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Eskandari A, Malek S, Jabbari A, Javari K, Rahmati N, Nikbakhtian B, Mohebbi B, Parhizgar SE, Alimohammadi M. Enhancing cardiac assessments: accurate and efficient prediction of quantitative fractional flow reserve. Front Bioeng Biotechnol 2025; 13:1438253. [PMID: 39931137 PMCID: PMC11808135 DOI: 10.3389/fbioe.2025.1438253] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2024] [Accepted: 01/09/2025] [Indexed: 02/13/2025] Open
Abstract
Background Obstruction within the left anterior descending coronary artery (LAD) is prevalent, serving as a prominent and independent predictor of mortality. Invasive Fractional flow reserve (FFR) is the gold standard for Coronary Artery Disease risk assessment. Despite advances in computational and imaging techniques, no definitive methodology currently assures clinicians of reliable, non-invasive strategies for future planning. Method The present research encompassed a cohort of 150 participants who were admitted to the Rajaie Cardiovascular, Medical, and Research Center. The method includes a three-dimensional geometry reconstruction, computational fluid dynamics simulations, and methodology optimization for the computation time. Four patients are analyzed within this study to showcase the proposed methodology. The invasive FFR results reported by the clinic have validated the optimized model. Results The computational FFR data derived from all methodologies are compared with those reported by the clinic for each case. The chosen methodology has yielded virtual FFR values that exhibit remarkable proximity to the clinically reported patient-specific FFR values, with the MSE of 6.186e-7 and R2 of 0.99 (p = 0.00434). Conclusion This approach has shown reliable results for all 150 patients. The results are both computationally and clinically user-friendly, with the accumulative pre and post-processing time of 15 min on a desktop computer (Intel i7 processor, 16 GB RAM). The proposed methodology has the potential to significantly assist clinicians with diagnosis.
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Affiliation(s)
- Arshia Eskandari
- Department of Mechanical Engineering, K.N. Toosi University of Technology, Tehran, Iran
| | - Sara Malek
- Department of Mechanical Engineering, K.N. Toosi University of Technology, Tehran, Iran
| | - Alireza Jabbari
- Department of Mechanical Engineering, K.N. Toosi University of Technology, Tehran, Iran
| | - Kian Javari
- Department of Mechanical Engineering, K.N. Toosi University of Technology, Tehran, Iran
| | - Nima Rahmati
- Department of Mechanical Engineering, K.N. Toosi University of Technology, Tehran, Iran
| | - Behrad Nikbakhtian
- Department of Mechanical Engineering, K.N. Toosi University of Technology, Tehran, Iran
| | - Bahram Mohebbi
- Rajaie Cardiovascular Medical and Research Center, Iran University of Medical Sciences, Tehran, Iran
| | - Seyed Ehsan Parhizgar
- Rajaie Cardiovascular Medical and Research Center, Iran University of Medical Sciences, Tehran, Iran
| | - Mona Alimohammadi
- Department of Mechanical Engineering, K.N. Toosi University of Technology, Tehran, Iran
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Marcinnò F, Vergara C, Giovannacci L, Quarteroni A, Prouse G. Computational fluid-structure interaction analysis of the end-to-side radio-cephalic arteriovenous fistula. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2024; 249:108146. [PMID: 38593514 DOI: 10.1016/j.cmpb.2024.108146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 01/15/2024] [Accepted: 03/24/2024] [Indexed: 04/11/2024]
Abstract
BACKGROUND AND OBJECTIVE In the current work, we present a descriptive fluid-structure interaction computational study of the end-to-side radio-cephalic arteriovenous fistula. This allows us to account for the different thicknesses and elastic properties of the radial artery and cephalic vein. METHODS The core of the work consists in simulating different arteriovenous fistula configurations obtained by virtually varying the anastomosis angle, i.e. the angle between the end of the cephalic vein and the side of the radial artery. Since the aim of the work is to understand the blood dynamics in the very first days after the surgical intervention, the radial artery is considered stiffer and thicker than the cephalic vein. RESULTS Our results demonstrate that both the diameter of the cephalic vein and the anastomosis angle play a crucial role to obtain a blood dynamics without re-circulation regions that could prevent fistula failure. CONCLUSIONS When an anastomosis angle close to the perpendicular direction with respect to the radial artery is combined with a large diameter of the cephalic vein, the recirculation regions and the low Wall Shear Stress (WSS) zones are reduced. Conversely, from a structural point of view, a low anastomosis angle with a large diameter of the cephalic vein reduces the mechanical stress acting on the vessel walls.
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Affiliation(s)
- Fabio Marcinnò
- Institute of Mathematics, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.
| | - Christian Vergara
- LaBS, Dipartimento di Chimica, Materiali e Ingegneria Chimica "Giulio Natta", Politecnico di Milano, Milan, Italy.
| | - Luca Giovannacci
- Centro Vascolare Ticino, EOC-Ente Ospedaliero Cantonale, Ticino, Switzerland.
| | - Alfio Quarteroni
- Institute of Mathematics, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland; MOX, Dipartimento di Matematica, Politecnico di Milano, Milan, Italy.
| | - Giorgio Prouse
- Centro Vascolare Ticino, EOC-Ente Ospedaliero Cantonale, Ticino, Switzerland.
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Sundström E, Jiang M, Najm HK, Tretter JT. Blood Speckle Imaging: An Emerging Method for Perioperative Evaluation of Subaortic and Aortic Valvar Repair. Bioengineering (Basel) 2023; 10:1183. [PMID: 37892913 PMCID: PMC10604765 DOI: 10.3390/bioengineering10101183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Revised: 10/03/2023] [Accepted: 10/06/2023] [Indexed: 10/29/2023] Open
Abstract
BACKGROUND This article presents the use of blood speckle Imaging (BSI) as an echocardiographic approach for the pre- and post-operative evaluation of subaortic membrane resection and aortic valve repair. METHOD BSI, employing block-matching algorithms, provided detailed visualization of flow patterns and quantification of parameters from ultrasound data. The 9-year-old patient underwent subaortic membrane resection and peeling extensions of the membrane from under the ventricular-facing surface of all three aortic valve leaflets. RESULT Post-operatively, BSI demonstrated improvements in hemodynamic patterns, where quantified changes in flow velocities showed no signs of stenosis and trivial regurgitation. The asymmetric jet with a shear layer and flow reversal on the posterior aspect of the aorta was corrected resulting in reduced wall shear stress on the anterior aspect and reduced oscillatory shear index, which is considered a contributing element in cellular alterations in the structure of the aortic wall. CONCLUSION This proof-of-concept study demonstrates the potential of BSI as an emerging echocardiographic approach for evaluating subaortic and aortic valvar repair. BSI enhances the quantitative evaluation of the left ventricular outflow tract of immediate surgical outcomes beyond traditional echocardiographic parameters and aids in post-operative decision-making. However, larger studies are needed to validate these findings and establish standardized protocols for clinical implementation.
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Affiliation(s)
- Elias Sundström
- Department of Engineering Mechanics, FLOW Research Center, KTH Royal Institute of Technology, Teknikringen 8, 100 44 Stockholm, Sweden
| | - Michael Jiang
- Department of Pediatric Cardiology, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Hani K. Najm
- Congenital Valve Procedural Planning Center, Department of Pediatric Cardiology, Cleveland, OH 44195, USA
- Division of Pediatric Cardiac Surgery, and the Heart, Vascular, and Thoracic Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Justin T. Tretter
- Congenital Valve Procedural Planning Center, Department of Pediatric Cardiology, Cleveland, OH 44195, USA
- Division of Pediatric Cardiac Surgery, and the Heart, Vascular, and Thoracic Institute, Cleveland Clinic, Cleveland, OH 44195, USA
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4
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Xue Q, Shi H, Li L, Jin Q, Wang X, Huo Y. Myocardial infarction impaired wall mechanics and hemodynamics in peripheral arteries. Front Physiol 2023; 14:1266568. [PMID: 37705604 PMCID: PMC10497108 DOI: 10.3389/fphys.2023.1266568] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Accepted: 08/16/2023] [Indexed: 09/15/2023] Open
Abstract
Myocardial infarction (MI) impaired both cardiac functions and peripheral arteries. The changes in normal and shear stresses in the peripheral artery wall are of importance for understanding the progression of MI-induced heart failure (HF). The aim of the study is to investigate the corresponding changes of normal and shear stresses. The coronary artery ligation was used to induce the MI in Wistar rats. The analysis of wall mechanics and hemodynamics was performed based on in vivo and in vitro measurements. Myocardial infarction increased wall stiffness in elastic carotid and muscular femoral arteries significantly albeit different changes occurred between the two vessels from 3 to 6 weeks postoperatively. Moreover, the hemodynamic analysis showed the gradually deteriorated wall shear stress, oscillatory shear index and relative residence time in the two arteries. This study probably shed light on understanding the interaction between abnormal systemic circulation and peripheral mechanics and hemodynamics during the development of MI-induced HF.
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Affiliation(s)
- Qiang Xue
- Department of Cardiology, Yanan Hospital Affiliated to Kunming Medical University, Kunming, Yunnan, China
| | - Hongyu Shi
- Department of Cardiology, Zhongshan Hospital Wusong Branch, Fudan University, Shanghai, China
| | - Li Li
- PKU-HKUST Shenzhen-Hong Kong Institution, Shenzhen, Guangdong, China
- Institute of Mechanobiology and Medical Engineering, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| | - Qing Jin
- Department of Cardiology, Yanan Hospital Affiliated to Kunming Medical University, Kunming, Yunnan, China
| | - Xuan Wang
- PKU-HKUST Shenzhen-Hong Kong Institution, Shenzhen, Guangdong, China
- Institute of Mechanobiology and Medical Engineering, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| | - Yunlong Huo
- PKU-HKUST Shenzhen-Hong Kong Institution, Shenzhen, Guangdong, China
- Institute of Mechanobiology and Medical Engineering, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
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5
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Phukan P, Saikia B, Sarma A, Baruah SD, Das GC, Gayan PS. Retrospective Study of Normal Variations in Vertebral Artery on Computed Tomography Angiography With Special Emphasis on Relevant Embryology. Cureus 2023; 15:e38063. [PMID: 37234137 PMCID: PMC10208390 DOI: 10.7759/cureus.38063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/24/2023] [Indexed: 05/27/2023] Open
Abstract
Background The vertebral arteries (VA) nourish the posterior cerebral circulation. Planning neck and cervical interventions like drilling and instrumentation, which involves VA manipulation, require an in-depth acquaintance with the normal and variant patterns encountered in the origin and course of the VA. Embryological events involved in forming these variant patterns can be correlated to their prior disposition in the lower vertebrate's understanding which becomes crucial while planning cervical interventions. Study design This is a single-center, retrospective study. Materials and methods The study involved 70 patients of both sexes and was done from September 2021 to February 2022 in the Department of Radiodiagnosis and Imaging at North Eastern Indira Gandhi Regional Institute of Health and Medical Sciences (NEIGRIHMS), Meghalaya, India. The CT angiographies were studied for variations of VA under V1 - from origin to entrance into the foramen transversarium (FT), V2 - part inside FT, V3 - from its exit from FT till it pierces the cranial dura mater, and V4 - intracranial part. Further, VA was observed for its origin, dominance, level of entry in FT, and any associated anomalies. Results The VA was found mostly to be codominant. There was an opposite directional relationship between the basilar artery curvature and the dominance of VA. The association of ischemic events with hypoplastic VA was more on the left side (66.67%). Left VA originated from the aorta in 4.3% of subjects. One case presented a dual origin of VA. The abnormal origin of the LVA from the aorta showed a higher rate of abnormal entry into FT which was also found to be statistically significant. Conclusion Our study identifies and documents the anatomical variations present in VA specific to the population of northeast India by CT angiography and thus provides a much-needed reference for the healthcare professionals working in the field of Head and Neck interventions by providing opportunities further to understand these patterns for better diagnostic and therapeutic outcomes.
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Affiliation(s)
- Pranjal Phukan
- Radiology, North Eastern Indira Gandhi Regional Institute of Health and Medical Science (NEIGRIHMS), Shillong, IND
| | - Bishwajeet Saikia
- Anatomy, North Eastern Indira Gandhi Regional Institute of Health and Medical Science (NEIGRIHMS), Shillong, IND
| | - Amitav Sarma
- Anatomy, North Eastern Indira Gandhi Regional Institute of Health and Medical Science (NEIGRIHMS), Shillong, IND
| | - Sudipta D Baruah
- Anatomy, North Eastern Indira Gandhi Regional Institute of Health and Medical Science (NEIGRIHMS), Shillong, IND
| | - Gautam C Das
- Anatomy, Silchar Medical College and Hospital, Silchar, IND
| | - Partha S Gayan
- Ophthalmology, Nagaon Medical College and Hospital, Nagaon, IND
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6
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Liu D, Wang X, Zhao D, Sun Z, Biekan J, Wen Z, Xu L, Liu J. Influence of MRI-based boundary conditions on type B aortic dissection simulations in false lumen with or without abdominal aorta involvement. Front Physiol 2022; 13:977275. [PMID: 36160847 PMCID: PMC9490059 DOI: 10.3389/fphys.2022.977275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Accepted: 08/15/2022] [Indexed: 11/13/2022] Open
Abstract
Most computational hemodynamic studies of aortic dissections rely on idealized or general boundary conditions. However, numerical simulations that ignore the characteristics of the abdominal branch arteries may not be conducive to accurately observing the hemodynamic changes below the branch arteries. In the present study, two men (M-I and M-II) with type B aortic dissection (TBAD) underwent arterial-phase computed tomography angiography and four-dimensional flow magnetic resonance imaging (MRI) before and after thoracic endovascular aortic repair (TEVAR). The finite element method was used to simulate the computational fluid dynamic parameters of TBAD [false lumen (FL) with or without visceral artery involvement] under MRI-specific and three idealized boundary conditions in one cardiac cycle. Compared to the results of zero pressure and outflow boundary conditions, the simulations with MRI boundary conditions were closer to the initial MRI data. The pressure difference between true lumen and FL after TEVAR under the other three boundary conditions was lower than that of the MRI-specific results. The results of the outflow boundary conditions could not characterize the effect of the increased wall pressure near the left renal artery caused by the impact of Tear-1, which raised concerns about the distal organ and limb perfused by FL. After TEVAR, the flow velocity and wall pressure in the FL and the distribution areas of high time average wall shear stress and oscillating shear index were reduced. The difference between the calculation results for different boundary conditions was lower in M-II, wherein FL did not involve the abdominal aorta branches than in M-I. The boundary conditions of the abdominal branch arteries from MRI data might be valuable in elucidating the hemodynamic changes of the descending aorta in TBAD patients before and after treatment, especially those with FL involving the branch arteries.
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Affiliation(s)
- Dongting Liu
- Department of Radiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China
| | - Xuan Wang
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Dongliang Zhao
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Zhonghua Sun
- Discipline of Medical Radiation Science, Curtin Medical School, Curtin University, Perth, WA, Australia
- *Correspondence: Jiayi Liu, ; Zhonghua Sun,
| | | | - Zhaoying Wen
- Department of Radiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China
| | - Lei Xu
- Department of Radiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China
| | - Jiayi Liu
- Department of Radiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China
- *Correspondence: Jiayi Liu, ; Zhonghua Sun,
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7
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Feng Y, Liu J, Fan T, Zhang W, Yin X, E Y, Tan W, Huo Y. Vertebral Artery Stenoses Contribute to the Development of Diffuse Plaques in the Basilar Artery. Front Bioeng Biotechnol 2020; 8:168. [PMID: 32211395 PMCID: PMC7068210 DOI: 10.3389/fbioe.2020.00168] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2019] [Accepted: 02/19/2020] [Indexed: 12/19/2022] Open
Abstract
Vertebral artery (VA) stenosis is relevant to a high early risk of recurrent stroke and basilar artery (BA) is the most common intracranial site of atherosclerotic lesions. It is important to show predictive risk factors for transient ischemic attack (TIA) or posterior infarctions. The aim of the study is to investigate morphometry and hemodynamics in intracranial vertebral and basilar arteries of health and diseased patients to enhance the risk assessment. Based on the geometrical model reconstructed from CTA images in 343 patients, a transient three-dimensional computational model was used to determine the hemodynamics. Patients were classified in symmetric, asymmetric, hypoplastic, and stenotic groups while patients in the stenotic group were divided into unilateral, bilateral, bifurcation, and tandem stenotic sub-groups. Patients in bilateral, bifurcation, and tandem stenotic sub-groups had significantly lower basilar artery diameters than other groups. Patients in the stenotic group had significantly higher surface area ratio (SAR) of high time-averaged wall shear stress gradient (TAWSSG) and higher incidence of TIAs or posterior infarctions than other groups while patients in the tandem stenotic sub-group had the highest values (SAR-TAWSSG of 57 ± 22% and TIAs or posterior infarction incidence of 54%). The high SAR-TAWSSG is predisposed to induce TIAs or posterior infarction.
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Affiliation(s)
- Yundi Feng
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China.,PKU-HKUST Shenzhen-Hongkong Institution, Shenzhen, China
| | - Jian Liu
- Department of Cardiology, Peking University People's Hospital, Beijing, China
| | - Tingting Fan
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Wenxi Zhang
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Xiaoping Yin
- Department of Radiology, Affiliated Hospital of Hebei University, Hebei University, Baoding, China
| | - Yajun E
- Department of Neurology, Affiliated Hospital of Hebei University, Hebei University, Baoding, China
| | - Wenchang Tan
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China.,PKU-HKUST Shenzhen-Hongkong Institution, Shenzhen, China.,Shenzhen Graduate School, Peking University, Shenzhen, China
| | - Yunlong Huo
- PKU-HKUST Shenzhen-Hongkong Institution, Shenzhen, China.,Institute of Mechanobiology & Medical Engineering, School of Life Sciences & Biotechnology, Shanghai Jiao Tong University, Shanghai, China
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8
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Xu H, Liu J, Zhou D, Jin Y. Influence of microcirculation load on FFR in coronary artery stenosis model. BMC Cardiovasc Disord 2020; 20:144. [PMID: 32199456 PMCID: PMC7085198 DOI: 10.1186/s12872-020-01437-w] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2019] [Accepted: 03/13/2020] [Indexed: 01/02/2023] Open
Abstract
BACKGROUND The coronary artery hemodynamics are impacted by both the macrocirculation and microcirculation. Whether microcirculation load impact the functional assessment of a coronary artery stenosis is unknown. The purpose of this study is to investigate the effect of porous media of the microcirculation on fractional flow reserve (FFR) in stenotic coronary artery model. METHODS A three dimensional computational simulation of blood flow in coronary artery symmetric stenotic model was constructed. The computational fluid dynamics (CFD) model was developed with Fluent 16.0. Blood was modeled as a shear thinning, non-Newtonian fluid with the Carreau model. A seepage outlet boundary condition and transient inlet conditions were imposed on the model. Coronary physiologica diagnostic parameter such as pressure, velocity and fractional flow reserve (FFR) were investigated in the model and compared with the microcirculation load (ML) and constant pressure load (PL) condition. RESULTS The present study showed the different hemodynamics in the ML and PL condition. The pre-stenotic pressure is almost the same in the two model. However the pressure in the post-stenotic artery domain is much lower in the PL model. The fluctuation range of the pressures is much higher in ML model than those in PL model. The velocity flow was more steady and lower in the ML model. For the PL model with 75% artery stenosis the FFR was 0.776, while for the ML model with the same stenosis, the FFR was 0.813. CONCLUSIONS This study provides evidence that FFR increased in the presentation of ML condition. There is a strong hemodynamic effect of microcirculation on coronary artery stenosis.
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Affiliation(s)
- Hongzeng Xu
- Department of Cardiology, The fourth Affiliated Hospital of China Medical University, No. 4, Chongshan Road, Huanggu District, Shenyang, 110032, China
| | - Jing Liu
- Department of Cardiology, The fourth Affiliated Hospital of China Medical University, No. 4, Chongshan Road, Huanggu District, Shenyang, 110032, China
| | - Donghui Zhou
- Department of Cardiology, The fourth Affiliated Hospital of China Medical University, No. 4, Chongshan Road, Huanggu District, Shenyang, 110032, China
| | - Yuanzhe Jin
- Department of Cardiology, The fourth Affiliated Hospital of China Medical University, No. 4, Chongshan Road, Huanggu District, Shenyang, 110032, China.
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9
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Hoque KE, Ferdows M, Sawall S, Tzirtzilakis EE. The effect of hemodynamic parameters in patient-based coronary artery models with serial stenoses: normal and hypertension cases. Comput Methods Biomech Biomed Engin 2020; 23:467-475. [DOI: 10.1080/10255842.2020.1737028] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Affiliation(s)
- K. E. Hoque
- Research group of Fluid Flow Modeling and Simulation, Department of Applied Mathematics, University of Dhaka, Dhaka, Bangladesh
- Department of Arts and Sciences, Faculty of Engineering, Ahsanullah University of Science and Technology, Dhaka, Bangladesh
| | - M. Ferdows
- Research group of Fluid Flow Modeling and Simulation, Department of Applied Mathematics, University of Dhaka, Dhaka, Bangladesh
| | - S. Sawall
- X-Ray Imaging and Computed Tomography, German Cancer Research Center, Heidelberg, Germany
| | - E. E. Tzirtzilakis
- Fluid Dynamics & Turbo-machinery Laboratory, Department of Mechanical Engineering, University of the Peloponnese, Patras, Greece
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10
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Fan T, Zhou Z, Fang W, Wang W, Xu L, Huo Y. Morphometric and hemodynamic parameter dataset for coronary artery aneurysms caused by atherosclerosis. Data Brief 2019; 25:104293. [PMID: 31388526 PMCID: PMC6669343 DOI: 10.1016/j.dib.2019.104293] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Revised: 07/02/2019] [Accepted: 07/11/2019] [Indexed: 11/26/2022] Open
Abstract
In comparison with intracranial aneurysm, there are relatively few investigations of coronary artery aneurysms (CAA). Coronary atherosclerosis is the first cause of CAA; therefore, it is necessary to providing as many details of clinical CAA caused by atherosclerosis as possible. The aim of the data is to provide morphometric and hemodynamic parameters of CAAs caused by atherosclerosis, as well as the demographics of patients with CAAs. Various morphometric parameters were obtained from the reconstructed epicardial coronary arterial trees of 61 patients while multiple hemodynamic parameters were determined from their computed flow fields. The data classified the CAAs into 4 types. All subjects in each group are listed in this data article. This data set support the main findings presented in the research article (Fan et al., 2019).
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Affiliation(s)
- Tingting Fan
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China.,PKU-HKUST Shenzhen-Hongkong Institution, Shenzhen, China
| | - Zhen Zhou
- Department of Radiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China
| | - Wenxuan Fang
- PKU-HKUST Shenzhen-Hongkong Institution, Shenzhen, China
| | - Wenjing Wang
- Department of Radiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China
| | - Lei Xu
- Department of Radiology, Beijing Anzhen Hospital, Capital Medical University, Beijing, China
| | - Yunlong Huo
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China.,PKU-HKUST Shenzhen-Hongkong Institution, Shenzhen, China
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11
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Hemodynamics and Wall Mechanics after Surgical Repair of Aortic Arch: Implication for Better Clinical Decisions. APPLIED SCIENCES-BASEL 2019. [DOI: 10.3390/app9040807] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Graft repair of aortic coarctation is commonly used to mimic the physiological aortic arch shape and function. Various graft materials and shapes have been adopted for the surgery. The goal of this work is to quantitatively assess the impact of graft materials and shapes in the hemodynamics and wall mechanics of the restored aortic arch and its correlation with clinical outcomes. A three-dimensional aortic arch model was reconstructed from magnetic resonance images. The fluid–structure interaction (FSI) analysis was performed to characterize the hemodynamics and solid wall mechanics of the repaired aortic arch. Two graft shapes (i.e., a half-moon shape and a crescent one) were considered. Material choices of the aortic arch repair included three commonly used graft materials (i.e., polytetrafluoroethylene (PTFE) synthetic graft, CorMatrix extracellular matrix, and pulmonary homograft) as well as one native tissue serving as a control. The pathological hemodynamic parameters, in terms of the percentage area of low wall shear stress (WSS), high oscillatory shear index (OSI), and high relative residence time (RRT), were quantified to be associated with potential clinical outcomes. Results have shown that the peak von Mises stress for the aortic arch repaired by the crescent graft was 76% less than that of the half-moon graft. Flow disturbance and recirculation were also minimized with the crescent graft. Moreover, pathological hemodynamic parameters were significantly reduced with the crescent graft. The graft material mismatch with the surrounding tissue aggregated the stress concentration on the aortic wall, but had minimal impact on flow dynamics. The present work demonstrated the role and importance of the graft geometry and materials on hemodynamics and wall mechanics, which could guide optimal graft decisions towards better clinical outcomes.
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12
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Stenosis Indicators Applied to Patient-Specific Renal Arteries without and with Stenosis. FLUIDS 2019. [DOI: 10.3390/fluids4010026] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Pulsatile flow in the abdominal aorta and the renal arteries of three patients was studied numerically. Two of the patients had renal artery stenosis. The aim of the study was to assess the use of four types of indicators for determining the risk of new stenosis after revascularization of the affected arteries. The four indicators considered include the time averaged wall shear stress (TAWSS), the oscillatory shear index (OSI), the relative reference time (RRT) and a power law model based in platelet activation modeling but applied to the endothelium, named endothelium activation indicator (EAI). The results show that the indicators can detect the existing stenosis but are less successful in the revascularized cases. The TAWSS and, more clearly, the EAI approach seem to be better in predicting the risk for stenosis relapse at the original location and close to the post-stenotic dilatation. The shortcomings of the respective indicators are discussed along with potential improvements to endothelial activation modeling and its use as an indicator for risks of restenosis.
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13
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Hemodynamic Interference of Serial Stenoses and Its Impact on FFR and iFR Measurements. APPLIED SCIENCES-BASEL 2019. [DOI: 10.3390/app9020279] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
The hemodynamic interference of serial stenoses poses challenges for identifying the functional severity using the fractional flow reserve (FFR) method. The instantaneous wave-free ratio (iFR), i.e., the distal-to-proximal pressure ratio at 75% of diastole, was recently proposed to overcome the disadvantages of the FFR. However, the underlying mechanism remained ambiguous due to the lack of quantitative definition of hemodynamic interference. The objective of this study is to quantitatively define the hemodynamic interference and then examine its role on the FFR and iFR measurements. Pressure distributions, velocity fields, and Q-criterion which identifies vortices, were obtained through the computational fluid dynamics (CFD) for five cases with spacing ratios at 1, 3, 5, 7, and 10. The hemodynamic interference was identified using vortex structures which were quantified by Q-criterion. Results have shown that a spacing ratio of 7 or larger was interference-free. Serial stenoses with a closer spacing ratio led to a larger hemodynamic interference, and thus, larger errors in the FFR measurements compared to the spacing ratio of 7. Moreover, the underestimation of the first stenosis lesion has been observed, even in interference-free cases due to the nature of hyperemia. However, the hemodynamic interference of the serial stenoses has a negligible impact on the iFR measurement, regardless of the spacing ratio. Our results demonstrated that the quantification of the hemodynamic interference in serial stenoses provided a better understanding of its role on the pressure measurements, which could be further exploited for the optimal treatment of serial stenoses.
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14
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Sezer M. New Mathematical Correction Model in Pursuit of Optimal Hemodynamic Assessment of Serial Coronary Artery Disease: Overcoming Hyperemic Cross Talk Between Coronary Stenoses in Series? J Am Heart Assoc 2018; 7:e010754. [PMID: 30371268 PMCID: PMC6474979 DOI: 10.1161/jaha.118.010754] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Affiliation(s)
- Murat Sezer
- Department of CardiologyIstanbul UniversityIstanbulTurkey
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15
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Morphometry and hemodynamics of posterior communicating artery aneurysms: Ruptured versus unruptured. J Biomech 2018; 76:35-44. [DOI: 10.1016/j.jbiomech.2018.05.019] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2017] [Revised: 01/12/2018] [Accepted: 05/10/2018] [Indexed: 11/20/2022]
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16
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Feng Y, Wang X, Fan T, Li L, Sun X, Zhang W, Cao M, Liu J, Li J, Huo Y. Bifurcation Asymmetry of Small Coronary Arteries in Juvenile and Adult Mice. Front Physiol 2018; 9:519. [PMID: 29867562 PMCID: PMC5962776 DOI: 10.3389/fphys.2018.00519] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2018] [Accepted: 04/23/2018] [Indexed: 11/13/2022] Open
Abstract
Background: Microvascular bifurcation asymmetry is of significance for regulation of coronary flow heterogeneity during juvenile and adult growth. The aim of the study is to investigate the morphometric and hemodynamic variation of coronary arterial bifurcations in mice of different ages. Methods: Pulsatile blood flows were computed from a Womersley-type model in the reconstructed left coronary arterial (LCA) trees from Micro-CT images in normal mice at ages of 3 weeks, 6 weeks, 12 weeks, 5-6 months, and >8 months. Diameter and flow ratios and bifurcation angles were determined in each bifurcation of the LCA trees. Results: The blood volume and inlet flow rate of LCA trees increase and decrease during juvenile and adult growth, respectively. As vessel diameters decrease, the increased ratios of small to large daughter vessel diameters (Ds/Dl) result in more uniform flows and lower velocities. There are significant structure-functional changes of LCA trees in mice of >8 months compared with mice of < 8 months. As Ds/Dl increases, the variation trend of bifurcation angle during juvenile growth is different from that during adult growth. Conclusions: Although inlet flows are different in adult vs. juvenile mice, the adult still have uniform flow and low velocity. This is accomplished through a decrease in diameter. The design ensures ordered dispersion of red cells through asymmetric branching patterns into the capillaries.
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Affiliation(s)
- Yundi Feng
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Xuan Wang
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Tingting Fan
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Li Li
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Xiaotong Sun
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Wenxi Zhang
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Minglu Cao
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Jian Liu
- Department of Cardiology, Peking University People's Hospital, Beijing, China
| | - Jianping Li
- Department of Cardiology, Peking University First Hospital, Beijing, China
| | - Yunlong Huo
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
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17
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Yin X, Huang X, Li Q, Li L, Niu P, Cao M, Guo F, Li X, Tan W, Huo Y. Hepatic Hemangiomas Alter Morphometry and Impair Hemodynamics of the Abdominal Aorta and Primary Branches From Computer Simulations. Front Physiol 2018; 9:334. [PMID: 29674973 PMCID: PMC5895747 DOI: 10.3389/fphys.2018.00334] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2017] [Accepted: 03/16/2018] [Indexed: 01/25/2023] Open
Abstract
Background: The formation of hepatic hemangiomas (HH) is associated with VEGF and IL-7 that alter conduit arteries and small arterioles. To our knowledge, there are no studies to investigate the effects of HH on the hemodynamics in conduit arteries. The aim of the study is to perform morphometric and hemodynamic analysis in abdominal conduit arteries and bifurcations of HH patients and controls. Methods: Based on morphometry reconstructed from CT images, geometrical models were meshed with prismatic elements for the near wall region and tetrahedral and hexahedral elements for the core region. Simulations were performed for computation of the non-Newtonian blood flow using the Carreau-Yasuda model, based on which multiple hemodynamic parameters were determined. Results: There was an increase of the lumen size, diameter ratio, and curvature in the abdominal arterial tree of HH patients as compared with controls. This significantly increased the surface area ratio of low time-averaged wall shear stress (i.e., SAR-TAWSS =Surface areaTAWSS≤4 dynes·cm−2Total surface area× 100%) (24.1 ± 7.9 vs. 5 ± 6%, 11.6 ± 12.8 vs. < 0.1%, and 44.5 ± 9.2 vs. 21 ± 24% at hepatic bifurcations, common hepatic arteries, and abdominal aortas, respectively, between HH and control patients). Conclusions: Morphometric changes caused by HH significantly deteriorated the hemodynamic environment in abdominal conduit arteries and bifurcations, which could be an important risk factor for the incidence and progression of vascular diseases.
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Affiliation(s)
- Xiaoping Yin
- Department of Radiology, Affiliated Hospital of Hebei University, Hebei University, Baoding, China
| | - Xu Huang
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Qiao Li
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Li Li
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Pei Niu
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Minglu Cao
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China
| | - Fei Guo
- College of Medicine, Hebei University, Baoding, China
| | - Xuechao Li
- College of Medicine, Hebei University, Baoding, China
| | - Wenchang Tan
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China.,PKU-HKUST Shenzhen-Hongkong Institution, Shenzhen, China.,Shenzhen Graduate School, Peking University, Shenzhen, China
| | - Yunlong Huo
- Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing, China.,College of Medicine, Hebei University, Baoding, China.,PKU-HKUST Shenzhen-Hongkong Institution, Shenzhen, China
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18
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Liu X, Peng C, Xia Y, Gao Z, Xu P, Wang X, Xian Z, Yin Y, Jiao L, Wang D, Shi L, Huang W, Liu X, Zhang H. Hemodynamics analysis of the serial stenotic coronary arteries. Biomed Eng Online 2017; 16:127. [PMID: 29121932 PMCID: PMC5679505 DOI: 10.1186/s12938-017-0413-0] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Accepted: 10/11/2017] [Indexed: 11/25/2022] Open
Abstract
Coronary arterial stenoses, particularly serial stenoses in a single branch, are responsible for complex hemodynamic properties of the coronary arterial trees, and the uncertain prognosis of invasive intervention. Critical information of the blood flow redistribution in the stenotic arterial segments is required for the adequate treatment planning. Therefore, in this study, an image based non-invasive functional assessment is performed to investigate the hemodynamic significances of serial stenoses. Twenty patient-specific coronary arterial trees with different combinations of stenoses were reconstructed from the computer tomography angiography for the evaluation of the hemodynamics. Our results showed that the computed FFR based on CTA images (FFRCT) pullback curves with wall shear stress (WSS) distribution could provide more effectively examine the physiological significance of the locations of the segmental narrowing and the curvature of the coronary arterial segments. The paper thus provides the diagnostic efficacy of FFRCT pullback curve for noninvasive quantification of the hemodynamics of stenotic coronary arteries with serial lesions, compared to the gold standard invasive FFR, to provide a reliable physiological assessment of significant amount of coronary artery stenosis. Further, we were also able to demonstrate the potential of carrying out virtual revascularization, to enable more precise PCI procedures and improve their outcomes.
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Affiliation(s)
- Xin Liu
- Department of Anatomy, Guangdong Provincial Key Laboratory of Medical Biomechanics, School of Basic Medical Science, Southern Medical University, 1023-1063 Shatai South Road, Baiyun, Guangzhou, 510515 Guangdong China
| | - Changnong Peng
- Department of Cardiology, Shenzhen Sun Yat-Sen Cardiovascular Hospital, Shenzhen, 518055 China
| | - Yufa Xia
- Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, 1068 Xueyuan Ave., Xili University Town, Nanshan, Shenzhen, 518055 Guangdong China
| | - Zhifan Gao
- Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, 1068 Xueyuan Ave., Xili University Town, Nanshan, Shenzhen, 518055 Guangdong China
- Shenzhen College of Advanced Technology, University of Chinese Academy of Sciences, Shenzhen, 518055 China
| | - Pengcheng Xu
- Department of Anatomy, Guangdong Provincial Key Laboratory of Medical Biomechanics, School of Basic Medical Science, Southern Medical University, 1023-1063 Shatai South Road, Baiyun, Guangzhou, 510515 Guangdong China
| | - Xiaoqing Wang
- Department of Cardiology, Shenzhen Sun Yat-Sen Cardiovascular Hospital, Shenzhen, 518055 China
| | - Zhanchao Xian
- Department of Cardiology, Shenzhen Sun Yat-Sen Cardiovascular Hospital, Shenzhen, 518055 China
| | - Youbing Yin
- Shenzhen Keya Medical Technology, Shenzhen, China
| | - Liqun Jiao
- Xuanwu Hospital, Capital University of Medical Sciences, Beijing, China
| | - Defeng Wang
- Department of Imaging and Interventional Radiology, Prince Of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China
| | - Lin Shi
- Department of Imaging and Interventional Radiology, Prince Of Wales Hospital, The Chinese University of Hong Kong, Hong Kong, China
| | - Wenhua Huang
- Department of Anatomy, Guangdong Provincial Key Laboratory of Medical Biomechanics, School of Basic Medical Science, Southern Medical University, 1023-1063 Shatai South Road, Baiyun, Guangzhou, 510515 Guangdong China
| | - Xin Liu
- Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, 1068 Xueyuan Ave., Xili University Town, Nanshan, Shenzhen, 518055 Guangdong China
| | - Heye Zhang
- Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, 1068 Xueyuan Ave., Xili University Town, Nanshan, Shenzhen, 518055 Guangdong China
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19
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Nagasaka R, Koike T, Tsukada N, Tamura S, Shiomi M. The Coronary Artery Running Pattern is One of the Causes of Individual Differences in the Progression of Coronary Atherosclerosis in WHHLMI Rabbits, an Animal Model for Coronary Atherosclerosis. J Atheroscler Thromb 2017; 25:393-404. [PMID: 29093277 PMCID: PMC5945552 DOI: 10.5551/jat.41749] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
AIMS The relationship between the coronary artery running pattern and development of coronary lesions was re-examined herein using WHHLMI rabbits, an animal model of spontaneous coronary atherosclerosis. METHODS The coronary artery running pattern was analyzed using an X-ray computed tomography (CT) apparatus after perfusion. Pathological sections were prepared (Victoria blue-HE staining) at 100 µm intervals from the origin of the left circumflex artery (LCX). The severity of coronary lesions was evaluated based on cross-sectional narrowing (lesion area/inner area of the internal elastic lamina). RESULTS In the CT analysis, the angle of the main curvature of the LCX negatively correlated with the percentage of sections with lesions and cross-sectional narrowing. The percentage of sections with lesions was significantly higher in acute angle-type LCX than in obtuse angle-type LCX. Cross-sectional narrowing was also significantly greater in acute angle-type LCX than in obtuse angle-type LCX. The percentage of fibrous lesions was high at the proximal region of LCX, whereas that of lipid-rich lesions was high at the curvature. In 24 months age group, the percentage of sections with calcification in acute angle-type LCX was about twice that in obtuse angle-type LCX. CONCLUSIONS Individual differences were observed in the angle of the main curvature of the LCX, which affected the occurrence and extension of atherosclerotic lesions.
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Affiliation(s)
- Ryosuke Nagasaka
- Division of Comparative Pathophysiology, Kobe University Graduate School of Medicine
| | - Tomonari Koike
- Institute for Experimental Animals, Kobe University Graduate School of Medicine
| | - Norie Tsukada
- Division of Comparative Pathophysiology, Kobe University Graduate School of Medicine
| | - Shohei Tamura
- Division of Comparative Pathophysiology, Kobe University Graduate School of Medicine
| | - Masashi Shiomi
- Division of Comparative Pathophysiology, Kobe University Graduate School of Medicine.,Institute for Experimental Animals, Kobe University Graduate School of Medicine
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20
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Papafaklis MI, Mavrogiannis MC, Siogkas PK, Lakkas LS, Katsouras CS, Fotiadis DI, Michalis LK. Functional assessment of lesion severity without using the pressure wire: coronary imaging and blood flow simulation. Expert Rev Cardiovasc Ther 2017; 15:863-877. [PMID: 28902523 DOI: 10.1080/14779072.2017.1379899] [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: 05/31/2017] [Accepted: 08/24/2017] [Indexed: 01/10/2023]
Abstract
Hemodynamic indices derived from measurements with the pressure wire (primarily fractional flow reserve [FFR]) have been established as a reliable tool for assessing coronary stenoses and improving clinical decision making. However, the use of the pressure wire constitutes a hurdle for the universal adoption of physiology-guided patient management. Technological advancements have enabled the large-scale application of blood flow simulation (computational fluid dynamics [CFD]) to medical imaging, thereby enabling the virtual assessment of coronary physiology. Areas covered: This review summarizes the stand-alone non-invasive (coronary computed tomographic imaging) and invasive (coronary angiography) imaging approaches which were initially used for predicting FFR, and focuses on the use of blood flow modeling for functional assessment of coronary lesions in clinical practice. Expert commentary: Validation studies of CFD-derived methodologies for functional assessment have shown that virtual indices correlate well and have good diagnostic accuracy compared to pressure wire-FFR despite inherent limitations of spatial resolution and assumptions regarding boundary conditions in flow modeling. Beyond point-to-point agreement with FFR, further studies are needed to demonstrate the clinical safety/efficacy of these computational tools regarding patient outcomes. Such evidence base could support the incorporation of these methodologies into routine patient management for decision making and reliable risk stratification.
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Affiliation(s)
- Michail I Papafaklis
- a Second Department of Cardiology , University Hospital of Ioannina , Ioannina , Greece
- b Michailideion Cardiac Center, Medical School , University of Ioannina , Ioannina , Greece
| | - Michail C Mavrogiannis
- b Michailideion Cardiac Center, Medical School , University of Ioannina , Ioannina , Greece
| | - Panagiotis K Siogkas
- c Unit of Medical Technology and Intelligent Information Systems, Department of Materials Science , University of Ioannina , Ioannina , Greece
| | - Lampros S Lakkas
- a Second Department of Cardiology , University Hospital of Ioannina , Ioannina , Greece
| | - Christos S Katsouras
- a Second Department of Cardiology , University Hospital of Ioannina , Ioannina , Greece
| | - Dimitrios I Fotiadis
- b Michailideion Cardiac Center, Medical School , University of Ioannina , Ioannina , Greece
- c Unit of Medical Technology and Intelligent Information Systems, Department of Materials Science , University of Ioannina , Ioannina , Greece
| | - Lampros K Michalis
- a Second Department of Cardiology , University Hospital of Ioannina , Ioannina , Greece
- b Michailideion Cardiac Center, Medical School , University of Ioannina , Ioannina , Greece
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