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Hepatocellular carcinoma: preoperative gadoxetic acid-enhanced MR imaging can predict early recurrence after curative resection using image features and texture analysis

机译:肝细胞癌:术前乙醛酸增强的MR成像可以使用图像特征和纹理分析预测治疗切除后的早期复发

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Purpose: To investigate whether pre-operative gadoxetic acid-enhanced MRI can predict early recurrence after curative resection of single HCC using image features and texture analysis. Materials and methods: 179 patients with single HCC and who underwent pre-operative MRI were included. Two reviewers analyzed MR findings, including the tumor margin, peritumoral enhancement, peritumoral hypointensity on the hepatobiliary phase (HBP), diffusion restriction, capsule, tumoral fat, washout, portal-vein thrombus, signal intensity on HBP, and satellite nodule. Texture analysis on the HBP was also quantified. A multivariate analysis was used to identify predictive factors for early recurrence, microvascular invasion (MVI), and the tumor grade. Results: For early recurrence, satellite nodule, peritumoral hypointensity, absence of capsule, and GLCM ASM were predictors (P < 0.05). For MVI, satellite nodule, peritumoral hypointensity, washout, and sphericity were predictors (P < 0.05). Satellite nodules, peritumoral hypointensity, diffusion restriction, and iso to high signal intensity on HBP were predictor for higher tumor grade (P < 0.05). Satellite nodules and peritumoral hypointensity were important showed common predictors for early recurrence, MVI, and grade (P < 0.05). The sensitivity and specificity for satellite nodule were 47.36% and 96.25%. When added texture variables to MRI findings, the diagnostic performance for predicting early recurrence is improved from 0.7 (SD 0.604-0.790) to 0.83 (SD 0.787-0.894). Conclusion: MR finding, including satellite nodule and peritumoral hypointensity on the HBP, as well as the texture parameters are useful to predict not only early recurrence, but also MVI and higher grade.
机译:目的:探讨是否可以使用图像特征和纹理分析预测术前乙酰基酸增强的MRI可以预测单一HCC治疗后的早期复发。材料和方法:179例单人HCC患者和接受过术前MRI的患者。两位审查员分析了先生的发现,包括肿瘤边缘,蠕动增强,肝胆相(HBP),扩散限制,胶囊,肿瘤脂肪,冲洗,门静脉血栓,HBP上的信号强度和卫星结节术。对HBP的纹理分析也量化。使用多变量分析来鉴定早期复发,微血管侵袭(MVI)和肿瘤等级的预测因素。结果:对于早期复发,卫星结节,腹部低度,胶囊不存在,而GLCM ASM是预测因子(P <0.05)。对于MVI,卫星结节,Peritumoral低度,冲洗和球形是预测因子(P <0.05)。卫星结节,腹部低音度,扩散限制和HBP上高信号强度的ISO是更高肿瘤级的预测因子(P <0.05)。卫星结节和Peritumoral低音调是重要的,显示早期复发,MVI和等级的常见预测因子(P <0.05)。卫星结节的敏感性和特异性为47.36%和96.25%。当为MRI发现添加质量变量时,预测早期复发的诊断性能从0.7(SD 0.604-0.790)提高至0.83(SD 0.787-0.894)。结论:Mr发现,包括卫星结节和HBP的Peritumoral低音度,以及纹理参数对于预测不仅早期复发,而且是MVI和更高等级的有用。

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