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Wen Z, Nie X, Chen L, Liu P, Lan C, Mossa-Basha M, Levitt MR, He H, Wang S, Li J, Zhu C, Liu Q. A Decision Tree Model to Help Treatment Decision-Making for Unruptured Intracranial Aneurysms: A Multi-center, Long-Term Follow-up Study in a Large Chinese Cohort. Transl Stroke Res 2024:10.1007/s12975-024-01280-7. [PMID: 39037513 DOI: 10.1007/s12975-024-01280-7] [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: 05/04/2024] [Revised: 07/02/2024] [Accepted: 07/03/2024] [Indexed: 07/23/2024]
Abstract
Chinese population have a high prevalence of unruptured intracranial aneurysm (UIA). Clinical and imaging risk factors predicting UIA growth or rupture are poorly understood in the Chinese population due to the lack of large-scale longitudinal studies, and the treatment decision for UIA patients was challenging. Develop a decision tree (DT) model for UIA instability, and validate its performance in multi-center studies. Single-UIA patients from two prospective, longitudinal multicenter cohort studies were analyzed, and set as the development cohort and validation cohort. The primary endpoint was UIA instability (rupture, growth, or morphological change). A DT was established within the development cohort and validated within the validation cohort. The performance of clinicians in identifying unstable UIAs before and after the help of the DT was compared using the area under curve (AUC). The development cohort included 1270 patients with 1270 UIAs and a follow-up duration of 47.2 ± 15.5 months. Aneurysm instability occurred in 187 (14.7%) patients. Multivariate Cox analysis revealed hypertension (hazard ratio [HR], 1.54; 95%CI, 1.14-2.09), aspect ratio (HR, 1.22; 95%CI, 1.17-1.28), size ratio (HR, 1.31; 95%CI, 1.23-1.41), bifurcation configuration (HR, 2.05; 95%CI, 1.52-2.78) and irregular shape (HR, 4.30; 95%CI, 3.19-5.80) as factors of instability. In the validation cohort (n = 106, 12 was unstable), the DT model incorporating these factors was highly predictive of UIA instability (AUC, 0.88 [95%CI, 0.79-0.97]), and superior to existing UIA risk scales such as PHASES and ELAPSS (AUC, 0.77 [95%CI, 0.67-0.86] and 0.76 [95%CI, 0.66-0.86], P < 0.001). Within all 1376 single-UIA patients, the use of the DT significantly improved the accuracy of junior neurosurgical clinicians to identify unstable UIAs (AUC from 0.63 to 0.82, P < 0.001). The DT incorporating hypertension, aspect ratio, size ratio, bifurcation configuration and irregular shape was able to predict UIA instability better than existing clinical scales in Chinese cohorts. CLINICAL TRIAL REGISTRATION: IARP-CP cohort were included (unique identifier: ChiCTR1900024547. Published July 15, 2019. Completed December 30, 2020), with 100-Project phase-I cohort (unique identifier: NCT04872842, Published May 5, 2021. Completed November 8, 2022) as the development cohort. The 100-Project phase-II cohort (unique identifier: NCT05608122. Published November 8, 2022) as the validation cohort.
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Affiliation(s)
- Zheng Wen
- Department of Neurosurgery, Beijing Tiantan Hospital, China National Clinical Research Center for Neurological Diseases, Capital Medical University, Beijing, China
| | - Xin Nie
- Department of Neurosurgery, Beijing Tiantan Hospital, China National Clinical Research Center for Neurological Diseases, Capital Medical University, Beijing, China
| | - Lei Chen
- Department of Neurosurgery, the First Dongguan Affiliated Hospital, Guangdong Medical University, Dongguan, Guangdong, China
| | - Peng Liu
- Department of Neurosurgery, Beijing Tiantan Hospital, China National Clinical Research Center for Neurological Diseases, Capital Medical University, Beijing, China
- Beijing Neurosurgical Institution, Capital Medical University, Beijing, China
| | - Chuanjin Lan
- Department of Neurosurgery, Beijing Tiantan Hospital, China National Clinical Research Center for Neurological Diseases, Capital Medical University, Beijing, China
| | | | - Michael R Levitt
- Department of Neurological Surgery, University of Washington, Seattle, WA, USA
| | - Hongwei He
- Department of Neurosurgery, Beijing Tiantan Hospital, China National Clinical Research Center for Neurological Diseases, Capital Medical University, Beijing, China
- Beijing Neurosurgical Institution, Capital Medical University, Beijing, China
| | - Shuo Wang
- Department of Neurosurgery, Beijing Tiantan Hospital, China National Clinical Research Center for Neurological Diseases, Capital Medical University, Beijing, China.
- Department of Neurosurgery, Department of Emergency, the Affiliated Wuxi No. 2 People's Hospital of Nanjing Medical University, Wuxi, Jiangsu, China.
| | - Jiangan Li
- Department of Neurosurgery, Beijing Tiantan Hospital, China National Clinical Research Center for Neurological Diseases, Capital Medical University, Beijing, China.
- Department of Neurosurgery, Department of Emergency, the Affiliated Wuxi No. 2 People's Hospital of Nanjing Medical University, Wuxi, Jiangsu, China.
| | - Chengcheng Zhu
- Department of Radiology, University of Washington, Seattle, WA, USA.
| | - Qingyuan Liu
- Department of Neurosurgery, Beijing Tiantan Hospital, China National Clinical Research Center for Neurological Diseases, Capital Medical University, Beijing, China.
- Department of Neurosurgery, Department of Emergency, the Affiliated Wuxi No. 2 People's Hospital of Nanjing Medical University, Wuxi, Jiangsu, China.
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2
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Sándor L, Paál G. Design space exploration of flow diverter hydraulic resistance parameters in sidewall intracranial aneurysms. Comput Methods Biomech Biomed Engin 2024; 27:931-942. [PMID: 37231591 DOI: 10.1080/10255842.2023.2215369] [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: 03/16/2023] [Accepted: 05/07/2023] [Indexed: 05/27/2023]
Abstract
Intracranial aneurysms are nowadays treated with endovascular flow diverter devices to avoid sac rupture. This study explores how different linear and quadratic hydrodynamic resistance parameters reduce the flow in the sac for five patient-specific sidewall aneurysms.The 125 performed blood flow simulations included the stents using a Darcy-Forcheimer porous layer approach based on real-life stent characteristics. Time- and space-averaged velocity magnitudes were strongly affected by the linear coefficient with a power-law relationship. Quadratic coefficients alter the flow in a minor way due to the low-velocity levels in the aneurysm sac and neck region.
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Affiliation(s)
- Levente Sándor
- Faculty of Mechanical Engineering, Department of Hydrodynamic Systems, Budapest University of Technology and Economics, Budapest, Hungary
| | - György Paál
- Faculty of Mechanical Engineering, Department of Hydrodynamic Systems, Budapest University of Technology and Economics, Budapest, Hungary
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3
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Elhanafy A, Elsagheer S, Ookawara S, Nada S. Numerical simulation of cellular blood flow in curved micro-vessels with saccular aneurysms: Effect of curvature degree and hematocrit level. BIOMICROFLUIDICS 2024; 18:034101. [PMID: 38726374 PMCID: PMC11078268 DOI: 10.1063/5.0203220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/11/2024] [Accepted: 04/15/2024] [Indexed: 05/12/2024]
Abstract
The dynamics of cellular blood flow in curved vessels considerably differ from those in straight vessels. It is reported that clotting development is significantly affected by vessel shape irregularities. Thus, the current study aims to investigate the effect of curvature degree and hematocrit level on cellular blood flow in a curved micro-vessel with a saccular aneurysm. Accordingly, a three-dimensional numerical simulation is performed using a validated code developed for cellular blood flow problems. The obtained results show that the cell-free layer thickness is highly dependent on the curvature degree and hematocrit level, which may have a remarkable impact on the apparent viscosity of blood as well as the dynamics of other particles such as drug particulates. The near-wall region exhibits the highest degree of cell deformation, whereas the red blood cells within the aneurysm zone remain nearly undeformed. Meanwhile, the velocity of the red blood cells decreases with the increase in curvature degree, which can affect the quality of the oxygenation process. Because of the saccular aneurysm, a considerable decrease in plasma velocity is predicted. Moreover, no secondary flows are detected in the curved vessel except in the aneurysm zone. An increase in the curvature degree is expected to reduce the blood flow rate by about 10%. Furthermore, low wall shear stress values are predicted in the straight case compared to the values at the apex of the curved vessel, which may affect the structure and function of the endothelial cells of the vessel wall and, hence, increase the aneurysm rupture possibility.
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Affiliation(s)
| | | | - Shinichi Ookawara
- Department of Chemical Engineering, Graduate School of Science and Engineering, Tokyo Institute of Technology, O-okayama, Meguro-ku, Tokyo 152-8552, Japan
| | - Sameh Nada
- Authors to whom correspondence should be addressed: and
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4
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Lai BJ, Zhu LT, Chen Z, Ouyang B, Luo ZH. Review on Blood Flow Dynamics in Lab-on-a-Chip Systems: An Engineering Perspective. CHEM & BIO ENGINEERING 2024; 1:26-43. [PMID: 39973974 PMCID: PMC11835182 DOI: 10.1021/cbe.3c00014] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Accepted: 12/12/2023] [Indexed: 02/21/2025]
Abstract
Under different transport mechanisms, blood flow dynamics, heavily linked to the flow shear rate conditions, in "lab-on-a-chip" (LOC) systems are found to result in varying transport phenomena. This Review examines the blood flow patterns in LOC systems through the role of viscoelastic properties such as dynamic blood viscosity and elastic behavior of the red blood cells. The study of blood transport phenomena in LOC systems through key parameters of capillary and electro-osmotic forces is provided through experimental, theoretical, and numerous numerical approaches. The disturbance triggered by electro-osmotic viscoelastic flow is particularly discussed and applied in the enhancement of the mixing and separating capabilities of LOC devices handling blood and other viscoelastic fluids for future research opportunities. Furthermore, the Review identifies the challenges in the numerical modeling of blood flow dynamics under the LOC systems, such as the call for more accurate and simplified blood flow models and the emphasis on numerical studies of viscoelastic fluid flow under the electrokinetic effect. More practical assumptions for zeta potential conditions while studying the electrokinetic phenomena are also highlighted. This Review aims to provide a comprehensive and interdisciplinary perspective on blood flow dynamics in microfluidic systems driven by capillary and electro-osmotic forces.
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Affiliation(s)
- Bin-Jie Lai
- Department of Chemical Engineering,
School of Chemistry and Chemical Engineering, State Key Laboratory
of Metal Matrix Composites, Shanghai Jiao
Tong University, Shanghai 200240, P. R. China
| | - Li-Tao Zhu
- Department of Chemical Engineering,
School of Chemistry and Chemical Engineering, State Key Laboratory
of Metal Matrix Composites, Shanghai Jiao
Tong University, Shanghai 200240, P. R. China
| | - Zhe Chen
- Department of Chemical Engineering,
School of Chemistry and Chemical Engineering, State Key Laboratory
of Metal Matrix Composites, Shanghai Jiao
Tong University, Shanghai 200240, P. R. China
| | - Bo Ouyang
- Department of Chemical Engineering,
School of Chemistry and Chemical Engineering, State Key Laboratory
of Metal Matrix Composites, Shanghai Jiao
Tong University, Shanghai 200240, P. R. China
| | - Zheng-Hong Luo
- Department of Chemical Engineering,
School of Chemistry and Chemical Engineering, State Key Laboratory
of Metal Matrix Composites, Shanghai Jiao
Tong University, Shanghai 200240, P. R. China
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5
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Kumar V, Mukherjee J, Sinha SK, Ghosh U. Combined electromechanically driven pulsating flow of nonlinear viscoelastic fluids in narrow confinements. J R Soc Interface 2022; 19:20210876. [PMID: 35382577 PMCID: PMC8984355 DOI: 10.1098/rsif.2021.0876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 03/02/2022] [Indexed: 11/12/2022] Open
Abstract
Controlled microscale transport is at the core of many scientific and technological advancements, including medical diagnostics, separation of biomolecules, etc., and often involves complex fluids. One of the challenges in this regard is to actuate flows at small scales in an energy efficient manner, given the strong viscous forces opposing fluid motion. We try to address this issue here by probing a combined time-periodic pressure and electrokinetically driven flow of a viscoelastic fluid obeying the simplified linear Phan-Thien-Tanner model, using numerical as well as asymptotic tools, in view of the fact that oscillatory fields are less energy intensive. We establish that the interplay between oscillatory electrical and mechanical forces can lead to complex temporal mass flow rate variations with short-term bursts and peaks in the flow rate. We further demonstrate that an oscillatory pressure gradient or an electric field, in tandem with another steady actuating force can indeed change the net throughput significantly-a paradigm that is not realized in Newtonian or other simpler polymeric liquids. Our results reveal that the extent of augmentation in the flow rate strongly depends on the frequency of the imposed actuating forces along with their waveforms. We also evaluate the streaming potential resulting from an oscillatory pressure-driven flow and illustrate that akin to the volume throughput, the streaming potential also shows complex temporal variations, while its time average gets augmented in the presence of a time-periodic pressure gradient in a nonlinear viscoelastic medium.
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Affiliation(s)
- Vishal Kumar
- Department of Chemistry, Indian Institute of Technology Ropar, Rupnagar, Punjab 140 001, India
| | - Joydeb Mukherjee
- Department of Chemical Engineering, Institute of Chemical Technology, Mumbai 400019, India
| | - Sudipta Kumar Sinha
- Department of Chemistry, Indian Institute of Technology Ropar, Rupnagar, Punjab 140 001, India
| | - Uddipta Ghosh
- Discipline of Mechanical Engineering, Indian Institute of Technology Gandhinagar, Palaj, Gujarat 382355, India
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6
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Czaja B, de Bouter J, Heisler M, Závodszky G, Karst S, Sarunic M, Maberley D, Hoekstra A. The effect of stiffened diabetic red blood cells on wall shear stress in a reconstructed 3D microaneurysm. Comput Methods Biomech Biomed Engin 2022; 25:1691-1709. [PMID: 35199620 DOI: 10.1080/10255842.2022.2034794] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Blood flow within the vasculature of the retina has been found to influence the progression of diabetic retinopathy. In this research cell resolved blood flow simulations are used to study the pulsatile flow of whole blood through a segmented retinal microaneurysm. Images were collected using adaptive optics optical coherence tomography of the retina of a patient with diabetic retinopathy, and a sidewall (sacciform) microaneurysm was segmented from the volumetric data. The original microaneurysm neck width was varied to produce two additional aneurysm geometries in order to probe the influence of neck width on the transport of red blood cells and platelets into the aneurysm. Red blood cell membrane stiffness was also increased to resolve the impact of rigid red blood cells, as a result of diabetes, in blood flow. Wall shear stress and wall shear stress gradients were calculated throughout the aneurysm domains, and the quantification of the influence of the red blood cells is presented. Average wall shear stress and wall shear stress gradients increased due to the increase of red blood cell membrane stiffness. Stiffened red blood cells were also found to induce higher local wall shear stress and wall shear stress gradients as they passed through the leading and draining parental vessels. Stiffened red blood cells were found to penetrate the aneurysm sac more than healthy red blood cells, as well as decreasing the margination of platelets to the vessel walls of the parental vessel, which caused a decrease in platelet penetration into the aneurysm sac.
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Affiliation(s)
- Benjamin Czaja
- Computational Science Lab, Faculty of Science, Institute for Informatics, University of Amsterdam, Amsterdam, Netherlands
| | - Jonathan de Bouter
- Computational Science Lab, Faculty of Science, Institute for Informatics, University of Amsterdam, Amsterdam, Netherlands
| | - Morgan Heisler
- School of Engineering Science, Faculty of Applied Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - Gábor Závodszky
- Computational Science Lab, Faculty of Science, Institute for Informatics, University of Amsterdam, Amsterdam, Netherlands.,Department of Hydrodynamic Systems, Budapest University of Technology and Economics, Budapest, Hungary
| | - Sonja Karst
- Department of Ophthalmology and Optometry, Medical University Vienna, Vienna, Austria
| | - Marinko Sarunic
- School of Engineering Science, Faculty of Applied Sciences, Simon Fraser University, Burnaby, BC, Canada
| | - David Maberley
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, BC, Canada
| | - Alfons Hoekstra
- Computational Science Lab, Faculty of Science, Institute for Informatics, University of Amsterdam, Amsterdam, Netherlands
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7
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Chodzyǹski KJ, Uzureau P, Nuyens V, Rousseau A, Coussement G, Zouaoui Boudjeltia K. The impact of arterial flow complexity on flow diverter outcomes in aneurysms. Sci Rep 2020; 10:10337. [PMID: 32587308 PMCID: PMC7316819 DOI: 10.1038/s41598-020-67218-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Accepted: 05/28/2020] [Indexed: 12/03/2022] Open
Abstract
The flow diverter is becoming a standard device for treating cerebral aneurysms. The aim of this in vitro study was to evaluate the impact of flow complexity on the effectiveness of flow diverter stents in a cerebral aneurysm model. The flow pattern of a carotid artery was decomposed into harmonics to generate four flow patterns with different pulsatility indexes ranging from 0.72 to 1.44. The effect of flow diverters on the aneurysm was investigated by injecting red dye or erythrocytes as markers. The recorded images were postprocessed to evaluate the maximum filling of the aneurysm cavity and the washout time. There were significant differences in the cut-off flows between the markers, linked to the flow complexity. Increasing the pulsatility index altered the performance of the flow diverter. The red dye was more sensitive to changes in flow than the red blood cell markers. The flow cut-off depended on the diverter design and the diverter deployment step was crucial for reproducibility of the results. These results strongly suggest that flow complexity should be considered when selecting a flow diverter.
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Affiliation(s)
- Kamil Jerzy Chodzyǹski
- Laboratoire de Médecine Expérimentale (ULB222), CHU Charleroi, Université Libre de Bruxelles, 6110, Montigny le Tilleul, Belgium.
| | - Pierrick Uzureau
- Laboratoire de Médecine Expérimentale (ULB222), CHU Charleroi, Université Libre de Bruxelles, 6110, Montigny le Tilleul, Belgium
| | - Vincent Nuyens
- Laboratoire de Médecine Expérimentale (ULB222), CHU Charleroi, Université Libre de Bruxelles, 6110, Montigny le Tilleul, Belgium
| | - Alexandre Rousseau
- Laboratoire de Médecine Expérimentale (ULB222), CHU Charleroi, Université Libre de Bruxelles, 6110, Montigny le Tilleul, Belgium
| | | | - Karim Zouaoui Boudjeltia
- Laboratoire de Médecine Expérimentale (ULB222), CHU Charleroi, Université Libre de Bruxelles, 6110, Montigny le Tilleul, Belgium
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8
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Zun PS, Narracott AJ, Evans PC, van Rooij BJM, Hoekstra AG. A particle-based model for endothelial cell migration under flow conditions. Biomech Model Mechanobiol 2019; 19:681-692. [PMID: 31624966 PMCID: PMC7105450 DOI: 10.1007/s10237-019-01239-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2019] [Accepted: 10/09/2019] [Indexed: 11/30/2022]
Abstract
Endothelial cells (ECs) play a major role in the healing process following angioplasty to inhibit excessive neointima. This makes the process of EC healing after injury, in particular EC migration in a stented vessel, important for recovery of normal vessel function. In that context, we present a novel particle-based model of EC migration and validate it against in vitro experimental data. We have developed a particle-based model of EC migration under flow conditions in an in vitro vessel with obstacles. Cell movement in the model is a combination of random walks and directed movement along the local flow velocity vector. For model calibration, a set of experimental data for cell migration in a similarly shaped channel has been used. We have calibrated the model for a baseline case of a channel with no obstacles and then applied it to the case of a channel with ridges on the bottom surface, representative of stent strut geometry. We were able to closely reproduce the cell migration speed and angular distribution of their movement relative to the flow direction reported in vitro. The model also reproduces qualitative aspects of EC migration, such as entrapment of cells downstream from the flow-disturbing ridge. The model has the potential, after more extensive in vitro validation, to study the effect of variation in strut spacing and shape, through modification of the local flow, on EC migration. The results of this study support the hypothesis that EC migration is strongly affected by the direction and magnitude of local wall shear stress.
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Affiliation(s)
- P S Zun
- Institute for Informatics, Faculty of Science, University of Amsterdam, Amsterdam, The Netherlands. .,Biomechanics Laboratory, Department of Biomedical Engineering, Erasmus Medical Center, Rotterdam, The Netherlands. .,National Center for Cognitive Technologies, ITMO University, Saint Petersburg, Russia.
| | - A J Narracott
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK.,Insigneo Institute for in Silico Medicine, University of Sheffield, Sheffield, UK
| | - P C Evans
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield, Sheffield, UK.,Insigneo Institute for in Silico Medicine, University of Sheffield, Sheffield, UK
| | - B J M van Rooij
- Institute for Informatics, Faculty of Science, University of Amsterdam, Amsterdam, The Netherlands
| | - A G Hoekstra
- Institute for Informatics, Faculty of Science, University of Amsterdam, Amsterdam, The Netherlands
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