Methodology for pediatric head computed tomography image segmentation and volumetric calculation using a tablet computer and stylus pen.

IF 1.3 4区 医学 Q4 CLINICAL NEUROLOGY
H Hashimoto, M Shimada, O Takemoto, Y Chiba
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引用次数: 0

Abstract

Purpose: This study presents a MATrix LABoratory (MATLAB)-based methodology for calculating intracranial volumes from head computed tomography (CT) data and compares it with established methods.

Methods: Regions of interest (ROI) were manually segmented on CT images using a stylus pen, facilitated by mirroring a computer desktop onto a tablet. The volumetric process involved three main steps: (1) calculating the volume of a single voxel, (2) counting the total number of voxels within the segmented ROI, and (3) multiplying this voxel count by the single-voxel volume. This method was applied to 83 pediatric head CT scans from patients with minor head trauma, and the volumetric results were compared with those obtained from OsiriX.

Results: A paired t-test revealed a statistically significant difference (p < 0.001) between volumes obtained with our MATLAB-based method and those from OsiriX, with our method measuring 0.32% higher. However, an unpaired t-test found no statistically significant differences between the volumetric population groups (p = 0.84).

Conclusion: The significant difference identified by the paired t-test likely reflects statistical distinctions arising from differences in the calculation methods of the two approaches. Conversely, the unpaired t-test suggests no statistically detectable differences between the volumetric populations. Although this does not imply that the two methods produce identical results, the volumetric populations derived from our method may originate from the same underlying population as those obtained using OsiriX. By taking these points into account, our method has the potential to serve as a valuable tool for volumetric measurements.

使用平板电脑和手写笔的儿童头部计算机断层图像分割和体积计算方法。
目的:本研究提出了一种基于矩阵实验室(MATLAB)的方法,从头部计算机断层扫描(CT)数据中计算颅内体积,并将其与现有方法进行比较。方法:使用手写笔在CT图像上手动分割感兴趣区域(ROI),并将计算机桌面镜像到平板电脑上。体积测量过程包括三个主要步骤:(1)计算单个体素的体积,(2)计算分割的ROI内的体素总数,以及(3)将该体素计数乘以单个体素体积。将该方法应用于83例轻度颅脑外伤患者的儿童头部CT扫描,并将体积测量结果与OsiriX的结果进行比较。结果:配对t检验显示差异有统计学意义(p)。结论:配对t检验发现的显著差异可能反映了两种方法计算方法的差异而产生的统计学差异。相反,非配对t检验表明,体积种群之间没有统计学上可检测的差异。虽然这并不意味着这两种方法产生相同的结果,但从我们的方法中得到的体积种群可能来自与使用OsiriX获得的相同的潜在种群。考虑到这些点,我们的方法有可能成为体积测量的有价值的工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Child's Nervous System
Child's Nervous System 医学-临床神经学
CiteScore
3.00
自引率
7.10%
发文量
322
审稿时长
3 months
期刊介绍: The journal has been expanded to encompass all aspects of pediatric neurosciences concerning the developmental and acquired abnormalities of the nervous system and its coverings, functional disorders, epilepsy, spasticity, basic and clinical neuro-oncology, rehabilitation and trauma. Global pediatric neurosurgery is an additional field of interest that will be considered for publication in the journal.
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