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Value of Texture Analysis on Gadoxetic Acid-enhanced MR for Detecting Liver Fibrosis in a Rat Model

机译:葡萄糖酸增强MR的质构分析对大鼠模型肝纤维化的诊断价值

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摘要

Objective To explore the ability of texture analysis of gadoxetic acid-enhanced magnetic resonance imaging (MRI) T 1 mapping images,as well as T 1-weighted (T 1W),T2-weighted (T2 W) and apparent diffusion coefficient (ADC) maps for distinguishing between varying degrees of hepatic fibrosis in an experimental rat model.Methods Liver fibrosis in rats was induced by carbon tetrachloride intraperitoneal injection for 4-12 weeks (n =30).In the control group (n =10) normal saline was applied.The MRI protocol contained T2W,diffusion weighted imaging,pre-and post-contrast image series of T1W and T1 mapping images.METAVIR score was used to grade liver fibrosis as normal (F0),mild fibrosis (F1 2),and advanced fibrosis (F3-4).Texture parameters including mean gray-level intensity (Mean),standard deviation (SD),Entropy,mean of positive pixels (MPP),Skewness,and Kurtosis were obtained.Nonparametric Mann-Whitney U test was used to compare the average value of each texture parameter in each sequence for assessing the difference between F0 and F ≥ 1 as well as F0-2 and F3-4.Receiver operating characteristic (ROC) curves were obtained to assess the diagnosing accuracy of the parameters for differentiating no liver fibrosis from liver fibrosis and rats with liver fibrosis grading F0-2 from those with grading F3-4.The area under ROC curve (AUC) was calculated to evaluate the diagnostic efficiency of texture parameters.Results Finally,20 rats completed MR T1 mapping image scan.The pathologic staging of these 20 rats was no fibrosis (F0,n =6),mild fibrosis (F1-2,n =5) and advanced fibrosis (F3-4,n =9).On pre-contrast T1 mapping image,Entropy was seen to be statistically significant higher in the F ≥ 1 group than that in the F0 group at each spatial scaling factor (SSF) setting (P =0.015,0.015,0.015,0.013,0.015 and 0.018 respectively to S SF =0,2,3,4,5,6),and Mean of the F≥ 1 rats was statistically significant higher than that of the F0 rats at SSF 4,5,6 (P=0.004,0.006,and 0.013,respectively).Entropy and Mean showed a moderate diagnostic performance in most SSF settings of T1 mapping pre-contrast images for differentiation of normal liver from liver fibrosis.Conclusion Certain texture features of gadoxetic acid-enhanced MR images,especially the Entropy of noncontrastT1 mapping image,was found to be a useful biomarker for the diagnosis of liver fibrosis.
机译:目的探讨牛x酸增强磁共振成像(MRI)T 1映射图像以及T 1加权(T 1W),T2加权(T2 W)和表观扩散系数(ADC)的纹理分析能力方法:通过四氯化碳腹膜内注射4-12周(n = 30)诱导大鼠肝纤维化。对照组(n = 10)给予生理盐水。 MRI协议包括T2W,弥散加权成像,T1W和T1映射图像的对比前后图像系列。METAVIR评分用于将肝纤维化分为正常(F0),轻度肝纤维化(F1 2)和高级纤维化(F3-4)。获得了包括平均灰度强度(Mean),标准偏差(SD),熵,正像素均值(MPP),偏度和峰度的纹理参数。使用非参数Mann-Whitney U检验比较每个序列中每个纹理参数的平均值用于评估F0和F≥1以及F0-2和F3-4之间的差异。获得接收器工作特性(ROC)曲线以评估用于区分无肝纤维化和肝纤维化及肝大鼠的参数的诊断准确性纤维化等级为F0-2的纤维化,等级为F3-4的纤维化。计算ROC曲线下的面积(AUC)以评估质地参数的诊断效率。结果最后,20只大鼠完成了MR T1作图扫描,这20只大鼠的病理分期大鼠无纤维化(F0,n = 6),轻度纤维化(F1-2,n = 5)和晚期纤维化(F3-4,n = 9)。在对比T1映射图像上,熵被认为具有统计学意义在每个空间比例因子(SSF)设置下,F≥1组的人均显着高于F0组(对于S SF = 0、2、3、4,分别为P = 0.015、0.015、0.015、0.013、0.015和0.018, 5,6),在SSF 4,5,6时F≥1大鼠的均值显着高于F0大鼠(P = 0.004,0.006和0.013,分别为熵和均值在大多数TSF造影前图像的SSF设置中表现出中等的诊断性能,以区分正常肝脏与肝纤维化。被发现是诊断肝纤维化的有用生物标志物。

著录项

  • 来源
    《中国医学科学杂志(英文版)》 |2019年第1期|24-32|共9页
  • 作者单位

    Department of Radiology,Peking Union Medical College Hospital, Peking Union Medical College & Chinese Academy of Medical Sciences, Beijing 100730, China;

    Department of Radiology,Peking Union Medical College Hospital, Peking Union Medical College & Chinese Academy of Medical Sciences, Beijing 100730, China;

    Department of Radiology,Peking Union Medical College Hospital, Peking Union Medical College & Chinese Academy of Medical Sciences, Beijing 100730, China;

    Department of Pathology, Peking Union Medical College Hospital, Peking Union Medical College & Chinese Academy of Medical Sciences, Beijing 100730, China;

    Department of Radiology,Peking Union Medical College Hospital, Peking Union Medical College & Chinese Academy of Medical Sciences, Beijing 100730, China;

    Department of Radiology,Peking Union Medical College Hospital, Peking Union Medical College & Chinese Academy of Medical Sciences, Beijing 100730, China;

    Department of Radiology,Peking Union Medical College Hospital, Peking Union Medical College & Chinese Academy of Medical Sciences, Beijing 100730, China;

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