Application of Image Segmentation on Evaluating Infarct Core in Acute Ischemic Stroke Using CT Perfusion

Zhongping Chen, Ming-Chao Shi, Shuang-Lin Deng, Xin-Sheng He, Tingting Yuan, Yue Ma, Yu-Zu Yan, Zhuo Wang, Fan Yang, D. Tong
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Abstract

Purpose:Investigate the threshold setting and accuracy of CTP in predicting the infarct core volume of acute ischemic stroke. Material and method:43 acute ischemic stroke patients admitted to the Department of Neurology of the First Hospital of Jilin university underwent Intra-arterial therapy from 2017.1 to 2017.12, and were retrospectively analyzed. Multimodal CT perfusion were examined prior to therapy, and non-contrast CT(NCCT) or MRI were reexamined 2-14 days after onset. Based on the mTICI following DSA intervention, the subjects were further categorized into recanalization positive group(mTICI 2b-3) and recanalization negative group(mTICI<2b). The infarct core volume was predicted via the MTT/CBV dual-threshold by CTP(Threshold setting: MTT>145%; 7 thresholds for CBV with an interval of 0.5, ranging between 2.0-5.0). The final infarct volume(FIV) was determined by follow up NCCT or MRI, and the difference of FIV was analyzed between the recanalization positive group and the recanalization negative group. Results:The FIV and the predicted infarct core volumes were compared among all patients. The predicted volumes by threshold 3 (Z=1.717, p=0.086), threshold 4(Z=0.110, p=0.912) and threshold 5(Z=1.678, p= 0.093 ) were close to the FIV. However, the difference compared to FIV did not differ significantly among threshold 3, 4and5.The predicted volumes by threshold 2 (Z=1.882, p=0.060), threshold 3(Z=0.154, p=0.877) and threshold 4(Z=1.471, p=0.141) were close to the FIV in the recanalization-positive group. The difference analysis of threshold 2, 3 and 4 revealed closest prediction of threshold 2, with a median volume of 32.61(19.20~61.74).However, the difference compared to FIV did not differ significantly among threshold 2, 3 and 4.The predicted volumes by threshold threshold 5(Z=1.156, p=0.248), threshold 6(Z=0.800, p=0.424) and threshold 7(Z= 0.267, p=0.790) were close to the FIV in the recanalization-negative group.The difference analysis of threshold 5, 6 and 7 revealed closest prediction of threshold 7, with a median volume of 20.92(11.88~110.63). However, the difference compared to FIV did not differ significantly among threshold 5, 6 and 7. Conclusions: CTP predicted infarct core volume in AIS is highly correlated to FIV. More precise predictions might be achieved via adopting dynamic parameter thresholds based on the state of recanalization.
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图像分割在急性缺血性脑卒中CT灌注评价梗死核中的应用
目的:探讨CTP预测急性缺血性脑卒中梗死核体积的阈值设置及其准确性。材料与方法:回顾性分析2017年1月至2017年12月吉林大学第一医院神经内科接受动脉内治疗的急性缺血性脑卒中患者43例。治疗前检查多模态CT灌注,发病后2-14天复查非对比CT(NCCT)或MRI。根据DSA干预后的mTICI进一步分为再通阳性组(mTICI 2b-3)和再通阴性组(mticic145%;CBV的7个阈值,间隔为0.5,范围在2.0-5.0之间)。通过随访NCCT或MRI测定最终梗死体积(FIV),并分析再通阳性组与再通阴性组间FIV的差异。结果:对所有患者的FIV和预测梗死核体积进行比较。阈值3 (Z=1.717, p=0.086)、阈值4(Z=0.110, p=0.912)和阈值5(Z=1.678, p= 0.093)的预测体积接近FIV。然而,与FIV相比,阈值3,4和5之间的差异没有显着差异。阈值2 (Z=1.882, p=0.060)、阈值3(Z=0.154, p=0.877)和阈值4(Z=1.471, p=0.141)预测体积与再通阳性组FIV接近。阈值2、3、4的差异分析显示,阈值2的预测值最接近,中位数为32.61(19.20~61.74)。然而,与FIV相比,阈值2、3和4之间的差异没有显着差异。阈值5(Z=1.156, p=0.248)、阈值6(Z=0.800, p=0.424)和阈值7(Z= 0.267, p=0.790)的预测体积与再通阴性组FIV接近。阈值5、6、7的差异分析显示,阈值7的预测值最接近,中位数为20.92(11.88~110.63)。然而,与FIV相比,阈值5,6和7之间的差异没有显着差异。结论:CTP预测AIS梗死核体积与FIV高度相关。采用基于再通状态的动态参数阈值可以实现更精确的预测。
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