Afzali-Hashemi Liza, Hazewinkel Marieke, Tjepkema-Cloostermans Marleen C, van Putten Michel J A M, Slump Cornelis H
University of Twente, MIRA Institute for Biomedical Engineering and Technical Medicine, Enschede, The Netherlands.
Medisch Spectrum Twente, Department of Neurology, Radiology and Intensive Care, Enschede, The Netherlands.
J Med Imaging (Bellingham). 2018 Apr;5(2):024004. doi: 10.1117/1.JMI.5.2.024004. Epub 2018 May 21.
Computed tomography is a standard diagnostic imaging technique for patients with traumatic brain injury (TBI). A limitation is the poor-to-moderate sensitivity for small traumatic hemorrhages. A pilot study using an automatic method to detect hemorrhages [Formula: see text] in diameter in patients with TBI is presented. We have created an average image from 30 normal noncontrast CT scans that were automatically aligned using deformable image registration as implemented in Elastix software. Subsequently, the average image was aligned to the scans of TBI patients, and the hemorrhages were detected by a voxelwise subtraction of the average image from the CT scans of nine TBI patients. An experienced neuroradiologist and a radiologist in training assessed the presence of hemorrhages in the final images and determined the false positives and false negatives. The 9 CT scans contained 67 small haemorrhages, of which 97% was correctly detected by our system. The neuroradiologist detected three false positives, and the radiologist in training found two false positives. For one patient, our method showed a hemorrhagic contusion that was originally missed. Comparing individual CT scans with a computed average may assist the physicians in detecting small traumatic hemorrhages in patients with TBI.
计算机断层扫描是创伤性脑损伤(TBI)患者的标准诊断成像技术。其局限性在于对小创伤性出血的敏感性较差至中等。本文介绍了一项试点研究,该研究采用自动方法检测TBI患者直径[公式:见原文]的出血情况。我们使用Elastix软件中实现的可变形图像配准技术,从30例正常非增强CT扫描中创建了一个平均图像,并使其自动对齐。随后,将平均图像与TBI患者的扫描图像对齐,并通过对9例TBI患者的CT扫描图像与平均图像进行逐体素相减来检测出血情况。一位经验丰富的神经放射科医生和一位正在接受培训的放射科医生评估了最终图像中出血的情况,并确定了假阳性和假阴性。这9例CT扫描包含67处小出血,其中97%被我们的系统正确检测到。神经放射科医生检测到3例假阳性,正在接受培训的放射科医生发现2例假阳性。对于一名患者,我们的方法显示出一处最初被漏诊的出血性挫伤。将个体CT扫描与计算出的平均图像进行比较,可能有助于医生检测TBI患者的小创伤性出血。