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Quantification of lung damage in an elastase-induced mouse model of emphysema

机译:弹性蛋白酶诱导的肺气肿小鼠模型中肺损伤的量化

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Objective. To define the sensitivity of microcomputed tomography- (micro-CT-) derived descriptors for the quantification of lung damage caused by elastase instillation. Materials and Methods. The lungs of 30 elastase treated and 30 control A/J mice were analyzed 1, 6, 12, and 24 hours and 7 and 17 days after elastase instillation using (i) breath-hold-gated micro-CT, (ii) pulmonary function tests (PFTs), (iii) RT-PCR for RNA cytokine expression, and (iv) histomorphometry. For the latter, an automatic, parallel software toolset was implemented that computes the airspace enlargement descriptors: mean linear intercept (L m) and weighted means of airspace diameters (D 0, D 1, and D 2). A Support Vector Classifier was trained and tested based on three nonhistological descriptors using D 2 as ground truth. Results. D 2 detected statistically significant differences (P 0.01) between the groups at all time points. Furthermore, D 2 at 1 hour (24 hours) was significantly lower (P 0.01) than D 2 at 24 hours (7 days). The classifier trained on the micro-CT-derived descriptors achieves an area under the curve (AUC) of 0.95 well above the others (PFTS AUC = 0.71; cytokine AUC = 0.88). Conclusion. Micro-CT-derived descriptors are more sensitive than the other methods compared, to detect in vivo early signs of the disease.
机译:目的。定义微计算机断层扫描(微CT)衍生的描述符对由弹性蛋白酶滴注引起的肺损伤定量的敏感性。材料和方法。滴注弹性蛋白酶后1、6、12、24小时,7和17天,使用(i)屏气门控微型CT对30只经弹性蛋白酶处理的小鼠和30只对照A / J小鼠的肺进行分析,(ii)肺功能检测(PFT),(iii)RT-PCR检测RNA细胞因子的表达,以及(iv)组织形态学。对于后者,实现了一个自动的并行软件工具集,该工具集可计算空域扩大描述符:平均线性截距(L m)和空域直径的加权均值(D 0,D 1和D 2)。支持向量分类器基于D 2作为基本事实,基于三个非组织学描述符进行了训练和测试。结果。在所有时间点,D 2在组之间检测到统计学上的显着差异(P 0.01)。此外,在1小时(24小时)时的D 2明显低于24小时(7天)时的D 2(P 0.01)。经过微CT派生的描述符训练的分类器获得的曲线下面积(AUC)为0.95,远高于其他区域(PFTS AUC = 0.71;细胞因子AUC = 0.88)。结论。相比于其他比较方法,Micro-CT衍生的描述符对检测疾病的体内早期征兆更为敏感。

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