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多层螺旋CT对肝脏进行纹理分析以评估肝纤维化

Texture analysis of the liver at MDCT for assessing hepatic fibrosis.

作者信息

Lubner Meghan G, Malecki Kyle, Kloke John, Ganeshan Balaji, Pickhardt Perry J

机构信息

Department of Radiology, School of Medicine and Public Health, University of Wisconsin, E3/311 Clinical Science Center, 600 Highland Ave., Madison, WI, 53792-3252, USA.

Institute of Nuclear Medicine, University College London, London, UK.

出版信息

Abdom Radiol (NY). 2017 Aug;42(8):2069-2078. doi: 10.1007/s00261-017-1096-5.

Abstract

PURPOSE

To evaluate CT texture analysis (CTTA) for staging of hepatic fibrosis (stages F0-F4) METHODS: Quantitative texture analysis (QTA) of the liver was performed on abdominal MDCT scans using commercially available software (TexRAD), which uses a filtration-histogram statistic-based technique. Single-slice ROI measurements of the total liver, Couinaud segments IV-VIII, and segments I-III were obtained. CTTA parameters were correlated against fibrosis stage (F0-F4), with biopsy performed within one year for all cases with intermediate fibrosis (F1-F3).

RESULTS

The study cohort consisted of 289 adults (158M/131W; mean age, 51 years), including healthy controls (F0, n = 77), and patients with increasing stages of fibrosis (F1, n = 42; F2 n = 37; F3 n = 53; F4 n = 80). Mean gray-level intensity increased with fibrosis stage, demonstrating an ROC AUC of 0.78 at medium filtration for F0 vs F1-4, with sensitivity and specificity of 74% and 74% at cutoff 0.18. For significant fibrosis (≥F2), mean showed AUCs ranging from 0.71-0.73 across medium- and coarse- filtered textures with sensitivity and specificity of 71% and 68% at cutoff of 0.3, with similar performance also observed for advanced fibrosis (≥F3). Entropy showed a similar trend. Conversely, kurtosis and skewness decreased with increasing fibrosis, particularly in cirrhotic patients. For cirrhosis (≥F4), kurtosis and skewness showed AUCs of 0.86 and 0.87, respectively, at coarse-filtered scale, with skewness showing a sensitivity and specificity of 84% and 75% at cutoff of 1.3.

CONCLUSION

CTTA may be helpful in detecting the presence of hepatic fibrosis and discriminating between stages of fibrosis, particularly at advanced levels.

摘要

目的

评估CT纹理分析(CTTA)在肝纤维化分期(F0 - F4期)中的应用。方法:使用市售软件(TexRAD)对腹部MDCT扫描进行肝脏定量纹理分析(QTA),该软件采用基于过滤直方图统计的技术。获取全肝、Couinaud IV - VIII段以及I - III段的单层面感兴趣区(ROI)测量值。将CTTA参数与纤维化分期(F0 - F4)进行相关性分析,所有中度纤维化(F1 - F3)病例在一年内均进行了活检。

结果

研究队列包括289名成年人(158名男性/131名女性;平均年龄51岁),包括健康对照者(F0,n = 77)以及纤维化程度逐渐加重的患者(F1,n = 42;F2,n = 37;F3,n = 53;F4,n = 80)。平均灰度强度随纤维化分期增加,在中等过滤条件下,F0与F1 - 4相比,ROC曲线下面积(AUC)为0.78,在截断值为0.18时,敏感性和特异性分别为74%和74%。对于显著纤维化(≥F2),在中等和粗过滤纹理下,平均值的AUC范围为0.71 - 0.73,在截断值为0.3时,敏感性和特异性分别为71%和68%,在晚期纤维化(≥F3)中也观察到类似表现。熵呈现类似趋势。相反,峰度和偏度随纤维化加重而降低,尤其是在肝硬化患者中。对于肝硬化(≥F4),在粗过滤尺度下,峰度和偏度的AUC分别为0.86和0.87,偏度在截断值为1.3时,敏感性和特异性分别为84%和75%。

结论

CTTA可能有助于检测肝纤维化的存在并区分纤维化阶段,尤其是在晚期阶段。

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