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使用海马体积测量来提高内侧颞叶硬化症儿科患者的诊断准确性。

The use of hippocampal volumetric measurements to improve diagnostic accuracy in pediatric patients with mesial temporal sclerosis.

作者信息

Guzmán Pérez-Carrillo Gloria J, Owen Christopher, Schwetye Katherine E, McFarlane Spencer, Vellimana Ananth K, Mar Soe, Miller-Thomas Michelle M, Shimony Joshua S, Smyth Matthew D, Benzinger Tammie L S

机构信息

Department of Medical Imaging, Neuroradiology Section, University of Arizona, Tucson, Arizona.

Neuroradiology Section, Mallinckrodt Institute of Radiology, Washington University.

出版信息

J Neurosurg Pediatr. 2017 Jun;19(6):720-728. doi: 10.3171/2016.12.PEDS16335. Epub 2017 Mar 24.

DOI:10.3171/2016.12.PEDS16335
PMID:28338446
Abstract

OBJECTIVE Many patients with medically intractable epilepsy have mesial temporal sclerosis (MTS), which significantly affects their quality of life. The surgical excision of MTS lesions can result in marked improvement or even complete resolution of the epileptic episodes. Reliable radiological diagnosis of MTS is a clinical challenge. The purpose of this study was to evaluate the utility of volumetric mapping of the hippocampi for the identification of MTS in a case-controlled series of pediatric patients who underwent resection for medically refractory epilepsy, using pathology as a gold standard. METHODS A cohort of 57 pediatric patients who underwent resection for medically intractable epilepsy between 2005 and 2015 was evaluated. On pathological investigation, this group included 24 patients with MTS and 33 patients with non-MTS findings. Retrospective quantitative volumetric measurements of the hippocampi were acquired for 37 of these 57 patients. Two neuroradiologists with more than 10 years of experience who were blinded to the patients' MTS status performed the retrospective review of MR images. To produce the volumetric data, MR scans were parcellated and segmented using the FreeSurfer software suite. Hippocampal regions of interest were compared against an age-weighted local regression curve generated with data from the pediatric normal cohort. Standard deviations and percentiles of specific subjects were calculated. The sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV) were determined for the original clinical read and the expert readers. Receiver operating characteristic curves were generated for the methods of classification to compare results from the readers with the authors' results, and an optimal threshold was determined. From that threshold the sensitivity, specificity, PPV, and NPV were calculated for the volumetric analysis. RESULTS With the use of quantitative volumetry, a sensitivity of 72%, a specificity of 95%, a PPV of 93%, an NPV of 78%, and an area under the curve of 0.84 were obtained using a percentage difference of normalized hippocampal volume. The resulting specificity (95%) and PPV (93%) are superior to the original clinical read and to Reader A and Reader B's findings (range for specificity 74%-86% and for PPV 64%-71%). The sensitivity (72%) and NPV (78%) are comparable to Reader A's findings (73% and 81%, respectively) and are better than those of the original clinical read and of Reader B (sensitivity 45% and 63% and NPV 71% and 70%, respectively). CONCLUSIONS Volumetric measurement of the hippocampi outperforms expert readers in specificity and PPV, and it demonstrates comparable to superior sensitivity and NPV. Volumetric measurements can complement anatomical imaging for the identification of MTS, much like a computer-aided detection tool would. The implementation of this approach in the daily clinical workflow could significantly improve diagnostic accuracy.

摘要

目的

许多药物治疗难治性癫痫患者患有内侧颞叶硬化(MTS),这严重影响他们的生活质量。手术切除MTS病灶可使癫痫发作显著改善甚至完全缓解。对MTS进行可靠的影像学诊断是一项临床挑战。本研究的目的是在一组以病理结果为金标准、因药物难治性癫痫接受切除术的儿科患者病例对照系列中,评估海马体积测量在识别MTS中的效用。

方法

对2005年至2015年间因药物难治性癫痫接受切除术的57名儿科患者进行队列研究。经病理检查,该组包括24例MTS患者和33例非MTS患者。对这57例患者中的37例进行了海马的回顾性定量体积测量。两名经验超过10年且对患者MTS状态不知情的神经放射科医生对磁共振成像进行回顾性评估。为生成体积数据,使用FreeSurfer软件套件对磁共振扫描进行分割和划分。将感兴趣的海马区域与根据儿科正常队列数据生成的年龄加权局部回归曲线进行比较。计算特定受试者的标准差和百分位数。确定原始临床诊断以及专家阅片者的敏感性、特异性、阳性预测值(PPV)和阴性预测值(NPV)。生成分类方法的受试者操作特征曲线,以比较阅片者与作者的结果,并确定最佳阈值。根据该阈值计算体积分析的敏感性、特异性、PPV和NPV。

结果

使用定量体积测量法,通过标准化海马体积的百分比差异,获得了72%的敏感性、95%的特异性、93%的PPV、78%的NPV以及0.84的曲线下面积。所得特异性(95%)和PPV(93%)优于原始临床诊断以及阅片者A和阅片者B的结果(特异性范围为74% - 86%,PPV范围为64% - 71%)。敏感性(72%)和NPV(78%)与阅片者A的结果相当(分别为73%和81%),且优于原始临床诊断和阅片者B的结果(敏感性分别为45%和63%,NPV分别为71%和70%)。

结论

海马体积测量在特异性和PPV方面优于专家阅片者,并且在敏感性和NPV方面表现相当或更优。体积测量可以补充解剖学成像以识别MTS,就像计算机辅助检测工具一样。在日常临床工作流程中实施这种方法可以显著提高诊断准确性。

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引用本文的文献

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An image processing algorithm to aid diagnosis of mesial temporal sclerosis in children: a case-control study.一种辅助诊断儿童内侧颞叶硬化的图像处理算法:病例对照研究
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Image Processing to Improve Detection of Mesial Temporal Sclerosis in Adults.图像处理以提高成人内侧颞叶硬化症的检测
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