Automated analysis of perfusion weighted MRI using asymmetry in vascular territories

被引:4
|
作者
Chatterjee, Neil R. [1 ]
Ansari, Sameer A. [1 ]
Vakil, Parmede [1 ]
Prabhakaran, Shyam [2 ]
Carroll, Timothy J. [1 ]
Hurley, Michael C. [1 ]
机构
[1] Northwestern Univ, Feinberg Sch Med, Dept Radiol, Chicago, IL 60611 USA
[2] Northwestern Univ, Feinberg Sch Med, Dept Neurol, Chicago, IL 60611 USA
关键词
Perfusion weighted MRI; Cerebral blood flow; Stroke; Image analysis; STROKE; DIFFUSION; VARIABILITY; FAILURE; BRAIN; TIME;
D O I
10.1016/j.mri.2015.01.009
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose: To determine the feasibility of automatic vascular territory region of interest (ROI) construction as a method for standardized quantification of cerebral blood flow (CBF) images. Materials and methods: An algorithm for automatic construction of vascular territory ROIs was performed on 10 healthy controls and 25 patients with perfusion abnormalities identified by retrospective chart review. The ROIs were used to quantify perfusion asymmetry for each territory, and perfusion asymmetry was compared in the two cohorts and against blinded neuroradiologist interpretation. The algorithm was additionally applied to a separate cohort of 23 prospectively enrolled patients and perfusion asymmetry was correlated against clinical variables. Results: There was significantly greater perfusion asymmetry in territories graded by neuroradiologists as hypoperfused compared to those graded as normally perfused (p < .05) and compared to healthy volunteers (p < .01). An ROC analysis showed that perfusion asymmetry was sensitive and specific for identifying hypoperfusion in vascular territories (84.9% sensitivity and 90.5% specificity for a threshold asymmetry index of .829). In the prospective cohort, perfusion asymmetry was correlated with initial NIH stroke scale (NIHSS) (p < .01) and length of stay (p < .05). Conclusions: Automatic construction of vascular territory ROIs and calculation of perfusion asymmetry is a feasible method for analyzing CBF images. Because the technique is rapid and minimizes bias, it can facilitate analysis of larger scale research studies. (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:618 / 623
页数:6
相关论文
共 50 条
  • [31] Asymmetry analysis of breast thermograms using automated segmentation and texture features
    Sathish, Dayakshini
    Kamath, Surekha
    Prasad, Keerthana
    Kadavigere, Rajagopal
    Martis, Roshan J.
    SIGNAL IMAGE AND VIDEO PROCESSING, 2017, 11 (04) : 745 - 752
  • [32] Asymmetry analysis of breast thermograms using automated segmentation and texture features
    Dayakshini Sathish
    Surekha Kamath
    Keerthana Prasad
    Rajagopal Kadavigere
    Roshan J. Martis
    Signal, Image and Video Processing, 2017, 11 : 745 - 752
  • [33] Automated Image Segmentation and Asymmetry Analysis for Breast Using Infrared Images
    Chen Bao-ping
    Ma Zeng-qiang
    2008 INTERNATIONAL WORKSHOP ON EDUCATION TECHNOLOGY AND TRAINING AND 2008 INTERNATIONAL WORKSHOP ON GEOSCIENCE AND REMOTE SENSING, VOL 1, PROCEEDINGS, 2009, : 410 - +
  • [34] MRI perfusion analysis using freeware, standard imaging software
    Antje Hartmann
    Volkher B. Scholz
    Ines E. Lautenschläger
    BMC Veterinary Research, 16
  • [35] MRI perfusion analysis using freeware, standard imaging software
    Hartmann, Antje
    Scholz, Volkher B.
    Lautenschlager, Ines E.
    BMC VETERINARY RESEARCH, 2020, 16 (01)
  • [36] Method for performing cerebral perfusion-weighted MRI in neonates
    Tarek Laswad
    Pia Wintermark
    Leonor Alamo
    Adrien Moessinger
    Reto Meuli
    François Gudinchet
    Pediatric Radiology, 2009, 39 : 260 - 264
  • [37] Perfusion and diffusion weighted MRI of acute stroke after thrombolysis
    Lee, S
    Kim, D
    Kim, S
    RADIOLOGY, 2002, 225 : 201 - 201
  • [38] Perfusion-weighted MRI of spinal dural arteriovenous fistula
    K. Yanaka
    Y. Matsumaru
    K. Uemura
    A. Matsumura
    I. Anno
    T. Nose
    Neuroradiology, 2003, 45 : 744 - 747
  • [39] Sensitivity and specificity of perfusion-weighted MRI in ischemic stroke
    Barber, PA
    Parsons, MW
    Darby, DG
    Desmond, PM
    Gerraty, RP
    Tress, BM
    Davis, SM
    STROKE, 2002, 33 (01) : 348 - 348
  • [40] Perfusion-weighted MRI of spinal dural arteriovenous fistula
    Yanaka, K
    Matsumaru, Y
    Uemura, K
    Matsumura, A
    Anno, I
    Nose, T
    NEURORADIOLOGY, 2003, 45 (10) : 744 - 747