Song Hoondong, Jang Hanjoo, Baek Jongduk
School of Integrated Technology, Yonsei University, Incheon 21983, Republic of Korea.
Department of Artificial Intelligence, College of Computing, Yonsei University, Seoul 03722, Republic of Korea.
Sensors (Basel). 2025 May 4;25(9):2906. doi: 10.3390/s25092906.
Lung computed tomography (CT) images are widely used to diagnose chronic obstructive pulmonary disease (COPD) by evaluating signs of lung tissue destruction. Accurate diagnosis requires standardizing the CT numbers in lung CT images to distinguish between normal and damaged tissue. The CT number standardization method proposed by Chen-Mayer et al., which uses the linearity of Martinez's formula, showed promising results in phantom studies. However, our findings reveal that the CT number of water varies significantly, depending on scanning conditions and the characteristics of its container, making it an unreliable reference for lung CT number standardization. To enhance the standardization method, we modified the approach to exclude water and used only solid foams from the COPD gene2 phantom as references. To evaluate the proposed method, we collected 234 CT images of the COPD gene2 phantom from 8 different CT scanners and assessed performance by analyzing CT number standard deviations and variations. The modification resulted in improved reliability and consistency in CT number standardization. Additionally, for a detailed analysis, we segmented the dataset based on CT dose index (CTDI), X-ray tube potential, and reconstruction algorithms to examine the impact of different scanning protocols on standardization performance.
肺部计算机断层扫描(CT)图像通过评估肺组织破坏的迹象被广泛用于诊断慢性阻塞性肺疾病(COPD)。准确的诊断需要对肺部CT图像中的CT值进行标准化,以区分正常组织和受损组织。Chen-Mayer等人提出的CT值标准化方法利用了Martinez公式的线性,在体模研究中显示出了有前景的结果。然而,我们的研究结果表明,水的CT值会因扫描条件及其容器的特性而有显著变化,这使得它成为肺部CT值标准化的不可靠参考。为了改进标准化方法,我们修改了该方法,排除了水,仅使用来自COPD gene2体模的固体泡沫作为参考。为了评估所提出的方法,我们从8台不同的CT扫描仪收集了234张COPD gene2体模的CT图像,并通过分析CT值标准差和变化来评估性能。这种修改提高了CT值标准化的可靠性和一致性。此外,为了进行详细分析,我们根据CT剂量指数(CTDI)、X射线管电压和重建算法对数据集进行了分割,以研究不同扫描协议对标准化性能的影响。