stenosis paper final

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Proceedings of the 2012 ASEE North-Central Section Conference Copyright © 2012, American Society for Engineering Education CFD Simulation of Carotid Artery Stenosis – simplified model Allen Page a and Wael Mokhtar b a Graduate Assistant b PhD. Assistant Professor Grand Valley State University, Grand Rapids, MI 49504 E-mail: , [email protected] Introduction Today, stroke is the third leading causes of death and the leading cause of paralysis in the United States. A person has a stroke every 40 seconds, totaling 795,000 stroke cases each year 1 . Of these, 610,000 are first time stroke occurrences and 185,000 are reoccurring strokes 1 . Stroke is responsible for about $74 billion of cost on the Health Care System 1 . A solution for this problem is required. Stroke is defined as the interruption of blood supply to the brain. There are two main types of stroke, hemorrhagic and ischemic. Hemorrhagic stroke is caused by a rupture in an artery in the brain, resulting in blood entering the brain. Ischemic stroke is caused by a blood clot. Ischemic stroke is classified into two subclasses, thrombotic stroke and embolic stroke. Thrombotic stroke is caused by a clot formed at the stenosis site, a result of narrowing arterial walls and atherosclerotic plaque rupture. Embolic stroke is caused by a clot breaking off and logging in a smaller artery near the brain. 87% of all strokes are ischemic. The origin of the ischemic stroke is most common in the carotid artery bifurcation region. This region is comprised of three arteries, the Common Carotid Artery (CCA), the Interior Carotid Artery (ICA), and the External Carotid Artery (ECA). These three arteries are joined by the Carotid Bifurcation. This region is the most effected by atherosclerosis in the vascular system. Atherosclerosis Atherosclerosis is characterized by the patchy thickening and hardening of the arterial wall due to fatty material deposits. The process begins with lipid deposits in the deep arterial wall followed by a series of complex responses involving white blood cells (WBC) and smooth muscle cells (SMC). Low Density Lipoproteins (LDL) penetrates the endothelium, deposit inside the intima, and become oxidized. LDLs do not naturally occur within the intima so are therefore identified as foreign objects, generating a WBC response. Macrophages and T – Lymphocytes penetrate the endothelium and enter the intima to neutralize the LDL. Macrophages consume the LDLs through phagocytosis. The combined macrophage and oxidized LDL form a foam cell, characterized as a large cell with high lipid content. Foam cells become “trapped” in the intima due to their large size. A collection of foam cells form,

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  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    CFD Simulation of Carotid Artery Stenosis simplified model

    Allen Page a and Wael Mokhtarb

    a Graduate Assistant

    b PhD. Assistant Professor Grand Valley State University, Grand Rapids, MI 49504

    E-mail: , [email protected]

    Introduction

    Today, stroke is the third leading causes of death and the leading cause of paralysis in the

    United States. A person has a stroke every 40 seconds, totaling 795,000 stroke cases each year1.

    Of these, 610,000 are first time stroke occurrences and 185,000 are reoccurring strokes1. Stroke

    is responsible for about $74 billion of cost on the Health Care System1. A solution for this

    problem is required.

    Stroke is defined as the interruption of blood supply to the brain. There are two main

    types of stroke, hemorrhagic and ischemic. Hemorrhagic stroke is caused by a rupture in an

    artery in the brain, resulting in blood entering the brain. Ischemic stroke is caused by a blood

    clot. Ischemic stroke is classified into two subclasses, thrombotic stroke and embolic stroke.

    Thrombotic stroke is caused by a clot formed at the stenosis site, a result of narrowing arterial

    walls and atherosclerotic plaque rupture. Embolic stroke is caused by a clot breaking off and

    logging in a smaller artery near the brain. 87% of all strokes are ischemic. The origin of the

    ischemic stroke is most common in the carotid artery bifurcation region. This region is

    comprised of three arteries, the Common Carotid Artery (CCA), the Interior Carotid Artery

    (ICA), and the External Carotid Artery (ECA). These three arteries are joined by the Carotid

    Bifurcation. This region is the most effected by atherosclerosis in the vascular system.

    Atherosclerosis

    Atherosclerosis is characterized by the patchy thickening and hardening of the arterial

    wall due to fatty material deposits. The process begins with lipid deposits in the deep arterial

    wall followed by a series of complex responses involving white blood cells (WBC) and smooth

    muscle cells (SMC). Low Density Lipoproteins (LDL) penetrates the endothelium, deposit

    inside the intima, and become oxidized. LDLs do not naturally occur within the intima so are

    therefore identified as foreign objects, generating a WBC response. Macrophages and T

    Lymphocytes penetrate the endothelium and enter the intima to neutralize the LDL.

    Macrophages consume the LDLs through phagocytosis. The combined macrophage and

    oxidized LDL form a foam cell, characterized as a large cell with high lipid content. Foam cells

    become trapped in the intima due to their large size. A collection of foam cells form,

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    generating a response from SMCs. SMCs migrate to the collection site and form a barrier

    around the plaque region. This barrier is called the fibrous cap. The fibrous cap in turn starves

    the foam cells and they die, creating a necrotic core within the plaque region. When foam cells

    die they become calcified, begin to form calcium crystals. Over time the fibrous cap weakens

    due to hemodynamic stresses. The fibrous cap may rupture leading to thrombosis, a clotting of

    the artery at the rupture site, or an embolism, a clotting further downstream.

    Literature Review

    A study completed in 1991, by Lee et al, was designed to examine the relation

    between the mechanical properties of fibrous caps from human atherosclerotic plaques and the

    underlying histological appearance by light microscopy and to examine the dynamic nature of

    these properties in the range of frequencies carried by a pressure wave at physiological heart

    rates.2 The study was conducted using various samples of atherosclerotic plaque harvested from

    patients within 12 hours of surgery. The plaque samples were collected from various locations

    throughout the body. The sample fibrous caps were classified into three categories: cellular,

    hypocellular, and calcified. To simulate the radial stress experienced by the arterial wall, an

    applied static load of 0.33N was applied to produce a compressive stress normal to -9.3 KPa.2 A

    dynamic stress of 0.5KPa was superimposed on the sample at varying frequencies.2 This

    procedure allows one to test the stiffness at different frequencies. The frequencies used were 0.5

    Hz, 1.0 Hz, and 2.0 Hz. The results showed that the hypocellular cap was 1-2 times stiffer than

    the cellular cap, and the calcified caps were 4-5 times stiffer than the cellular cap.2 The results

    also show that the stiffness of all compositions increased with the increase of frequency.2

    A study completed in 2004, by Tang et al, was conducted in order to investigate the

    quantifying effects of plaque structure and material properties on stress distribution in human

    atherosclerotic plaques using 3D FSI modeling.3 The goal was to use a MRI based computational

    model to quantify the effects of the three main factors on stress/strain in atherosclerotic plaque:

    pulsating pressure, plaque structure, and material properties. Inspiration for the study came from

    prior studies that concluded that plaque ruptures were closely associated with large lipid cores, a

    thin fibrous cap, and weakening of the plaque cap, superficial plaque inflammation, and

    erosion.4-8 The decision to use MRI based information was based on a study by Hatsukami et al.

    It reported that MRI was capable in distinguishing intact thick fibrous caps from intact thin and

    ruptured fibrous caps in the carotid artery in vivo.9 From the analysis of data, a conclusion was

    made that vessels and plaque material properties, plaque structure, component volume and

    pressure conditions have large impacts on stress/strain behaviors.3 It was found that

    considerably higher stress/strain variations occurred in plaque with thin fibrous caps under

    pulsating pressure.3 Weakening fibrous caps lead to large strain increases, but the stress levels

    did not show a drastic difference.3 Maximal stress levels rose as plaque material stiffness

    increased.3 Although the study posted significant results, a final conclusion is made that large

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    patient studies are required to identify and validate potential stress/strain risks for plaque fibrous

    cap rupture.3

    A study completed in 2006, performed by Li et al, created a flow - plaque interaction

    model to examine the how critical fibrous cap thickness is to carotid plaque stability10. The

    study is the first attempt to create a theoretical model to describe the plaque rupture mechanism

    and to show that luminal stenosis and fibrous cap thickness are critical to plaque rupture.10 To

    achieve the objective Li et al simulated pulsatile flow through a stenotic artery and the

    interaction with atherosclerotic plaque. The variation on stress due to different degrees of

    stenosis and fibrous cap thicknesses was the intended data. The simulation was conducted using

    the assumptions that flow is laminar, Newtonian, viscous, and incompressible.10 The laminar

    flow was given a parabolic velocity profile and the shape of the plaque was declared by a

    sinusoidal function.10 The luminal stenosis was varied from 10% to 95% and the fibrous cap was

    varied from 0.1mm to 2mm.10 Fluid velocity, plaque deformation, and plaque internal stress

    was calculated. A stress of 300 KPa was used as the threshold to indicate high risk of plaque

    rupture.10 Data was analyzed using a 1-sample t test. After data analysis, Li et al concluded that

    there is a direct correlation between the degree of stenosis and the thickness of the fibrous cap.10

    It is common practice for physician to perform surgery for stenosis greater than 70% due to high

    rupture risks.11,12 Li et al, shows in the results that there is still a high risk for rupture of stenosis

    between 30% and 70% depending on the thickness of the fibrous cap.10 The critical thickness for

    this range of stenosis was showed to be 0.5mm.10

    A study completed in 2009, performed by Barrett et al at the University of Cambridge,

    sought to measure the stiffness of the human fibrous cap13. Carotid atherosclerotic plaque

    samples harvested from patients were used for this study. Due to the irregular shape and small

    size of the samples, indentation tests were considered the appropriate method of stiffness

    measurement.13 The indentation test is a well-established method for testing material properties

    of soft tissue.15-17 The samples thickness ranged between .25mm and .75mm and samples were

    tested within 3 hours of surgery. A Zwick 3103 hardness testing machine was used to indent the

    samples with a tungsten sphere with radius 0.5mm. Results from sample measurement were

    used in a FIA study, after which the results were validated using synthetic rubber samples. The

    results of the study were that the inferred shear modulus was found to be in the range of 7 100

    KPa with a median value of 11 KPa.13

    C.G Caro wrote an article in the Journal of the American Heart Association titled,

    Discovery of the Role of Wall Shear in Atherosclerosis. The article described the initial

    suggestions made on the importance of wall shear in atherosclerosis. For more than one hundred

    years it was thought that fatty deposits within arteries were found in regions experiencing

    mechanical damage due to high wall shear stresses.14 Since the 1960s a plethora of studies have

    since suggested the contrary. It is now widely accepted that fatty deposits occur at arterial

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    regions where wall shear stress is low.14 The regions found to have low wall shear also

    experienced secondary flow recirculation, and where distal to points of flow separation.

    Method

    Gaining a better understanding of atherosclerosis and how it effects the environment of

    the carotid artery is the first step in solving the problem of stroke. A greater understanding can

    be achieved through computer simulations. The issue is that atherosclerosis is a highly complex

    phenomenon. It involved the interaction of hemodynamics on the stenosis of the arterial wall

    deformation and the interaction of the deformation on the hemodynamics. Both the flow of

    blood affects the stenosis region and the stenosis region affects the flow. It is this interaction that

    first creates the stenosis and eventually causes the stroke. Using a combination of computational

    fluid dynamics (CFD) and finite element analysis (FEA) techniques allows one to study the

    physics involved with atherosclerosis. Due to the aforementioned complexity of atherosclerosis,

    however, one simply cannot study all the different aspects in one study. Therefore the solution

    has been to study individual aspects of the problem and use the results of many different studies

    to create overall assumptions. In order to study an individual aspect of the problem, it is

    common practice to first establish a viable hypothesis.

    In this study, CFD techniques were used to investigate Newtonian fluid flow in a straight

    tube with variable degrees of area blockage due to a spherical infraction. The spherical

    infraction in this case represents stenosis within an artery. The objective is to create a hypothesis

    based on the observations made on the results of the study.

    A segregated flow solver was used using STAR-CCM+ to model the fluid flow through

    the tube with the simulated stenosis infraction. The stenosis is represented by a sphere cut into a

    straight tube. The radius of the sphere is changed to generate different degrees of area blockage.

    Simulations were run for three different degrees of stenosis, 30% (Figure 1, Table 1), 50%

    (Figure 2, Table 2), and 70% (Figure 3, Table 3).

    The flow is assumed to be Newtonian, turbulent, viscous, and incompressible. Water

    was chosen as the fluid, because it would yield results to use as a baseline for future blood flow

    characteristics. The results for this study will be based on a steady state case using the mean

    velocity of blood through a normal carotid artery. The inlet boundary layer is defined as a

    velocity inlet using the mean velocity of 38.8 cm/s. The outlet boundary is defined as a pressure

    outlet with initial pressure of 0.0 pa. All wall boundary layers were defined as no-slip walls,

    resulting in a velocity of 0.0 cm/s along the wall surface.

    The mesh was created using a surface re-mesher, trimmer, and prism layers. A spherical

    volumetric control was introduced at the stenosis region in order to capture more meshing detail

    at the region. It is important to have a fine mesh at the stenosis region as this is the main area of

    focus for this study. Table 4 shows all mesh references and cell count for each case.

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    Figure 1: 2-D longitudinal cross section and cross section at stenosis for 30% case.

    Table 1: Geometry for 30% stenosis case. Area blockage is the area taken away from the tube by the

    spherical infraction.

    ~30% Stenosis

    Length (L) 90.0mm

    Diameter (D) 6.0mm

    Radius (r) 2.625mm

    Area Blockage 8.77mm2

    Figure 2: 2-D longitudinal cross section and cross section at stenosis for 50% case.

    Table 2: Geometry for 50% stenosis case. Area blockage is the area taken away from the tube by the

    spherical infraction.

    ~50% Stenosis

    Length (L) 90.0mm

    Diameter (D) 6.0mm

    Radius (r) 3.375mm

    Area Blockage 13.47mm2

    Figure 3: 2-D longitudinal cross section and cross section at stenosis for 70% case.

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    Table 3: Geometry for 70% stenosis case. Area blockage is the area taken away from the tube by the

    spherical infraction.

    ~70% Stenosis

    Length (L) 90.0mm

    Diameter (D) 6.0mm

    Radius (r) 4.250mm

    Area Blockage 19.32mm2

    Table 4: Mesh reference values for each case.

    Mesh Setting Degree of Stenosis (Spherical Infraction)

    30% 50% 70%

    Base Size 0.0040m 0.0040m 0.0040m

    Max. Cell Size (Relative to

    Base)

    1000.0 % 1000.0% 1000.0%

    Prism Layers 10 10 10

    Prism Layer Stretching 1.1 1.1 1.1

    Prism layer Thickness

    (Relative to Base)

    10.0 % 10.0% 10.0%

    Surface Curvature (#

    pts/circle)

    100 100 100

    Surface Growth Rate 1.3 1.3 1.3

    Min. Surface Size (Relative

    to Base)

    10.0% 10.0% 10.0%

    Target Surface Size

    (Relative to Base)

    20.0% 20.0% 20.0%

    Volumetric Custom Size

    (Relative to base)

    2.0% 2.0% 2.0%

    Volume Mesh (# of cells) 872285 1091137 1391565

    Results

    The flow streamline velocity and flow reaction to stenosis are shown in Figures 4-6.

    Results for the 30% stenosis simulation show a small area of recirculation distal to the stenosis.

    A maximum velocity of 70.38 cm/s is present at the point of flow separation, see Figure 4.

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    Figure 4: Velocity streamlines over 30% spherical infraction.

    Results for the 50% stenosis simulation show a large region of turbulence and flow

    recirculation distal to the stenosis. The turbulence is shown to extend beyond the recirculation

    region and encompass the entire volume of the tube. Downstream flow along the wall boundary

    indicates a vortex. A maximum flow velocity of 90.32 cm/s is present at the point of flow

    separation, see Figure 5.

    Figure 5: Velocity streamlines over 50% spherical infraction.

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    Results for the 70% stenosis simulation show a large region of recirculation and

    turbulence distal to the stenosis. There are two regions of recirculation, a small area along the

    distal wall boundary of the stenosis and a larger region following. The turbulence extents past

    the regions of recirculation and encompass the entire volume of the tube. Downstream flow

    along the wall boundary indicates vortex. A maximum velocity of 144.73 cm/s is present at the

    point of flow separation, see Figure 6.

    Figure 6: Velocity streamlines over 70% spherical infraction.

    Figurer 7 and 8 depict the wall shear stress on the arterial tube and stenosis for 30%

    stenosis. The maximum wall shear stress on the tube is 11.34 pa, see Figure 11, and is located in

    the region between 26% and 24% of total distance proximal to the center of the stenosis, see

    Figure 11.

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    Figure 7: Wall shear stress magnitude and distribution along the arterial tube and across the stenosis for

    30% stenosis.

    Figure 8: Zoomed view of the wall shear stress distribution across the stenosis for 30% stenosis.

    Figure 9 and 10 depicts the wall shear stress on the arterial tube and stenosis for 50%

    stenosis. The maximum wall shear stress is 13.24 pa, see Figure 11, and is located in the region

    between 22% and 20% of total distance proximal to the center of the stenosis, see Figure 11.

    Figure 9: Wall shear stress magnitude and distribution along the arterial tube and across the stenosis for

    50% stenosis.

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    Figure 10: Zoomed view of the wall shear stress distribution across the stenosis for 50% stenosis.

    Figure 11 and 12 depicts the wall shear stress on the arterial tube and stenosis for 70%

    stenosis. The maximum wall shear stress is 24.04 pa, see Figure 11, and is located in the region

    between 12% and 10% of total distance proximal to the center of the stenosis, see Figure 11.

    Figure 11: Wall shear stress magnitude and distribution along the arterial tube and across the stenosis for

    70% stenosis.

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    Figure 12: Zoomed view of the wall shear stress distribution across the stenosis for 70% stenosis.

    Figure 13 depicts the total pressure magnitude and distribution on the arterial tube and

    stenosis for 30% stenosis. A decrease in total pressure is found downstream of the stenosis. The

    pressure difference between upstream and downstream flow was 165.36 pa, see Figure 12.

    Maximum total pressure was 177.18 pa and was located between 48% and 46% of total distance

    proximal to the center of stenosis, see Figure 12.

    Figure 13: Total pressure magnitude and distribution for 30% stenosis.

    Figure 14 depicts the total pressure magnitude and distribution on the arterial tube and

    stenosis for 50% stenosis. A decrease in total pressure is found downstream of the stenosis. The

    pressure difference between upstream and downstream flow was 314.94 pa, see Figure 12.

    Maximum total pressure was 259.27 pa and was located between 48% and 46% of total distance

    proximal to the center of stenosis, see Figure 12.

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    Figure 14: Total pressure magnitude and distribution for 30% stenosis.

    Figure 15 depicts the total pressure magnitude and distribution on the arterial tube and

    stenosis for 70% stenosis. A decrease in total pressure is found downstream of the stenosis. The

    pressure difference between upstream and downstream flow was 911.9 pa, see Figure 12.

    Maximum total pressure was 649.29 pa and was located between 48% and 46% of total distance

    proximal to the center of stenosis, see Figure 12.

    Figure 15: Total pressure magnitude and distribution for 30% stenosis.

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    Figure 11: Wall shear stress distribution for 30%, 50%, and 70% stenosis one a section place at center.

    Figure 12: Total pressure distribution for 30%, 50%, and 70% stenosis one a section place at center.

    Discussion

    11.35

    13.24

    24.04

    0

    5

    10

    15

    20

    25

    -50% -40% -30% -20% -10% 0% 10% 20% 30% 40% 50%

    Wa

    ll S

    he

    ar

    Str

    ess

    Ma

    gn

    itu

    de

    (P

    a)

    Percentage Location from Center

    Wall Shear Stress Distribution on Stenosis Plane Section

    30% Stenosis

    50% Stenosis

    70% Stenosis

    177.19

    259.27

    649.29

    -500

    -400

    -300

    -200

    -100

    0

    100

    200

    300

    400

    500

    600

    700

    -50% -40% -30% -20% -10% 0% 10% 20% 30% 40% 50%

    To

    tal

    Pre

    ssu

    re M

    ag

    nit

    ud

    e (

    pa

    )

    Percentage Location from Center

    Total Pressure Distribution on Stenosis Plane Section

    30% Stenosis

    50% Stenosis

    70% Stenosis

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    The flow streamline velocity scenes displayed how the flow is affected by the stenosis.

    In all cases there was a region of recirculation and turbulence distal to the stenosis. The region

    of recirculation increased as degree of stenosis increased. Two separate regions of recirculation

    was observed for 70% stenosis, a small region along the boundary of the stenosis followed by a

    larger region similar in appearance to the recirculation observed for 30% and 50% stenosis. The

    region of recirculation was always followed by a region of turbulence encompassing the entire

    tube. The turbulence was found to create a vortex downstream of the stenosis. This irregularity

    of flow could have adverse effects.

    The wall shear stress and total pressure magnitude for 70% stenosis was significantly

    greater than both 30% and 50% stenosis. An increase in magnitudes between 30% stenosis and

    50% stenosis was apparent, however the increase was small. This suggests that a degree of

    stenosis greater than 50% should be considered as critical stenosis development because the

    magnitudes increase rapidly after this stage.

    A key interest of this study was to see how the location of maximum wall shear stress and

    total pressure changed or did not change. The location of maximum wall shear stress was

    different for each case. The maximum location for 30% stenosis was further away from the apex

    than 50% and 70%. The location moved closer to the apex as the degree of stenosis was

    increased. The location for maximum total pressure did not change for each case. By analyzing

    the location of maximum wall shear stress and maximum total pressure one can visualize how

    deformation of the stenosis occurs. The flow simultaneously pushes in on the front of the

    stenosis while pulling at the top. Such deformation combines with weakening cells over time

    could lead to plaque rupture. This proposed deformation would increase greatly as the degree of

    stenosis is increased.

    As discussed the flow can affect the stenosis by applying stresses on it that might lead to

    a rupture of the fibrous cap, but how else could the flow interact with the stenosis? Perhaps the

    flow has an effect on how the stenosis is formed and what shape it would take. As explained

    earlier, atherosclerosis is occurs when LDLs penetrate the endothelium, a thin layer of skin-like

    cells. But this phenomenon does not occur everywhere within the circulatory system and it

    might be due to the magnitude of wall shear stress that occurs at certain points within the system,

    such as the carotid artery. The wall shear stress could be an indicator of where plaque deposits

    localize and build off of. The flow velocity and wall shear stress results are comparable to

    results explained by Caro. The flow velocity illustrations showed that regions of recirculation

    occurred distal to the stenosis. Wall shear stress results illustrated that wall shear stress was

    minimal distal to flow separation and concurrent throughout the region of flow recirculation.

    Caro explained that it is widely accepted that regions with low shear stress and flow recirculation

    are where fatty deposits occur. By looking at these two regions, it is possible to visualize the

    growth of a stenosis.

  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    This study presents a good idea of what happens within the artery and how flow is

    affected by the presence of a stenosis infraction. The study was not meant to establish any

    significant data or prove any theory. This study was done to investigate Newtonian fluid flow

    within a tube with an obscure infraction to create a hypothesis concerning carotid artery

    atherosclerosis, and if possible, relate any observations with results found in other studies.

    Future studies will include blood hemodynamics, again using CFD techniques and possible

    simulated wall deformation using FEA techniques. The ultimate goal is to create a methodology

    to study a specific hypothesis using patient specific artery geometries.

    Bibliography

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  • Proceedings of the 2012 ASEE North-Central Section Conference

    Copyright 2012, American Society for Engineering Education

    14. Caro C.G. Discovery of the Role of Wall Shear in Atherosclerosis. Arterioscler Thromb Vasc Biol, 2009,

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