zika virus: insights from mathematical models

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03/02/2022 Zika virus: Insights from mathematical models John Marshall, PhD

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05/01/2023

Zika virus: Insights from mathematical modelsJohn Marshall, PhD

05/01/2023

Modeling as data integration

Preparedness for the Zika Virus: A Public Health Emergency

05/01/2023

Zika questions that modeling can help us to inform1. What implications does the current outbreak in Latin America have for the

US?

2. What is the expected time course of the current outbreak in Latin America?

3. Is Zika here to stay? What are the expected long-term dynamics of Zika in Latin America?

4. What impact can we expect vector control to have on Zika incidence and the incidence of Zika-induced microcephaly?

5. What about a Zika vaccine, if it becomes available?

6. What implications does the sexual transmission of Zika have on the population-wide dynamics?

Preparedness for the Zika Virus: A Public Health Emergency

05/01/2023Preparedness for the Zika Virus: A Public Health Emergency

05/01/2023Preparedness for the Zika Virus: A Public Health Emergency

05/01/2023

Outbreak size depends on R0

Preparedness for the Zika Virus: A Public Health Emergency

• R0 = 2

• Outbreak slows down after 1/2 of population has been infected

• R0 = 3

• Outbreak slows down after 2/3 of population has been infected

05/01/2023Preparedness for the Zika Virus: A Public Health Emergency

Implications for Latin America

• m = Number of mosquitoes per person (species mapping & economic index)

• = Mosquito death rate (function of temp.)

• n = Virus incubation period in mosquito (function of temp.)

05/01/2023Preparedness for the Zika Virus: A Public Health Emergency

Implications for Latin America

• m = Number of mosquitoes per person (species mapping & economic index)

• = Mosquito death rate (function of temp.)

• n = Virus incubation period in mosquito (function of temp.)

05/01/2023

Is Zika here to stay?

Preparedness for the Zika Virus: A Public Health Emergency

05/01/2023

What can we expect in the long-term? (c.f. Rubella)

Preparedness for the Zika Virus: A Public Health Emergency

05/01/2023

What about a vaccine? (c.f. Rubella)

Preparedness for the Zika Virus: A Public Health Emergency

05/01/2023Presentation Title and/or Sub Brand Name Here12

Probability of infection per year ≈ 1 / Mean age of infection

05/01/2023Preparedness for the Zika Virus: A Public Health Emergency

What about vector control?

Vector control may impact:

• m = Number of mosquitoes per person

• a = Mosquito biting rate

• = Mosquito death rate

05/01/2023Preparedness for the Zika Virus: A Public Health Emergency

Implications for the US

12

0

p

q

R0 < 1 so outbreaks are stochastic events

05/01/2023Preparedness for the Zika Virus: A Public Health Emergency

Implications of sexual transmission

R0 = Number of partners per yearx Probability of transmission per partnershipx Duration of infectiousness

Potential to spread among high-risk groups

Unlikely to persist among general population