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Texture Analysis Based On Preoperative Magnetic Resonance Imaging (MRI) And Conventional MRI Features For Predicting The Early Recurrence Of Single Hepatocellular Carcinoma After Hepatectomy

Posted on:2020-04-12Degree:MasterType:Thesis
Country:ChinaCandidate:J ZhangFull Text:PDF
GTID:2404330590980272Subject:Imaging and nuclear medicine
Abstract/Summary:PDF Full Text Request
Rationale and Objectives: To investigate the value of texture analysis(TA)and conventional magnetic resonance imaging(MRI)features for predicting the early recurrence(ER)of single hepatocellular carcinoma(HCC)after hepatectomy.Materials and Methods: A total of 100 HCC patients were first divided into group A(tumor diameter ≤ 3 cm)and group B(tumor diameter > 3 cm)and then classified into 2 subgroups with ER or non-early recurrence(NER).Textural parameters(skewness,kurtosis,uniformity,energy,entropy,and correlation)based on MR images and conventional MRI features were compared between the ER and NER subgroups.Predictive factors for ER were further assessed with multivariate logistic regression analysis.Receiver operating characteristic(ROC)curve was performed to assess the predictive power.Results: There were 53 patients in group A and 47 patients in group B.On arterial phase analysis,tumors with ER displayed significantly lower uniformity and higher entropy in group A,and higher skewness and entropy in group B.On portal venous phase analysis,tumors with ER had significantly lower kurtosis and energy in group A,and higher entropy in group B.Irregular margin in groups A and B,and arterial peritumoral enhancement(APE)and capsule presence in group B were associated with ER.In multivariate logistic regression analysis,uniformity and entropy based on arterial phase images and irregular margin in group A,and skewness and entropy based on arterial phase images and APE in group B were independent predictors for ER.Entropy displayed higher predictive power for ER.Conclusion: TA based on preoperative MRI are potential quantitative predictors of ER in HCC patients after hepatectomy,and may provide more information for preoperative treatment decision-making and follow up.
Keywords/Search Tags:Hepatocellular Carcinoma, Texture Analysis, Early Recurrence, Magnetic Resonance Imaging, Hepatectomy
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