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Liu B, Tan W, Zhang X, Peng Z, Cao J. Recognition study of denatured biological tissues based on multi-scale rescaled range permutation entropy. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2022; 19:102-114. [PMID: 34902982 DOI: 10.3934/mbe.2022005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
The recognition of denatured biological tissue is an indispensable part in the process of high intensity focused ultrasound treatment. As a nonlinear method, multi-scale permutation entropy (MPE) is widely used in the recognition of denatured biological tissue. However, the traditional MPE method neglects the amplitude information when calculating the time series complexity. The disadvantage will affect the recognition effect of denatured tissues. In order to solve the above problems, the method of multi-scale rescaled range permutation entropy (MRRPE) is proposed in this paper. The simulation results show that the MRRPE not only includes the amplitude information of the signal when calculating the signal complexity, but also extracts the extreme volatility characteristics of the signal effectively. The proposed method is applied to the HIFU echo signals during HIFU treatment, and the support vector machine (SVM) is used for recognition. The results show that compared with MPE and the multi-scale weighted permutation entropy (MWPE), the recognition rate of denatured biological tissue based on the MRRPE is higher, up to 96.57%, which can better recognize the non-denatured biological tissues and the denatured biological tissues.
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Affiliation(s)
- Bei Liu
- College of Mathematics and Physics, Hunan University of Arts and Science, Changde 415000, China
| | - Wenbin Tan
- College of Mathematics and Physics, Hunan University of Arts and Science, Changde 415000, China
| | - Xian Zhang
- Key Laboratory of Metallogenic Prediction of Nonferrous Metals and Geological Environment, Monitoring Ministry of Education, School of Geosciences and Info-Physics, Central South University, Changsha 410083, China
| | - Ziqi Peng
- College of Mathematics and Physics, Hunan University of Arts and Science, Changde 415000, China
| | - Jing Cao
- College of Mathematics and Physics, Hunan University of Arts and Science, Changde 415000, China
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Biological Tissue Damage Monitoring Method Based on IMWPE and PNN during HIFU Treatment. INFORMATION 2021. [DOI: 10.3390/info12100404] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Biological tissue damage monitoring is an indispensable part of high-intensity focused ultrasound (HIFU) treatment. As a nonlinear method, multi-scale permutation entropy (MPE) is widely used in the monitoring of biological tissue. However, the traditional MPE method neglects the amplitude information when calculating the time series complexity, and the stability of MPE is poor due to the defects in the coarse-grained process. In order to solve the above problems, the method of improved coarse-grained multi-scale weighted permutation entropy (IMWPE) is proposed in this paper. Compared with the MPE, the IMWPE method not only includes the amplitude of signal when calculating the signal complexity, but also improves the stability of entropy value. The IMWPE method is applied to the HIFU echo signals during HIFU treatment, and the probabilistic neural network (PNN) is used for monitoring the biological tissue damage. The results show that compared with multi-scale sample entropy (MSE)-PNN and MPE-PNN methods, the proposed IMWPE-PNN method can correctly identify all the normal tissues, and can more effectively identify damaged tissues and denatured tissues. The recognition rate for the three kinds of biological tissues is higher, up to 96.7%. This means that the IMWPE-PNN method can better monitor the status of biological tissue damage during HIFU treatment.
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Yuldashev PV, Karzova MM, Kreider W, Rosnitskiy PB, Sapozhnikov OA, Khokhlova VA. "HIFU Beam:" A Simulator for Predicting Axially Symmetric Nonlinear Acoustic Fields Generated by Focused Transducers in a Layered Medium. IEEE TRANSACTIONS ON ULTRASONICS, FERROELECTRICS, AND FREQUENCY CONTROL 2021; 68:2837-2852. [PMID: 33877971 PMCID: PMC8486313 DOI: 10.1109/tuffc.2021.3074611] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
"HIFU beam" is a freely available software tool that comprises a MATLAB toolbox combined with a user-friendly interface and binary executable compiled from FORTRAN source code (HIFU beam. (2021). Available: http://limu.msu.ru/node/3555?language=en). It is designed for simulating high-intensity focused ultrasound (HIFU) fields generated by single-element transducers and annular arrays with propagation in flat-layered media that mimic biological tissues. Numerical models incorporated in the simulator include evolution-type equations, either the Khokhlov-Zabolotskaya-Kuznetsov (KZK) equation or one-way Westervelt equation, for radially symmetric ultrasound beams in homogeneous and layered media with thermoviscous or power-law acoustic absorption. The software uses shock-capturing methods that allow for simulating strongly nonlinear acoustic fields with high-amplitude shocks. In this article, a general description of the software is given along with three representative simulation cases of ultrasound transducers and focusing conditions typical for therapeutic applications. The examples illustrate major nonlinear wave effects in HIFU fields including shock formation. Two examples simulate propagation in water, involving a single-element source (1-MHz frequency, 100-mm diameter, 90-mm radius of curvature) and a 16-element annular array (3-MHz frequency, 48-mm diameter, and 35-mm radius of curvature). The third example mimics the scenario of a HIFU treatment in a "water-muscle-kidney" layered medium using a source typical for abdominal HIFU applications (1.2-MHz frequency, 120-mm diameter, and radius of curvature). Linear, quasi-linear, and shock-wave exposure protocols are considered. It is intended that "HIFU beam" can be useful in teaching nonlinear acoustics; designing and characterizing high-power transducers; and developing exposure protocols for a wide range of therapeutic applications such as shock-based HIFU, boiling histotripsy, drug delivery, immunotherapy, and others.
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Filippou A, Drakos T, Giannakou M, Evripidou N, Damianou C. Experimental evaluation of the near-field and far-field heating of focused ultrasound using the thermal dose concept. ULTRASONICS 2021; 116:106513. [PMID: 34293620 DOI: 10.1016/j.ultras.2021.106513] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Revised: 06/28/2021] [Accepted: 06/30/2021] [Indexed: 06/13/2023]
Abstract
BACKGROUND Conventional motion algorithms utilized during High Intensity Focused Ultrasound (HIFU) procedures usually sonicate successive tissue cells, thereby inducing excess deposition of thermal dose in the pre-focal region. Long delays (~60 s) are used to reduce the heating around the focal region. In the present study the experimental evaluation of six motion algorithms so as to examine the required delay and algorithm for which the pre-focal (near-field) and post-focal (far-field) heating can be reduced using thermal dose estimations is presented. MATERIALS AND METHODS A single element spherically focused transducer operating at 1.1 MHz and focusing beam at 9 cm, was utilized for sonication on a 400 mm2 area of an agar-based phantom. Movement of the transducer was performed with each algorithm, using 0-60 s (10 s step) delays between sonications. Temperatures were recorded at both near and far-field regions and thermal dose calculations were implemented. RESULTS With the algorithms used in the present study, a delay of 50-60 s was required to reduce heating in the near-field region. A 30 s delay induced a safe thermal dose in the far-field region using all algorithms except sequential which still required 60 s delay. CONCLUSIONS The study verified the conservative need for 60 s delay for the sequential plan treatment. Nevertheless, present findings suggest that prolonged treatment times can be significantly reduced in homogeneous tissues by selection of the optimized nonlinear algorithm and delay.
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Affiliation(s)
- Antria Filippou
- Department of Electrical Engineering, Computer Engineering, and Informatics, Cyprus University of Technology, Limassol, Cyprus.
| | | | | | - Nikolas Evripidou
- Department of Electrical Engineering, Computer Engineering, and Informatics, Cyprus University of Technology, Limassol, Cyprus.
| | - Christakis Damianou
- Department of Electrical Engineering, Computer Engineering, and Informatics, Cyprus University of Technology, Limassol, Cyprus.
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Lorton O, Guillemin P, Holman R, Desgranges S, Gui L, Crowe LA, Terraz S, Nastasi A, Lazeyras F, Contino-Pépin C, Salomir R. Enhancement of HIFU thermal therapy in perfused tissue models using micron-sized FTAC-stabilized PFOB-core endovascular sonosensitizers. Int J Hyperthermia 2020; 37:1116-1130. [PMID: 32990101 PMCID: PMC8352380 DOI: 10.1080/02656736.2020.1817575] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND High intensity focused ultrasound (HIFU) is clinically accepted for the treatment of solid tumors but remains challenging in highly perfused tissue due to the heat sink effect. Endovascular liquid-core sonosensitizers have been previously suggested to enhance the thermal energy deposition at the focal area and to lower the near-/far-field heating. We are investigating the therapeutic potential of PFOB-FTAC micro-droplets in a perfused tissue-mimicking model and postmortem excised organs. METHOD A custom-made in vitro perfused tissue-mimicking model, freshly excised pig kidneys (n = 3) and liver (n = 1) were perfused and subjected to focused ultrasound generated by an MR-compatible HIFU transducer. PFOB-FTAC sonosensitizers were injected in the perfusion fluid up to 0.235% v/v ratio. Targeting and on-line PRFS thermometry were performed on a 3 T MR scanner. Assessment of the fluid perfusion was performed with pulsed color Doppler in vitro and with dynamic contrast-enhanced (DCE)-MRI in excised organs. RESULTS Our in vitro model of perfused tissue demonstrated re-usability. Sonosensitizer concentration and perfusion rate were tunable in situ. Differential heating under equivalent HIFU sonications demonstrated a dramatic improvement in the thermal deposition due to the sonosensitizers activity. Typically, the energy deposition was multiplied by a factor between 2.5 and 3 in perfused organs after the administration of micro-droplets, while DCE-MRI indicated an effective perfusion. CONCLUSION The current PFOB-FTAC micro-droplet sonosensitizers provided a large and sustained enhancement of the HIFU thermal deposition at the focal area, suggesting solutions for less technological constraints, lower risk for the near-/far- field heating. We also report a suitable experimental model for other MRgHIFU studies.
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Affiliation(s)
- Orane Lorton
- Image Guided Interventions Laboratory (GR-949), Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Pauline Guillemin
- Image Guided Interventions Laboratory (GR-949), Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Ryan Holman
- Image Guided Interventions Laboratory (GR-949), Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | | | - Laura Gui
- Image Guided Interventions Laboratory (GR-949), Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Lindsey A Crowe
- Radiology Department, University Hospitals of Geneva, Geneva, Switzerland
| | - Sylvain Terraz
- Radiology Department, University Hospitals of Geneva, Geneva, Switzerland
| | - Antonio Nastasi
- Visceral and Transplantation Division, University Hospitals, Geneva, Switzerland
| | - François Lazeyras
- Radiology Department, University Hospitals of Geneva, Geneva, Switzerland.,Center for Biomedical Imaging (CIBM), Geneva, Switzerland
| | | | - Rares Salomir
- Image Guided Interventions Laboratory (GR-949), Faculty of Medicine, University of Geneva, Geneva, Switzerland.,Radiology Department, University Hospitals of Geneva, Geneva, Switzerland
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Besse HC, Chen Y, Scheeren HW, Metselaar JM, Lammers T, Moonen CTW, Hennink WE, Deckers R. A Doxorubicin-Glucuronide Prodrug Released from Nanogels Activated by High-Intensity Focused Ultrasound Liberated β-Glucuronidase. Pharmaceutics 2020; 12:E536. [PMID: 32532061 PMCID: PMC7355552 DOI: 10.3390/pharmaceutics12060536] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 06/05/2020] [Accepted: 06/09/2020] [Indexed: 11/16/2022] Open
Abstract
The poor pharmacokinetics and selectivity of low-molecular-weight anticancer drugs contribute to the relatively low effectiveness of chemotherapy treatments. To improve the pharmacokinetics and selectivity of these treatments, the combination of a doxorubicin-glucuronide prodrug (DOX-propGA3) nanogel formulation and the liberation of endogenous β-glucuronidase from cells exposed to high-intensity focused ultrasound (HIFU) were investigated in vitro. First, a DOX-propGA3-polymer was synthesized. Subsequently, DOX-propGA3-nanogels were formed from this polymer dissolved in water using inverse mini-emulsion photopolymerization. In the presence of bovine β-glucuronidase, the DOX-propGA3 in the nanogels was quantitatively converted into the chemotherapeutic drug doxorubicin. Exposure of cells to HIFU efficiently induced liberation of endogenous β-glucuronidase, which in turn converted the prodrug released from the DOX-propGA3-nanogels into doxorubicin. β-glucuronidase liberated from cells exposed to HIFU increased the cytotoxicity of DOX-propGA3-nanogels to a similar extend as bovine β-glucuronidase, whereas in the absence of either bovine β-glucuronidase or β-glucuronidase liberated from cells exposed to HIFU, the DOX-propGA3-nanogels hardly showed cytotoxicity. Overall, DOX-propGA3-nanogels systems might help to further improve the outcome of HIFU-related anticancer therapy.
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Affiliation(s)
- Helena C. Besse
- Division of Imaging and Oncology, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands; (H.C.B.); (C.T.W.M.)
| | - Yinan Chen
- Department of Pharmaceutics, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3584 CG Utrecht, The Netherlands; (Y.C.); (T.L.); (W.E.H.)
| | - Hans W. Scheeren
- Cluster for Molecular Chemistry, Radboud University, 6525 XZ Nijmegen, The Netherlands;
- Department of Nanomedicine and Theranostics, Institute for Experimental Molecular Imaging, RWTH Aachen University Clinic, 52074 Aachen, Germany;
| | - Josbert M. Metselaar
- Department of Nanomedicine and Theranostics, Institute for Experimental Molecular Imaging, RWTH Aachen University Clinic, 52074 Aachen, Germany;
- Department of Targeted Therapeutics, MIRA Institute for Biomedical Engineering and Technical Medicine, University of Twente, 7500 AE Enschede, The Netherlands
| | - Twan Lammers
- Department of Pharmaceutics, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3584 CG Utrecht, The Netherlands; (Y.C.); (T.L.); (W.E.H.)
- Department of Nanomedicine and Theranostics, Institute for Experimental Molecular Imaging, RWTH Aachen University Clinic, 52074 Aachen, Germany;
- Department of Targeted Therapeutics, MIRA Institute for Biomedical Engineering and Technical Medicine, University of Twente, 7500 AE Enschede, The Netherlands
| | - Chrit T. W. Moonen
- Division of Imaging and Oncology, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands; (H.C.B.); (C.T.W.M.)
| | - Wim E. Hennink
- Department of Pharmaceutics, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, 3584 CG Utrecht, The Netherlands; (Y.C.); (T.L.); (W.E.H.)
| | - Roel Deckers
- Division of Imaging and Oncology, University Medical Center Utrecht, 3584 CX Utrecht, The Netherlands; (H.C.B.); (C.T.W.M.)
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Kim H, Wu H, Cho N, Zhong P, Mahmood K, Lyerly HK, Jiang X. Miniaturized Intracavitary Forward-Looking Ultrasound Transducer for Tissue Ablation. IEEE Trans Biomed Eng 2019; 67:2084-2093. [PMID: 31765299 DOI: 10.1109/tbme.2019.2954524] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
OBJECTIVE This paper aims to develop a miniaturized forward-looking ultrasound transducer for intracavitary tissue ablation, which can be used through an endoscopic device. The internal ultrasound (US) delivery is capable of directly interacting with the target tumor, resolving adverse issues of currently available US devices, such as unintended tissue damage and insufficient delivery of acoustic power. METHODS To transmit a high acoustic pressure from a small aperture (<3 mm), a double layer transducer (1.3 MHz) was designed and fabricated based on numerical simulations. The electric impedance and the acoustic pressure of the actual device was characterized with an impedance analyzer and a hydrophone. Ex vivo tissue ablation tests and temperature monitoring were then conducted with porcine livers. RESULTS The acoustic intensity of the transducer was 37.1 W/cm2 under 250 Vpp and 20% duty cycle. The tissue temperature was elevated to 51.8 °C with a 67 Hz pulse-repetition frequency. The temperature profile in the tissue indicated that ultrasound energy was effectively absorbed inside the tissue. During a 5-min sonification, an approximate tissue volume of 2.5 × 2.5 × 1.0 mm3 was ablated, resulting in an irreversible lesion. CONCLUSION This miniaturized US transducer is a promising medical option for the precise tissue ablation, which can reduce the risk of unintended tissue damage found in noninvasive US treatments. SIGNIFICANCE Having a small aperture (2 mm), the intracavitary device is capable of ablating a bio tissue in 5 min with a relatively low electric power (<17 W).
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Carling U, Barkhatov L, Reims HM, Storås T, Courivaud F, Kazaryan AM, Halvorsen PS, Dorenberg E, Edwin B, Hol PK. Can we ablate liver lesions close to large portal and hepatic veins with MR-guided HIFU? An experimental study in a porcine model. Eur Radiol 2019; 29:5013-5021. [PMID: 30737565 DOI: 10.1007/s00330-018-5996-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Revised: 08/20/2018] [Accepted: 12/28/2018] [Indexed: 12/13/2022]
Abstract
OBJECTIVES Invasive treatment of tumors adjacent to large hepatic vessels is a continuous clinical challenge. The primary aim of this study was to examine the feasibility of ablating liver tissue adjacent to large hepatic and portal veins with magnetic resonance imaging-guided high-intensity focused ultrasound (MRgHIFU). The secondary aim was to compare sonication data for ablations performed adjacent to hepatic veins (HV) versus portal veins (PV). MATERIALS AND METHODS MRgHIFU ablations were performed in six male land swine under general anesthesia. Ablation cells of either 4 or 8 mm diameter were planned in clusters (two/animal) adjacent either to HV (n = 6) or to PV (n = 6), with diameter ≥ 5 mm. Ablations were made using 200 W and 1.2 MHz. Post-procedure evaluation was made on contrast-enhanced MRI (T1w CE-MRI), histopathology, and ablation data from the HIFU system. RESULTS A total of 153 ablations in 81 cells and 12 clusters were performed. There were visible lesions with non-perfused volumes in all animals on T1w CE-MRI images. Histopathology showed hemorrhage and necrosis in all 12 clusters, with a median shortest distance to vessel wall of 0.4 mm (range 0-2.7 mm). Edema and endothelial swelling were observed without vessel wall rupture. In 8-mm ablations (n = 125), heat sink was detected more often for HV (43%) than for PV (19%; p = 0.04). CONCLUSIONS Ablations yielding coagulative necrosis of liver tissue can be performed adjacent to large hepatic vessels while keeping the vessel walls intact. This indicates that perivascular tumor ablation in the liver is feasible using MRgHIFU. KEY POINTS • High-intensity focused ultrasound ablation is a non-invasive treatment modality that can be used for treatment of liver tumors. • This study shows that ablations of liver tissue can be performed adjacent to large hepatic vessels in an experimental setting. • Liver tumors close to large vessels can potentially be treated using this modality.
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Affiliation(s)
- Ulrik Carling
- Department of Radiology and Nuclear Medicine, Oslo University Hospital, Post box 4950, N-0424, Oslo, Norway. .,Institute of Clinical Medicine, University of Oslo, Oslo, Norway.
| | - Leonid Barkhatov
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,Department of Gastrointestinal Surgery, Haukeland University Hospital, Bergen, Norway.,The Intervention Center, Oslo University Hospital, Oslo, Norway
| | - Henrik M Reims
- Department of Pathology, Oslo University Hospital, Oslo, Norway
| | - Tryggve Storås
- The Intervention Center, Oslo University Hospital, Oslo, Norway
| | | | - Airazat M Kazaryan
- The Intervention Center, Oslo University Hospital, Oslo, Norway.,Department of Surgery, Fonna Hospital Trust, Stord, Norway.,Department of Surgery No. 1, Yerevan State Medical University after M. Heratsi, Yerevan, Armenia.,Department of Faculty Surgery No. 2, I.M. Sechenov First Moscow State Medical University, Moscow, Russia
| | | | - Eric Dorenberg
- Department of Radiology and Nuclear Medicine, Oslo University Hospital, Post box 4950, N-0424, Oslo, Norway
| | - Bjørn Edwin
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,The Intervention Center, Oslo University Hospital, Oslo, Norway.,Department of Hepato-Pancreato-Biliary Surgery, Oslo University Hospital, Oslo, Norway
| | - Per Kristian Hol
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway.,The Intervention Center, Oslo University Hospital, Oslo, Norway
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Ramaekers P, de Greef M, Berriet R, Moonen CTW, Ries M. Evaluation of a novel therapeutic focused ultrasound transducer based on Fermat’s spiral. Phys Med Biol 2017; 62:5021-5045. [DOI: 10.1088/1361-6560/aa716c] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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10
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Bour P, Marquet F, Ozenne V, Toupin S, Dumont E, Aubry JF, Lepetit-Coiffe M, Quesson B. Real-time monitoring of tissue displacement and temperature changes during MR-guided high intensity focused ultrasound. Magn Reson Med 2017; 78:1911-1921. [DOI: 10.1002/mrm.26588] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2016] [Revised: 10/26/2016] [Accepted: 11/28/2016] [Indexed: 12/14/2022]
Affiliation(s)
- Pierre Bour
- IHU Liryc, Electrophysiology and Heart Modeling Institute; Fondation Bordeaux Université; Pessac- Bordeaux France
- Univ. Bordeaux, Centre de recherche Cardio-Thoracique de Bordeaux; U1045 Bordeaux France
- INSERM, Centre de recherche Cardio-Thoracique de Bordeaux; U1045 Bordeaux France
- Image Guided Therapy SA; Pessac France
| | - Fabrice Marquet
- IHU Liryc, Electrophysiology and Heart Modeling Institute; Fondation Bordeaux Université; Pessac- Bordeaux France
- Univ. Bordeaux, Centre de recherche Cardio-Thoracique de Bordeaux; U1045 Bordeaux France
- INSERM, Centre de recherche Cardio-Thoracique de Bordeaux; U1045 Bordeaux France
| | - Valéry Ozenne
- IHU Liryc, Electrophysiology and Heart Modeling Institute; Fondation Bordeaux Université; Pessac- Bordeaux France
- Univ. Bordeaux, Centre de recherche Cardio-Thoracique de Bordeaux; U1045 Bordeaux France
- INSERM, Centre de recherche Cardio-Thoracique de Bordeaux; U1045 Bordeaux France
| | - Solenn Toupin
- IHU Liryc, Electrophysiology and Heart Modeling Institute; Fondation Bordeaux Université; Pessac- Bordeaux France
- Univ. Bordeaux, Centre de recherche Cardio-Thoracique de Bordeaux; U1045 Bordeaux France
- INSERM, Centre de recherche Cardio-Thoracique de Bordeaux; U1045 Bordeaux France
- Siemens Healthineers France; Saint-Denis France
| | | | - Jean-François Aubry
- Institut Langevin, CNRS UMR 7587, INSERM U979, ESPCI ParisTech; Paris France
| | | | - Bruno Quesson
- IHU Liryc, Electrophysiology and Heart Modeling Institute; Fondation Bordeaux Université; Pessac- Bordeaux France
- Univ. Bordeaux, Centre de recherche Cardio-Thoracique de Bordeaux; U1045 Bordeaux France
- INSERM, Centre de recherche Cardio-Thoracique de Bordeaux; U1045 Bordeaux France
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