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Page 1: Models for the circulatory system - Universitetet i oslo€¦ · Models for the circulatory system Examples and extensions INF-MED 2002 – p.2/37. The circulatory system Figure from

Models for the circulatory system

INF-MED 2002 – p.1/37

Page 2: Models for the circulatory system - Universitetet i oslo€¦ · Models for the circulatory system Examples and extensions INF-MED 2002 – p.2/37. The circulatory system Figure from

Outline

Overview of the circulatory system

Important quantities

Resistance and compliance vessels

Models for the circulatory system

Examples and extensions

INF-MED 2002 – p.2/37

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The circulatory system

Figure from Hoppensteadt og Peskin: Modeling andsimulation in medicine and the life sciences.

INF-MED 2002 – p.3/37

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Important quantities

Heart rate, measured in beats per minute.

Cardiac output: The rate of blood flow through thecirculatory system, measured in liters/minute.

Stroke volume: the difference between the end-diastolicvolume and the end-systolic volume, i.e. the volume ofblood ejected from the heart during a heart beat,measured in liters.

INF-MED 2002 – p.4/37

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The cardiac ouput Q is given by

Q = FVstroke

Typical values:

F = 80 beats/minute.

Vstroke = 70cm3/beat = 0.070 liters/beat.

Q = 5.6 liters/minute.

INF-MED 2002 – p.5/37

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Resistance and compliance vessels

Q1 Q2

V

Pext = 0

V = vessel volume,

Pext = external pressure,

P1 = upstream pressure,

P2 = downstream pressure,

Q1 = inflow,

Q2 = outflow.

INF-MED 2002 – p.6/37

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Resistance vessels

Assume that the vessel is rigid, so that V is constant. Thenwe have

Q1 = Q2 = Q∗.

The flow through the vessel will depend on the pressuredrop through the vessel. The simplest assumption is thatQ∗ is a linear function of the pressure difference P1 − P2:

Q∗ =P1 − P2

R,

where R is the resistance of the vessel.

INF-MED 2002 – p.7/37

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Compliance vessels

Assume that the resistance over the vessel is negligible.This gives

P1 = P2 = P∗

Assume further that the volume depends on the pressureP∗. We assume the simple linear relation

V = Vd + CP∗,

where C is the compliance of the vessel and Vd is the “deadvolume”, the volume at P∗ = 0.

INF-MED 2002 – p.8/37

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All blood vessels can be viewed as either resistancevessels or compliance vessels. (This is a reasonableassumption, although all vessels have both complianceand resistance.)

Large arteries and veins; negligible resistance,significant compliance.

Arterioles and capillaries; negligible compliance,significant resistance.

INF-MED 2002 – p.9/37

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Heart

Systemic arteries

Body

Systemic veins

INF-MED 2002 – p.10/37

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The heart as a compliance vessel

The heart may be viewed as a pair of compliance vessels,where the compliance changes with time,

V (t) = Vd + C(t)P.

The function V (t) should be specified so that it takes on a

large value Cdiastole when the heart is relaxed, and a small

value Csystole when the heart contracts.

INF-MED 2002 – p.11/37

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0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

0.005

0.01

0.015

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

0.01

0.02

0.03

0.04

INF-MED 2002 – p.12/37

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Modeling the heart valves

Characteristic properties of a heart valve:

Low resistance for flow in the “forward” direction.

High resistance for flow in the “backward” direction.

INF-MED 2002 – p.13/37

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The operation of the valve can be seen as a switchingfunction that depends on the pressure difference across thevalve. The switching function can be expressed as

S =

{

1 ifP1 > P2

0 ifP1 < P2

INF-MED 2002 – p.14/37

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The flow through the valve can be modeled as flow througha resistance vessel multiplied by the switching function. Wehave

Q∗ =(P1 − P2)S

R,

where R will typically be very low for a healthy valve.

INF-MED 2002 – p.15/37

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Dynamics of the arterial pulse

For a compliance vessel that is not in steady state, we have

dV

dt= Q1 − Q2.

From the pressure-volume relation for a compliance vesselwe get

d(CP )

dt= Q1 − Q2.

When C is constant (which it is for every vessel except forthe heart muscle itself) we have

CdP

dt= Q1 − Q2.

INF-MED 2002 – p.16/37

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The circulatory system can be viewed as a set ofcompliance vessels connected by valves and resistancevessels. For each compliance vessel we have

d(CiPi)

dt= Qin

i − Qouti ,

while the flows in the resistance vessels follow the relation

Qj =P in

− P out

Rj.

INF-MED 2002 – p.17/37

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A simple model for the circulatory system

Consider first a simple model consisting of threecompliance vessels; the left ventricle, the systemic arteries,and the systemic veins. These are connected by twovalves, and a resistance vessel describing the flow throughthe systemic tissues. For the left ventricle we have

d(C(t)Plv

dt= Qin

− Qout,

with Qin and Qout given by

Qin =Smi(Psv − Plv)

Rmi, (1)

Qout =Sao(Plv − Psa)

Rao. (2)

INF-MED 2002 – p.18/37

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We getd(C(t)Plv)

dt=

Psv − Plv

SmiRmi−

Plv − Psa

SaoRao,

INF-MED 2002 – p.19/37

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Similar calculations for the two other compliance vesselsgives the system

d(C(t)Plv)

dt=

Smi(Psv − Plv)

Rmi−

Sao(Plv − Psa)

Rao, (3)

CsadPsa

dt=

Sao(Plv − Psa)

Rao−

Psa − Psv

Rsys, (4)

CsvdPsv

dt=

Psa − Psv

Rsys−

Smi(Psv − Plv)

Rmi. (5)

INF-MED 2002 – p.20/37

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Heart

Systemic arteries

Body

Systemic veins

INF-MED 2002 – p.21/37

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With a specification of the parameters Rmi, Rao, Rsys, Csa, Csv

and the function Clv(t), this is a system of ordinary differen-

tial equations that can be solved for the unknown pressures

Plv, Psa, and Psv. When the pressures are determined they

can be used to compute volumes and flows in the system.

INF-MED 2002 – p.22/37

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A more realistic model

The model can easily be improved to a more realistic modeldescribing six compliance vessels:

The left ventricle, Plv, Clv(t),

the right ventricle, Prv, Crv(t),

the systemic arteries, Psa, Csa,

the systemic veins, Psv, Csv,

the pulmonary arteries, and Ppv, Cpv,

the pulmonary veins, Ppv, Cpv.

INF-MED 2002 – p.23/37

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The flows are governed by two resistance vessels and fourvalves:

Systemic circulation, Rsys,

pulmonary circulation, Rpu,

aortic valve (left ventricle to systemic arteries), Rao, Sao,

tricuspid valve (systemic veins to right ventricle),Rtri, Stri,

pulmonary valve (right ventricle to pulmonary arteries),Rpuv, Spuv,

mitral valve (pulmonary veins to left ventricle) ,Rmi, Smi.

INF-MED 2002 – p.24/37

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This gives the ODE system

d(Clv(t)Plv)

dt=

Smi(Psv − Plv)

Rmi−

Sao(Plv − Psa)

Rao, (6)

dCsaPsa

dt=

Sao(Plv − Psa)

Rao−

Psa − Psv

Rsys, (7)

dCsvPsv

dt=

Psa − Psv

Rsys−

Stri(Psv − Prv)

Rtri, (8)

d(Crv(t)Prv)

dt=

Stri(Psv − Prv)

Rtri−

Spuv(Prv − Ppa)

Rpuv, (9)

dCpaPpa

dt=

Spuv(Prv − Ppa)

Rpuv−

Ppa − Ppv

Rpu, (10)

dCpvPpv

dt=

Ppa − Ppv

Rpu−

Smi(Ppv − Plv)

Rmi. (11)

INF-MED 2002 – p.25/37

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LV compliance, pressures and flows

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

0.005

0.01

0.015

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

50

100

150

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

20

40

60

80

Top: Clv, Middle: Ppv (blue), Plv (green), Psa (red), Bottom: Qmi, Qao.

INF-MED 2002 – p.26/37

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RV compliance, pressures and flows

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

0.01

0.02

0.03

0.04

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

5

10

15

20

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

20

40

60

Top: Crv, Middle: Psv (blue), Prv (green), Ppa (red), Bottom: Qtri, Qpuv .

INF-MED 2002 – p.27/37

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Systemic and pulmonary flows

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.21

2

3

4

5

6

7

8

Qsys (blue) and Qpu (green). Note the higher maximum flow in the pulmonary system despite

the lower pressure. This is caused by the low resistance in the pulmonaries.

INF-MED 2002 – p.28/37

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Pressure volume loops

0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0.110

20

40

60

80

100

120

0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0.110

5

10

15

20

Top: left ventricle, bottom: right ventricle.

INF-MED 2002 – p.29/37

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Mitral valve stenosis

Rmi changes from 0.01 to 0.2.

INF-MED 2002 – p.30/37

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LV compliance, pressures and flows

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

0.005

0.01

0.015

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

50

100

150

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

20

40

60

80

Reduced in-flow to the LV causes reduced filling and thereby reduced LV pressure and arterial

pressure.INF-MED 2002 – p.31/37

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RV compliance, pressures and flows

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

0.01

0.02

0.03

0.04

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

10

20

30

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

20

40

60

The RV pressure increases because blood is shifted from the systemic circulation to the pul-

monary circulation. INF-MED 2002 – p.32/37

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Systemic and pulmonary flows

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.21

2

3

4

5

6

7

8

Blood is shifted from the systemic circulation to the pulmonary circulation.

INF-MED 2002 – p.33/37

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Pressure volume loops

0.02 0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0.110

20

40

60

80

100

120

0.03 0.04 0.05 0.06 0.07 0.08 0.09 0.1 0.110

5

10

15

20

25

Reduced filling of the LV, slightly higher pressure in the RV.

INF-MED 2002 – p.34/37

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Reduced systemic resistance

Rsys reduced from 17.5 to 8.5.

This can be the result of for instance physical activity,when smooth muscle in the circulatory system reducethe resistance to increase blood flow to certain muscles.

INF-MED 2002 – p.35/37

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LV compliance, pressures and flows

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

0.005

0.01

0.015

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

50

100

0 0.02 0.04 0.06 0.08 0.1 0.12 0.14 0.16 0.18 0.20

20

40

60

80

The arterial pressure drops dramatically. This is not consistent with what happens during

physical activity.INF-MED 2002 – p.36/37

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Summary

Models for the circulatory system can be constructedfrom very simple components.

The models are remarkably realistic, but the simplemodel presented here has some important limitations.

The models may be extended to include feedback loopsthrough the nervous system.

The simple components of the model can be replacedby more advanced models. For instance, the varyingcompliance model for the heart may be replaced by abidomain and mechanics solver that relates pressuresand volumes.

INF-MED 2002 – p.37/37