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Dynamics of Infectious Diseases

Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

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Page 1: Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

Dynamics of Infectious Diseases

Page 2: Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

Using Lotka-Volterra equations?

Predator Prey

VS

)( byaxdt

dx)( dxcy

dt

dy

Page 3: Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

Full model

SusceptibleSusceptible Infectious Removeda b

c

dN

ddd

where a is the infection rate b is the removal rate of infectives c is the rate of individuals losing immunity d is the mortality rate

Page 4: Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

Reduced model (Classic Kermack-McKendrick Model)

SusceptibleSusceptible Infectious Removeda b

where a is the infection rate b is the removal rate of infectives

aSIdt

dS bIaSI

dt

dI bI

dt

dR

Page 5: Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

}> 0 if S0 >

< 0 if S0 <a

b

a

b

“THRESHOLD EFFECT”

S(t) +I (t) + R(t) = N

We can set the initial conditions as

S(0)=S0 > 0 , I(0) =I0 > 0 , R(0) =0

Page 6: Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

a

b

SaSI

IbaS

dS

dI

,1)(

Integrating the equation,

SSI ln = constant

= I0 + S0 – ρ ln S0

Page 7: Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

• b is the removal rate from the infective class and is measured in unit (1/time)

• Thus, the reciprocal (1/b) is the average period of infectivity.

• is the fraction of population that comes into contact with an infective individual during the period of infectiveness

• The fraction is also known as infection’s contact rate, or intrinsic reproductive rate of disease.

Page 8: Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

R0 is the basic reproduction rate of the infection, that is the number of infections produced by one primary infection in a whole susceptible population.

Page 9: Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

Modelling venereal disease

Susceptible, SSusceptible, S Infectious, I

a

b

where a,a* is the infection rate b,b* is the removal rate of infectives

Susceptible, S*Susceptible, S* Infectious, I*

b*

a*Female

Male

bIaSIdt

dS *

*****

IbISadt

dS

bIaSIdt

dI *

*****

IbISadt

dI

Page 10: Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

• Since we have the condition S(t)+I(t)=N and S*(t)+I*(t)=N*, we can simplify the equations to

• Equating both equations to zero, we can obtain the steady states

bIINaIdt

dI )(* ***)*(*

*IbINIa

dt

dI

*

**

N

NNI s

N

NNI s

*

***

*

**,

a

b

a

b

Page 11: Dynamics of Infectious Diseases. Using Lotka-Volterra equations? PredatorPrey VS

AIDS (Autoimmune Deficiency Syndrome)

c

Susceptible X

Infectious Y

Natural Death

AIDS A Seropositive Z(non-infectious)

Disease induced Death Natural Death

Natural Death

Natural Death

B

)()()()()(

)1(

)(

)(

,

tAtZtYtXtN

ZYpdt

dZ

AdYpdt

dA

YcXdt

dYN

YcXXB

dt

dX

p )1( p

d