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Zhao Y, Zhang J, Wang N, Xu Q, Liu Y, Liu J, Zhang Q, Zhang X, Chen A, Chen L, Sheng L, Song Q, Wang F, Guo Y, Liu A. Intratumoral and peritumoral radiomics based on contrast-enhanced MRI for preoperatively predicting treatment response of transarterial chemoembolization in hepatocellular carcinoma. BMC Cancer 2023; 23:1026. [PMID: 37875815 PMCID: PMC10594790 DOI: 10.1186/s12885-023-11491-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2022] [Accepted: 10/08/2023] [Indexed: 10/26/2023] Open
Abstract
BACKGROUND Noninvasive and precise methods to estimate treatment response and identify hepatocellular carcinoma (HCC) patients who could benefit from transarterial chemoembolization (TACE) are urgently required. The present study aimed to investigate the ability of intratumoral and peritumoral radiomics based on contrast-enhanced magnetic resonance imaging (CE-MRI) to preoperatively predict tumor response to TACE in HCC patients. METHODS A total of 138 patients with HCC who received TACE were retrospectively included and randomly divided into training and validation cohorts at a ratio of 7:3. Total 1206 radiomics features were extracted from arterial, venous, and delayed phases images. The inter- and intraclass correlation coefficients, the spearman's rank correlation test, and the gradient boosting decision tree algorithm were used for radiomics feature selection. Radiomics models on intratumoral region (TR) and peritumoral region (PTR) (3 mm, 5 mm, and 10 mm) were established using logistic regression. Three integrated radiomics models, including intratumoral and peritumoral region (T-PTR) (3 mm), T-PTR (5 mm), and T-PTR (10 mm) models, were constructed using TR and PTR radiomics scores. A clinical-radiological model and a combined model incorporating the optimal radiomics score and selected clinical-radiological predictors were constructed, and the combined model was presented as a nomogram. The discrimination, calibration, and clinical utilities were evaluated by receiver operating characteristic curve, calibration curve, and decision curve analysis, respectively. RESULTS The T-PTR radiomics models performed better than the TR and PTR models, and the T-PTR (3 mm) radiomics model demonstrated preferable performance with the AUCs of 0.884 (95%CI, 0.821-0.936) and 0.911 (95%CI, 0.825-0.975) in both training and validation cohorts. The T-PTR (3 mm) radiomics score, alkaline phosphatase, tumor size, and satellite nodule were fused to construct a combined nomogram. The combined nomogram [AUC: 0.910 (95%CI, 0.854-0.958) and 0.918 (95%CI, 0.831-0.986)] outperformed the clinical-radiological model [AUC: 0.789 (95%CI, 0.709-0.863) and 0.782 (95%CI, 0.660-0.902)] in the both cohorts and achieved good calibration capability and clinical utility. CONCLUSIONS CE-MRI-based intratumoral and peritumoral radiomics approach can provide an effective tool for the precise and individualized estimation of treatment response for HCC patients treated with TACE.
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Affiliation(s)
- Ying Zhao
- Department of Radiology, The First Affiliated Hospital, Dalian Medical University, No. 222 Zhongshan Road, Xigang District, Dalian, Liaoning, China
| | - Jian Zhang
- Department of Interventional Radiology, The First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Nan Wang
- Department of Radiology, The First Affiliated Hospital, Dalian Medical University, No. 222 Zhongshan Road, Xigang District, Dalian, Liaoning, China
| | - Qihao Xu
- Department of Radiology, The First Affiliated Hospital, Dalian Medical University, No. 222 Zhongshan Road, Xigang District, Dalian, Liaoning, China
| | - Yuhui Liu
- College of Medical Imaging, Dalian Medical University, Dalian, China
| | - Jinghong Liu
- Department of Radiology, The First Affiliated Hospital, Dalian Medical University, No. 222 Zhongshan Road, Xigang District, Dalian, Liaoning, China
| | - Qinhe Zhang
- Department of Radiology, The First Affiliated Hospital, Dalian Medical University, No. 222 Zhongshan Road, Xigang District, Dalian, Liaoning, China
| | - Xinyuan Zhang
- College of Medical Imaging, Dalian Medical University, Dalian, China
| | - Anliang Chen
- Department of Radiology, The First Affiliated Hospital, Dalian Medical University, No. 222 Zhongshan Road, Xigang District, Dalian, Liaoning, China
| | - Lihua Chen
- Department of Radiology, The First Affiliated Hospital, Dalian Medical University, No. 222 Zhongshan Road, Xigang District, Dalian, Liaoning, China
| | - Liuji Sheng
- College of Medical Imaging, Dalian Medical University, Dalian, China
| | - Qingwei Song
- Department of Radiology, The First Affiliated Hospital, Dalian Medical University, No. 222 Zhongshan Road, Xigang District, Dalian, Liaoning, China
| | - Feng Wang
- Department of Interventional Radiology, The First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Yan Guo
- GE Healthcare (China), Shanghai, China
| | - Ailian Liu
- Department of Radiology, The First Affiliated Hospital, Dalian Medical University, No. 222 Zhongshan Road, Xigang District, Dalian, Liaoning, China.
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Wang D, Rao W. Bench-to-bedside development of multifunctional flexible embolic agents. Theranostics 2023; 13:2114-2139. [PMID: 37153738 PMCID: PMC10157739 DOI: 10.7150/thno.80213] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Accepted: 12/22/2022] [Indexed: 05/10/2023] Open
Abstract
Transarterial chemoembolization (TACE) has been demonstrated to provide a survival benefit for patients with unresectable hepatocellular carcinoma (HCC). However, conventional TACE still faces limitations associated with complications, side effects, unsatisfactory tumor responses, repeated treatment, and narrow indications. For further improvement of TACE, additional beneficial functions such as degradability, drug-loading and releasing properties, detectability, targetability, and multiple therapeutic modalities were introduced. The purpose here is to provide a comprehensive overview of current and emerging particulate embolization technology with respect to materials. Therefore, this review systematically identified and described typical features, various functions, and practical applications of recently emerging micro/nano materials as particulate embolic agents for TACE. Besides, new insights into the liquid metals-based multifunctional and flexible embolic agents were highlighted. The current development routes and future outlooks of these micro/nano embolic materials were also presented to promote advancement in the field.
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Affiliation(s)
- Dawei Wang
- Key Lab of Cryogenics, Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Beijing, 100190, China
- Beijing Key Lab of CryoBiomedical Engineering, Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Beijing, 100190, China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, China
- ✉ Corresponding author: Dr. Dawei Wang. ; Pro. Wei Rao.
| | - Wei Rao
- Key Lab of Cryogenics, Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Beijing, 100190, China
- Beijing Key Lab of CryoBiomedical Engineering, Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Beijing, 100190, China
- School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, China
- ✉ Corresponding author: Dr. Dawei Wang. ; Pro. Wei Rao.
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3
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Li B, Zhou L, Xu A, Li Q, Xiang H, Huang Y, Peng L, Xiang K, Zhang M, Wang N. Apparent Diffusion Coefficient as a Noninvasive Biomarker for the Early Response in Hepatocellular Carcinoma after Transcatheter Arterial Chemoembolization using Drug-Eluting Beads. Curr Med Imaging 2022; 18:1186-1194. [PMID: 35249499 DOI: 10.2174/1573405618666220304141632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 12/03/2021] [Accepted: 12/28/2021] [Indexed: 11/22/2022]
Abstract
BACKGROUND Prognostic evaluation for hepatocellular carcinoma (HCC) after transcatheter arterial chemoembolization (TACE) using drug-eluting beads (DEBs) is essential for guiding the personalized treatment and follow-up strategy. Apparent diffusion coefficient (ADC) has been reported as a biomarker in conventional TACE. OBJECTIVE To evaluate the diagnostic value of ADCbaseline, ADC change, and ADCratio in predicting the early objective response for HCC after DEB-TACE. METHODS This prospective single-center study included 32 consecutive patients undergoing dynamic contrast-enhanced magnetic resonance imaging (MRI) and diffusion-weighted imaging before and 1 month after DEB-TACE. After DEB-TACE, patients were grouped based on the modified Response Evaluation Criteria in Solid Tumors (mRECIST) criteria into responders (complete response [CR], partial response [PR] ) and nonresponders (stable disease [SD], progressive disease [PD]). The Mann-Whitney U test and receiver operating characteristic (ROC) curves were performed to assess the statistical differences in ADCbaseline, ADC change, and ADCratio between responders and nonresponders. RESULTS At post-DEB-TACE follow-up MRI, 62.5% (n = 20, 11 CRs, and 9 PRs) of patients showed objective response, and 37.5% (n = 12, 7 SDs, and 5 PDs) did not respond to chemoembolization. Nonresponders had a significantly higher ADCbaseline value than responders (p < 0.001). The ROC for identifying the response to chemoembolization demonstrated that the threshold ADCbaseline value of 0.920 × 10-3 mm2/s had 100% sensitivity and 70% specificity. The ADC change and ADCratio of responders were higher than that of nonresponders (p < 0.001). CONCLUSION ADCbaseline, ADC change, and ADCratio may be utilized as a noninvasive biomarker for predicting the early response of HCC to DEB-TACE.
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Affiliation(s)
- Basen Li
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Lei Zhou
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Anhui Xu
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Qin Li
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Huihua Xiang
- Department of Radiology, Minda Hospital of Hubei Minzu University, Enshi, China
| | - Yanrong Huang
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ling Peng
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Kun Xiang
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Mingfeng Zhang
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Nan Wang
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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Wang D, Wu Q, Guo R, Lu C, Niu M, Rao W. Magnetic liquid metal loaded nano-in-micro spheres as fully flexible theranostic agents for SMART embolization. NANOSCALE 2021; 13:8817-8836. [PMID: 33960346 DOI: 10.1039/d1nr01268a] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Transcatheter arterial chemoembolization (TACE) has become one of the preferred choices for advanced liver cancer patients. Current clinically used microsphere embolic agents, such as PVA, gelatin, and alginate microspheres, have limited therapeutic efficacy and lack the function of real-time imaging. In this work, we fabricated magnetic liquid metal nanoparticle (Fe@EGaIn NP) loaded calcium alginate (CA) microspheres (denoted as Fe@EGaIn/CA microspheres), which integrate CT/MR dual-modality imaging and photothermal/photodynamic functions of the Fe@EGaIn NP core, as well as embolization and drug-loading functions of CA microspheres. Namely, such nano-in-micro spheres can be used as fully flexible theranostic agents to achieve smart-chemoembolization. It has been confirmed by in vitro and in vivo experiments that Fe@EGaIn/CA microspheres have advantageous morphology, favorable biocompatibility, splendid versatility, and advanced embolic efficacy. Benefiting from these properties, excellent therapeutic efficiency was achieved with a tumor growth-inhibiting value of 100% in tumor-bearing rabbits. As a novel microsphere embolic agent with promising therapeutic efficacy and diagnostic capability, Fe@EGaIn/CA microspheres have shown potential applications in clinical transcatheter arterial chemoembolization. And the preparation strategy presented here provides a generalized paradigm for achieving multifunctional and fully flexible theranostics.
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Affiliation(s)
- Dawei Wang
- Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Beijing 100190, China. and School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Qirun Wu
- Department of Interventional Medical, Zhuhai People's Hospital (Zhuhai hospital affiliated with Jinan University), Zhuhai 519000, China
| | - Rui Guo
- Department of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing 100084, China
| | - Chennan Lu
- Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Beijing 100190, China. and School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, China
| | - Meng Niu
- Department of Radiology, First Hospital of China Medical University, Shenyang 110001, China
| | - Wei Rao
- Technical Institute of Physics and Chemistry, Chinese Academy of Sciences, Beijing 100190, China. and School of Future Technology, University of Chinese Academy of Sciences, Beijing 100049, China
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5
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Zhao Y, Wang N, Wu J, Zhang Q, Lin T, Yao Y, Chen Z, Wang M, Sheng L, Liu J, Song Q, Wang F, An X, Guo Y, Li X, Wu T, Liu AL. Radiomics Analysis Based on Contrast-Enhanced MRI for Prediction of Therapeutic Response to Transarterial Chemoembolization in Hepatocellular Carcinoma. Front Oncol 2021; 11:582788. [PMID: 33868988 PMCID: PMC8045706 DOI: 10.3389/fonc.2021.582788] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Accepted: 03/09/2021] [Indexed: 12/12/2022] Open
Abstract
Purpose To investigate the role of contrast-enhanced magnetic resonance imaging (CE-MRI) radiomics for pretherapeutic prediction of the response to transarterial chemoembolization (TACE) in patients with hepatocellular carcinoma (HCC). Methods One hundred and twenty-two HCC patients (objective response, n = 63; non-response, n = 59) who received CE-MRI examination before initial TACE were retrospectively recruited and randomly divided into a training cohort (n = 85) and a validation cohort (n = 37). All HCCs were manually segmented on arterial, venous and delayed phases of CE-MRI, and total 2367 radiomics features were extracted. Radiomics models were constructed based on each phase and their combination using logistic regression algorithm. A clinical-radiological model was built based on independent risk factors identified by univariate and multivariate logistic regression analyses. A combined model incorporating the radiomics score and selected clinical-radiological predictors was constructed, and the combined model was presented as a nomogram. Prediction models were evaluated by receiver operating characteristic curves, calibration curves, and decision curve analysis. Results Among all radiomics models, the three-phase radiomics model exhibited better performance in the training cohort with an area under the curve (AUC) of 0.838 (95% confidence interval (CI), 0.753 - 0.922), which was verified in the validation cohort (AUC, 0.833; 95% CI, 0.691 - 0.975). The combined model that integrated the three-phase radiomics score and clinical-radiological risk factors (total bilirubin, tumor shape, and tumor encapsulation) showed excellent calibration and predictive capability in the training and validation cohorts with AUCs of 0.878 (95% CI, 0.806 - 0.950) and 0.833 (95% CI, 0.687 - 0.979), respectively, and showed better predictive ability (P = 0.003) compared with the clinical-radiological model (AUC, 0.744; 95% CI, 0.642 - 0.846) in the training cohort. A nomogram based on the combined model achieved good clinical utility in predicting the treatment efficacy of TACE. Conclusion CE-MRI radiomics analysis may serve as a promising and noninvasive tool to predict therapeutic response to TACE in HCC, which will facilitate the individualized follow-up and further therapeutic strategies guidance in HCC patients.
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Affiliation(s)
- Ying Zhao
- Department of Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Nan Wang
- Department of Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Jingjun Wu
- Department of Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Qinhe Zhang
- Department of Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Tao Lin
- Department of Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Yu Yao
- Chengdu Institute of Computer Application, Chinese Academy of Sciences, Chengdu, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Zhebin Chen
- Chengdu Institute of Computer Application, Chinese Academy of Sciences, Chengdu, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Man Wang
- Department of Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Liuji Sheng
- Department of Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Jinghong Liu
- Department of Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Qingwei Song
- Department of Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Feng Wang
- Department of Interventional Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Xiangbo An
- Department of Interventional Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
| | - Yan Guo
- Life Sciences, GE Healthcare, Shanghai, China
| | - Xin Li
- Global Research, GE Healthcare, Shanghai, China
| | - Tingfan Wu
- Clinical Education Team (CET), GE Healthcare, Shanghai, China
| | - Ai Lian Liu
- Department of Radiology, First Affiliated Hospital, Dalian Medical University, Dalian, China
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Does the change in volumetric functional MR metrics post-TACE predict histopathologic grading of hepatocellular carcinoma? Eur Radiol 2020; 30:6709-6720. [DOI: 10.1007/s00330-020-07052-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2020] [Revised: 04/19/2020] [Accepted: 06/30/2020] [Indexed: 12/14/2022]
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7
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Liu Z, Fan JM, He C, Li ZF, Xu YS, Li Z, Liu HF, Lei JQ. Utility of diffusion weighted imaging with the quantitative apparent diffusion coefficient in diagnosing residual or recurrent hepatocellular carcinoma after transarterial chemoembolization: a meta-analysis. Cancer Imaging 2020; 20:3. [PMID: 31907050 PMCID: PMC6945501 DOI: 10.1186/s40644-019-0282-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Accepted: 12/29/2019] [Indexed: 12/21/2022] Open
Abstract
Background Accurate and early diagnosis of residual tumors or intrahepatic recurrences after TACE is critically needed for determining the success of treatments and for guiding subsequent therapeutic planning. This meta-analysis was performed to assess the efficacy of diffusion weighted imaging (DWI) with the quantitative apparent diffusion coefficient (ADC) value in diagnosing residual or recurrent hepatocellular carcinoma after transarterial chemoembolization (TACE). Materials and methods A comprehensive literature search of PubMed, Embase, Web of Science, Scopus and the Cochrane Library database, from inception to July 2019, was conducted to select original studies on diagnosing residual or recurrent HCCs after TACE using DWI sequence with its ADC value. Two researchers independently chose study, extracted data, conducted meta-analysis, and evaluated methodological quality according to Quality Assessment of Diagnostic Accuracy Studies-2 (QUADAS-2) tool. Results Twelve studies comprising 624 patients and 712 tumors were finally included. The pooled sensitivity, specificity and AUC value of DWI in diagnosing residual or recurrent HCCs after TACE were 85% (95%CI: 74–92%), 83% (95%CI: 75–88%) and 0.90 (95%CI: 0.87–0.92), respectively. Residual or recurrent HCCs have significantly lower ADC value than necrotic tumors (MD = -0.48, 95%CI: − 0.69~ − 0.27, P < 0.01). Conclusion This study demonstrated that DWI performed better in diagnosing residual or recurrent HCCs after TACE, and ADC value may serve as alternatives for further evaluation of residual or recurrent leisions in HCC patients after TACE.
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Affiliation(s)
- Zhao Liu
- The first Clinical Medical College of Lanzhou University, Lanzhou, 730000, Gansu, China.,First Hospital of Lanzhou University, Lanzhou, 730000, Gansu, China
| | - Jin-Ming Fan
- The first Clinical Medical College of Lanzhou University, Lanzhou, 730000, Gansu, China.,First Hospital of Lanzhou University, Lanzhou, 730000, Gansu, China
| | - Chen He
- The first Clinical Medical College of Lanzhou University, Lanzhou, 730000, Gansu, China.,First Hospital of Lanzhou University, Lanzhou, 730000, Gansu, China
| | - Zhi-Fan Li
- The first Clinical Medical College of Lanzhou University, Lanzhou, 730000, Gansu, China.,First Hospital of Lanzhou University, Lanzhou, 730000, Gansu, China
| | - Yong-Sheng Xu
- First Hospital of Lanzhou University, Lanzhou, 730000, Gansu, China
| | - Zhao Li
- The first Clinical Medical College of Lanzhou University, Lanzhou, 730000, Gansu, China.,First Hospital of Lanzhou University, Lanzhou, 730000, Gansu, China
| | - Hai-Feng Liu
- Department of Radiology, Third Affiliated Hospital of Soochow University & Changzhou First People's Hospital, No.185, Juqian Street, Tianning District, Changzhou, 213003, Jiangsu, China.
| | - Jun-Qiang Lei
- First Hospital of Lanzhou University, Lanzhou, 730000, Gansu, China
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Liu H, Zou L, Lu X, Sheng Y, Wang Q, Ding J, Shi L, Liu S, Xing W. Diagnostic Efficacy of Contrast‐Enhanced MRI in Detecting Residual or Recurrent Hepatocellular Carcinoma After Transarterial Chemoembolization: A Systematic Review and Meta‐analysis. J Magn Reson Imaging 2019; 52:1019-1028. [PMID: 31675170 DOI: 10.1002/jmri.26970] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2019] [Revised: 09/26/2019] [Accepted: 09/26/2019] [Indexed: 01/07/2023] Open
Affiliation(s)
- Hai‐Feng Liu
- Department of Radiology Third Affiliated Hospital of Soochow University & Changzhou First People's Hospital Changzhou Jiangsu China
| | - Li‐Qiu Zou
- Department of Radiology Sixth Affiliated Hospital of Shenzhen University Shenzhen Guangdong China
| | - Xing‐Ru Lu
- Department of Radiology First Hospital of Lanzhou University Lanzhou Gansu China
| | - Ye Sheng
- Department of Interventional Radiology Third Affiliated Hospital of Soochow University & Changzhou First People's Hospital Changzhou Jiangsu China
| | - Qing Wang
- Department of Radiology Third Affiliated Hospital of Soochow University & Changzhou First People's Hospital Changzhou Jiangsu China
| | - Jiu‐Le Ding
- Department of Radiology Third Affiliated Hospital of Soochow University & Changzhou First People's Hospital Changzhou Jiangsu China
| | - Li Shi
- Department of Radiology Third Affiliated Hospital of Soochow University & Changzhou First People's Hospital Changzhou Jiangsu China
| | - Shui‐Qing Liu
- Department of Ultrasound Third Affiliated Hospital of Soochow University & Changzhou First People's Hospital Changzhou Jiangsu China
| | - Wei Xing
- Department of Radiology Third Affiliated Hospital of Soochow University & Changzhou First People's Hospital Changzhou Jiangsu China
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Xie H, Tian S, Cui L, Yan J, Bai Y, Li X, Wang M, Zhang F, Duan F. Adjuvant trans-arterial chemoembolization after hepatectomy significantly improves the prognosis of low-risk patients with R0-stage hepatocellular carcinoma. Cancer Manag Res 2019; 11:4065-4073. [PMID: 31118814 PMCID: PMC6504701 DOI: 10.2147/cmar.s195485] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Accepted: 03/05/2019] [Indexed: 12/24/2022] Open
Abstract
Background: Transcatheter arterial chemoembolization (TACE) is one of the local therapies most commonly used to treat intermediate-stage or advanced-stage hepatocellular carcinoma (HCC). However, the clinical benefits of PA-TACE (postoperative adjuvant TACE) for improving prognosis (progress-free survival [PFS] or overall survival [OS]) of low-risk HCC patients with R0-stage HCC after hepatectomy were not very clear. Methods: From January 2005 to December 2012, 180 patients who underwent hepatectomy for HCC treatment were enrolled in this study, and the follow-up of these patients was ended in December 2017. Among these patients, 102 patients were performed PA-TACE 1 month later after R0 hepatectomy and 78 patients without adjuvant TACE after R0 hepatectomy. Survival analysis was calculated using the Kaplan–Meier statistical method. Differences between survival curves of different groups were tested using the univariate log-rank test. Multivariate Cox model was used to search for independent prognostic factors for progression or death and to acquire the adjusted HR. Results: PA-TACE significantly improved the survival of HCC patients received surgical resection. The PFS (progress-free survival) of PA-TACE group (median PFS 52.0 months; 95% CI: 14.0–90.0) was significantly longer than the control group (median PFS 11.1 months; 95% CI: [7.9–14.3]; log-rank P<0.001); and the OS (in PA-TACE group (median OS 90.7 months; 95% CI: 84.4–97.0 months) was also much longer than that of control group (median OS 54.4 months; 95% CI: 38.2–70.6 months; log-rank p<0.001). Moreover, the benefits of PA-TACE are greater for low-risk patients than high-risk patients. Conclusion: In patients with HCC, PA-TACE can significantly prolong progression-free survival and long-term OS. For low-risk patients, the benefits might be greater.
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Affiliation(s)
- Hui Xie
- Department of Interventional Therapy, The Fifth Medical Center of PLA General Hospital, Beijing, 100039, People's Republic of China
| | - Shengtao Tian
- Department of Interventional Therapy, The Fifth Medical Center of PLA General Hospital, Beijing, 100039, People's Republic of China
| | - Li Cui
- Department of Interventional Radiology, The First Medical Center of PLA General Hospital, Beijing, 100853, People's Republic of China
| | - Jieyu Yan
- Department of Interventional Radiology, The First Medical Center of PLA General Hospital, Beijing, 100853, People's Republic of China
| | - Yanhua Bai
- Department of Interventional Radiology, The First Medical Center of PLA General Hospital, Beijing, 100853, People's Republic of China
| | - Xiaohui Li
- Department of Interventional Radiology, The First Medical Center of PLA General Hospital, Beijing, 100853, People's Republic of China
| | - Maoqiang Wang
- Department of Interventional Radiology, The First Medical Center of PLA General Hospital, Beijing, 100853, People's Republic of China
| | - Fangfang Zhang
- Department of Outpatient, The Fifth Medical Center of PLA General Hospital, Beijing, 100039, People's Republic of China
| | - Feng Duan
- Department of Interventional Radiology, The First Medical Center of PLA General Hospital, Beijing, 100853, People's Republic of China
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10
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Ma X, Ouyang H, Wang S, Wang M, Zhou C, Zhao X. Histogram analysis of apparent diffusion coefficient predicts response to radiofrequency ablation in hepatocellular carcinoma. Chin J Cancer Res 2019; 31:366-374. [PMID: 31156307 PMCID: PMC6513745 DOI: 10.21147/j.issn.1000-9604.2019.02.11] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Objective The aim of this study was to predict tumor progression in patients with hepatocellular carcinoma (HCC) treated with radiofrequency ablation (RFA) using histogram analysis of apparent diffusion coefficients (ADC). Methods Breath-hold diffusion weighted imaging (DWI) was performed in 64 patients (33 progressive and 31 stable) with biopsy-proven HCC prior to RFA. All patients had pre-treatment magnetic resonance imaging (MRI) and follow-up computed tomography (CT) or MRI. The ADC values (ADC10, ADC30, ADCmedian and ADCmax) were obtained from the histogram’s 10th, 30th, 50th and 100th percentiles. The ratios of ADC10, ADC30, ADCmedian and ADCmax to the mean non-lesion area-ADC (RADC10, RADC30, RADCmedian, and RADCmax) were calculated. The two patient groups were compared. Key predictive factors for survival were determined using the univariate and multivariate analysis of the Cox model. The Kaplan-Meier survival analysis was performed, and pairs of survival curves based on the key factors were compared using the log-rank test.
Results The ADC30, ADCmedian, ADCmax, RADC30, RADCmedian, and RADCmax were significantly larger in the progressive group than in the stable group (P<0.05). The median progression-free survival (PFS) was 22.9 months for all patients. The mean PFS for the stable and progressive groups were 47.7±1.3 and 9.8±1.3 months, respectively. Univariate analysis indicated that RADC10, RADC30, and RADCmedian were significantly correlated with the PFS [hazard ratio (HR)=31.02, 43.84, and 44.29, respectively, P<0.05 for all]. Multivariate analysis showed that RADCmedian was the only independent predictor of tumor progression (P=0.04). And the cutoff value of RADCmedian was 0.71.
Conclusions Pre-RFA ADC histogram analysis might serve as a useful biomarker for predicting tumor progression and survival in patients with HCC treated with RFA.
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Affiliation(s)
- Xiaohong Ma
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing 100021, China
| | - Han Ouyang
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing 100021, China
| | - Shuang Wang
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing 100021, China
| | - Meng Wang
- Department of Epidemiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing 100021, China
| | - Chunwu Zhou
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing 100021, China
| | - Xinming Zhao
- Department of Diagnostic Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences, Peking Union Medical College, Beijing 100021, China
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11
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Wang Q, Xiao A, Liu Y, Zou Q, Zhou Q, Wang H, Yang X, Zheng C, Yang Y, Zhu Y. One-step preparation of nano-in-micro poly(vinyl alcohol) embolic microspheres and used for dual-modal T 1/T 2-weighted magnetic resonance imaging. NANOMEDICINE-NANOTECHNOLOGY BIOLOGY AND MEDICINE 2018; 14:2551-2561. [PMID: 30153472 DOI: 10.1016/j.nano.2018.08.003] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2017] [Revised: 08/03/2018] [Accepted: 08/08/2018] [Indexed: 12/17/2022]
Abstract
It is crucial to develop dual or multi-modal self-imaging embolic microspheres to evaluate the effects of transcatheter arterial embolization therapy of tumor. However, the preparation of such hybrid microspheres always involved in multiple steps or complicated conditions. Here, poly(vinyl alcohol) (PVA) hybrid microspheres with dual-modal T1/T2-weighted magnetic resonance imaging (MRI) have been prepared based on microfluidic technique in one step. Gd2O3 and Fe3O4 nanoparticles with a size of ~5 nm act as T1- and T2-weighted MRI contrast agents, respectively, which are simultaneously in-situ synthesized in the PVA matrix via the reaction of metal ions and alkali with PVA chains as a soft template. Meanwhile, these metallic-oxide nanoparticles act as cross-linker to gelatinize the PVA droplets to obtain nano-in-micro PVA microspheres in one step. This procedure is simple, economic and feasible. The obtained nano-in-micro PVA microspheres show good magnetothermal effect, enhanced T1- and T2-weighted MRI and embolization effect.
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Affiliation(s)
- Qin Wang
- Hubei Key Laboratory of Bioinorganic Chemistry & Materia Medica, School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology, Wuhan, China
| | - Ai Xiao
- Hubei Key Laboratory of Bioinorganic Chemistry & Materia Medica, School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology, Wuhan, China
| | - Yiming Liu
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Qian Zou
- Hubei Key Laboratory of Bioinorganic Chemistry & Materia Medica, School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology, Wuhan, China
| | - Qing Zhou
- National Engineering Research Center for Nanomedicine, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China
| | - Hong Wang
- Hubei Key Laboratory of Bioinorganic Chemistry & Materia Medica, School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology, Wuhan, China
| | - Xiangliang Yang
- National Engineering Research Center for Nanomedicine, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China
| | - Chuansheng Zheng
- Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Yajiang Yang
- Hubei Key Laboratory of Bioinorganic Chemistry & Materia Medica, School of Chemistry and Chemical Engineering, Huazhong University of Science and Technology, Wuhan, China.
| | - Yanhong Zhu
- National Engineering Research Center for Nanomedicine, College of Life Science and Technology, Huazhong University of Science and Technology, Wuhan, China.
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