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Adam Lauring Department of Medicine, Infectious Diseases Department of Microbiology and Immunology University of Michigan Influenza virus evolution…getting personal

Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

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Page 1: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Adam LauringDepartment of Medicine, Infectious DiseasesDepartment of Microbiology and ImmunologyUniversity of Michigan

Influenza virus evolution…getting personal

Page 2: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Why influenza evolution?

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Page 3: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Engines of genetic diversity

Page 4: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Influenza A virus, what you need to know

Medina and Garcia-Sastre, Nat Rev Micro 2011

Page 5: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

A review of some population genetics

Mutation

Page 6: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Mutation Selection

A review of some population genetics

Page 7: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Mutation Selection

Genetic Drift

A review of some population genetics

Page 8: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Mutation Selection

Genetic Drift Migration

A review of some population genetics

Page 9: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Antigenic drift and seasonal influenza

Smith et al. Science 2004

Page 10: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Global evolution of seasonal influenza viruses

Rambaut et al. Nature 2008

Page 11: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Understanding evolution across scales

Page 12: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

What is the influenza virus mutation rate?

• Sequencing assays- Bias- Lack of power

• Genetic markers- Only measure some classes

Page 13: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

What is the influenza virus mutation rate?

Pauly et al. eLife 2017

Page 14: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Influenza mutation rate…2-3 per replicated genome

1.8 x 10-4 2.5 x 10-4

Pauly et al. eLife 2017

Page 15: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Are mutations generally good or bad?

Visher et al. PLoS Pathogens 2016

Page 16: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

The distribution of fitness effects in influenza A

Visher et al. PLoS Pathogens 2016

Page 17: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Understanding evolution across scales

Page 18: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

How does influenza evolve in people?

Page 19: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Within host selection?

Page 20: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Do vaccine-induced antibodies select for escape variants?

• FLUVACS study, 2004-2008

• Last placebo controlled RCT

• 60-70% efficacy

• 5119 person years of observation

• 166 samples analyzed

Page 21: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Pre-season serostatus of sampled individuals

Debbink et al, PLoS Pathogens 2017

Page 22: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Pre-existing antibodies do not impact within host diversity

Debbink et al, PLoS Pathogens 2017

Page 23: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

No evidence for positive selection of antigenic variants

Debbink et al, PLoS Pathogens 2017

Page 24: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Evolutionary forces

Mutation Selection

Genetic Drift Migration

Page 25: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

How does influenza virus evolve in people?

?• Household influenza vaccine effectiveness

- Prospective household cohort- Families ≥ 4, 2 children- > 6000 person years of observation- 249 samples, 200 individuals

• Transmission pairs within households

• Next generation sequencing- Infer transmission and bottleneck- Define within host dynamics

Page 26: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Study design

Cross-sectional study Longitudinal study

Page 27: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Within host genetic diversity is low

Page 28: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Little evidence for positive selection

Season Subtype Frequency Mutation Site10/11 H3N2 0.07 E62G E10/11 H3N2 0.09 L86I E11/12 H3N2 0.07 V297A C12/13 H3N2 0.07 I214T D13/14 H1N1 0.02 R208K Ca14/15 H3N2 0.18 F193S B14/15 H3N2 0.11 T128A B14/15 H3N2 0.41 I260V E14/15 H3N2 0.03 S262N E14/15 H3N2 0.36 G208R D14/15 H3N2 0.03 A163T B14/15 H3N2 0.12 I307R C14/15 H3N2 0.04 K189N B14/15 H3N2 0.03 D53E C14/15 H3N2 0.02 S312G C14/15 H3N2 0.03 I242T D14/15 H3N2 0.16 I242L D14/15 H3N2 0.16 I307R C

Page 29: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Study design

Cross-sectional study Longitudinal study

Page 30: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Within host dynamics, 2014-2015 season

Page 31: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Within host dynamics, 2014-2015 season

Page 32: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Within host dynamics, 2014-2015 season

Page 33: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Selection vs. Drift….depends on population size

Page 34: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Describing within host processes – effective population size

999,999 Hens ; 1 Cock

Census Population : 1,000,000

Effective Population: 4

Page 35: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Describing within host processes – effective population size

Page 36: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Diffusion models to estimate effective population size

Page 37: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Genetic drift is a dominant force in small populations

Page 38: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

What happens between hosts?

Page 39: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Sequence based inference of 41 transmission pairs

Page 40: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Bottleneck size – presence/absence model

Mean Bottleneck = 1.68Probability of >5 is 0.0017

Page 41: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Bottleneck size – beta binomial model

Sobel et al. JVI 2017

Mean Bottleneck 1.7

Page 42: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Evolution within and between hosts

Page 43: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Evolution across scales

Very high mutation ratesStrong purifying selection

Very high mutation ratesStrong purifying selectionLots of genetic driftMigration?

Lots of genetic driftRandom fixation of deleterious allelesWeak selection?

Page 44: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Influenza viruses are like compulsive gamblers

Page 45: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Acknowledgements

@lauringlab

Will FitzsimmonsDanny LyonsJT McCroneKayla Peck

FormerKari DebbinkMatt PaulyElisa VisherShawn Whitefield

UM School of Public HealthArnold MontoEmily MartinJosh Petrie

Doris Duke Charitable FoundationIDSA/Pfizer Young Investigator AwardNIAID R01 AI11886Burroughs Wellcome Fund, PATH

Page 46: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

High quality variant calling is critical in deep sequencing

McCrone and Lauring, JVI 2016

Page 47: Influenza virus evolution…getting personal...% Outpatient visits for influenza like illness Engines of genetic diversity Influenza A virus, what you need to know Medina and Garcia

Evolution within and between hosts

Mutation rate and effective population size (Ne)