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11th Postgraduate Research Symposium. Presentation Topic :. Vaccination Deployment in Protection against Influenza A (H1N1) Infection. PhD Student : Shang XIA. Supervisor : Prof. Jiming LIU. Co-supervisor : Dr. William Kwok-Wai. Department of Computer Science. March 15, 2010. - PowerPoint PPT Presentation
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Presentation Topic :Presentation Topic :
Vaccination Deployment in Protection Vaccination Deployment in Protection against Influenza A (H1N1) Infectionagainst Influenza A (H1N1) Infection
PhD Student : Shang XIASupervisor : Prof. Jiming LIU
Department of Computer Department of Computer ScienceScience
March 15, 2010 March 15, 2010
11th Postgraduate Research Symposium
Co-supervisor : Dr. William Kwok-Wai
ContenContent:t:
1
2
Research Motivation & Objectives
Epidemic Infection Dynamics
3 Vaccine Deployment Factors
4 SIV model and Vaccination Simulation
Page 1/17
5 Conclusion
Individual State Change
Global Epidemic Spreading Dynamics
Disease Diffusion Dynamics Local-Global
Relationship
Local Interaction
Individual Decision Making
History Records
Environment Evaluation
Individual Decision Making
History Records
Environment Evaluation
Social Contact Network
Individual State Transition
Individual Vaccination Choice
Disease Infection
Population Immunization Patterns
Individual Vaccination Decision
Epidemic Spreading Dynamics
Individual State Transition
Vaccination Dynamics
Disease Diffusion Dynamics
Global Dynamics
Social Contact Network
Entities Infection Model
Decision Making
Local Behaviors
Global Epidemic Spreading Dynamics
Previous Previous WorkWork::
Page 2/17
Epidemic Spreading
Epidemic Interventions
BackgrouBackgroundnd::
Virus Infection: Individuals’ pathological
infection. Virus Transmission:
Individuals’ contact relationship.
Vaccine Immunization: Individual immunized from virus
infection. Contact Limitations:
Population’s contact landscape reconstructed.
Page 3/17
Simulation Model of Infection Dynamics
Evaluation of Vaccination Deployment
Research Research ConcernsConcerns::
Pathological Infection: Heterogeneity of individual’s infection
vulnerability. Contact Transmission:
Heterogeneity of Individuals’ contact frequency.
Vaccine Availability: Total amount of vaccine doses. Starting time of vaccine releasing.
Vaccine Distribution: Vaccination priority of each population
group.
Page 4/17
Model of Simulating Virus Infection Dynamics
Virus Infection Virus Infection ModelModel::
Infection Status Label Three status labels: Susceptible (S), Infected (I), Vaccinated (V).
Host Population Structure:Population are divided into 6 Age Groups.
Heterogeneity of Vulnerability Differentiation of Infection Rate and Recovery Rate for individual in each age group.
Heterogeneity of Transmissibility: Contact Frequency within and cross each Age Groups.
S-I-V S-I-V ModelModel
Page 5/17
Virus Infection Model Virus Infection Model (Con.)(Con.)I
V
S
Group 1(0-4)
I
V
S
Group 2(5-14)
I
V
S
Group 3(15-24)
I
V
S
Group 4(25-44)
I
V
S
Group 5(45-64)
I
V
S
Group 6(65+)
Contact Activities
Contact Activities
Contact Activities
(Ref. 1)
(Ref. 2)
(Ref.3)
Page 6/17
Factors in Vaccination Deployment Plan
Vaccination Vaccination DeploymentDeployment::
Vaccine Availability Total Amount of Vaccine
The proportion of vaccinated population of the host.
Releasing TimeThe time of first batch of vaccine being
released.
Vaccine Distribution Vaccination Priority for each age groups.
Vaccination by Vulnerability. Vaccination by Transmissibility.
Page 7/17
Vaccination DeploymentVaccination Deployment (Con.)(Con.)
1. The amount of total vaccine doses:
Low Quantity 5 million 8%
Middle Quantity 10 million 16%
Ample Quantity 20 million 32%
2. Vaccine Releasing Time:Pre-epidemic spreading T = 0 day
Incipient Infection StageT = 50
day
Infection Mass Spreading Stage
T = 100 day
Infection Stable StageT = 150
day
Settings of Vaccination Deployment
3. Vaccine Distribution Priority
Vaccination by VulnerabilityGroup 1(0-4) & Group 6
(65+)
Vaccination by Transmissibility
Group 3 (15-24) & Group 4(25-44)
Vaccination by Random All 6 Groups
Page 8/17
Simulation of Infection Simulation of Infection DynamicsDynamics
Virus Infection Dynamics without Vaccination
S1 S2 S3
S1: Incipient Infection StageS2: Mass Spreading Infection StageS3: Stable Infection Stage
Three Stages of Infection Dynamics without Vaccination
Page 9/17
Simulation of Infection Simulation of Infection DynamicsDynamics Incipient Infection Stage
The total percentage of infections is relatively low. The speed of newly increased infection is slow. Infection Transmission is confined within initial groups.
Infection Mass Spreading Stage The number of newly increased infection are increased sharply. The infection positive feedback through cross group contact.
Infection Stable Stage The total number of infection is high. The increase of newly infection is stagnant. The cross group infection keep at a high level.
Page 10/17
Simulation of Vaccination Simulation of Vaccination DeploymentDeployment The impact of the Amount of Vaccine
Page 11/17
Simulation of Vaccination Simulation of Vaccination DeploymentDeployment The impact of the Vaccine Releasing
Page 12/17
Simulation of Vaccination Simulation of Vaccination DeploymentDeployment The impact of the Vaccine Distribution
Page 13/17
Simulation of Vaccination Simulation of Vaccination DeploymentDeployment The Impact of three Vaccine Deployment
Factors
Total AmountReleasing
Time Vaccine Distribution
Increase vaccine amount
Earlier Releasing
TimeRandom
lyTransmissibil
ity Vulnerabilit
y
Risk of Infectious Contact Lowered Lowered: T>R>VRisk of Successful Infection Lowered: V>R>TTipping Point of Phase Transition Delayed Delayed Infection Rising Time Prolonged Prolonged Prolonged: V>T>RSpeed of Convergence to Stable Infection Slowed Slowed Slowed: V>T>RStable Infection Percentage Decreased Decreased: V>T>R
Page 14/17
SIV Model
Evaluation of Vaccination Deployment Factors
ConclusionConclusion::
Pathological Infection: Heterogeneity of individual’s infection
vulnerability. Contact Transmission:
Heterogeneity of Individuals’ contact frequency.
Vaccine Availability: Total amount of vaccine doses. Starting time of vaccine releasing.
Vaccine Distribution: Vaccination priority of each population
group.
Page 15/17
1. C. Wroth and A. Wiles. Key population and vital statistics. Technical report, Office for National Statistics, 2007.
2. J. Mossong, ect. Social contacts and mixing patterns relevant to the spread of infectious diseases. PLoS Medicine, 5(3), March 2008.
3. E. Miller, K. Hoschler, ect. Incidence of 2009 pandemic influenza a h1n1 infection in england: a cross-sectional serological study. The Lancet, Early Online Publication.
ReferenceReference::
Page 16/17
Q & AQ & A
Thank You Very Much!