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

被引:88
作者
Ahn, Su Joa [1 ]
Kim, Jung Hoon [1 ,2 ]
Park, Sang Joon [1 ]
Kim, Seung Tack [1 ]
Han, Joon Koo [1 ,2 ]
机构
[1] Seoul Natl Univ Hosp, Dept Radiol, 101 Daehangno, Seoul 110744, South Korea
[2] Seoul Natl Univ, Coll Med, Inst Radiat Med, Seoul, South Korea
关键词
Hepatocellular carcinoma; Gadoxetic acid-enhanced MRI; Texture analysis; Recurrence; Microvascular invasion; MICROVASCULAR INVASION; TUMOR HETEROGENEITY; POTENTIAL MARKER; LIVER RESECTION; RISK-FACTORS; CT; TRANSPORTERS;
D O I
10.1007/s00261-018-1768-9
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
PurposeTo 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 methods179 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.ResultsFor 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).ConclusionMR 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.
引用
收藏
页码:539 / 548
页数:10
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