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Deep Fusion Models of Multi-phase CT and Selected Clinical Data for Preoperative Prediction of Early Recurrence in Hepatocellular Carcinoma
2020
IEEE Access
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INDEX TERMS Hepatocellular carcinoma, early recurrence, deep learning, multi-phase CT images, clinical data, fusion model. ...
In this paper, we proposed a deep-learning based prediction model to extract high-level features from the triple-phase CT images and compare its performance with traditional radiomics model and clinical ...
ACKNOWLEDGMENT (Weibin Wang and Qingqing Chen are co-first authors.) ...
doi:10.1109/access.2020.3011145
fatcat:vvw4rpo5ljagze4iyczvth6eda
State of the Art in Artificial Intelligence and Radiomics in Hepatocellular Carcinoma
2021
Diagnostics
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While imaging characteristics of HCC are well-defined in the diagnostic phase, challenging cases still occur, and current prognostic and predictive models are limited in their accuracy. ...
Often HCC develops in a chronic liver disease setting, and early diagnosis as well as accurate screening of high-risk patients is crucial for appropriate and effective management of these patients. ...
based on AP
radiomic signature+ clinical risk
factors C-index 0.789
Liu et al. [69]
CNN
Prediction of PFS of RFA
and SR and optimize the
treatment selection in
very-early and
early-stage HCC ...
doi:10.3390/diagnostics11071194
fatcat:zmwt7urwinac7bshxcxm6q7doe
Prediction of Microvascular Invasion in Hepatocellular Carcinoma via Deep Learning: A Multi-Center and Prospective Validation Study
2021
Cancers
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Microvascular invasion (MVI) is a critical risk factor for postoperative recurrence of hepatocellular carcinoma (HCC). Preknowledge of MVI would assist tailored surgery planning in HCC management. ...
In this multicenter study, we aimed to explore the validity of deep learning (DL) in MVI prediction using two imaging modalities—contrast-enhanced computed tomography (CE-CT) and gadoxetic acid-enhanced ...
Data Availability Statement: The dataset is available for sharing upon request from Jie Tian.
Conflicts of Interest: The authors declare no conflict of interest. ...
doi:10.3390/cancers13102368
pmid:34068972
fatcat:hwxuckjiwbdu5nzu5ouuhq3oxy
Machine-learning analysis of contrast-enhanced CT radiomics predicts recurrence of hepatocellular carcinoma after resection: A multi-institutional study
2019
EBioMedicine
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Current guidelines recommend surgical resection as the first-line option for patients with solitary hepatocellular carcinoma (HCC); unfortunately, postoperative recurrence rate remains high and there is ...
Serum alpha-fetoprotein, albumin-bilirubin grade, liver cirrhosis, tumor margin, and radiomics signature were selected for preoperative model; postoperative model incorporated satellite nodules into above-mentioned ...
Declaration of Competing Interest The authors declare no potential conflicts of interest. ...
doi:10.1016/j.ebiom.2019.10.057
pmid:31735556
pmcid:PMC6923482
fatcat:4vutbmk3wzd37bpkdrq53rdote
The Applications of Radiomics in Precision Diagnosis and Treatment of Oncology: Opportunities and Challenges
2019
Theranostics
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Progress in computational methods, especially in artificial intelligence for medical image process and analysis, has converted these images into quantitative and minable data associated with clinical events ...
Here, we review the recent methodological developments in radiomics, including data acquisition, tumor segmentation, feature extraction, and modelling, as well as the rapidly developing deep learning technology ...
For deep learning, it is an end-to-end method without separate steps of feature extraction, feature selection and modelling. ...
doi:10.7150/thno.30309
pmid:30867832
pmcid:PMC6401507
fatcat:zlupwckeajdfzgknpqexuuscce
The 4th Asia-Pacific Primary Liver Cancer Expert Meeting
2013
Liver Cancer
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PE-037 Usefulness of Fusion Imaging for the Treatment Evaluation of Radiofrequency Ablation for Hepatocellular Carcinoma verify the usefulness of fusion imaging of pre-and post-RFA CT and MR, which we ...
PE-012
Histologic Differentiation Predicts the Survival of Patients with Hepatic Resection for Hepatocellular Carcinoma Background: In resection for hepatocellular carcinoma (HCC), patient selection ...
Background: Liver resection is the treatment of choice for most cases of early stage hepatocellular carcinoma (HCC). However, the recurrence rates of HCC remains high even after curative hepatectomy. ...
doi:10.1159/000343846
fatcat:zpomdxbbpngbbhaxiduksoye5e
The 8th Asia-Pacific Primary Liver Cancer Expert Meeting (APPLE 2017). The Art & Science of Conquering Liver Cancer. Singapore, July 14-16, 2017: Abstracts
2017
Liver Cancer
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The clinical guideline for management of HCC in China focuses on early diagnosis, multiple modalities of treatment, and prevention of recurrence and metastasis for HCC. ...
tissues and peripheral blood in patients with hepatocellular carcinoma (HCC); next-generation sequencing for deep characterization of these distinct tumor-infiltrating leukocytes and RNA expression analysis ...
OTR-10076
Substaging of Barcelona Clinic Liver Cancer Stage C Hepatocellular Carcinoma with a National-Wide Validation ...
doi:10.1159/000478029
fatcat:mq43zbb47jglhhsejx5iudbrwu
Front Matter: Volume 10575
2018
Medical Imaging 2018: Computer-Aided Diagnosis
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The papers in this volume were part of the technical conference cited on the cover and title page. Papers were selected and subject to review by the editors and conference program committee. ...
Please use the following format to cite material from these proceedings: Publication of record for individual papers is online in the SPIE Digital Library. ...
Contents
02 Dense volumetric detection and segmentation of mediastinal lymph nodes in chest CT images 10575 03 Early detection of lung cancer recurrence after stereotactic ablative radiation therapy ...
doi:10.1117/12.2315758
fatcat:kqpt2ugrxrgx7m5rhasawarque
Deep Learning With Radiomics for Disease Diagnosis and Treatment: Challenges and Potential
2022
Frontiers in Oncology
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(medical big data and multitype data and expert knowledge in medical), limitations of data-driven processes (reproducibility and interpretability of studies, different treatment alternatives for various ...
Furthermore, a summary of the current state-of-the-art applications of this technology in disease diagnosis, treatment response, and prognosis prediction from the perspective of radiology images, multimodality ...
hepatocellular carcinoma (HCC). ...
doi:10.3389/fonc.2022.773840
pmid:35251962
pmcid:PMC8891653
fatcat:3h5tnm3aznb33k5ylkcd6tvs4e
The 6th Asia-Pacific Primary Liver Cancer Expert Meeting (APPLE 2015), Evidence and Consensus on HCC Management. Osaka, Japan, July 3-5, 2015: Abstracts
2015
Liver Cancer
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Yada who provided valuable ultrasound-based TE data.
P2-22 VF Map Scores (Virtual Touch Quantification, Fasting Plasma Glucose, Male, Age, Platelets) for Prediction of Hepato-Carcinogenesis ...
On CT-CT/MR-MR fusion imaging, the numbesr of HCCs in groups I, II, and III were 9, 58, and 5, respectively. ...
Data from this trial and preclinical data were modelled to identify a recommended phase II dose (RP2D) of tepotinib of 500 mg/day. ...
doi:10.1159/000367745
fatcat:cti4zaoytncetoc4oft7l3j65u
Hepatocellular Carcinoma. Eastern and Western Experiences. February 1-2, 2013, Tokyo, Japan
2013
Liver Cancer
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Tumor in S2, 2 cm in diameter, showed early enhancement in the arterial phase and washed out in the late phase of CT images. ...
Tumor in S8, 4.8 cm in diameter, showed early enhancement with not stained area in the arterial phase, and washed out in the late phase of CT images. ...
The outcome of liver resection for hepatocellular carcinoma (HCC) has improved because of established techniques and better patient selection. ...
doi:10.1159/000343841
fatcat:ejtvxr3v2fberikvecbaarfujy
4th International Kyoto Liver Cancer Symposium: Emerging Strategies to HCC. Kyoto, Japan, June 7-8, 2014: Abstracts
2014
Liver Cancer
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Methods: From The surveillance of hepatocellular carcinoma (HCC) is an established approach to detect early cancers in patients with high risks. ...
Objective: Almost all guidelines for the management of hepatocellular carcinoma (HCC) recommend B-mode ultrasonography (B-US) as the first-line screening tool in the surveillance of HCC worldwide. ...
Pancreas: "Isolated Hepatic Perfusion for Extensive Liver Cancers" published in 2007 and Induction Chemotherapy: "Induction Chemotherapy for Hepatocellular Carcinoma" published in 2011 and Radiologic ...
doi:10.1159/000343869
fatcat:i6fnr462uffhlba733a4cdzszm
ESGAR 2020 Book of Abstracts
2020
Insights into Imaging
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Purpose: To identify preoperative gadoxetic acid-enhanced-MRI biomarkers for the prediction of early recurrence (2 years) after curative resection for liver imaging reporting and data system (LI-RADS) ...
SS 13.6 Evaluation of a serum tumour marker-based recurrence prediction model after radiofrequency ablation for very early/early-stage HCC D.H. Lee, J. ...
doi:10.1186/s13244-020-00873-8
pmid:32419107
fatcat:jnt6ow5qljejvcyo257fgdwpbe
ESGAR 2015 Book of Abstracts
2015
Insights into Imaging
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Isointensity in bowel wall and/or mesorectal fat was predictive of recurrence. ...
Aubé; Angers/FR Purpose: Thermo-ablation by radiofrequency is recognized as a curative treatment for early-stage hepatocellular carcinoma (HCC). ...
S579
SS 16.08 Sloughing of biliary tumor thrombi of hepatocellular carcinoma after chemoembolization H.-C. ...
doi:10.1007/s13244-015-0412-2
pmid:26104122
pmcid:PMC4485664
fatcat:pgp6jvdjkjho5mbxei2gi5lvja
Free Oral
2014
HPB
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FO19-08 PREDICTION OF AGGRESSIVENESS IN EARLY-STAGE HEPATOCELLULAR CARCINOMA FOR SELECTION OF SURGICAL RESECTION Suk-won Suh, Kwang-Woong Lee, Jeong-Moo Lee, Youngrol Choi, Nam-Joon Yi and Kyung-Suk Suh ...
The preoperative SUVmax of FDG PET/CT has been identified the powerful significant prognostic factor for predicting recurrence in malignant tumor. ...
in patients with hepatocellular carcinoma. ...
doi:10.1111/hpb.12229
pmid:23600801
pmcid:PMC3921006
fatcat:gxapgs52mfgalgoekgw6cvjej4
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