Comparison of conventional gadoxetate disodium–enhanced MRI features and radiomics signatures with machine learning for diagnosing microvascular invasion

Y Chen, Y Xia, PP Tolat, L Long… - American Journal of …, 2021 - Am Roentgen Ray Soc
OBJECTIVE. This study aimed to determine the best model for predicting microvascular
invasion (MVI) of hepatocellular carcinoma (HCC) using conventional gadolinium …

[HTML][HTML] Considerable effects of imaging sequences, feature extraction, feature selection, and classifiers on radiomics-based prediction of microvascular invasion in …

H Dai, M Lu, B Huang, M Tang, T Pang… - … imaging in medicine …, 2021 - ncbi.nlm.nih.gov
Background Microvascular invasion (MVI) has a significant effect on the prognosis of
hepatocellular carcinoma (HCC), but its preoperative identification is challenging …

Prediction of microvascular invasion in HCC by a scoring model combining Gd-EOB-DTPA MRI and biochemical indicators

K Zhang, SS Xie, WC Li, ZX Ye, ZW Shen, W Shen - European Radiology, 2022 - Springer
Objectives This study aimed to establish a reliable diagnostic scoring model for the
preoperative prediction of microvascular invasion (MVI) in hepatocellular carcinoma (HCC) …

The role of gadoxetic acid-enhanced MRI features for predicting microvascular invasion in patients with hepatocellular carcinoma

H Yang, P Han, M Huang, X Yue, L Wu, X Li, W Fan… - Abdominal …, 2022 - Springer
Objective To evaluate the predictive value of gadoxetic acid-enhanced MRI features
(focused on Liver Imaging Reporting and Data System (LI-RADS) v2018 features and non-LI …

[HTML][HTML] Radiomics and nomogram of magnetic resonance imaging for preoperative prediction of microvascular invasion in small hepatocellular carcinoma

YD Chen, L Zhang, ZP Zhou, B Lin… - World journal of …, 2022 - ncbi.nlm.nih.gov
BACKGROUND Microvascular invasion (MVI) of small hepatocellular carcinoma (sHCC)(≤
3.0 cm) is an independent prognostic factor for poor progression-free and overall survival …

Radiomics nomogram for prediction of microvascular invasion in hepatocellular carcinoma based on MR imaging with Gd-EOB-DTPA

S Zhang, C Duan, X Zhou, F Liu, X Wang… - Frontiers in …, 2022 - frontiersin.org
Objective To develop a radiomics nomogram for predicting microvascular invasion (MVI)
before surgery in hepatocellular carcinoma (HCC) patients. Materials and Methods The data …

A radiomics nomogram for preoperative prediction of microvascular invasion in hepatocellular carcinoma

L Yang, D Gu, J Wei, C Yang, S Rao, W Wang, C Chen… - Liver cancer, 2019 - karger.com
Background: Radiomics has emerged as a new approach that can help identify imaging
information associated with tumor pathophysiology. We developed and validated a …

Predicting microvascular invasion in hepatocellular carcinoma: a dualinstitution study on gadoxetate disodiumenhanced MRI

H Jiang, J Wei, F Fu, H Wei, Y Qin, T Duan… - Liver …, 2022 - Wiley Online Library
Abstract Background & Aims Microvascular invasion (MVI) is an important risk factor in
hepatocellular carcinoma (HCC), but its diagnosis mandates postoperative histopathologic …

Contrastenhanced CT radiomics for preoperative evaluation of microvascular invasion in hepatocellular carcinoma: a twocenter study

X Zhang, S Ruan, W Xiao, J Shao… - Clinical and …, 2020 - Wiley Online Library
Background The present study constructed and validated the use of contrastenhanced
computed tomography (CT)based radiomics to preoperatively predict microvascular …

Preoperative prediction of microvascular invasion in hepatocellular cancer: a radiomics model using Gd-EOB-DTPA-enhanced MRI

ST Feng, Y Jia, B Liao, B Huang, Q Zhou, X Li, K Wei… - European …, 2019 - Springer
Objectives Preoperative prediction of microvascular invasion (MVI) in patients with
hepatocellular cancer (HCC) is important for surgery strategy making. We aimed to develop …