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Xiang F, Wei S, Liu X, Liang X, Yang L, Yan S. Radiomics Analysis of Contrast-Enhanced CT for the Preoperative Prediction of Microvascular Invasion in Mass-Forming Intrahepatic Cholangiocarcinoma. Front Oncol 2021; 11:774117. [PMID: 34869018 PMCID: PMC8640186 DOI: 10.3389/fonc.2021.774117] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Accepted: 11/02/2021] [Indexed: 12/13/2022] Open
Abstract
Background Microvascular invasion (MVI) has been shown to be closely associated with postoperative recurrence and metastasis in patients with intrahepatic cholangiocarcinoma (ICC). We aimed to develop a radiomics prediction model based on contrast-enhanced CT (CECT) to distinguish MVI in patients with mass-forming ICC. Methods 157 patients were included and randomly divided into training (n=110) and test (n=47) datasets. Radiomic signatures were built based on the recursive feature elimination support vector machine (Rfe-SVM) algorithm. Significant clinical-radiologic factors were screened, and a clinical model was built by multivariate logistic regression. A nomogram was developed by integrating radiomics signature and the significant clinical risk factors. Results The portal phase image radiomics signature with 6 features was constructed and provided an area under the receiver operating characteristic curve (AUC) of 0.804 in the training and 0.769 in the test datasets. Three significant predictors, including satellite nodules (odds ratio [OR]=13.73), arterial hypo-enhancement (OR=4.31), and tumor contour (OR=4.99), were identified by multivariate analysis. The clinical model using these predictors exhibited an AUC of 0.822 in the training and 0.756 in the test datasets. The nomogram combining significant clinical factors and radiomics signature achieved satisfactory prediction efficacy, showing an AUC of 0.886 in the training and 0.80 in the test datasets. Conclusions Both CECT radiomics analysis and radiologic factors have the potential for MVI prediction in mass-forming ICC patients. The nomogram can further improve the prediction efficacy.
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Affiliation(s)
- Fei Xiang
- Department of Hepatobiliary and Pancreatic Surgery, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Shumei Wei
- Department of Pathology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Xingyu Liu
- Department of Hepatobiliary and Pancreatic Surgery, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Xiaoyuan Liang
- Department of Hepatobiliary and Pancreatic Surgery, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Lili Yang
- Department of Radiology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
| | - Sheng Yan
- Department of Hepatobiliary and Pancreatic Surgery, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China
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Shulman RM, Meyer JE. Patterns of Failure and Need for Biliary Intervention in Resected Biliary Tract Cancers After Chemoradiation. Ann Surg Oncol 2020; 27:4867-4869. [PMID: 32804323 DOI: 10.1245/s10434-020-09014-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Accepted: 08/03/2020] [Indexed: 11/18/2022]
Affiliation(s)
- Rebecca M Shulman
- Department of Radiation Oncology, Fox Chase Cancer Center, Philadelphia, PA, USA
| | - Joshua E Meyer
- Department of Radiation Oncology, Fox Chase Cancer Center, Philadelphia, PA, USA.
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Burt AD, Alves V, Bedossa P, Clouston A, Guido M, Hübscher S, Kakar S, Ng I, Park YN, Reeves H, Wyatt J, Yeh MM, Ellis DW. Data set for the reporting of intrahepatic cholangiocarcinoma, perihilar cholangiocarcinoma and hepatocellular carcinoma: recommendations from the International Collaboration on Cancer Reporting (ICCR). Histopathology 2018; 73:369-385. [DOI: 10.1111/his.13520] [Citation(s) in RCA: 36] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Alastair D Burt
- Faculty of Health and Medical Sciences; University of Adelaide; Adelaide Australia
| | - Venâncio Alves
- Department of Pathology; University of São Paulo School of Medicine; São Paulo Brazil
| | - Pierre Bedossa
- Pathology Department; AP-HP; Beaujon Hospital; Clichy France
- Centre de Recherche Bichat-Beaujon; University Paris-Diderot; Paris France
| | - Andrew Clouston
- Envoi Specialist Pathologists; Brisbane Queensland Australia
| | - Maria Guido
- Surgical Pathology and Cytopathology Unit; Department of Medicine-DIMED; University of Padova; Padova Italy
| | - Stefan Hübscher
- Department of Cellular Pathology; Institute of Immunology and Immunotherapy; University of Birmingham; Queen Elizabeth Hospital; Birmingham UK
| | | | - Irene Ng
- Department of Pathology; State Key Laboratory for Liver Research; The University of Hong Kong; Hong Kong Hong Kong
| | - Young N Park
- Department of Pathology Yonsei; Univesity College of Medicine Seodaemun-gu; Seoul Korea
| | - Helen Reeves
- Northern Institute for Cancer Research, Newcastle University; Newcastle upon Tyne UK
| | - Judith Wyatt
- Department of Histopathology; St James University Hospital; Leeds UK
| | - Matthew M Yeh
- Department of Pathology; University of Washington School of Medicine; Seattle WA USA
| | - David W Ellis
- Clinpath Laboratories; Kent Town South Australia Australia
- ICCR Steering Group Representative; Adelaide Australia
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Roeksomtawin S, Navasumrit P, Waraprasit S, Parnlob V, Sricharunrat T, Bhudhisawasdi V, Savaraj N, Ruchirawat M. Decreased argininosuccinate synthetase expression in Thai patients with cholangiocarcinoma and the effects of ADI-PEG20 treatment in CCA cell lines. Oncol Lett 2018; 16:1529-1538. [PMID: 30008833 PMCID: PMC6036342 DOI: 10.3892/ol.2018.8807] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2017] [Accepted: 05/03/2018] [Indexed: 12/20/2022] Open
Abstract
Cholangiocarcinoma (CCA) is a severe cancer with poor prognosis. The aim of the present study was to explore the expression of argininosuccinate synthetase (ASS), as well as the possibility of using pegylated arginine deiminase (ADI-PEG20) for the treatment of CCA. ASS expression was determined in CCA specimens from 40 patients in Thailand. Immunohistochemical detection of ASS and determination of the proliferative index, Ki-67, were carried out in paraffin-embedded sections of these specimens, as well as in two CCA cell lines, HuCCA and RmCCA-1, derived from CCA samples from patients in Thailand. In total, ~45% of the CCA specimens had low ASS expression, and the level of expression was significantly negatively associated with cell differentiation (P<0.05) and Ki-67 expression (P<0.05). The level of ASS expression in tumor cells was significantly lower than that in non-tumor cells (1.3-fold, P<0.05). The HuCCA cell line had significantly lower levels (P<0.05) of ASS expression at the mRNA and protein levels relative to those of normal human immortalized fibroblast cells (BJ-1). By contrast, the RmCCA-1 cell line showed no significant difference. In addition, the effects of ADI-PEG20 on growth inhibition, apoptosis and cell cycle arrest were determined in HuCCA and RmCCA-1 cells. ADI-PEG20 treatment reduced cell viability and cell proliferation in the two CCA cell lines, though it had no effect in immortalized BJ-1 cells. Furthermore, ADI-PEG20 treatment significantly increased G0/G1 cell cycle arrest in HuCCA, though not in RmCCA-1 cells. ASS silencing in the RmCCA-1 cell line significantly enhanced its sensitivity to ADI-PEG20 treatment. Results from the in vitro study demonstrated that ADI-PEG20 has antitumor activity against CCA with low ASS expression.
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Affiliation(s)
- Somphon Roeksomtawin
- Laboratory of Environmental Toxicology, Chulabhorn Research Institute, Bangkok 10210, Thailand.,Chulabhorn Graduate Institute, Bangkok 10210, Thailand
| | - Panida Navasumrit
- Laboratory of Environmental Toxicology, Chulabhorn Research Institute, Bangkok 10210, Thailand.,Chulabhorn Graduate Institute, Bangkok 10210, Thailand.,Center of Excellence on Environmental Health and Toxicology, CHE, Ministry of Education, Bangkok 10300, Thailand
| | - Somchamai Waraprasit
- Laboratory of Environmental Toxicology, Chulabhorn Research Institute, Bangkok 10210, Thailand
| | - Varabhorn Parnlob
- Laboratory of Environmental Toxicology, Chulabhorn Research Institute, Bangkok 10210, Thailand
| | | | - Vajarabhongsa Bhudhisawasdi
- Department of Surgery, Faculty of Medicine, Khon Kaen University, Khon Kean 40000, Thailand.,Laboratory of Chemical Carcinogenesis, Chulabhorn Research Institute, Bangkok 10210, Thailand
| | - Niramol Savaraj
- Department of Medicine, University of Miami, Miller School of Medicine, Miami, FL 33125, USA
| | - Mathuros Ruchirawat
- Laboratory of Environmental Toxicology, Chulabhorn Research Institute, Bangkok 10210, Thailand.,Chulabhorn Graduate Institute, Bangkok 10210, Thailand.,Center of Excellence on Environmental Health and Toxicology, CHE, Ministry of Education, Bangkok 10300, Thailand
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Fields TD, Philips P, Scoggins CR, Tatum C, Kelly L, McMasters KM, Martin RCG. Multi-disciplinary Concurrent Management of Recurrent Hepatocellular Therapy is Superior to Sequential Therapy. World J Surg 2016; 41:1331-1339. [DOI: 10.1007/s00268-016-3844-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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Simo KA, Halpin LE, McBrier NM, Hessey JA, Baker E, Ross S, Swan RZ, Iannitti DA, Martinie JB. Multimodality treatment of intrahepatic cholangiocarcinoma: A review. J Surg Oncol 2016; 113:62-83. [DOI: 10.1002/jso.24093] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2015] [Accepted: 10/31/2015] [Indexed: 02/06/2023]
Affiliation(s)
- Kerri A. Simo
- Hepatobiliary and Pancreas Surgery; ProMedica Health System; Toledo Ohio
- ProMedica Cancer Institute; ProMedica Health System; Toledo Ohio
- Department of Surgery; University of Toledo Medical College; Toledo Ohio
| | - Laura E. Halpin
- Department of Surgery; University of Toledo Medical College; Toledo Ohio
| | - Nicole M. McBrier
- Hepatobiliary and Pancreas Surgery; ProMedica Health System; Toledo Ohio
- ProMedica Cancer Institute; ProMedica Health System; Toledo Ohio
| | | | - Erin Baker
- Hepatobiliary and Pancreas Surgery; Carolinas Medical Center; Charlotte North Carolina
| | - Samuel Ross
- Hepatobiliary and Pancreas Surgery; Carolinas Medical Center; Charlotte North Carolina
| | - Ryan Z. Swan
- Hepatobiliary and Pancreas Surgery; Carolinas Medical Center; Charlotte North Carolina
| | - David A. Iannitti
- Hepatobiliary and Pancreas Surgery; Carolinas Medical Center; Charlotte North Carolina
| | - John B. Martinie
- Hepatobiliary and Pancreas Surgery; Carolinas Medical Center; Charlotte North Carolina
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Prognostic evaluation of mucin-5AC expression in intrahepatic cholangiocarcinoma, mass-forming type, following hepatectomy. Eur J Surg Oncol 2015. [DOI: 10.1016/j.ejso.2015.07.006] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
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