Identifying lesion growth with MR imaging in acute ischemic stroke

被引:7
作者
Bristow, Michael S. [1 ,9 ]
Poulin, Brett W. [2 ]
Simon, Jessica E. [3 ]
Hill, Michael D. [4 ,5 ,6 ,7 ]
Kosior, Jayme C. [7 ,8 ]
Coutts, Shelagh B. [4 ,7 ]
Frayne, Richard [1 ,4 ,7 ,8 ,9 ]
Mitchell, J. Ross [1 ,4 ,7 ,8 ,9 ]
Demchuk, Andrew M. [4 ,7 ]
机构
[1] Univ Calgary, Dept Radiol, Calgary, AB, Canada
[2] Univ Calgary, Dept Family Med, Calgary, AB, Canada
[3] Univ Calgary, Dept Palliat Care, Calgary, AB, Canada
[4] Univ Calgary, Dept Clin Neurosci, Calgary, AB, Canada
[5] Univ Calgary, Dept Community Hlth Sci, Calgary, AB, Canada
[6] Univ Calgary, Dept Med, Calgary, AB, Canada
[7] Hotchkiss Brain Inst, Calgary, AB, Canada
[8] Univ Calgary, Schulich Sch Engn, Dept Elect & Comp Engn, Calgary, AB, Canada
[9] Foothills Med Ctr, Seaman Family MR Res Ctr, Calgary, AB T2N 2T9, Canada
基金
加拿大自然科学与工程研究理事会; 加拿大健康研究院; 加拿大创新基金会;
关键词
diffusion weighted MRI; perfusion weighted MRI; acute stroke; logistic regression;
D O I
10.1002/jmri.21507
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 whether different MR diffusion- and perfusion-weighted imaging (DWI and PWI) parameters are important in distinguishing lesion growth from the acute lesion and from oligemia. Materials and Methods: MR DWI and PWI were acquired from thirteen patients. We defined three regions: (i) LESION - intersection of acute and final lesions, (ii) GROWTH - portion of final lesion not part of acute lesion, and (iii) OLIGEMIA - region of perfusion abnormality not part of either the acute or final lesions. We used logistic regression modeling to distinguish GROWTH from LESION and from OLIGEMIA on a voxel-wise basis using DWI- and PWI- based parameters. final models were selected based on the Wald statistic and validated by cross-validation using the mean (+/- standard deviation) area under the curve (AUC) from receiver operating characteristic analysis. Results: The final model for differentiating GROWTH from LESION included DWI, the apparent diffusion coefficient (ADC), cerebral blood flow (CBF) and tissue type (AUC = 0.939 +/- 0.028). The final model for differentiating GROWTH from OLIGEMIA included DWI, ADC, CBF, and time-to-peak (AUC = 0.793 +/- 0.106). Conclusion: Different MR parameters are important in differentiating lesion growth from acute lesion and from oligemia in acute ischemic stroke.
引用
收藏
页码:837 / 846
页数:10
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