ArticleEuropean radiology2021
Preoperative prediction of pathologic grade of HCC on gadobenate dimeglumine-enhanced dynamic MRI.
Article in European radiology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.
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Who cites it
18 citing papers in PubMed.
- Artificial intelligence and personalised medicine in liver cancer.Journal of hepatology · 2026Review
- Beyond Diagnosis: Magnetic Resonance Imaging-Based Imaging Biomarkers for Tumor Biology, Prognosis, and Clinical Decision-Making in Hepatocellular Carcinoma.Korean journal of radiology · 2026Review
- Correlation between 18 F-FDG PET/CT, Gd-EOB-DTPA MRI combined with laboratory parameters and microvascular invasion, and the potential of nomogram to predict microvascular invasion of hepatocellular carcinoma before liver transplantation.Nuclear medicine communications · 2026Article
- Quantitative analysis of enhanced CT in predicting microvascular invasion and pathological grading of hepatocellular carcinoma.European radiology · 2026Article
- A Preoperative MRI-Based Score to Predict High-Risk Pathology and Stratify Adjuvant Therapy Benefit in BCLC 0/A Hepatocellular Carcinoma.Journal of hepatocellular carcinoma · 2026Article
- A generative vision-language model for holistic pathological assessment using preoperative imaging in hepatocellular carcinoma.EBioMedicine · 2025Article
- Comparative study of 3D MR elastography and intravoxel incoherent motion for the evaluation of hepatocellular carcinoma grade.Liver research (Beijing, China) · 2025Article
- MRI-based prediction of microvascular invasion/high tumor grade and adjuvant therapy benefit for solitary HCC ≤ 5 cm: a multicenter cohort study.European radiology · 2025Article
- MRI Imaging Biomarkers for Prognostication of Hepatocellular Carcinoma.Journal of the Korean Society of Radiology · 2025Review
- Prognostic Value of Gd-BOPTA Enhanced MRI in Solitary Resected Hepatocellular Carcinoma Without Microvascular Invasion.Journal of hepatocellular carcinoma · 2025Article
- Interpretable machine learning based on CT-derived extracellular volume fraction to predict pathological grading of hepatocellular carcinoma.Abdominal radiology (New York) · 2024Article
- Prediction of histologic grade of hepatocellular carcinoma using dual-layer spectral-detector computed tomography (CT): comparison of two region of interest plotting methods.Quantitative imaging in medicine and surgery · 2024Article
- Imaging prognostication and tumor biology in hepatocellular carcinoma.Journal of liver cancer · 2023Article
- Three-dimensional multifrequency magnetic resonance elastography improves preoperative assessment of proliferative hepatocellular carcinoma.Insights into imaging · 2023Article
- Predicting histologic differentiation of solitary hepatocellular carcinoma up to 5 cm on gadoxetate disodium-enhanced MRI.Insights into imaging · 2023Article
- Preoperative prediction model for macrotrabecular-massive hepatocellular carcinoma based on contrast-enhanced CT and clinical characteristics: a retrospective study.Frontiers in oncology · 2023Article
- Preoperative determination of pathological grades of primary single HCC: development and validation of a scoring model.Abdominal radiology (New York) · 2022Article
- Hepatobiliary Phase Features of Preoperative Gadobenate-Enhanced MR can Predict Early Recurrence of Hepatocellular Carcinoma in Patients Who Underwent Anatomical Hepatectomy.Frontiers in oncology · 2022Article
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Abstract
purposeTo evaluate the value of gadobenate dimeglumine-enhanced MRI in predicting the pathologic grade of hepatocellular carcinoma (HCC). MATERIALS AND
methodsPatients with pathologically proven HCC who underwent preoperative gadobenate dimeglumine-enhanced dynamic MRI were included. Two radiologists blinded to pathology results evaluated images in consensus. Lesions were evaluated quantitatively in terms of ratio of enhancement (RE), and qualitatively based on image features related to tumor aggressiveness. Logistic regression and ROC analyses were used to determine the value of these parameters to predict pathologic grade.
resultsIn total, 221 patients (194 males, 27 females, aged 52.9 ± 11.7 years) with 49 poorly differentiated HCCs and 172 well/moderately differentiated HCCs were evaluated. Features significantly related to poorer pathologic grade at univariate analysis included lower RE in the early arterial phase (EAP) (p = 0.001), nonsmooth margins (p = 0.001), absence of capsule (p < 0.001), arterial peritumoral hyperenhancement (p < 0.001), higher AFP (p = 0.004), multiple tumors (p = 0.026), and larger tumor size (p = 0.028). At multivariate analysis, lower RE (EAP) (OR = 0.144, p = 0.002), absence of capsule (OR = 0.281, p = 0.004), and arterial peritumoral hyperenhancement (OR = 4.117, p < 0.001) were independent predictive factors for poorer pathologic grade. ROC analysis showed lower RE (EAP) was predictive of poorer pathologic grade (AUC = 0.667). AUC increased to 0.797 when combined with absence of capsule and presence of peritumoral hyperenhancement.
conclusionsLower RE (EAP), absence of capsule, and arterial peritumoral hyperenhancement were predictive biomarkers for poorer pathologic grade of HCC on gadobenate dimeglumine-enhanced dynamic MRI. KEY POINTS: • Gadobenate dimeglumine-enhanced dynamic MRI was a useful quantitative biomarker for preoperative prediction of pathologic grade in patients with HCC. • Lower RE in the early arterial phase, absence of capsule, and arterial peritumoral hyperenhancement were potential imaging indicators for preoperative prediction of poorer pathologic grade of HCC on gadobenate dimeglumine-enhanced MRI. • A lower RE in the early arterial phase was effective at predicting poorer pathologic grade of HCCs but prediction is improved when combined with absence of capsule and presence of peritumoral hyperenhancement.
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