchuk; Richard Frayne
Journal:  Stroke       Date:  2010-01-21       Impact factor: 7.914

9.  Influence of availability of clinical history on detection of early stroke using unenhanced CT and diffusion-weighted MR imaging.

Authors:  Mark E Mullins; Michael H Lev; Dawid Schellingerhout; Walter J Koroshetz; R Gilberto Gonzalez
Journal:  AJR Am J Roentgenol       Date:  2002-07       Impact factor: 3.959

10.  Water content and water structure in CT and MR signal changes: possible influence in detection of early stroke.

Authors:  E Unger; J Littlefield; M Gado
Journal:  AJNR Am J Neuroradiol       Date:  1988 Jul-Aug       Impact factor: 3.825

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  3 in total

1.  Automated ASPECT rating: comparison between the Frontier ASPECT Score software and the Brainomix software.

Authors:  Juliane Goebel; Elena Stenzel; Nika Guberina; Isabel Wanke; Martin Koehrmann; Christoph Kleinschnitz; Lale Umutlu; Michael Forsting; Christoph Moenninghoff; Alexander Radbruch
Journal:  Neuroradiology       Date:  2018-09-15       Impact factor: 2.804

2.  Automated ASPECTS on Noncontrast CT Scans in Patients with Acute Ischemic Stroke Using Machine Learning.

Authors:  H Kuang; M Najm; D Chakraborty; N Maraj; S I Sohn; M Goyal; M D Hill; A M Demchuk; B K Menon; W Qiu
Journal:  AJNR Am J Neuroradiol       Date:  2018-11-29       Impact factor: 3.825

3.  The effects of the skull on CT imaging of the brain: a skull and brain phantom study.

Authors:  Keith A Cauley; Patrick J Yorks; Sarah Flora; Samuel W Fielden
Journal:  Br J Radiol       Date:  2021-02-03       Impact factor: 3.039

  3 in total

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