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Köry J, Narain V, Stolz BJ, Kaeppler J, Markelc B, Muschel RJ, Maini PK, Pitt-Francis JM, Byrne HM. Enhanced perfusion following exposure to radiotherapy: A theoretical investigation. PLoS Comput Biol 2024; 20:e1011252. [PMID: 38363799 PMCID: PMC10903964 DOI: 10.1371/journal.pcbi.1011252] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Revised: 02/29/2024] [Accepted: 01/23/2024] [Indexed: 02/18/2024] Open
Abstract
Tumour angiogenesis leads to the formation of blood vessels that are structurally and spatially heterogeneous. Poor blood perfusion, in conjunction with increased hypoxia and oxygen heterogeneity, impairs a tumour's response to radiotherapy. The optimal strategy for enhancing tumour perfusion remains unclear, preventing its regular deployment in combination therapies. In this work, we first identify vascular architectural features that correlate with enhanced perfusion following radiotherapy, using in vivo imaging data from vascular tumours. Then, we present a novel computational model to determine the relationship between these architectural features and blood perfusion in silico. If perfusion is defined to be the proportion of vessels that support blood flow, we find that vascular networks with small mean diameters and large numbers of angiogenic sprouts show the largest increases in perfusion post-irradiation for both biological and synthetic tumours. We also identify cases where perfusion increases due to the pruning of hypoperfused vessels, rather than blood being rerouted. These results indicate the importance of considering network composition when determining the optimal irradiation strategy. In the future, we aim to use our findings to identify tumours that are good candidates for perfusion enhancement and to improve the efficacy of combination therapies.
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Affiliation(s)
- Jakub Köry
- School of Mathematics and Statistics, University of Glasgow, Glasgow, United Kingdom
- Mathematical Institute, University of Oxford, Oxford, United Kingdom
| | - Vedang Narain
- Mathematical Institute, University of Oxford, Oxford, United Kingdom
| | - Bernadette J. Stolz
- Mathematical Institute, University of Oxford, Oxford, United Kingdom
- Laboratory for Topology and Neuroscience, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland
| | - Jakob Kaeppler
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of Oncology, University of Oxford, Oxford, United Kingdom
| | - Bostjan Markelc
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of Oncology, University of Oxford, Oxford, United Kingdom
- Department of Experimental Oncology, Institute of Oncology Ljubljana, Ljubljana, Slovenia
| | - Ruth J. Muschel
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of Oncology, University of Oxford, Oxford, United Kingdom
| | - Philip K. Maini
- Mathematical Institute, University of Oxford, Oxford, United Kingdom
| | - Joe M. Pitt-Francis
- Department of Computer Science, University of Oxford, Oxford, United Kingdom
| | - Helen M. Byrne
- Mathematical Institute, University of Oxford, Oxford, United Kingdom
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2
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Kaeppler JR, Chen J, Buono M, Vermeer J, Kannan P, Cheng W, Voukantsis D, Thompson JM, Hill MA, Allen D, Gomes A, Kersemans V, Kinchesh P, Smart S, Buffa F, Nerlov C, Muschel RJ, Markelc B. Endothelial cell death after ionizing radiation does not impair vascular structure in mouse tumor models. EMBO Rep 2022; 23:e53221. [PMID: 35848459 PMCID: PMC9442312 DOI: 10.15252/embr.202153221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Revised: 05/15/2022] [Accepted: 06/27/2022] [Indexed: 12/24/2022] Open
Abstract
The effect of radiation therapy on tumor vasculature has long been a subject of debate. Increased oxygenation and perfusion have been documented during radiation therapy. Conversely, apoptosis of endothelial cells in irradiated tumors has been proposed as a major contributor to tumor control. To examine these contradictions, we use multiphoton microscopy in two murine tumor models: MC38, a highly vascularized, and B16F10, a moderately vascularized model, grown in transgenic mice with tdTomato-labeled endothelium before and after a single (15 Gy) or fractionated (5 × 3 Gy) dose of radiation. Unexpectedly, even these high doses lead to little structural change of the perfused vasculature. Conversely, non-perfused vessels and blind ends are substantially impaired after radiation accompanied by apoptosis and reduced proliferation of their endothelium. RNAseq analysis of tumor endothelial cells confirms the modification of gene expression in apoptotic and cell cycle regulation pathways after irradiation. Therefore, we conclude that apoptosis of tumor endothelial cells after radiation does not impair vascular structure.
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Affiliation(s)
- Jakob R Kaeppler
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Jianzhou Chen
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Mario Buono
- MRC Molecular Hematology Unit, MRC Weatherall Institute of Molecular Medicine, John Radcliffe HospitalUniversity of OxfordOxfordUK
| | - Jenny Vermeer
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Pavitra Kannan
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Wei‐Chen Cheng
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Dimitrios Voukantsis
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - James M Thompson
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Mark A Hill
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Danny Allen
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Ana Gomes
- In Vivo ImagingThe Francis Crick InstituteLondonUK
| | - Veerle Kersemans
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Paul Kinchesh
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Sean Smart
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Francesca Buffa
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Claus Nerlov
- MRC Molecular Hematology Unit, MRC Weatherall Institute of Molecular Medicine, John Radcliffe HospitalUniversity of OxfordOxfordUK
| | - Ruth J Muschel
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
| | - Bostjan Markelc
- Cancer Research UK and MRC Oxford Institute for Radiation Oncology, Department of OncologyUniversity of OxfordOxfordUK
- Present address:
Department of Experimental OncologyInstitute of Oncology LjubljanaLjubljanaSlovenia
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Dong Rui T, Dong Y, Song Qing L, Tong R, Wang Fei F, Yu T, Luo Y. Volume computed tomography perfusion as a predictive marker for treatment response to concurrent chemoradiotherapy in cervical cancer: a prospective study. Acta Radiol 2021; 62:281-288. [PMID: 32551871 DOI: 10.1177/0284185120919261] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Computed tomography perfusion (CTP) can provide information on blood perfusion as a reliable marker of tumor response to therapy. PURPOSE To assess the role of volume CTP (vCTP) parameters in predicting treatment response to concurrent chemoradiotherapy (CCRT) for cervical cancer. MATERIAL AND METHODS Thirty-three patients with cervical cancer underwent vCTP. Three CTP parameters of cervical cancer-including arterial flow (AF), blood volume (BV), and permeability surface (PS)-were measured in two different ways: the region of interest incorporating the "local hot" with the highest enhancement and "cold spot" with the lowest enhancement; and "whole-tumor" measurements. The patients were divided into non-residual and residual tumor groups according to the short-term response to treatment. The clinical and perfusion parameters were compared between the two groups. RESULTS There was no significant difference in age, body mass index, FIGO stage, pathological grade, or pretreatment tumor size between the two groups (P > 0.05). The non-residual tumor group had higher pretreatment AF in high-perfusion and low-perfusion subregions than the residual tumor group (P <0.05), but the AF in whole-tumor regions was not different between the two groups (P > 0.05). There were no differences in BV and PS between the two groups (P > 0.05). The diagnostic potency of AF in the low-perfusion subregion was higher than that in the high-perfusion subregion. CONCLUSION vCTP parameters are valuable for the prediction of short-term effects. The AF in the low-perfusion subregion was a more effective index for predicting treatment response to CCRT of cervical cancer.
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Affiliation(s)
- Tong Dong Rui
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital & Institute, Shenyang, Liaoning, PR China
| | - Yue Dong
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital & Institute, Shenyang, Liaoning, PR China
| | - Ling Song Qing
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital & Institute, Shenyang, Liaoning, PR China
| | - Rui Tong
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital & Institute, Shenyang, Liaoning, PR China
| | - Fei Wang Fei
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital & Institute, Shenyang, Liaoning, PR China
| | - Tao Yu
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital & Institute, Shenyang, Liaoning, PR China
| | - YaHong Luo
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital & Institute, Shenyang, Liaoning, PR China
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Yue D, Tong DR, Fei Fei W, Miao ZX, Ting PH, Tao Y, Ya Hong L. Imaging Features of the Whole Uterus Volume CT Perfusion and Influence Factors of Blood Supply: A Primary Study in Patients with Cervical Squamous Carcinoma. Acad Radiol 2019; 26:e216-e223. [PMID: 30201435 DOI: 10.1016/j.acra.2018.07.015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2018] [Revised: 07/30/2018] [Accepted: 07/30/2018] [Indexed: 11/28/2022]
Abstract
RATIONALE AND OBJECTIVES To explore the imaging features of whole uterus volume CT perfusion (vCTP) and the influence factors of blood supply in cervical squamous carcinoma (CSC). MATERIALS AND METHODS vCTP was performed on a 640-slice computed tomography system in 43 patients with CSC diagnosed by biopsy, and 24 cases of them underwent magnetic resonance imaging. The size of the tumor was measured on vCTP and magnetic resonance (MR) images. Perfusion parameters, including arterial blood flow (AF), blood volume, and permeability surface (PS), were measured by two radiologists, using interclass correlation coefficient to evaluate the interobserver reliability. The difference of tumor size and perfusion data was analyzed by paired t test and rank sum test. The correlation of perfusion parameters with some factors was analyzed by Pearson or Spearman correlation analysis. RESULTS Tumor sizes were not significantly different between vCTP and MR images. The interclass correlation coefficient of each parameter was 0.818-0.945. The AF value of CSC was significantly higher than normal uterine body, and the blood volume and PS values of CSC were not statistically different compared with those of normal uterine body. There was no significant difference in AF value of CSC among different FIGO stages and pathological grades. The AF and PS values of CSC were negatively correlated with the age of the patients. CONCLUSION The vCTP could accurately shows the size of the CSC with use of MR as the reference standard, and its perfusion parameters have good measurement stability; the CSC was hypervascular, but this trend was less pronounced in older women.
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Affiliation(s)
- Dong Yue
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital &Institute, 44# Xiao He Yan Road, Shenyang, Liaoning 110042, China
| | - Dong Rui Tong
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital &Institute, 44# Xiao He Yan Road, Shenyang, Liaoning 110042, China
| | - Wang Fei Fei
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital &Institute, 44# Xiao He Yan Road, Shenyang, Liaoning 110042, China
| | - Zhang Xiao Miao
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital &Institute, 44# Xiao He Yan Road, Shenyang, Liaoning 110042, China
| | - Pang Hui Ting
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital &Institute, 44# Xiao He Yan Road, Shenyang, Liaoning 110042, China
| | - Yu Tao
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital &Institute, 44# Xiao He Yan Road, Shenyang, Liaoning 110042, China
| | - Luo Ya Hong
- Department of Radiology, Cancer Hospital of China Medical University, LiaoNing Cancer Hospital &Institute, 44# Xiao He Yan Road, Shenyang, Liaoning 110042, China.
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5
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Goedegebuure RSA, de Klerk LK, Bass AJ, Derks S, Thijssen VLJL. Combining Radiotherapy With Anti-angiogenic Therapy and Immunotherapy; A Therapeutic Triad for Cancer? Front Immunol 2019; 9:3107. [PMID: 30692993 PMCID: PMC6339950 DOI: 10.3389/fimmu.2018.03107] [Citation(s) in RCA: 66] [Impact Index Per Article: 13.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2018] [Accepted: 12/17/2018] [Indexed: 12/19/2022] Open
Abstract
Radiotherapy has been used for the treatment of cancer for over a century. Throughout this period, the therapeutic benefit of radiotherapy has continuously progressed due to technical developments and increased insight in the biological mechanisms underlying the cellular responses to irradiation. In order to further improve radiotherapy efficacy, there is a mounting interest in combining radiotherapy with other forms of therapy such as anti-angiogenic therapy or immunotherapy. These strategies provide different opportunities and challenges, especially with regard to dose scheduling and timing. Addressing these issues requires insight in the interaction between the different treatment modalities. In the current review, we describe the basic principles of the effects of radiotherapy on tumor vascularization and tumor immunity and vice versa. We discuss the main strategies to combine these treatment modalities and the hurdles that have to be overcome in order to maximize therapeutic effectivity. Finally, we evaluate the outstanding questions and present future prospects of a therapeutic triad for cancer.
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Affiliation(s)
- Ruben S A Goedegebuure
- Amsterdam UMC, Location VUmc, Medical Oncology, Cancer Center Amsterdam, Amsterdam, Netherlands
| | - Leonie K de Klerk
- Amsterdam UMC, Location VUmc, Medical Oncology, Cancer Center Amsterdam, Amsterdam, Netherlands.,Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, United States
| | - Adam J Bass
- Department of Medical Oncology, Dana-Farber Cancer Institute, Boston, MA, United States.,Cancer Program, The Broad Institute of MIT and Harvard, Cambridge, MA, United States
| | - Sarah Derks
- Amsterdam UMC, Location VUmc, Medical Oncology, Cancer Center Amsterdam, Amsterdam, Netherlands
| | - Victor L J L Thijssen
- Amsterdam UMC, Location VUmc, Medical Oncology, Cancer Center Amsterdam, Amsterdam, Netherlands.,Amsterdam UMC, Location VUmc, Radiation Oncology, Cancer Center Amsterdam, Amsterdam, Netherlands
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6
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Singla V, Prabhakar N, Khandelwal N, Sharma G, Singh T, Aggarwal N, Radhika S. Role of perfusion CT in the evaluation of adnexal masses. J OBSTET GYNAECOL 2018; 39:218-223. [PMID: 30257605 DOI: 10.1080/01443615.2018.1479382] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Abstract
The objective of this study was to evaluate the role of perfusion computed tomography (PCT) in differentiating benign from malignant adnexal masses. Twenty patients, each of pathologically proven malignant and benign adnexal masses who had undergone PCT on 64-slice CT scanner, were included in the study. The PCT parameters, viz. blood volume (BV), blood flow (BF), permeability surface index area (PS) and time to maximum of the tissue residue function (Tmax) of the adnexal masses were calculated. Statistical analysis to study the association between PCT parameters and histopathological diagnosis was done. In the malignant group, the mean PS, BV and BF values were elevated. The mean Tmax of the benign lesions was higher compared to that of the malignant lesions. There was a significant statistical difference in the PCT parameters between the malignant and benign groups (p value = .001). PCT can be a useful tool for differentiating benign and malignant adnexal masses. Impact statement What is already known on this subject? It is not always possible to distinguish benign from malignant adnexal lesions despite the application of various imaging techniques. Perfusion CT (PCT) is an imaging technique with which we can obtain both the morphological and functional information of tumours. Perfusion-based imaging enables us to objectively evaluate the neovascularity in a lesion. This helps in differentiating the benign lesions from aggressive malignant lesions. What do the results of this study add? The PCT parameters, viz. blood volume (BV), blood flow (BF), permeability surface index area (PS) and time to maximum of the tissue residue function (Tmax) were calculated from adnexal masses on a 64-multi-slice CT scanner and correlated with their histopathological diagnoses. The values of the mean PS, BV and BF values were significantly higher in the malignant adnexal masses. The mean Tmax in the benign masses was more compared to that of the malignant lesions. Significant statistical difference was seen in PCT parameters between malignant and benign groups. What are the implications of these findings for clinical practice and/or further research? PCT can be a useful tool for differentiating benign from malignant adnexal masses. However, more collaborative research and robust validation are imperative to further evaluate this innovative evolving technique.
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Affiliation(s)
- Veenu Singla
- a Department of Radiodiagnosis , Post Graduate Institute of Medical Education and Research , Chandigarh , India
| | - Nidhi Prabhakar
- a Department of Radiodiagnosis , Post Graduate Institute of Medical Education and Research , Chandigarh , India
| | - Niranjan Khandelwal
- a Department of Radiodiagnosis , Post Graduate Institute of Medical Education and Research , Chandigarh , India
| | - Gaurav Sharma
- a Department of Radiodiagnosis , Post Graduate Institute of Medical Education and Research , Chandigarh , India
| | - Tulika Singh
- a Department of Radiodiagnosis , Post Graduate Institute of Medical Education and Research , Chandigarh , India
| | - Neelam Aggarwal
- b Department of Obstetrics and Gynecology , Post Graduate Institute of Medical Education and Research , Chandigarh , India
| | - Srinivasan Radhika
- c Department of Cytology and Gynecological Pathology , Post Graduate Institute of Medical Education and Research , Chandigarh , India
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7
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Banks TI, von Eyben R, Hristov D, Kidd EA. Pilot study of combined FDG-PET and dynamic contrast-enhanced CT of locally advanced cervical carcinoma before and during concurrent chemoradiotherapy suggests association between changes in tumor blood volume and treatment response. Cancer Med 2018; 7:3642-3651. [PMID: 29963760 PMCID: PMC6089147 DOI: 10.1002/cam4.1632] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2018] [Revised: 05/30/2018] [Accepted: 06/01/2018] [Indexed: 12/26/2022] Open
Abstract
Modern PET/CT radiotherapy simulators offer FDG-PET and dynamic contrast-enhanced (DCE) CT imaging for combined volumetric assessment of tumor metabolism and perfusion. However, the clinical utility of such assessment has not been clearly defined. Thus, in a prospective longitudinal study of primary cervical tumors treated with concurrent chemoradiotherapy (CCRT) we evaluated: (1) whether PET and perfusion parameters correlate or provide complementary information; (2) what imaging changes occur during CCRT; and (3) whether any parameters are predictive of treatment response as assessed by PET/CT 3 months posttherapy. FDG-PET/CT and DCE-CT scans were performed on 21 patients prior to and during CCRT. Coregistered volumetric parametric maps of standardized uptake value (SUV) measures and perfusion parameters blood flow (BF), blood volume (BV), and permeability were generated. Summary statistics for these parameters and their changes were calculated within the metabolic tumor volume (MTV). Correlations between SUV and BF/BV/permeability on local and global bases were assessed with Pearson's coefficient r. MTV, maximum SUV, and mean SUV decreased significantly between the pre- and during-treatment time points, while mean BV and permeability increased significantly. Global correlations between mean BF/BV/permeability and mean SUV values (-.15 < r < .29) were at most moderate. An increase in mean tumor BV during treatment was significantly correlated with complete metabolic response on 3-month posttreatment PET/CT. Weak correlations of SUV and perfusion parameters suggest a complementary role of FDG-PET and DCE-CT for tumor characterization. The association between relative change in mean BV and outcome suggests a potential role for DCE-CT in early evaluation of cervical tumor response to chemoradiotherapy.
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Affiliation(s)
- Thomas I Banks
- Department of Radiation Oncology, School of Medicine, Stanford University, Stanford, CA, USA
| | - Rie von Eyben
- Department of Radiation Oncology, School of Medicine, Stanford University, Stanford, CA, USA
| | - Dimitre Hristov
- Department of Radiation Oncology, School of Medicine, Stanford University, Stanford, CA, USA
| | - Elizabeth A Kidd
- Department of Radiation Oncology, School of Medicine, Stanford University, Stanford, CA, USA
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8
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Mains JR, Donskov F, Pedersen EM, Madsen HHT, Thygesen J, Thorup K, Rasmussen F. Use of patient outcome endpoints to identify the best functional CT imaging parameters in metastatic renal cell carcinoma patients. Br J Radiol 2018; 91:20160795. [PMID: 29144161 DOI: 10.1259/bjr.20160795] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
OBJECTIVE To use the patient outcome endpoints overall survival and progression-free survival to evaluate functional parameters derived from dynamic contrast-enhanced CT. METHODS 69 patients with metastatic renal cell carcinoma had dynamic contrast-enhanced CT scans at baseline and after 5 and 10 weeks of treatment. Blood volume, blood flow and standardized perfusion values were calculated using deconvolution (BVdeconv, BFdeconv and SPVdeconv), blood flow and standardized perfusion values using maximum slope (BFmax and SPVmax) and blood volume and permeability surface area product using the Patlak model (BVpatlak and PS). Histogram data for each were extracted and associated to patient outcomes. Correlations and agreements were also assessed. RESULTS The strongest associations were observed between patient outcome and medians and modes for BVdeconv, BVpatlak and BFdeconv at baseline and during the early ontreatment period (p < 0.05 for all). For the relative changes in median and mode between baseline and weeks 5 and 10, PS seemed to have opposite associations dependent on treatment. Interobserver correlations were excellent (r ≥ 0.9, p < 0.001) with good agreement for BFdeconv, BFmax, SPVdeconv and SPVmax and moderate to good (0.5 < r < 0.7, p < 0.001) for BVdeconv and BVpatlak. Medians had a better reproducibility than modes. CONCLUSION Patient outcome was used to identify the best functional imaging parameters in patients with metastatic renal cell carcinoma. Taking patient outcome and reproducibility into account, BVdeconv, BVpatlak and BFdeconv provide the most clinically meaningful information, whereas PS seems to be treatment dependent. Standardization of acquisition protocols and post-processing software is necessary for future clinical utilization. Advances in knowledge: Taking patient outcome and reproducibility into account, BVdeconv, BVpatlak and BFdeconv provide the most clinically meaningful information. PS seems to be treatment dependent.
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Affiliation(s)
- Jill Rachel Mains
- 1 Department of Radiology, Aarhus University Hospital , Aarhus , Denmark
| | - Frede Donskov
- 2 Department of Oncology, Aarhus University Hospital , Aarhus , Denmark
| | | | | | - Jesper Thygesen
- 3 Department of Clinical Engineering, Aarhus University Hospital , Aarhus , Denmark
| | - Kennet Thorup
- 1 Department of Radiology, Aarhus University Hospital , Aarhus , Denmark
| | - Finn Rasmussen
- 1 Department of Radiology, Aarhus University Hospital , Aarhus , Denmark
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9
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Federau C. Intravoxel incoherent motion MRI as a means to measure in vivo perfusion: A review of the evidence. NMR IN BIOMEDICINE 2017; 30. [PMID: 28885745 DOI: 10.1002/nbm.3780] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/03/2017] [Revised: 06/19/2017] [Accepted: 07/07/2017] [Indexed: 05/07/2023]
Abstract
The idea that in vivo intravoxel incoherent motion magnetic resonance signal is influenced by blood motion in the microvasculature is exciting, because it suggests that local and quantitative perfusion information can be obtained in a simple and elegant way from a few diffusion-weighted images, without contrast injection. When the method was proposed in the late 1980s some doubts appeared as to its feasibility, and, probably because the signal to noise and image quality at the time was not sufficient, no obvious experimental evidence could be produced to alleviate them. Helped by the tremendous improvements seen in the last three decades in MR hardware, pulse design, and post-processing capabilities, an increasing number of encouraging reports on the value of intravoxel incoherent motion perfusion imaging have emerged. The aim of this article is to review the current published evidence on the feasibility of in vivo perfusion imaging with intravoxel incoherent motion MRI.
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Affiliation(s)
- Christian Federau
- Division of Diagnostic and Interventional Neuroradiology, Department of Radiology, University Hospital Basel, Petersgraben, Basle, Switzerland
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10
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Hamming LC, Slotman BJ, Verheul HMW, Thijssen VL. The clinical application of angiostatic therapy in combination with radiotherapy: past, present, future. Angiogenesis 2017; 20:217-232. [PMID: 28364160 PMCID: PMC5437175 DOI: 10.1007/s10456-017-9546-9] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2017] [Accepted: 03/14/2017] [Indexed: 12/14/2022]
Abstract
Although monotherapy with angiostatic drugs is still far from effective, there is abundant evidence that angiostatic therapy can improve the efficacy of conventional treatments like radiotherapy. This has instigated numerous efforts to optimize and clinically implement the combination of angiostatic drugs with radiation treatment. The results from past and present clinical trials that explored this combination therapy indeed show encouraging results. However, current findings also show that the combination has variable efficacy and is associated with increased toxicity. This indicates that combining radiotherapy with angiostatic drugs not only holds opportunities but also provides several challenges. In the current review, we provide an update of the most recent insights from clinical trials that evaluated the combination of angiostatic drugs with radiation treatment. In addition, we discuss the outstanding questions for future studies in order to improve the clinical benefit of combining angiostatic therapy with radiation therapy.
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Affiliation(s)
- Lisanne C Hamming
- Department of Medical Oncology, VU University Medical Centre, De Boelelaan 1118, 1081 HV, Amsterdam, The Netherlands
| | - Ben J Slotman
- Department of Radiation Oncology, VU University Medical Centre, De Boelelaan 1118, 1081 HV, Amsterdam, The Netherlands
| | - Henk M W Verheul
- Department of Medical Oncology, VU University Medical Centre, De Boelelaan 1118, 1081 HV, Amsterdam, The Netherlands
| | - Victor L Thijssen
- Department of Radiation Oncology, VU University Medical Centre, De Boelelaan 1118, 1081 HV, Amsterdam, The Netherlands.
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11
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Predicting and Early Monitoring Treatment Efficiency of Cervical Cancer Under Concurrent Chemoradiotherapy by Intravoxel Incoherent Motion Magnetic Resonance Imaging. J Comput Assist Tomogr 2017; 41:422-429. [DOI: 10.1097/rct.0000000000000550] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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12
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Kleibeuker EA, Fokas E, Allen PD, Kersemans V, Griffioen AW, Beech J, Im JH, Smart SC, Castricum KC, van den Berg J, Schulkens IA, Hill SA, Harris AL, Slotman BJ, Verheul HM, Muschel RJ, Thijssen VL. Low dose angiostatic treatment counteracts radiotherapy-induced tumor perfusion and enhances the anti-tumor effect. Oncotarget 2016; 7:76613-76627. [PMID: 27780936 PMCID: PMC5363534 DOI: 10.18632/oncotarget.12814] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2016] [Accepted: 10/13/2016] [Indexed: 12/15/2022] Open
Abstract
The extent of tumor oxygenation is an important factor contributing to the efficacy of radiation therapy (RTx). Interestingly, several preclinical studies have shown benefit of combining RTx with drugs that inhibit tumor blood vessel growth, i.e. angiostatic therapy. Recent findings show that proper scheduling of both treatment modalities allows dose reduction of angiostatic drugs without affecting therapeutic efficacy. We found that whilst low dose sunitinib (20 mg/kg/day) did not affect the growth of xenograft HT29 colon carcinoma tumors in nude mice, the combination with either single dose RTx (1x 5Gy) or fractionated RTx (5x 2Gy/week, up to 3 weeks) substantially hampered tumor growth compared to either RTx treatment alone. To better understand the interaction between RTx and low dose angiostatic therapy, we explored the effects of RTx on tumor angiogenesis and tissue perfusion. DCE-MRI analyses revealed that fractionated RTx resulted in enhanced perfusion after two weeks of treatment. This mainly occurred in the center of the tumor and was accompanied by increased tissue viability and decreased hypoxia. These effects were accompanied by increased expression of the pro-angiogenic growth factors VEGF and PlGF. DCE-MRI and contrast enhanced ultrasonography showed that the increase in perfusion and tissue viability was counteracted by low-dose sunitinib. Overall, these data give insight in the dynamics of tumor perfusion during conventional 2 Gy fractionated RTx and provide a rationale to combine low dose angiostatic drugs with RTx both in the palliative as well as in the curative setting.
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Affiliation(s)
- Esther A. Kleibeuker
- Department of Radiation Oncology, VU University Medical Centre, De Boelelaan, HV Amsterdam, The Netherlands
- Department of Medical Oncology, VU University Medical Centre, De Boelelaan, HV Amsterdam, The Netherlands
| | - Emmanouil Fokas
- Oxford Institute for Radiation Oncology and Biology, University of Oxford, Oxford, UK
| | - Philip D. Allen
- Oxford Institute for Radiation Oncology and Biology, University of Oxford, Oxford, UK
| | - Veerle Kersemans
- Oxford Institute for Radiation Oncology and Biology, University of Oxford, Oxford, UK
| | - Arjan W. Griffioen
- Department of Medical Oncology, VU University Medical Centre, De Boelelaan, HV Amsterdam, The Netherlands
| | - John Beech
- Oxford Institute for Radiation Oncology and Biology, University of Oxford, Oxford, UK
| | - Jaehong H. Im
- Oxford Institute for Radiation Oncology and Biology, University of Oxford, Oxford, UK
| | - Sean C. Smart
- Oxford Institute for Radiation Oncology and Biology, University of Oxford, Oxford, UK
| | - Kitty C. Castricum
- Department of Radiation Oncology, VU University Medical Centre, De Boelelaan, HV Amsterdam, The Netherlands
| | - Jaap van den Berg
- Department of Radiation Oncology, VU University Medical Centre, De Boelelaan, HV Amsterdam, The Netherlands
| | - Iris A. Schulkens
- Department of Radiation Oncology, VU University Medical Centre, De Boelelaan, HV Amsterdam, The Netherlands
| | - Sally A. Hill
- Oxford Institute for Radiation Oncology and Biology, University of Oxford, Oxford, UK
| | - Adrian L. Harris
- Department of Molecular Oncology, University of Oxford, Oxford, UK
| | - Ben J. Slotman
- Department of Radiation Oncology, VU University Medical Centre, De Boelelaan, HV Amsterdam, The Netherlands
| | - Henk M. Verheul
- Department of Medical Oncology, VU University Medical Centre, De Boelelaan, HV Amsterdam, The Netherlands
| | - Ruth J. Muschel
- Oxford Institute for Radiation Oncology and Biology, University of Oxford, Oxford, UK
| | - Victor L. Thijssen
- Department of Radiation Oncology, VU University Medical Centre, De Boelelaan, HV Amsterdam, The Netherlands
- Department of Medical Oncology, VU University Medical Centre, De Boelelaan, HV Amsterdam, The Netherlands
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13
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Zhu L, Zhu L, Shi H, Wang H, Yan J, Liu B, Chen W, He J, Zhou Z, Yang X, Liu T. Evaluating early response of cervical cancer under concurrent chemo-radiotherapy by intravoxel incoherent motion MR imaging. BMC Cancer 2016; 16:79. [PMID: 26860361 PMCID: PMC4748551 DOI: 10.1186/s12885-016-2116-5] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2015] [Accepted: 02/03/2016] [Indexed: 01/21/2023] Open
Abstract
BACKGROUND Intravoxel incoherent motion (IVIM) MR imaging has been applied in researches of various diseases, however its potential in cervical cancer patients has not been fully explored. The purpose of this study was to investigate the feasibility of IVIM MR imaging to monitor early treatment response in patients receiving concurrent chemo-radiotherapy (CCRT) for advanced cervical cancers. METHODS Twenty-one patients receiving CCRT for advanced cervical cancer were prospectively enrolled. MR examinations including IVIM imaging (with 14 b values, 0 ~ 1000 s/mm(2)) were performed at 4 time points: 1-week prior to, 2-week and 4-week during, as well as immediately post CCRT (within 1 week). The apparent diffusion coefficient (ADC) maps were derived from the mono-exponential model, while the diffusion coefficient (D), perfusion fraction (f) and pseudo-diffusion coefficient (D*) maps were calculated from the bi-exponential model. Dynamic changes of ADC, D, f and D* in cervical cancers were investigated as early surrogate markers for treatment response. RESULTS ADC and D values increased throughout the CCRT course. Both f and D* increased in the first 2 to 3 weeks of CCRT and started to decrease around 4 weeks of CCRT. Significant increase of f value was observed from prior to CCRT (f 1 = 0.12 ± 0.52) to two-week during CCRT (f2 = 0.20 ± 0.90, p = 0.002). CONCLUSIONS IVIM MR imaging has the potential in monitoring early tumor response induced by CCRT in patients with cervical cancers.
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Affiliation(s)
- Li Zhu
- Department of Radiology, Nanjing Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School, Nanjing, 210008, China.
| | - Lijing Zhu
- The Comprehensive Cancer Centre of Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School, Nanjing, 210008, China.
| | - Hua Shi
- Department of Radiology, Nanjing Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School, Nanjing, 210008, China.
| | - Huanhuan Wang
- Department of Radiology, Nanjing Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School, Nanjing, 210008, China.
| | - Jing Yan
- The Comprehensive Cancer Centre of Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School, Nanjing, 210008, China.
| | - Baorui Liu
- The Comprehensive Cancer Centre of Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School, Nanjing, 210008, China.
| | | | - Jian He
- Department of Radiology, Nanjing Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School, Nanjing, 210008, China.
| | - Zhengyang Zhou
- Department of Radiology, Nanjing Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School, Nanjing, 210008, China.
| | - Xiaofeng Yang
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA, 30322, USA.
| | - Tian Liu
- Department of Radiation Oncology and Winship Cancer Institute, Emory University, Atlanta, GA, 30322, USA.
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14
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Brix G, Lechel U, Nekolla E, Griebel J, Becker C. Radiation protection issues in dynamic contrast-enhanced (perfusion) computed tomography. Eur J Radiol 2014; 84:2347-58. [PMID: 25480677 DOI: 10.1016/j.ejrad.2014.11.011] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2014] [Accepted: 11/11/2014] [Indexed: 11/25/2022]
Abstract
Dynamic contrast-enhanced (DCE) CT studies are increasingly used in both medical care and clinical trials to improve diagnosis and therapy management of the most common life-threatening diseases: stroke, coronary artery disease and cancer. It is thus the aim of this review to briefly summarize the current knowledge on deterministic and stochastic radiation effects relevant for patient protection, to present the essential concepts for determining radiation doses and risks associated with DCE-CT studies as well as representative results, and to discuss relevant aspects to be considered in the process of justification and optimization of these studies. For three default DCE-CT protocols implemented at a latest-generation CT system for cerebral, myocardial and cancer perfusion imaging, absorbed doses were measured by thermoluminescent dosimeters at an anthropomorphic body phantom and compared with thresholds for harmful (deterministic) tissue reactions. To characterize stochastic radiation risks of patients from these studies, life-time attributable cancer risks (LAR) were estimated using sex-, age-, and organ-specific risk models based on the hypothesis of a linear non-threshold dose-response relationship. For the brain, heart and pelvic cancer studies considered, local absorbed doses in the imaging field were about 100-190 mGy (total CTDI(vol), 200 mGy), 15-30 mGy (16 mGy) and 80-270 mGy (140 mGy), respectively. According to a recent publication of the International Commission on Radiological Protection (ICRP Publication 118, 2012), harmful tissue reactions of the cerebro- and cardiovascular systems as well as of the lenses of the eye become increasingly important at radiation doses of more than 0.5 Gy. The LARs estimated for the investigated cerebral and myocardial DCE-CT scenarios are less than 0.07% for males and 0.1% for females at an age of exposure of 40 years. For the considered tumor location and protocol, the corresponding LARs are more than 6 times as high. Stochastic radiation risks decrease substantially with age and are markedly higher for females than for males. To balance the diagnostic needs and patient protection, DCE-CT studies have to be strictly justified and carefully optimized in due consideration of the various aspects discussed in some detail in this review.
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Affiliation(s)
- Gunnar Brix
- Department of Medical and Occupational Radiation Protection, Federal Office for Radiation Protection, Ingolstädter Landstraße 1, D-85764 Oberschleissheim, Germany.
| | - Ursula Lechel
- Department of Medical and Occupational Radiation Protection, Federal Office for Radiation Protection, Ingolstädter Landstraße 1, D-85764 Oberschleissheim, Germany.
| | - Elke Nekolla
- Department of Medical and Occupational Radiation Protection, Federal Office for Radiation Protection, Ingolstädter Landstraße 1, D-85764 Oberschleissheim, Germany.
| | - Jürgen Griebel
- Department of Medical and Occupational Radiation Protection, Federal Office for Radiation Protection, Ingolstädter Landstraße 1, D-85764 Oberschleissheim, Germany.
| | - Christoph Becker
- Department of Clinical Radiology, Grosshadern Clinic, Hospital of the Ludwig-Maximilians University, Marchioninistraße 15, D-81377 Munich, Germany.
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15
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Lee EYP, Yu X, Chu MMY, Ngan HYS, Siu SWK, Soong IS, Chan Q, Khong PL. Perfusion and diffusion characteristics of cervical cancer based on intraxovel incoherent motion MR imaging-a pilot study. Eur Radiol 2014; 24:1506-13. [DOI: 10.1007/s00330-014-3160-7] [Citation(s) in RCA: 54] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2013] [Revised: 02/23/2014] [Accepted: 03/20/2014] [Indexed: 01/22/2023]
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16
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Sun CJ, Li C, Lv HB, Zhao C, Yu JM, Wang GH, Luo YX, Li Y, Xiao M, Yin J, Lang JY. Comparing CT perfusion with oxygen partial pressure in a rabbit VX2 soft-tissue tumor model. JOURNAL OF RADIATION RESEARCH 2014; 55:183-190. [PMID: 24078878 PMCID: PMC3885125 DOI: 10.1093/jrr/rrt092] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/24/2012] [Revised: 06/04/2013] [Accepted: 06/18/2013] [Indexed: 06/02/2023]
Abstract
The aim of this study was to evaluate the oxygen partial pressure of the rabbit model of the VX2 tumor using a 64-slice perfusion CT and to compare the results with that obtained using the oxygen microelectrode method. Perfusion CT was performed for 45 successfully constructed rabbit models of a VX2 brain tumor. The perfusion values of the brain tumor region of interest, the blood volume (BV), the time to peak (TTP) and the peak enhancement intensity (PEI) were measured. The results were compared with the partial pressure of oxygen (PO2) of that region of interest obtained using the oxygen microelectrode method. The perfusion values of the brain tumor region of interest in 45 successfully constructed rabbit models of a VX2 brain tumor ranged from 1.3-127.0 (average, 21.1 ± 26.7 ml/min/ml); BV ranged from 1.2-53.5 ml/100g (average, 22.2 ± 13.7 ml/100g); PEI ranged from 8.7-124.6 HU (average, 43.5 ± 28.7 HU); and TTP ranged from 8.2-62.3 s (average, 38.8 ± 14.8 s). The PO2 in the corresponding region ranged from 0.14-47 mmHg (average, 16 ± 14.8 mmHg). The perfusion CT positively correlated with the tumor PO2, which can be used for evaluating the tumor hypoxia in clinical practice.
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Affiliation(s)
- Chang-Jin Sun
- Department of Radiation Oncology, Chengdu Third People's Hospital, Sichuan, 610041, China
| | - Chao Li
- Department of Head and Neck Surgery Oncology, Sichuan Cancer Hospital, Sichuan, 610041, China
| | - Hai-Bo Lv
- Department of Radiology, Civil Aviation Medical Center, Chengdu, Sichuan, 610041, China
| | - Cong Zhao
- Department of Radiation Oncology, Chengdu Third People's Hospital, Sichuan, 610041, China
| | - Jin-Ming Yu
- Department of Radiation Oncology, Shandong Cancer Hospital, No. 8 Zhenyunling Road, Chengdu, Sichuan, 610202, China
| | - Guang-Hui Wang
- Department of Radiation Oncology, Sichuan Cancer Hospital, Sichuan, 610041, China
| | - Yun-Xiu Luo
- Department of Radiation Oncology, Sichuan Cancer Hospital, Sichuan, 610041, China
| | - Yan Li
- Department of Radiation Oncology, Sichuan Cancer Hospital, Sichuan, 610041, China
| | - Mingyong Xiao
- Department of Radiation Oncology, Sichuan Cancer Hospital, Sichuan, 610041, China
| | - Jun Yin
- Department of Radiation Oncology, Sichuan Cancer Hospital, Sichuan, 610041, China
| | - Jin-Yi Lang
- Department of Radiation Oncology, Sichuan Cancer Hospital, Sichuan, 610041, China
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Vaupel PW, Kelleher DK. Blood flow and associated pathophysiology of uterine cervix cancers: Characterisation and relevance for localised hyperthermia. Int J Hyperthermia 2012; 28:518-27. [DOI: 10.3109/02656736.2012.699134] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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