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Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosad
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Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Dec 20, 2015

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Page 1: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Influenza Vaccination Strategies when supply is limited

Romarie “Romie” Morales Rosado

Page 2: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Questions

• What is the impact of having access only to a limited number of dosages?

• What is the impact of delays in accessing the available vaccine supply?

• What is the role of a large percentage of H1N1 asymptomatic infectious individuals?

Page 3: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Type A and its subtypesSubdivided (H1-H16) , (N1-N9)

Page 4: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Influenza virus and transmission

http://www.youtube.com/watch?v=FvEOjwUOzJc

Page 5: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Impact Pandemic Influenza

Source:http://commons.wikimedia.org/wiki/File:H1N1_map_by_confirmed_cases.svg

WHO declared a pandemic in June 2009, a total of 74 countries and territories had reported laboratory confirmed infections. To date, most countries in the world have confirmed infections from the new virus.

Page 6: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Confirmed Deaths and Infections

Source: http://commons.wikimedia.org/wiki/File:H1N1_map.svg

Page 7: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Pandemic 2009 vs. Pandemic 1918-19Some similarities…

• Virus began to appear in the spring.• Came out of nowhere…!• Primarily attack young adults• Elderly were partially immune to 2009 disease

Source:http://news.sciencemag.org/sciencenow/2010/03/swine-flu-pandemic-reincarnates-.html?rss=1, http://ent.about.com/od/entdisordersgi/a/H1N1pandemic.htm

Page 8: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Prevention Methods

Page 9: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Methods of Prevention

Page 10: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Importance of Vaccination?

• Problem: Not enough vaccines for everyone• Time constraint from identifying virus to

creating and approving vaccine• Rich-Poor country Division

Page 11: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Transmission Model

VV

PP

SS

FF

JJ

RR

EE II DD

εμ

β(I + J)

N€

β(I + J)

N€

η

(1 −ε )μ

β(I + J)

N

κ

α

γ1

γ2

δ

Source: G. Chowell et al Addative vaccination strategies

Page 12: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

System of nonlinear differential equations

˙ S (t) = −u(t)S(t) − βI(t) + J(t)

N(t)S(t)

˙ V (t) = εu(t)S(t) −ηV (t) − βI(t) + J(t)

N(t)V (t)

˙ F (t) = (1−ε )u(t)S(t) − βI(t) + J(t)

N(t)F(t)

˙ P (t) = ηV (t)

˙ E (t) = βI(t) + J(t)

N(t)(S(t) +V (t) + F(t)) − κE(t)

˙ I (t) = κE(t) − (α +1

γ )I(t)

˙ J (t) = αI(t) − (2

γ +δ )J(t)

˙ R (t) =1

γ I(t) +2

γ J(t)

˙ D (t) = δJ(t)

Page 13: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Basic Reproductive Number

0R = β(1

α +1

γ+

α

(α +1

γ )(2

γ +δ ))

Page 14: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Parameters

Source: G. Chowell et al Transmission dynamics of the great influenza pandemic of 1918 in Geneva, Switzerland R. Gani, H. Hughes, D. Fleming, T. Grifin, J. Medlock, S. Leach. Potential impact of antiviral use during influenza pandemic. Emerg Infect Dis; 11( 2005); 1355–362. I.M.LonginiJr.,M.E.Halloran,A.NizamandY.Yang.Containingpandemicinfluenzawithantiviralagents. American Journal of Epidemiology; 159(2004); 623–633. C.E. Mills, J.M. Robins and M. Lipsitch. Transmissibility of 1918 pandemic influenza. Nature 432 (2004):904–906.

Page 15: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Cases of Optimal Vaccine Strategies

• Limited Vaccine Access• Almost unlimited Vaccine Access• Time Delay

Page 16: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Optimal Control Problem

F(u(t)) = [I(t) +W

20

T

∫ u2(t)]dt

F(u*(t)) = minΩ F(u(t))

L1 Set of functions –integral of function has finite solution we want u to belong to this set

Page 17: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Unconstraint Vaccine supply case

Page 18: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Sensitivity Analysis

• Weight Constant• Control Upper Bound (maximum vaccination

rate)• Efficacy of Vaccine

Page 19: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Weight constant

Page 20: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Final epidemic Size when varying Weight Constant

Page 21: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Control upper bound on Final Epidemic Size

Page 22: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Vaccine Efficacy

Page 23: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Isoperimetric Constraint

Page 24: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Recap on Results

• Best to apply vaccines at the beginning of the transmission

• When transmission is weak a low vaccination policy is effective.

Page 25: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Initial conditions with Delay when R0 = 1.3

  R0=1.3    

  Delay =10 days Delay = 20 days Delay = 30 days

S 172810 168750 160820

V 0 0 0

F 0 0 0

P 0 0 0

E 447 949 1786

I 255 545 1044

J 109 235 456

R 1387 4506 10851

D 7 24 57

IC 1758 5311 12408

C 0 0 0

Page 26: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Delay R0 = 1.3

Page 27: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Initial conditions with Delay when R0=2

  R0=2    

  Run= 10 days Run= 20 days Run=30 days

S 167800 119310 52110

V 0 0 0

F 0 0 0

P 0 0 0

E 2329 13386 8916

I 1143 7379 6517

J 434 3039 3313

R 3291 31739 103600

D 16 161 551

IC 4885 42318 113980

C 0 0 0

Page 28: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Delay R0 = 2

Page 29: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Results

• Maximum Vaccination rate should be applied in a timely manner!!!

• No significant difference between unconstrained and constrained cases when R0 is low (1.3)

• Increase in vaccine efficacy and upper bound of control results in a decrease in the amount of vaccines that must be administered

• Delay has impact on vaccine efficacy.

Page 30: Influenza Vaccination Strategies when supply is limited Romarie “Romie” Morales Rosado.

Future Work

• Include asymptomatic class and understand the impact of these individuals on disease transmission .