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Mehta NK, Haines DE. Is Seeing Believing? Adding Another Tool to Assess PFA Durability. Circ Arrhythm Electrophysiol 2024; 17:e012773. [PMID: 38426304 DOI: 10.1161/circep.124.012773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/02/2024]
Affiliation(s)
- Nishaki Kiran Mehta
- Department of Cardiovascular Medicine, Corewell William Beaumont University Hospital, Royal Oak, MI
| | - David E Haines
- Department of Cardiovascular Medicine, Corewell William Beaumont University Hospital, Royal Oak, MI
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2
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Terricabras M, Martins RP, Peinado R, Derejko P, Mont L, Ernst S, Herranz D, Bailleul C, Verma A. Cardiac Pulsed Field Ablation Lesion Durability Assessed by Polarization-Sensitive Optical Coherence Reflectometry. Circ Arrhythm Electrophysiol 2024; 17:e012255. [PMID: 38318720 PMCID: PMC10949975 DOI: 10.1161/circep.123.012255] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Accepted: 01/03/2024] [Indexed: 02/07/2024]
Abstract
BACKGROUND Pulsed field ablation uses electrical fields to cause nonthermal cell death over several hours. Polarization-sensitive optical coherence reflectometry is an optical imaging technique that can detect changes in the tissue ultrastructure in real time, which occurs when muscular tissue is damaged. The objective of this study was to evaluate the ability of a polarization-sensitive optical coherence reflectometry system to predict the development of chronic lesions based on acute changes in tissue birefringence during pulsed field ablation. METHODS Superior vena cava isolation was performed in 30 swine using a biphasic, bipolar pulsed field ablation system delivered with a nonirrigated focal tip catheter. Acute changes in tissue birefringence and voltage abatement were analyzed for each individual lesion. A high-resolution electroanatomical map was performed at baseline and 4 to 12 weeks after ablation to locate electrical gaps in the ablated area. RESULTS A total of 141 lesions were delivered and included in the analysis. Acute electrical isolation based on the electroanatomical map was achieved in 96% of the animals, but chronic isolation was only seen in 14 animals (46%). The mean voltage abatement of lesions that showed recovery was 82.8%±14.6% versus 84.4%±17.4% for those that showed fibrosis (P=0.7). The mean acute reduction in tissue birefringence in points demonstrating fibrosis was 63.8%±11.3% versus 9.1%±0.1% in the points that resulted in electrical gaps. A threshold of acute reduction of birefringence of ≥20% could predict chronic lesion formation with a sensitivity of 96% and a specificity of 83%. CONCLUSIONS Acute tissue birefringence changes assessed with polarization-sensitive optical coherence reflectometry during pulsed field ablation can predict chronic lesion formation and guide the ablation procedure although limited by the tissue thickness.
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Affiliation(s)
- Maria Terricabras
- Sunnybrook Research Institute, University of Toronto, ON, Canada (M.T.)
| | - Raphael P Martins
- Centre Hospitalier Universitaire de Rennes, Centres d'Investigation Clinique - Innovation Technologique (CIC-IT), Laboratoire Traitement du Signal et de l'Image Institut National de la Santé et de la Recherche Médicale (LTSI INSERM) 1099, University of Rennes, France (R.P.M.)
| | - Rafael Peinado
- University Hospital La Paz, Autonomous University of Madrid, Spain (R.P.)
| | | | - Lluís Mont
- Hospital Clínic, Universitat de Barcelona, Spain (L.M.)
- Instituto de Investigaciones Biomèdicas August Pi i Sunyer, Barcelona, Spain (L.M.)
- Centro de Investigación en Red Cardiovascular, Madrid, Spain (L.M.)
| | - Sabine Ernst
- Royal Brompton Hospital, Imperial College London, United Kingdom (S.E.)
| | | | | | - Atul Verma
- McGill University Health Centre, McGill University, Montreal, QC, Canada (A.V.)
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3
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Huang Z, Zhao X, Ziv O, Laurita KR, Rollins AM, Hendon CP. Automated analysis framework for in vivo cardiac ablation therapy monitoring with optical coherence tomography. BIOMEDICAL OPTICS EXPRESS 2023; 14:1228-1242. [PMID: 36950243 PMCID: PMC10026573 DOI: 10.1364/boe.480943] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/21/2022] [Revised: 02/12/2023] [Accepted: 02/16/2023] [Indexed: 06/18/2023]
Abstract
Radiofrequency ablation (RFA) is a minimally invasive procedure that is commonly used for the treatment of atrial fibrillation. However, it is associated with a significant risk of arrhythmia recurrence and complications owing to the lack of direct visualization of cardiac substrates and real-time feedback on ablation lesion transmurality. Within this manuscript, we present an automated deep learning framework for in vivo intracardiac optical coherence tomography (OCT) analysis of swine left atria. Our model can accurately identify cardiac substrates, monitor catheter-tissue contact stability, and assess lesion transmurality on both OCT intensity and polarization-sensitive OCT data. To the best of our knowledge, we have developed the first automatic framework for in vivo cardiac OCT analysis, which holds promise for real-time monitoring and guidance of cardiac RFA therapy..
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Affiliation(s)
- Ziyi Huang
- Department of Electrical Engineering, Columbia University, New York, NY, USA
| | - Xiaowei Zhao
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA
| | - Ohad Ziv
- School of Medicine, Case Western Reserve University, Cleveland, OH, USA
- Heart and Vascular Research Center, MetroHealth Campus, Case Western Reserve University, Cleveland, OH, USA
| | - Kenneth R. Laurita
- Heart and Vascular Research Center, MetroHealth Campus, Case Western Reserve University, Cleveland, OH, USA
| | - Andrew M. Rollins
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA
| | - Christine P. Hendon
- Department of Electrical Engineering, Columbia University, New York, NY, USA
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4
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Bhatti HS, Khan S, Zahra M, Mustafa S, Ashraf S, Ahmad I. Characterization of radiofrequency ablated myocardium with optical coherence tomography. Photodiagnosis Photodyn Ther 2022; 40:103151. [PMID: 36228980 DOI: 10.1016/j.pdpdt.2022.103151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2022] [Revised: 10/05/2022] [Accepted: 10/07/2022] [Indexed: 11/07/2022]
Abstract
Certain types of cardiac arrhythmias are best treated with radiofrequency (RF) ablation, in which an electrode is inserted into the targeted area of the myocardium and then RF electrical current is applied to heat and destroy surrounding tissue. The resulting ablation lesion usually consists of a coagulative necrotic core surrounded by a rim region of mixed viable and non-viable cells. The characterization of the RF ablated lesion is of potential clinical importance. Here we aim to elaborate optical coherence tomography (OCT) imaging for the characterization of RF-ablated myocardial tissue. In particular, the underlying principles of OCT and its polarization-sensitive counterpart (PS-OCT) are presented, followed by the knowledge needed to interpret their optical images. Studies focused on real-time monitoring of RF lesion formation in the myocardium using OCT systems are summarized. The design and development of various hybrid probes incorporating both OCT guidance and RF ablation catheters are also discussed. Finally, the challenges related to the transmission of OCT imaging systems to cardiac clinics for real-time monitoring of RF lesions are outlined.
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Affiliation(s)
| | - Shamim Khan
- Department of Physics, Islamia College Peshawar, Khyber Pakhtunkhwa, Pakistan
| | - Madeeha Zahra
- Department of Physics, The Women University Multan, Pakistan
| | - Sonia Mustafa
- Department of Physics, The Women University Multan, Pakistan
| | - Sumara Ashraf
- Department of Physics, The Women University Multan, Pakistan
| | - Iftikhar Ahmad
- Institute of Radiotherapy and Nuclear Medicine (IRNUM), Peshawar, Pakistan.
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5
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Park SY, Singh-Moon R, Yang H, Hendon C. Monitoring of irrigated lesion formation with single fiber based multispectral system using machine learning. JOURNAL OF BIOPHOTONICS 2022; 15:e202100374. [PMID: 35666015 PMCID: PMC9452461 DOI: 10.1002/jbio.202100374] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2021] [Revised: 05/15/2022] [Accepted: 05/18/2022] [Indexed: 06/15/2023]
Abstract
In radiofrequency ablation (RFA) treatment of cardiac arrhythmias, intraprocedural assessment of treatment efficacy relies on indirect measures of adequate tissue destruction. Direct sensing of diffuse reflectance spectral changes at the ablation site using optically integrated RFA catheters has been shown to enable accurate prediction of lesion dimensions, ex vivo. Challenges of optical guidance can be due to obtaining reliable measurements under various catheter-tissue contact orientations. In this work, addressed this limitation by assessing the feasibility of monitoring lesion progression using single-fiber reflectance spectroscopy (SFRS). A total of 110 endocardial lesions of various sizes were generated in freshly excised swine right ventricular tissue using a custom-built, irrigated SFRS-RFA catheter. Models were developed for assessing catheter-tissue contact, the presence of nontransmural or transmural lesions and lesion depth percentage. These results support the use of SFRS-based catheters for irrigated lesion assessment and motivate further exploration of using multi-SFRS catheters for omnidirectionality.
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Affiliation(s)
- Soo Young Park
- Department of Electrical Engineering, Columbia University, 500 W. 120 St, New York, NY 10027
| | - Rajinder Singh-Moon
- Department of Electrical Engineering, Columbia University, 500 W. 120 St, New York, NY 10027
| | - Haiqiu Yang
- Department of Electrical Engineering, Columbia University, 500 W. 120 St, New York, NY 10027
| | - Christine Hendon
- Department of Electrical Engineering, Columbia University, 500 W. 120 St, New York, NY 10027
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6
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Park SY, Yang H, Marboe C, Ziv O, Laurita K, Rollins A, Saluja D, Hendon CP. Cardiac endocardial left atrial substrate and lesion depth mapping using near-infrared spectroscopy. BIOMEDICAL OPTICS EXPRESS 2022; 13:1801-1819. [PMID: 35519253 PMCID: PMC9045901 DOI: 10.1364/boe.451547] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 02/18/2022] [Accepted: 02/18/2022] [Indexed: 06/14/2023]
Abstract
Atrial fibrillation (AF) is a rapid irregular electrical activity in the upper chamber and the most common sustained cardiac arrhythmia. Many patients require radiofrequency ablation (RFA) therapy to restore sinus rhythm. Pulmonary vein isolation requires distinguishing normal atrial wall from the pulmonary vein tissue, and atrial substrate ablation requires differentiating scar tissue, fibrosis, and adipose tissue. However, current anatomical mapping methods for strategically locating ablation sites by identifying structural substrates in real-time are limited. An intraoperative tool that accurately provides detailed structural information and classifies endocardial substrates could help improve RF guidance during RF ablation therapy. In this work, we propose a 7F NIRS integrated ablation catheter and demonstrate endocardial mapping on ex vivo swine (n = 12) and human (n = 5) left atrium (LA). First, pulmonary vein (PV) sleeve, fibrosis and ablation lesions were identified with NIRS-derived contrast indices. Based on these key spectral features, classification algorithms identified endocardial substrates with high accuracy (<11% error). Then, a predictive model for lesion depth was evaluated on classified lesions. Model predictions correlated well with histological measurements of lesion dimensions (R = 0.984). Classified endocardial substrates and lesion depth were represented in 2D spatial maps. These results suggest NIRS integrated mapping catheters can serve as a complementary tool to the current electroanatomical mapping system to improve treatment efficacy.
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Affiliation(s)
- Soo Young Park
- Department of Electrical Engineering, Columbia University, New York, USA
| | - Haiqiu Yang
- Department of Electrical Engineering, Columbia University, New York, USA
| | - Charles Marboe
- Department of Cell Biology and Pathology, Columbia University Irving Medical Center, New York, USA
| | - Ohad Ziv
- Department of Medicine, Cardiology Division, MetroHealth Hospital, Ohio, USA
| | - Kenneth Laurita
- Department of Medicine, Cardiology Division, MetroHealth Hospital, Ohio, USA
- Department of Biomedical Engineering, Case Western Reserve University, Ohio, USA
| | - Andrew Rollins
- Department of Biomedical Engineering, Case Western Reserve University, Ohio, USA
| | - Deepak Saluja
- Department of Medicine, Cardiology Division, Columbia University Irving Medical Center, New York, USA
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7
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Zhao X, Ziv O, Mohammadpour R, Crosby B, Hoyt WJ, Jenkins MW, Snyder C, Hendon C, Laurita KR, Rollins AM. Polarization-sensitive optical coherence tomography monitoring of percutaneous radiofrequency ablation in left atrium of living swine. Sci Rep 2021; 11:24330. [PMID: 34934120 PMCID: PMC8692484 DOI: 10.1038/s41598-021-03724-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2021] [Accepted: 12/06/2021] [Indexed: 11/12/2022] Open
Abstract
Radiofrequency ablation (RFA) is commonly used to treat atrial fibrillation (AF). However, the outcome is often compromised due to the lack of direct real-time feedback to assess lesion transmurality. In this work, we evaluated the ability of polarization-sensitive optical coherence tomography (PSOCT) to measure cardiac wall thickness and assess RF lesion transmurality during left atrium (LA) RFA procedures. Quantitative transmural lesion criteria using PSOCT images were determined ex vivo using an integrated PSOCT-RFA catheter and fresh swine hearts. LA wall thickness of living swine was measured with PSOCT and validated with a micrometer after harvesting the heart. A total of 38 point lesions were created in the LA of 5 living swine with the integrated PSOCT-RFA catheter using standard clinical RFA procedures. For all lesions with analyzable PSOCT images, lesion transmurality was assessed with a sensitivity of 89% (17 of 19 tested positive) and a specificity of 100% (5 of 5 tested negative) using the quantitative transmural criteria. This is the first report of using PSOCT to assess LA RFA lesion transmurality in vivo. The results indicate that PSOCT may potentially provide direct real-time feedback for LA wall thickness and lesion transmurality.
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Affiliation(s)
- Xiaowei Zhao
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA
| | - Ohad Ziv
- School of Medicine, Case Western Reserve University, Cleveland, OH, USA
- Heart and Vascular Research Center, MetroHealth Medical Center, Cleveland, OH, USA
| | | | - Benjamin Crosby
- Department of Chemistry, Case Western Reserve University, Cleveland, OH, USA
| | - Walter J Hoyt
- Department of Pediatrics, Ochsner Health, New Orleans, LA, USA
| | - Michael W Jenkins
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH, USA
| | - Christopher Snyder
- School of Medicine, Case Western Reserve University, Cleveland, OH, USA
- The Congenital Heart Collaborative, Rainbow Babies and Children's Hospital, Cleveland, OH, USA
| | - Christine Hendon
- Department of Electrical Engineering, Columbia University, New York, NY, USA
| | - Kenneth R Laurita
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA
- Heart and Vascular Research Center, MetroHealth Medical Center, Cleveland, OH, USA
| | - Andrew M Rollins
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA.
- School of Medicine, Case Western Reserve University, Cleveland, OH, USA.
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8
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Park SY, Singh-Moon R, Yang H, Saluja D, Hendon C. Quantification of irrigated lesion morphology using near-infrared spectroscopy. Sci Rep 2021; 11:20160. [PMID: 34635764 PMCID: PMC8505541 DOI: 10.1038/s41598-021-99725-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Accepted: 09/29/2021] [Indexed: 12/20/2022] Open
Abstract
There are currently limited means by which lesion formation can be confirmed during radiofrequency ablation procedures. The purpose of this study was to evaluate the use of NIRS-integrated RFA catheters for monitoring irrigated lesion progression, ex vivo and in vivo. Open-irrigated NIRS-ablation catheters with optical fibers were fabricated to sample tissue diffuse reflectance. Spectra from 44 irrigated lesions and 44 non-lesion sites from ex vivo swine hearts (n = 15) were used to train and evaluate a predictive model for lesion dimensions based on key spectral features. Additional studies were performed in diluted blood to assess NIRS signatures of catheter-tissue contact status. Finally, the potential of NIRS-RFA catheters for guiding lesion delivery was evaluated in a set of in vivo pilot studies conducted in healthy pigs (n = 4). Model predictions for lesion depth (R = 0.968), width (R = 0.971), and depth percentage (R = 0.924) correlated well with measured lesion dimensions. In vivo deployment in preliminary trials showed robust translational consistency of contact discrimination (P < 0.0001) and lesion depth parameters (< 3% error). NIRS empowered catheters are well suited for monitoring myocardial response to RF ablation and may provide useful intraprocedural feedback for optimizing treatment efficacy alongside current practices.
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Affiliation(s)
- Soo Young Park
- Department of Electrical Engineering, Columbia University, 500 West 120th Street, New York, NY, 10027, USA
| | - Rajinder Singh-Moon
- Department of Electrical Engineering, Columbia University, 500 West 120th Street, New York, NY, 10027, USA
| | - Haiqiu Yang
- Department of Electrical Engineering, Columbia University, 500 West 120th Street, New York, NY, 10027, USA
| | - Deepak Saluja
- Department of Medicine (Cardiology), Columbia University College of Physicians and Surgeons, 630 W. 168th St, New York, NY, 10032, USA
| | - Christine Hendon
- Department of Electrical Engineering, Columbia University, 500 West 120th Street, New York, NY, 10027, USA.
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9
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Tiporlini V, Ahderom S, Pratten P, Alameh K. Advanced fully integrated radiofrequency/optical-coherence-tomography irrigated catheter for atrial fibrillation ablation. JOURNAL OF BIOPHOTONICS 2021; 14:e202000243. [PMID: 33150714 DOI: 10.1002/jbio.202000243] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Revised: 11/02/2020] [Accepted: 11/03/2020] [Indexed: 06/11/2023]
Abstract
The inability of current catheter ablation procedures to accurately monitor lesion formation limits their safety and efficacy. An advanced fully integrated radiofrequency (RF)/optical coherence tomography (OCT) ablation catheter is developed, which enables real-time monitoring during ablation. An OCT fiber array is especially designed, developed and integrated into an off-the-shelf irrigated RF ablation catheter. In-vitro experimental studies performed on poultry and ovine hearts demonstrate the ability of the integrated RF/OCT system to provide information on the quality and orientation of catheter/wall contact. Experimental results show that adipose tissue can be accurately identified from normal myocardial tissue with 94% accuracy and lesion formation is monitored with an overall accuracy of 93%. The ability to predict pop events is also demonstrated, with an accuracy of 86%.
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Affiliation(s)
- Valentina Tiporlini
- Electron Science Research Institute, Edith Cowan University, Joondalup, Western Australia, Australia
| | - Selam Ahderom
- Electron Science Research Institute, Edith Cowan University, Joondalup, Western Australia, Australia
| | - Peter Pratten
- Electron Science Research Institute, Edith Cowan University, Joondalup, Western Australia, Australia
- Lazcath PTY LTD, Mosman Park, Western Australia, Australia
| | - Kamal Alameh
- Electron Science Research Institute, Edith Cowan University, Joondalup, Western Australia, Australia
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10
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Lee P, Quintanilla JG, Alfonso-Almazán JM, Galán-Arriola C, Yan P, Sánchez-González J, Pérez-Castellano N, Pérez-Villacastín J, Ibañez B, Loew LM, Filgueiras-Rama D. In vivo ratiometric optical mapping enables high-resolution cardiac electrophysiology in pig models. Cardiovasc Res 2020; 115:1659-1671. [PMID: 30753358 PMCID: PMC6704389 DOI: 10.1093/cvr/cvz039] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/21/2018] [Revised: 01/31/2019] [Accepted: 02/06/2019] [Indexed: 11/28/2022] Open
Abstract
Aims Cardiac optical mapping is the gold standard for measuring complex electrophysiology in ex vivo heart preparations. However, new methods for optical mapping in vivo have been elusive. We aimed at developing and validating an experimental method for performing in vivo cardiac optical mapping in pig models. Methods and results First, we characterized ex vivo the excitation-ratiometric properties during pacing and ventricular fibrillation (VF) of two near-infrared voltage-sensitive dyes (di-4-ANBDQBS/di-4-ANEQ(F)PTEA) optimized for imaging blood-perfused tissue (n = 7). Then, optical-fibre recordings in Langendorff-perfused hearts demonstrated that ratiometry permits the recording of optical action potentials (APs) with minimal motion artefacts during contraction (n = 7). Ratiometric optical mapping ex vivo also showed that optical AP duration (APD) and conduction velocity (CV) measurements can be accurately obtained to test drug effects. Secondly, we developed a percutaneous dye-loading protocol in vivo to perform high-resolution ratiometric optical mapping of VF dynamics (motion minimal) using a high-speed camera system positioned above the epicardial surface of the exposed heart (n = 11). During pacing (motion substantial) we recorded ratiometric optical signals and activation via a 2D fibre array in contact with the epicardial surface (n = 7). Optical APs in vivo under general anaesthesia showed significantly faster CV [120 (63–138) cm/s vs. 51 (41–64) cm/s; P = 0.032] and a statistical trend to longer APD90 [242 (217–254) ms vs. 192 (182–233) ms; P = 0.095] compared with ex vivo measurements in the contracting heart. The average rate of signal-to-noise ratio (SNR) decay of di-4-ANEQ(F)PTEA in vivo was 0.0671 ± 0.0090 min−1. However, reloading with di-4-ANEQ(F)PTEA fully recovered the initial SNR. Finally, toxicity studies (n = 12) showed that coronary dye injection did not generate systemic nor cardiac damage, although di-4-ANBDQBS injection induced transient hypotension, which was not observed with di-4-ANEQ(F)PTEA. Conclusions In vivo optical mapping using voltage ratiometry of near-infrared dyes enables high-resolution cardiac electrophysiology in translational pig models.
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Affiliation(s)
- Peter Lee
- Essel Research and Development Inc., Toronto, 337 Sheppard Ave East, Toronto, Ontario M2N 3B3, Canada
| | - Jorge G Quintanilla
- Spanish National Cardiovascular Research Center, Carlos III (CNIC), Myocardial Pathophysiology Area, Melchor Fernández Almagro, 3, Madrid, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Cardiovasculares (CIBERCV), Av. Monforte de Lemos 3-5, Madrid, Spain.,Arrhythmia Unit, Cardiovascular Institute, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Prof. Martín Lagos s/n, Madrid, Spain
| | - José M Alfonso-Almazán
- Spanish National Cardiovascular Research Center, Carlos III (CNIC), Myocardial Pathophysiology Area, Melchor Fernández Almagro, 3, Madrid, Spain
| | - Carlos Galán-Arriola
- Spanish National Cardiovascular Research Center, Carlos III (CNIC), Myocardial Pathophysiology Area, Melchor Fernández Almagro, 3, Madrid, Spain
| | - Ping Yan
- Richard D. Berlin Center for Cell Analysis and Modeling, University of Connecticut School of Medicine, 263 Farmington Avenue, Farmington, CT, USA
| | | | - Nicasio Pérez-Castellano
- Centro de Investigación Biomédica en Red de Enfermedades Cardiovasculares (CIBERCV), Av. Monforte de Lemos 3-5, Madrid, Spain.,Arrhythmia Unit, Cardiovascular Institute, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Prof. Martín Lagos s/n, Madrid, Spain
| | - Julián Pérez-Villacastín
- Centro de Investigación Biomédica en Red de Enfermedades Cardiovasculares (CIBERCV), Av. Monforte de Lemos 3-5, Madrid, Spain.,Arrhythmia Unit, Cardiovascular Institute, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Prof. Martín Lagos s/n, Madrid, Spain.,Fundación Interhospitalaria para la Investigación Cardiovascular (FIC), Paseo de San Francisco de Sales 3, Madrid, Spain
| | - Borja Ibañez
- Spanish National Cardiovascular Research Center, Carlos III (CNIC), Myocardial Pathophysiology Area, Melchor Fernández Almagro, 3, Madrid, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Cardiovasculares (CIBERCV), Av. Monforte de Lemos 3-5, Madrid, Spain.,IIS-University Hospital Fundación Jiménez Díaz, Department of Cardiology, Av. Reyes Católicos 2, Madrid, Spain
| | - Leslie M Loew
- Richard D. Berlin Center for Cell Analysis and Modeling, University of Connecticut School of Medicine, 263 Farmington Avenue, Farmington, CT, USA
| | - David Filgueiras-Rama
- Spanish National Cardiovascular Research Center, Carlos III (CNIC), Myocardial Pathophysiology Area, Melchor Fernández Almagro, 3, Madrid, Spain.,Centro de Investigación Biomédica en Red de Enfermedades Cardiovasculares (CIBERCV), Av. Monforte de Lemos 3-5, Madrid, Spain.,Arrhythmia Unit, Cardiovascular Institute, Instituto de Investigación Sanitaria del Hospital Clínico San Carlos (IdISSC), Prof. Martín Lagos s/n, Madrid, Spain
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11
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Kilinc OU, Zhao X, Jenkins MW, Snyder CS, Rollins AM. Imaging of Atrioventricular Nodal Conduction Tissue in Porcine Hearts Using Optical Coherence Tomography. J Innov Card Rhythm Manag 2020; 10:3675-3680. [PMID: 32477734 PMCID: PMC7252643 DOI: 10.19102/icrm.2019.100601] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2018] [Accepted: 10/05/2018] [Indexed: 12/21/2022] Open
Abstract
Optical coherence tomography (OCT) employs near-infrared light to image the microstructure of different tissues. Clinically, it has been used to image the walls of coronary arteries. In research settings, one of the applications for OCT is visualizing endocardial and subendocardial structures. The present experiment sought to determine whether OCT can identify native conduction tissues in adult porcine hearts. During the study, the right atrial endocardial surfaces of excised adult porcine hearts were exposed. The triangle of Koch was imaged with the OCT system and the conduction tissue was identified. The area was then prepared for histologic examination with Masson's trichrome stain. The results of histologic preparations and OCT images were then compared. Ultimately, nine porcine hearts were examined using this methodology. OCT imaging successfully identified subendocardial structures presumed to be the compact atrioventricular node. Histologic images of the preparations delineated the different tissue types and conduction tissue was easily identified. The location of distinctive hyporeflective areas in the OCT images correlated with the location of conduction tissue in the histology images. In light of the findings of this study, it is suggested that atrioventricular nodal tissue can be identified by OCT in freshly dissected unfixed porcine hearts. OCT images distinguished the differentiated conduction tissue in close proximity with the endocardium, myofibers, and fibrous tissue, and the success of this was verified with histology. This technology may be useful for the direct visualization of the native conduction system during procedures in the operating room and electrophysiology laboratory. Further studies with perfused tissue samples and live animal experiments are needed to better assess the efficacy of this novel application.
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Affiliation(s)
- Orhan U Kilinc
- Congenital Heart Collaborative, Rainbow Babies and Children's Hospital, University Hospitals, Cleveland, OH, USA
| | - Xiaowei Zhao
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA
| | - Michael W Jenkins
- Congenital Heart Collaborative, Rainbow Babies and Children's Hospital, University Hospitals, Cleveland, OH, USA.,Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA
| | - Christopher S Snyder
- Congenital Heart Collaborative, Rainbow Babies and Children's Hospital, University Hospitals, Cleveland, OH, USA
| | - Andrew M Rollins
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA
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12
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Zhao X, Kilinc O, Blumenthal CJ, Dosluoglu D, Jenkins MW, Snyder CS, Arruda M, Rollins AM. Intracardiac radiofrequency ablation in living swine guided by polarization-sensitive optical coherence tomography. JOURNAL OF BIOMEDICAL OPTICS 2020; 25:1-10. [PMID: 32385975 PMCID: PMC7210786 DOI: 10.1117/1.jbo.25.5.056001] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/05/2019] [Accepted: 04/15/2020] [Indexed: 06/11/2023]
Abstract
SIGNIFICANCE Pulmonary vein isolation with catheter-based radiofrequency ablation (RFA) is carried out frequently to treat atrial fibrillation. However, RFA lesion creation is only guided by indirect information (e.g., temperature, impedance, and contact force), which may result in poor lesion quality (e.g., nontransmural) and can lead to reoccurrence or complications. AIM The feasibility of guiding intracardiac RFA with an integrated polarization-sensitive optical coherence tomography (PSOCT)-RFA catheter in the right atria (RA) of living swine is demonstrated. APPROACH In total, 12 sparse lesions were created in the RA of three living swine using an integrated PSOCT-RFA catheter with standard ablation protocol. PSOCT images were displayed in real time to guide catheter-tissue apposition. After experiments, post-processed PSOCT images were analyzed to assess lesion quality and were compared with triphenyltetrazolium chloride (TTC) lesion quality analysis. RESULTS Five successful lesions identified with PSOCT images were all confirmed by TTC analysis. In two ablations, PSOCT imaging detected gas bubble formation, indicating overtreatment. Unsuccessful lesions observed with PSOCT imaging were confirmed by TTC analysis. CONCLUSIONS The results demonstrate that the PSOCT-RFA catheter provides real-time feedback to guide catheter-tissue apposition, monitor lesion quality, and possibly help avoid complications due to overtreatment, which may enable more effective and safer RFA treatment.
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Affiliation(s)
- Xiaowei Zhao
- Case Western Reserve University, Department of Biomedical Engineering, Cleveland, United States
| | - Orhan Kilinc
- Rainbow Babies and Children’s Hospital, The Congenital Heart Collaborative, Cleveland, United States
| | - Colin J. Blumenthal
- Case Western Reserve University, School of Medicine, Cleveland, United States
| | - Deniz Dosluoglu
- Case Western Reserve University, Department of Electric Engineering and Computer Science, Cleveland, United States
| | - Michael W. Jenkins
- Case Western Reserve University, Department of Biomedical Engineering, Cleveland, United States
- Case Western Reserve University, Department of Pediatrics, Cleveland, United States
| | - Christopher S. Snyder
- Rainbow Babies and Children’s Hospital, The Congenital Heart Collaborative, Cleveland, United States
- Case Western Reserve University, School of Medicine, Cleveland, United States
- Case Western Reserve University, Department of Pediatrics, Cleveland, United States
| | - Mauricio Arruda
- Case Western Reserve University, School of Medicine, Cleveland, United States
- University Hospitals Cleveland Medical Center, EP Laboratories and the Atrial Fibrillation Center at the Harrington Heart and Vascular Institute, Cleveland, United States
| | - Andrew M. Rollins
- Case Western Reserve University, Department of Biomedical Engineering, Cleveland, United States
- Case Western Reserve University, School of Medicine, Cleveland, United States
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13
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Mora OC, Zanne P, Zorn L, Nageotte F, Zulina N, Gravelyn S, Montgomery P, de Mathelin M, Dallemagne B, Gora MJ. Steerable OCT catheter for real-time assistance during teleoperated endoscopic treatment of colorectal cancer. BIOMEDICAL OPTICS EXPRESS 2020; 11:1231-1243. [PMID: 32206405 PMCID: PMC7075597 DOI: 10.1364/boe.381357] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2019] [Revised: 12/22/2019] [Accepted: 12/27/2019] [Indexed: 05/06/2023]
Abstract
When detected early, colorectal cancer can be treated with minimally invasive flexible endoscopy. However, since only specialized experts can delineate margins and perform endoscopic resections of lesions, patients still often undergo colon resections. To better assist in the performance of surgical tasks, a robotized flexible interventional endoscope was previously developed, having two additional side channels for surgical instrument. We propose to enhance the imaging capabilities of this device by combining it with optical coherence tomography (OCT). For this purpose, we have developed a new steerable OCT instrument with an outer diameter of 3.5 mm. The steerable instrument is terminated with a 2 cm long transparent sheath to allow three-dimensional OCT imaging using a side-focusing optical probe with two external scanning actuators. The instrument is connected to an OCT imaging system built around the OCT Axsun engine, with a 1310 nm center wavelength swept source laser and 100 kHz A-line rate. Once inserted in one of the side channels of the robotized endoscope, bending, rotation and translation of the steerable OCT instrument can be controlled by a physician using a joystick. Ex vivo and in vivo tests show that the novel, steerable and teleoperated OCT device enhances dexterity, allowing for inspection of the surgical field without the need for changing the position of the main endoscope.
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Affiliation(s)
- Oscar Caravaca Mora
- ICube Laboratory, CNRS, Strasbourg University, 4, rue Kirschleger - 67085 Strasbourg Cedex, France
| | - Philippe Zanne
- ICube Laboratory, CNRS, Strasbourg University, 4, rue Kirschleger - 67085 Strasbourg Cedex, France
| | - Lucile Zorn
- ICube Laboratory, CNRS, Strasbourg University, 4, rue Kirschleger - 67085 Strasbourg Cedex, France
| | - Florent Nageotte
- ICube Laboratory, CNRS, Strasbourg University, 4, rue Kirschleger - 67085 Strasbourg Cedex, France
| | - Natalia Zulina
- ICube Laboratory, CNRS, Strasbourg University, 4, rue Kirschleger - 67085 Strasbourg Cedex, France
| | - Sara Gravelyn
- ICube Laboratory, CNRS, Strasbourg University, 4, rue Kirschleger - 67085 Strasbourg Cedex, France
| | - Paul Montgomery
- ICube Laboratory, CNRS, Strasbourg University, 4, rue Kirschleger - 67085 Strasbourg Cedex, France
| | - Michel de Mathelin
- ICube Laboratory, CNRS, Strasbourg University, 4, rue Kirschleger - 67085 Strasbourg Cedex, France
| | - Bernard Dallemagne
- IRCAD - Hôpitaux Universitaires - 1, place de l'Hôpital - 67091 Strasbourg Cedex, France
| | - Michalina J Gora
- ICube Laboratory, CNRS, Strasbourg University, 4, rue Kirschleger - 67085 Strasbourg Cedex, France
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14
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Yu X, Singh-Moon RP, Hendon CP. Real-time assessment of catheter contact and orientation using an integrated optical coherence tomography cardiac ablation catheter. APPLIED OPTICS 2019; 58:3823-3829. [PMID: 31158201 DOI: 10.1364/ao.58.003823] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Accepted: 04/10/2019] [Indexed: 05/21/2023]
Abstract
The efficacy of catheter ablation treatment for atrial fibrillation is directly impacted by the quality of lesion formation. Two parameters that are critical for maximizing energy delivery are sustained catheter contact and orientation. Currently, these parameters must be inferred indirectly through tactile feedback or measurements of bioelectrical impedance and tip force. In this work, we propose a method for discerning contact and orientation based on direct endomyocardial imaging mediated by optical coherence tomography (OCT)-integrated ablation catheters. A two-stage classifier is developed to deduce contact parameters from M-mode images. Experimental validation within swine left-atrial specimens demonstrate accuracies of 99.96% and 92.88% for contact and orientation stages, respectively. These results highlight the potential of OCT M-mode imaging for guiding catheter placement during radiofrequency ablation interventions.
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15
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Hendon CP, Lye TH, Yao X, Gan Y, Marboe CC. Optical coherence tomography imaging of cardiac substrates. Quant Imaging Med Surg 2019; 9:882-904. [PMID: 31281782 PMCID: PMC6571187 DOI: 10.21037/qims.2019.05.09] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2019] [Accepted: 05/06/2019] [Indexed: 01/02/2023]
Abstract
Cardiovascular disease is the leading cause of morbidity and mortality in the United States. Knowledge of a patient's heart structure will help to plan procedures, potentially identifying arrhythmia substrates, critical structures to avoid, detect transplant rejection, and reduce ambiguity when interpreting electrograms and functional measurements. Similarly, basic research of numerous cardiac diseases would greatly benefit from structural imaging at cellular scale. For both applications imaging on the scale of a myocyte is needed, which is approximately 100 µm × 10 µm. The use of optical coherence tomography (OCT) as a tool for characterizing cardiac tissue structure and function has been growing in the past two decades. We briefly review OCT principles and highlight important considerations when imaging cardiac muscle. In particular, image penetration, tissue birefringence, and light absorption by blood during in vivo imaging are important factors when imaging the heart with OCT. Within the article, we highlight applications of cardiac OCT imaging including imaging heart tissue structure in small animal models, quantification of myofiber organization, monitoring of radiofrequency ablation (RFA) lesion formation, structure-function analysis enabled by functional extensions of OCT and multimodal analysis and characterizing important substrates within the human heart. The review concludes with a summary and future outlook of OCT imaging the heart, which is promising with progress in optical catheter development, functional extensions of OCT, and real time image processing to enable dynamic imaging and real time tracking during therapeutic procedures.
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Affiliation(s)
| | | | | | - Yu Gan
- Columbia University, New York, NY, USA
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16
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Singh-Moon RP, Yao X, Iyer V, Marboe C, Whang W, Hendon CP. Real-time optical spectroscopic monitoring of nonirrigated lesion progression within atrial and ventricular tissues. JOURNAL OF BIOPHOTONICS 2019; 12:e201800144. [PMID: 30058239 PMCID: PMC6353711 DOI: 10.1002/jbio.201800144] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2018] [Revised: 07/23/2018] [Accepted: 07/24/2018] [Indexed: 05/24/2023]
Abstract
Despite considerable advances in guidance of radiofrequency ablation (RFA) therapy for the treatment of cardiac arrhythmias, success rates have been hampered by a lack of tools for precise intraoperative evaluation of lesion extent. Near-infrared spectroscopic (NIRS) techniques are sensitive to tissue structural and biomolecular properties, characteristics that are directly altered by radiofrequency (RF) treatment. In this work, a combined NIRS-RFA catheter is developed for real-time monitoring of tissue reflectance during RF energy delivery. An algorithm is proposed for processing NIR spectra to approximate nonirrigated lesion depth in both atrial and ventricular tissues. The probe optical geometry was designed to bias measurement influence toward absorption enabling enhanced sensitivity to changes in tissue composition. A set of parameters termed "lesion optical indices" are defined encapsulating spectral differences between ablated and unablated tissue. Utilizing these features, a model for real-time tissue spectra classification and lesion size estimation is presented. Experimental validation conducted within freshly excised porcine cardiac specimens showed strong concordance between algorithm estimates and post-hoc tissue assessment.
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Affiliation(s)
- Rajinder P. Singh-Moon
- Department of Electrical Engineering, Columbia University, 500 W. 120 St, New York, NY 10027, USA
| | - Xinwen Yao
- Department of Electrical Engineering, Columbia University, 500 W. 120 St, New York, NY 10027, USA
| | - Vivek Iyer
- Department of Medicine, Cardiology Division, Columbia University Medical Center, 630 W. 168 St, New York, NY 10032, USA
| | - Charles Marboe
- Department of Pathology and Cell Biology, Columbia University Medical Center, 630 W. 168 St, New York, NY 10032, USA
| | - William Whang
- Department of Medicine, Cardiology Division, Columbia University Medical Center, 630 W. 168 St, New York, NY 10032, USA
- Currently with Department of Medicine, Cardiology Division, Mount Sinai School of Medicine, 1 Gustave L. Levy Place, New York, NY 10029, USA
| | - Christine P. Hendon
- Department of Electrical Engineering, Columbia University, 500 W. 120 St, New York, NY 10027, USA
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17
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Lo WCY, Uribe-Patarroyo N, Hoebel K, Beaudette K, Villiger M, Nishioka NS, Vakoc BJ, Bouma BE. Balloon catheter-based radiofrequency ablation monitoring in porcine esophagus using optical coherence tomography. BIOMEDICAL OPTICS EXPRESS 2019; 10:2067-2089. [PMID: 31086717 PMCID: PMC6484999 DOI: 10.1364/boe.10.002067] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Revised: 02/15/2019] [Accepted: 03/12/2019] [Indexed: 05/05/2023]
Abstract
We present a microscopic image guidance platform for radiofrequency ablation (RFA) using a clinical balloon-catheter-based optical coherence tomography (OCT) system, currently used in the surveillance of Barrett's esophagus patients. Our integrated thermal therapy delivery and monitoring platform consists of a flexible, customized bipolar RFA electrode array designed for use with a clinical balloon OCT catheter and a processing algorithm to accurately map the thermal coagulation process. Non-uniform rotation distortion was corrected using a feature tracking-based technique, which enables robust, frame-to-frame analysis of the temporal fluctuation of the complex OCT signal. With proper noise calibration, precise delineation of the thermal therapy zone was demonstrated using cumulative complex differential variance in porcine esophagus ex vivo with the integrated OCT-RFA system, as validated by nitroblue tetrazolium chloride (NBTC) histology. The ability to directly and accurately visualize the thermal coagulation process at high resolution is critical to the precise delivery of thermal energy to a wide range of epithelial lesions.
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Affiliation(s)
- William C Y Lo
- Wellman Center for Photomedicine, Massachusetts General Hospital and Harvard Medical School, 40 Blossom Street, Boston, Massachusetts 02114, USA
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, USA
| | - Néstor Uribe-Patarroyo
- Wellman Center for Photomedicine, Massachusetts General Hospital and Harvard Medical School, 40 Blossom Street, Boston, Massachusetts 02114, USA
| | - Katharina Hoebel
- Wellman Center for Photomedicine, Massachusetts General Hospital and Harvard Medical School, 40 Blossom Street, Boston, Massachusetts 02114, USA
| | - Kathy Beaudette
- Wellman Center for Photomedicine, Massachusetts General Hospital and Harvard Medical School, 40 Blossom Street, Boston, Massachusetts 02114, USA
| | - Martin Villiger
- Wellman Center for Photomedicine, Massachusetts General Hospital and Harvard Medical School, 40 Blossom Street, Boston, Massachusetts 02114, USA
| | - Norman S Nishioka
- Wellman Center for Photomedicine, Massachusetts General Hospital and Harvard Medical School, 40 Blossom Street, Boston, Massachusetts 02114, USA
- Department of Gastroenterology, Massachusetts General Hospital and Harvard Medical School, 55 Fruit Street, Boston, Massachusetts 02114, USA
| | - Benjamin J Vakoc
- Wellman Center for Photomedicine, Massachusetts General Hospital and Harvard Medical School, 40 Blossom Street, Boston, Massachusetts 02114, USA
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, USA
| | - Brett E Bouma
- Wellman Center for Photomedicine, Massachusetts General Hospital and Harvard Medical School, 40 Blossom Street, Boston, Massachusetts 02114, USA
- Institute for Medical Engineering and Science, Massachusetts Institute of Technology, Cambridge, Massachusetts 02142, USA
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18
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Huang PC, Chaney EJ, Iyer RR, Spillman DR, Odintsov B, Sobh NA, Boppart SA. Interstitial magnetic thermotherapy dosimetry based on shear wave magnetomotive optical coherence elastography. BIOMEDICAL OPTICS EXPRESS 2019; 10:539-551. [PMID: 30800498 PMCID: PMC6377902 DOI: 10.1364/boe.10.000539] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2018] [Revised: 12/11/2018] [Accepted: 12/12/2018] [Indexed: 05/08/2023]
Abstract
While magnetic thermoseeds are often utilized in interstitial magnetic thermotherapy (iMT) to enable localized tumor ablation, we propose to extend their use as the perturbative source in magnetomotive optical coherence elastography (MM-OCE) so that the heat-induced elasticity alterations can be 'theranostically' probed. MM-OCE measurements were found to agree with indentation results. Tissue stiffening was visualized on iMT-treated porcine liver and canine soft tissue sarcoma specimens, where histology confirmed thermal damages. Additionally, the elasticity was found to increase exponentially and linearly with the conventional thermal dosage metrics and the deposited thermal energy, respectively. Collectively, a physiologically-meaningful, MM-OCE-based iMT dosimetry is feasible.
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Affiliation(s)
- Pin-Chieh Huang
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, 405 N Mathews Ave, Urbana, IL 61801, USA
- Department of Bioengineering, University of Illinois at Urbana-Champaign, 1406 W Green St, Urbana, IL 61801, USA
| | - Eric J. Chaney
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, 405 N Mathews Ave, Urbana, IL 61801, USA
| | - Rishyashring R. Iyer
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, 405 N Mathews Ave, Urbana, IL 61801, USA
- Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, 306 N Wright St, Urbana, IL 61801, USA
| | - Darold R. Spillman
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, 405 N Mathews Ave, Urbana, IL 61801, USA
| | - Boris Odintsov
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, 405 N Mathews Ave, Urbana, IL 61801, USA
| | - Nahil A. Sobh
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, 405 N Mathews Ave, Urbana, IL 61801, USA
| | - Stephen A. Boppart
- Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, 405 N Mathews Ave, Urbana, IL 61801, USA
- Department of Bioengineering, University of Illinois at Urbana-Champaign, 1406 W Green St, Urbana, IL 61801, USA
- Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, 306 N Wright St, Urbana, IL 61801, USA
- Carle-Illinois College of Medicine, University of Illinois at Urbana-Champaign, 807 S Wright St, Champaign, Illinois 61820, USA
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19
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Zhao X, Fu X, Blumenthal C, Wang YT, Jenkins MW, Snyder C, Arruda M, Rollins AM. Integrated RFA/PSOCT catheter for real-time guidance of cardiac radio-frequency ablation. BIOMEDICAL OPTICS EXPRESS 2018; 9:6400-6411. [PMID: 31065438 PMCID: PMC6490984 DOI: 10.1364/boe.9.006400] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/25/2018] [Revised: 09/04/2018] [Accepted: 09/05/2018] [Indexed: 05/21/2023]
Abstract
Radiofrequency ablation (RFA) is an important standard therapy for cardiac arrhythmias, but direct monitoring of tissue treatment is currently lacking. We demonstrate an RFA catheter integrated with polarization sensitive optical coherence tomography (PSOCT) for directly monitoring the RFA process in real time. The integrated RFA/OCT catheter was modified from a standard clinical RFA catheter and includes a miniature forward-viewing cone-scanning OCT probe. The PSOCT system was validated with a quarter-wave plate while the RFA function of the integrated catheter was validated by comparing lesion sizes with those made with an unmodified RFA catheter. Additionally, the integrated catheter guided catheter-tissue apposition and monitored RFA lesion formation in cardiac tissue in real time. The results show that catheter-tissue contact can be characterized by observing the features of the blood and tissue in the acquired OCT images and that RFA lesion formation can be confirmed by monitoring the change in phase retardance in the acquired PSOCT images. This system demonstrates the feasibility of an integrated RFA/OCT catheter to deliver RF energy and image the cardiac wall simultaneously and justifies further research into use of this technology to aid RFA therapy for cardiac arrhythmias.
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Affiliation(s)
- Xiaowei Zhao
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH 44106, USA
- authors contributed equally
| | - Xiaoyong Fu
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH 44106, USA
- authors contributed equally
| | - Colin Blumenthal
- School of Medicine, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Yves T. Wang
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH 44106, USA
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Michael W. Jenkins
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH 44106, USA
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Christopher Snyder
- Department of Pediatrics, Case Western Reserve University, Cleveland, OH 44106, USA
- Rainbow Babies and Children’s Hospital, Division of Pediatric Cardiology, University Hospitals, Cleveland, OH 44106, USA
| | - Mauricio Arruda
- Department of Cardiology, University Hospitals Case Medical Center, Cleveland, OH 44120, USA
| | - Andrew M. Rollins
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH 44106, USA
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20
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Rebling J, Oyaga Landa FJ, Deán-Ben XL, Douplik A, Razansky D. Integrated catheter for simultaneous radio frequency ablation and optoacoustic monitoring of lesion progression. OPTICS LETTERS 2018; 43:1886-1889. [PMID: 29652390 DOI: 10.1364/ol.43.001886] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2018] [Accepted: 03/03/2018] [Indexed: 06/08/2023]
Abstract
Radio frequency (RF) catheter ablation is commonly used to eliminate dysfunctional cardiac tissue by heating via an alternating current. Clinical outcomes are highly dependent on careful anatomical guidance, electrophysiological mapping, and careful RF power titration during the procedure. Yet, current treatments rely mainly on the expertise of the surgeon to assess lesion formation, causing large variabilities in the success rate. We present an integrated catheter design suitable for simultaneous RF ablation and real-time optoacoustic monitoring of the forming lesion. The catheter design utilizes copper-coated multimode light guides capable of delivering both ablation current and near-infrared pulsed-laser illumination to the target tissue. The generated optoacoustic responses were used to visualize the ablation lesion formation in an ex-vivo bovine heart specimen in 3D. The presented catheter design enables the monitoring of ablation lesions with high spatiotemporal resolution while the overall therapy-monitoring approach remains compatible with commercially available catheter designs.
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21
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González-Suárez A, Herranz D, Berjano E, Rubio-Guivernau JL, Margallo-Balbás E. Relation between denaturation time measured by optical coherence reflectometry and thermal lesion depth during radiofrequency cardiac ablation: Feasibility numerical study. Lasers Surg Med 2017; 50:222-229. [PMID: 29168554 DOI: 10.1002/lsm.22771] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/11/2017] [Indexed: 11/11/2022]
Abstract
BACKGROUND/OBJECTIVE Radiofrequency (RF) catheter ablation is a minimally invasive medical procedure used to thermally destroy the focus of cardiac arrhythmias. Novel optical techniques are now being integrated into RF catheters in order to detect the changes in tissue properties. Loss of birefringence due to fiber denaturation at around 70°C is related to changes in accumulated phase retardation and can be measured by polarization-sensitive optical coherence reflectometry (PS-OCR). Since irreversible thermal lesions are produced when the tissue reaches 50°C, our goal was to seek the mathematical relationship between both isotherms. MATERIALS AND METHODS A two-dimensional model based on a coupled electric-thermal problem was built and solved using the finite element method. The model consisted of cardiac tissue, blood, and a non-irrigated electrode with a sensor embedded in its tip to maintain a specific target electrode temperature. Computer simulations were conducted by varying the tissue characteristics. Lesion depth was estimated by the 50°C isotherm, while the denaturation time (TD) was taken as the time at which the 70°C isotherm reached a depth of 0.75 mm (which corresponds to the optical depth reached by PS-OCR technology). RESULTS A strong correlation (R2 > 0.83) was found between TD and lesion depth and an even stronger correlation (R2 > 0.96) was found between TD and the time required to achieve a specific lesion depth. For instance, the ablation time required to ensure a minimum lesion depth of 3 mm was 1.33 × TD + 3.93 × seconds. CONCLUSIONS The computer results confirmed the strong relationship between denaturation time and lesion depth and suggest that measuring denaturation time by PS-OCR could provide information on the ablation time required to reach a specific lesion depth. Lasers Surg. Med. 50:222-229, 2018. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- Ana González-Suárez
- Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain
| | | | - Enrique Berjano
- BioMIT, Department of Electronic Engineering, Universitat Politècnica de València, Valencia, Spain
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22
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Irastorza RM, d'Avila A, Berjano E. Thermal latency adds to lesion depth after application of high-power short-duration radiofrequency energy: Results of a computer-modeling study. J Cardiovasc Electrophysiol 2017; 29:322-327. [DOI: 10.1111/jce.13363] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2017] [Revised: 09/27/2017] [Accepted: 10/02/2017] [Indexed: 12/01/2022]
Affiliation(s)
- Ramiro M. Irastorza
- Instituto de Física de Líquidos y Sistemas Biológicos (CONICET); La Plata Argentina
- Instituto de Ingeniería y Agronomía; Universidad Nacional Arturo Jauretche; Florencio Varela Argentina
| | | | - Enrique Berjano
- BioMIT, Department of Electronic Engineering; Universitat Politècnica de València; Valencia Spain
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23
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Muselimyan N, Jishi MA, Asfour H, Swift L, Sarvazyan NA. Anatomical and Optical Properties of Atrial Tissue: Search for a Suitable Animal Model. Cardiovasc Eng Technol 2017; 8:505-514. [PMID: 28884368 DOI: 10.1007/s13239-017-0329-7] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/09/2017] [Accepted: 08/28/2017] [Indexed: 12/12/2022]
Abstract
The purpose of this study was to evaluate structural and optical properties of atrial tissue from common animal models and to compare it with human atria. We aimed to do this in a format that will be useful for development of better ablation tools and/or new means for visualizing atrial lesions. Human atrial tissue from clinically relevant age group was compared and contrasted with atrial tissue of large animal models commonly available for research purposes. These included pigs, sheep, dogs and cows. The presented data include area measurements of smooth atrial surface available for ablation and estimates of thickness of collagen and muscle for five different species. We also described methods to quantify presence of collagen and overall thickness of atrial wall. Provided information enables placement of atrial lesions to locations with clinically relevant atrial wall thickness and macroscopic structure ultimately helping investigators to develop better ablation and imaging tools. It also highlights the impact of collagen thickness on optical measurements and lesion visualization.
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Affiliation(s)
- Narine Muselimyan
- Department of Pharmacology and Physiology, The George Washington University School of Medicine and Health Sciences, 2300 Eye Street NW, Washington, DC, 20052, USA
| | - Mohammed Al Jishi
- Department of Pharmacology and Physiology, The George Washington University School of Medicine and Health Sciences, 2300 Eye Street NW, Washington, DC, 20052, USA
| | - Huda Asfour
- Department of Pharmacology and Physiology, The George Washington University School of Medicine and Health Sciences, 2300 Eye Street NW, Washington, DC, 20052, USA
| | - Luther Swift
- Department of Pharmacology and Physiology, The George Washington University School of Medicine and Health Sciences, 2300 Eye Street NW, Washington, DC, 20052, USA
| | - Narine A Sarvazyan
- Department of Pharmacology and Physiology, The George Washington University School of Medicine and Health Sciences, 2300 Eye Street NW, Washington, DC, 20052, USA.
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24
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Gil DA, Swift LM, Asfour H, Muselimyan N, Mercader MA, Sarvazyan NA. Autofluorescence hyperspectral imaging of radiofrequency ablation lesions in porcine cardiac tissue. JOURNAL OF BIOPHOTONICS 2017; 10:1008-1017. [PMID: 27545317 PMCID: PMC5511096 DOI: 10.1002/jbio.201600071] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/27/2016] [Revised: 06/21/2016] [Accepted: 07/29/2016] [Indexed: 05/22/2023]
Abstract
Radiofrequency ablation (RFA) is a widely used treatment for atrial fibrillation, the most common cardiac arrhythmia. Here, we explore autofluorescence hyperspectral imaging (aHSI) as a method to visualize RFA lesions and interlesional gaps in the highly collagenous left atrium. RFA lesions made on the endocardial surface of freshly excised porcine left atrial tissue were illuminated by UV light (365 nm), and hyperspectral datacubes were acquired over the visible range (420-720 nm). Linear unmixing was used to delineate RFA lesions from surrounding tissue, and lesion diameters derived from unmixed component images were quantitatively compared to gross pathology. RFA caused two consistent changes in the autofluorescence emission profile: a decrease at wavelengths below 490 nm (ascribed to a loss of endogenous NADH) and an increase at wavelengths above 490 nm (ascribed to increased scattering). These spectral changes enabled high resolution, in situ delineation of RFA lesion boundaries without the need for additional staining or exogenous markers. Our results confirm the feasibility of using aHSI to visualize RFA lesions at clinically relevant locations. If integrated into a percutaneous visualization catheter, aHSI would enable widefield optical surgical guidance during RFA procedures and could improve patient outcome by reducing atrial fibrillation recurrence.
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Affiliation(s)
- Daniel A. Gil
- Department of Pharmacology & Physiology, George Washington University School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, USA
- Department of Biomedical Engineering, Vanderbilt University, 5824 Stevenson Center, PMB 351631, 2301 Vanderbilt Place, Nashville, TN, USA
| | - Luther M. Swift
- Department of Pharmacology & Physiology, George Washington University School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, USA
| | - Huda Asfour
- Department of Pharmacology & Physiology, George Washington University School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, USA
| | - Narine Muselimyan
- Department of Pharmacology & Physiology, George Washington University School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, USA
| | - Marco A. Mercader
- Division of Cardiology, George Washington University Medical Faculty Associates, 2150 Pennsylvania Avenue NW, Suite 4-417, Washington DC, USA
| | - Narine A. Sarvazyan
- Department of Pharmacology & Physiology, George Washington University School of Medicine and Health Sciences, 2300 Eye Street NW, Washington DC, USA
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Lee HC, Ahsen OO, Liu JJ, Tsai TH, Huang Q, Mashimo H, Fujimoto JG. Assessment of the radiofrequency ablation dynamics of esophageal tissue with optical coherence tomography. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:76001. [PMID: 28687822 PMCID: PMC5499807 DOI: 10.1117/1.jbo.22.7.076001] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2017] [Accepted: 06/08/2017] [Indexed: 05/08/2023]
Abstract
Radiofrequency ablation (RFA) is widely used for the eradication of dysplasia and the treatment of early stage esophageal carcinoma in patients with Barrett’s esophagus (BE). However, there are several factors, such as variation of BE epithelium (EP) thickness among individual patients and varying RFA catheter-tissue contact, which may compromise RFA efficacy. We used a high-speed optical coherence tomography (OCT) system to identify and monitor changes in the esophageal tissue architecture from RFA. Two different OCT imaging/RFA application protocols were performed using an <italic<ex vivo</italic< swine esophagus model: (1) post-RFA volumetric OCT imaging for quantitative analysis of the coagulum formation using RFA applications with different energy settings, and (2) M-mode OCT imaging for monitoring the dynamics of tissue architectural changes in real time during RFA application. Post-RFA volumetric OCT measurements showed an increase in the coagulum thickness with respect to the increasing RFA energies. Using a subset of the specimens, OCT measurements of coagulum and coagulum + residual EP thickness were shown to agree with histology, which accounted for specimen shrinkage during histological processing. In addition, we demonstrated the feasibility of OCT for real-time visualization of the architectural changes during RFA application with different energy settings. Results suggest feasibility of using OCT for RFA treatment planning and guidance.
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Affiliation(s)
- Hsiang-Chieh Lee
- Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science and Research Laboratory of Electronics, Cambridge, Massachusetts, United States
| | - Osman O. Ahsen
- Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science and Research Laboratory of Electronics, Cambridge, Massachusetts, United States
| | - Jonathan J. Liu
- Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science and Research Laboratory of Electronics, Cambridge, Massachusetts, United States
| | - Tsung-Han Tsai
- Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science and Research Laboratory of Electronics, Cambridge, Massachusetts, United States
| | - Qin Huang
- Veterans Affairs Boston Healthcare System, Boston, Massachusetts, United States
- Harvard Medical School, Boston, Massachusetts, United States
| | - Hiroshi Mashimo
- Veterans Affairs Boston Healthcare System, Boston, Massachusetts, United States
- Harvard Medical School, Boston, Massachusetts, United States
| | - James G. Fujimoto
- Massachusetts Institute of Technology, Department of Electrical Engineering and Computer Science and Research Laboratory of Electronics, Cambridge, Massachusetts, United States
- Address all correspondence to: James G. Fujimoto, E-mail:
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Grant EK, Berul CI, Cross RR, Moak JP, Hamann KS, Sumihara K, Cronin I, O'Brien KJ, Ratnayaka K, Hansen MS, Kellman P, Olivieri LJ. Acute Cardiac MRI Assessment of Radiofrequency Ablation Lesions for Pediatric Ventricular Arrhythmia: Feasibility and Clinical Correlation. J Cardiovasc Electrophysiol 2017; 28:517-522. [PMID: 28245348 PMCID: PMC5444970 DOI: 10.1111/jce.13197] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/28/2016] [Revised: 12/28/2016] [Accepted: 01/18/2017] [Indexed: 11/29/2022]
Abstract
BACKGROUND Arrhythmia ablation with current techniques is not universally successful. Inadequate ablation lesion formation may be responsible for some arrhythmia recurrences. Periprocedural visualization of ablation lesions may identify inadequate lesions and gaps to guide further ablation and reduce risk of arrhythmia recurrence. METHODS This feasibility study assessed acute postprocedure ablation lesions by MRI, and correlated these findings with clinical outcomes. Ten pediatric patients who underwent ventricular tachycardia ablation were transferred immediately postablation to a 1.5T MRI scanner and late gadolinium enhancement (LGE) imaging was performed to characterize ablation lesions. Immediate and mid-term arrhythmia recurrences were assessed. RESULTS Patient characteristics include median age 14 years (1-18 years), median weight 52 kg (11-81 kg), normal cardiac anatomy (n = 6), d-transposition of great arteries post arterial switch repair (n = 2), anomalous coronary artery origin post repair (n = 1), and cardiac rhabdomyoma (n = 1). All patients underwent radiofrequency catheter ablation of ventricular arrhythmia with acute procedural success. LGE was identified at the reported ablation site in 9/10 patients, all arrhythmia-free at median 7 months follow-up. LGE was not visible in 1 patient who had recurrence of frequent premature ventricular contractions within 2 hours, confirmed on Holter at 1 and 21 months post procedure. CONCLUSIONS Ventricular ablation lesion visibility by MRI in the acute post procedure setting is feasible. Lesions identifiable with MRI may correlate with clinical outcomes. Acute MRI identification of gaps or inadequate lesions may provide the unique temporal opportunity for additional ablation therapy to decrease arrhythmia recurrence.
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Affiliation(s)
- Elena K Grant
- Department of Cardiology, Children's National Health System, Washington, District of Columbia, USA
- Division of Intramural Research, Cardiovascular and Pulmonary Branch, National Heart Lung and Blood Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Charles I Berul
- Department of Cardiology, Children's National Health System, Washington, District of Columbia, USA
| | - Russell R Cross
- Department of Cardiology, Children's National Health System, Washington, District of Columbia, USA
| | - Jeffrey P Moak
- Department of Cardiology, Children's National Health System, Washington, District of Columbia, USA
| | - Karin S Hamann
- Department of Cardiology, Children's National Health System, Washington, District of Columbia, USA
| | - Kohei Sumihara
- Department of Cardiology, Children's National Health System, Washington, District of Columbia, USA
| | - Ileen Cronin
- Department of Cardiology, Children's National Health System, Washington, District of Columbia, USA
| | - Kendall J O'Brien
- Department of Cardiology, Children's National Health System, Washington, District of Columbia, USA
| | - Kanishka Ratnayaka
- Division of Intramural Research, Cardiovascular and Pulmonary Branch, National Heart Lung and Blood Institute, National Institutes of Health, Bethesda, Maryland, USA
- Department of Cardiology, Rady Children's Hospital, San Diego, California, USA
| | - Michael S Hansen
- Department of Cardiology, Children's National Health System, Washington, District of Columbia, USA
- Division of Intramural Research, Cardiovascular and Pulmonary Branch, National Heart Lung and Blood Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Peter Kellman
- Department of Cardiology, Children's National Health System, Washington, District of Columbia, USA
- Division of Intramural Research, Cardiovascular and Pulmonary Branch, National Heart Lung and Blood Institute, National Institutes of Health, Bethesda, Maryland, USA
| | - Laura J Olivieri
- Department of Cardiology, Children's National Health System, Washington, District of Columbia, USA
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Ahmad I, Gribble A, Murtza I, Ikram M, Pop M, Vitkin A. Polarization image segmentation of radiofrequency ablated porcine myocardial tissue. PLoS One 2017; 12:e0175173. [PMID: 28380013 PMCID: PMC5381909 DOI: 10.1371/journal.pone.0175173] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2016] [Accepted: 03/21/2017] [Indexed: 11/19/2022] Open
Abstract
Optical polarimetry has previously imaged the spatial extent of a typical radiofrequency ablated (RFA) lesion in myocardial tissue, exhibiting significantly lower total depolarization at the necrotic core compared to healthy tissue, and intermediate values at the RFA rim region. Here, total depolarization in ablated myocardium was used to segment the total depolarization image into three (core, rim and healthy) zones. A local fuzzy thresholding algorithm was used for this multi-region segmentation, and then compared with a ground truth segmentation obtained from manual demarcation of RFA core and rim regions on the histopathology image. Quantitative comparison of the algorithm segmentation results was performed with evaluation metrics such as dice similarity coefficient (DSC = 0.78 ± 0.02 and 0.80 ± 0.02), sensitivity (Sn = 0.83 ± 0.10 and 0.91 ± 0.08), specificity (Sp = 0.76 ± 0.17 and 0.72 ± 0.17) and accuracy (Acc = 0.81 ± 0.09 and 0.71 ± 0.10) for RFA core and rim regions, respectively. This automatic segmentation of parametric depolarization images suggests a novel application of optical polarimetry, namely its use in objective RFA image quantification.
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Affiliation(s)
- Iftikhar Ahmad
- Department of Physics and Applied Mathematics, Pakistan Institute of Engineering and Applied Science (PIEAS), Nilore, Islamabad, Pakistan
- * E-mail:
| | - Adam Gribble
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Division of Biophysics and Bioimaging, Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Toronto, Ontario, Canada
| | - Iqbal Murtza
- Department of Computer and Information Sciences, Pakistan Institute of Engineering and Applied Science (PIEAS), Nilore, Islamabad, Pakistan
| | - Masroor Ikram
- Department of Physics and Applied Mathematics, Pakistan Institute of Engineering and Applied Science (PIEAS), Nilore, Islamabad, Pakistan
| | - Mihaela Pop
- Sunnybrook Research Institute, Department of Medical Biophysics, University of Toronto, 2075 Bayview Avenue, Toronto, Ontario, Canada
| | - Alex Vitkin
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Division of Biophysics and Bioimaging, Princess Margaret Cancer Centre, University Health Network, 610 University Avenue, Toronto, Ontario, Canada
- Department of Radiation Oncology, University of Toronto, 610 University Avenue, Toronto, Ontario Canada
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