医学
尤登J统计
室间隔
接收机工作特性
核医学
计算机断层摄影术
贫血
线性回归
断层摄影术
放射科
心脏病学
内科学
心室
机器学习
计算机科学
作者
Jianing Zhang,Minghao Wu,Jinchao Huang,Shixia Li,Zhaoxiang Ye
标识
DOI:10.3389/fcvm.2022.987753
摘要
To investigate and evaluate the value of thoracic low dose computed tomography (LDCT) scan in the diagnosis of anemia.661 patients who received thoracic computed tomography (CT) examination and underwent a peripheral blood examination were retrospectively included. 341 patients underwent conventional dose CT (CDCT), and 320 patients underwent LDCT. Regions of interest (ROI) were placed on the left ventricular cavity (LV), descending aorta (DAo), and interventricular septum (IVS). The corresponding CT attenuation was measured, and the CT attenuation difference between LV and IVS (IVS-LV) and between DAo and IVS (IVS-DAo) was calculated, respectively. One-way analysis of variance (ANOVA) and linear regression were performed to analyze the relationship between these indicators and Hb levels. The receiver operating characteristic (ROC) curve was used to evaluate prediction performance.Both attenuation on LDCT and CDCT showed significant differences between the healthy group and the anemic group (P < 0.05). In the LDCT group, the LV and DAo were more relevant with the hemoglobin (Hb) level (correlation coefficient 0.618 and 0.602) than other indicators, with AUCs of 0.815 (95% CI: 0.763-0.868) and 0.803 (95% CI: 0.747-0.859), respectively. The linear regression formulas for Hb level with the LV and DAo were 19.14 + 0.15 × HU [95% CI: (16.52, 21.75) + (0.12, 0.17) × HU] and 19.46 + 0.16 × HU [95% CI: (16.55, 22.36) + (0.13, 0.18) × HU], respectively. Youden's index indicated that 37.5 HU and 38.5 HU were the best thresholds to diagnose anemia for LV and DAo, respectively. In the CDCT group, the LV and IVS-LV got obviously higher correlation coefficients (0.813 and 0.812), with AUCs of 0.831 (95% CI: 0.786-0.877) and 0.851 (95% CI: 0.808-0.894), respectively. The optimal thresholds for LV and IVS-LV were 40.5 HU and 9.5 HU, respectively.In LDCT examinations, an approximation of Hb level and detecting of anemia can be conducted based on simple attenuation measurements.
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