Clinical trial · Observational
The AI Prognostic Assessment and Pathological Basis Research of Early HCC After Minimally Invasive Treatment
The Artificial Intelligent Prognostic Assessment and Pathological Basis Research of Early Primary Hepatocellular Carcinoma After Minimally Invasive Treatment Based on Multimodal MRI and Clinical Big Data
NCT04299919CI-TRIAL-00043871unknownClinicalTrials.gov clinicaltrialsProvenance
- Source
- ClinicalTrials.gov
- Retrieved
- Sep 8, 2026
- Layer
- normalized (units and labels harmonized; values unchanged)
- Run
- ING-CLINICALTRIALS-20260908-000001
Summary
Brief summary (as posted)
The study evaluates artificial intelligence method based on multimodal magnetic resonance imaging (MRI) images and clinical data in preoperative prediction of prognosis in early hepatocellular carcinoma (HCC) patients treated with minimally invasive treatment. The correlation between prognosis-related MRI features and pathological features was studied through artificial intelligence method, so as to provide the interpretability of image features for predicting the prognosis of HCC patients treated with minimally invasive treatment.
Conditions
Conditions (1)
Free-text conditions as registered, with the CancerIndex entity they were reconciled to and the match type.
| Condition (as posted) | Mapped entity | Match | Confidence |
|---|---|---|---|
| Hepatocellular Carcinoma | Hepatocellular Carcinoma | ONTOLOGY_EXACT | 0.98 |
Interventions
Interventions (2)
| Intervention | Type | Mapped drug | Match |
|---|---|---|---|
| Hepatectomy | Procedure | — | UNRESOLVED |
| Minimally invasive treatment | Procedure | — | UNRESOLVED |
Design
Arms and outcomes
Arms (2)
- label
- Recurrence
- description
- All hepatocellular carcinoma (HCC) patients have been regularly monitored for recurrence via contrast CT or contrast-enhanced MRI after minimally invasive treatment or hepatectomy. The recurrence status included new intrahepatic lesions and/or extrahepatic metastasis.
- interventionNames
- Procedure: Minimally invasive treatment
- Procedure: Hepatectomy
- label
- Non-recurrence
- description
- All hepatocellular carcinoma (HCC) patients have been regularly monitored for recurrence via contrast CT or contrast-enhanced MRI after minimally invasive treatment or hepatectomy. The recurrence status included new intrahepatic lesions and/or extrahepatic metastasis.
- interventionNames
- Procedure: Minimally invasive treatment
- Procedure: Hepatectomy
Primary outcomes (5)
- measure
- Three-month recurrence
Eligibility
Eligibility (as posted)
- Sex
- All
Show eligibility criteria text
Inclusion Criteria: * Hepatocellular carcinoma patients received minimally invasive treatment (transcatheter arterial chemoembolization, radiofrequency ablation, or combined) or hepatectomy; * Patients received MRI examination within 1 month before treatment; * Complete post-treatment prognosis information. Exclusion Criteria: * local or systemic treatment before MR examination; * Incomplete clinical and pathological data; * Heavy image artifacts.
References
Publications (21)
- BACKGROUNDBloomston M, Binitie O, Fraiji E, Murr M, Zervos E, Goldin S, Kudryk B, Zwiebel B, Black T, Fargher S, Rosemurgy AS. Transcatheter arterial chemoembolization with or without radiofrequency ablation in the management of patients with advanced hepatic malignancy. Am Surg. 2002 Sep;68(9):827-31. PMID 12356160
- BACKGROUNDYe JZ, Chen JZ, Li ZH, Bai T, Chen J, Zhu SL, Li LQ, Wu FX. Efficacy of postoperative adjuvant transcatheter arterial chemoembolization in hepatocellular carcinoma patients with microvascular invasion. World J Gastroenterol. 2017 Nov 7;23(41):7415-7424. doi: 10.3748/wjg.v23.i41.7415. PMID 29151695
- BACKGROUNDLi S, Zhang L, Huang ZM, Wu PH. Transcatheter arterial chemoembolization combined with CT-guided percutaneous thermal ablation versus hepatectomy in the treatment of hepatocellular carcinoma. Chin J Cancer. 2015 Jun 10;34(6):254-63. doi: 10.1186/s40880-015-0023-9. PMID 26063407
- BACKGROUNDPang Q, Zhang JY, Xu XS, Song SD, Chen W, Zhou YY, Miao RC, Qu K, Liu SS, Dong YF, Liu C. The prognostic values of 12 cirrhosis-relative noninvasive models in patients with hepatocellular carcinoma. Scand J Clin Lab Invest. 2015 Jan;75(1):73-84. doi: 10.3109/00365513.2014.981759. Epub 2014 Dec 3. PMID 25465804
- BACKGROUNDKim NH, Lee T, Cho YK, Kim BI, Kim HJ. Impact of clinically evident portal hypertension on clinical outcome of patients with hepatocellular carcinoma treated by transarterial chemoembolization. J Gastroenterol Hepatol. 2018 Jul;33(7):1397-1406. doi: 10.1111/jgh.14083. Epub 2018 Mar 12. PMID 29314222
- BACKGROUNDYasaka K, Akai H, Abe O, Kiryu S. Deep Learning with Convolutional Neural Network for Differentiation of Liver Masses at Dynamic Contrast-enhanced CT: A Preliminary Study. Radiology. 2018 Mar;286(3):887-896. doi: 10.1148/radiol.2017170706. Epub 2017 Oct 23. PMID 29059036
- Ibragimov B, Toesca D, Chang D, Koong A, Xing L. Combining deep learning with anatomical analysis for segmentation of the portal vein for liver SBRT planning. Phys Med Biol. 2017 Nov 10;62(23):8943-8958. doi: 10.1088/1361-6560/aa9262.