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A Computer-Aided Analysis Method of SPECT Brain Images for Quantitative Treatment Monitoring: Performance Evaluations and Clinical Applications

机译:用于定量治疗监测的SPECT脑图像的计算机辅助分析方法:性能评估和临床应用

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摘要

The objective and quantitative analysis of longitudinal single photon emission computed tomography (SPECT) images are significant for the treatment monitoring of brain disorders. Therefore, a computer aided analysis (CAA) method is introduced to extract a change-rate map (CRM) as a parametric image for quantifying the changes of regional cerebral blood flow (rCBF) in longitudinal SPECT brain images. The performances of the CAA-CRM approach in treatment monitoring are evaluated by the computer simulations and clinical applications. The results of computer simulations show that the derived CRMs have high similarities with their ground truths when the lesion size is larger than system spatial resolution and the change rate is higher than 20%. In clinical applications, the CAA-CRM approach is used to assess the treatment of 50 patients with brain ischemia. The results demonstrate that CAA-CRM approach has a 93.4% accuracy of recovered region's localization. Moreover, the quantitative indexes of recovered regions derived from CRM are all significantly different among the groups and highly correlated with the experienced clinical diagnosis. In conclusion, the proposed CAA-CRM approach provides a convenient solution to generate a parametric image and derive the quantitative indexes from the longitudinal SPECT brain images for treatment monitoring.
机译:纵向单光子发射计算机断层扫描(SPECT)图像的客观和定量分析对于脑部疾病的治疗监测具有重要意义。因此,引入了一种计算机辅助分析(CAA)方法来提取变化率图(CRM)作为参数图像,以量化纵向SPECT脑图像中局部脑血流(rCBF)的变化。通过计算机模拟和临床应用评估了CAA-CRM方法在治疗监测中的性能。计算机仿真结果表明,当病变大小大于系统空间分辨率且变化率大于20%时,派生的CRM与其地面实况具有高度相似性。在临床应用中,CAA-CRM方法用于评估50例脑缺血患者的治疗。结果表明,CAA-CRM方法具有93.4%的恢复区域定位精度。此外,CRM回收区的定量指标在各组之间均存在显着差异,并且与经验丰富的临床诊断高度相关。总之,提出的CAA-CRM方法为生成参数图像并从纵向SPECT脑图像导出定量指标提供了一种方便的解决方案,以进行治疗监测。

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