Perfusion and permeability as diagnostic biomarkers of cavernous angioma with symptomatic hemorrhage.

Je Yeong Sone, Yan Li, Nicholas Hobson, Sharbel G Romanos, Abhinav Srinath, Seán B Lyne, Abdallah Shkoukani, Julián Carrión-Penagos, Agnieszka Stadnik, Kristina Piedad, Rhonda Lightle, Thomas Moore, Ying Li, Dehua Bi, Robert Shenkar, Timothy Carroll, Yuan Ji, Romuald Girard, Issam A Awad
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引用次数: 4

Abstract

Cavernous angiomas with symptomatic hemorrhage (CASH) have a high risk of rebleeding, and hence an accurate diagnosis is needed. With blood flow and vascular leak as established mechanisms, we analyzed perfusion and permeability derivations of dynamic contrast-enhanced quantitative perfusion (DCEQP) MRI in 745 lesions of 205 consecutive patients. Thirteen respective derivations of lesional perfusion and permeability were compared between lesions that bled within a year prior to imaging (N = 86), versus non-CASH (N = 659) using machine learning and univariate analyses. Based on logistic regression and minimizing the Bayesian information criterion (BIC), the best diagnostic biomarker of CASH within the prior year included brainstem lesion location, sporadic genotype, perfusion skewness, and high-perfusion cluster area (BIC = 414.9, sensitivity = 74%, specificity = 87%). Adding a diagnostic plasma protein biomarker enhanced sensitivity to 100% and specificity to 85%. A slightly modified derivation achieved similar accuracy (BIC = 321.6, sensitivity = 80%, specificity = 82%) in the cohort where CASH occurred 3-12 months prior to imaging after signs of hemorrhage would have disappeared on conventional MRI sequences. Adding the same plasma biomarker enhanced sensitivity to 100% and specificity to 87%. Lesional blood flow on DCEQP may distinguish CASH after hemorrhagic signs on conventional MRI have disappeared and are enhanced in combination with a plasma biomarker.

Abstract Image

灌注和通透性作为海绵状血管瘤伴症状性出血的诊断生物标志物。
伴有症状性出血的海绵状血管瘤有再出血的高风险,因此需要准确的诊断。以血流和血管泄漏为既定机制,我们分析了205例连续患者的745个病变的动态对比增强定量灌注(DCEQP) MRI灌注和通透性的衍生。使用机器学习和单变量分析,比较了成像前一年内出血的病变(N = 86)与非cash (N = 659)之间病变灌注和通透性的13种不同衍生结果。基于logistic回归和最小化贝叶斯信息准则(BIC),发现脑干病变部位、散发基因型、灌注偏度和高灌注聚类面积是前一年CASH的最佳诊断生物标志物(BIC = 414.9,敏感性= 74%,特异性= 87%)。添加诊断血浆蛋白生物标志物将敏感性提高到100%,特异性提高到85%。在常规MRI序列上出血症状消失后,在显像前3-12个月发生CASH的队列中,稍微修改的衍生结果获得了类似的准确性(BIC = 321.6,敏感性= 80%,特异性= 82%)。添加相同的血浆生物标志物可将灵敏度提高到100%,特异性提高到87%。在常规MRI上的出血症状消失后,DCEQP上的病变血流可以区分CASH,并与血浆生物标志物联合增强。
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