Department of Radiology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang 325000, China.
Biomed Res Int. 2018 Feb 13;2018:4501536. doi: 10.1155/2018/4501536. eCollection 2018.
Although paraquat (PQ) concentrations are the most reliable prognosis predictors of PQ poisoning, these laboratory tests are not readily available in all hospitals. In this study, we proposed an imaging related parameter, that is, the ratio of injured lung volume fraction, for the prognosis evaluation of acute PQ poisoning based on the correlation between disease progress and lung imaging features. An artificial neural network was trained and then used to classify the injured and normal lung regions. The ratio of injured lung volume fraction was calculated from the injured lung volume fractions in the first and second CT scans after three-dimensional reconstruction. Parameters of blood tests were collected. A significant difference was observed with respect to the ratio of injured lung volume fraction between survivors and nonsurvivors (0.73 ± 0.17 versus 0.40 ± 0.14, < 0.001). No patients survived when the ratio of injured lung volume fraction was less than 0.3, while all patients survived as the ratio of injured lung volume fraction was greater than 0.8. Thus, the ratio of injured lung volume fraction may provide an alternative and informative measure for the prognosis of acute PQ poisoning.
虽然百草枯(PQ)浓度是预测百草枯中毒最可靠的预后指标,但这些实验室检测并非所有医院都能轻易进行。在这项研究中,我们基于疾病进展与肺部影像学特征之间的相关性,提出了一种与影像学相关的参数,即损伤肺体积分数比,用于急性百草枯中毒的预后评估。我们训练了一个人工神经网络,然后用于对损伤和正常肺区域进行分类。损伤肺体积分数比是通过三维重建后的第一和第二次 CT 扫描中的损伤肺体积分数计算得出的。我们还收集了血液检测参数。结果发现,存活组和死亡组之间的损伤肺体积分数比有显著差异(0.73 ± 0.17 与 0.40 ± 0.14,< 0.001)。当损伤肺体积分数比小于 0.3 时,没有患者存活,而当损伤肺体积分数比大于 0.8 时,所有患者均存活。因此,损伤肺体积分数比可能为急性百草枯中毒的预后提供了一种替代的、有信息价值的评估方法。