Human Influenza A viruses
slide by Trevor Bedford
    
    Influenza virus
    
    
        
        
            - Surface proteins hemagglutinin (HA) and neuraminidase (NA)
- Influenza A virus
                - Common in birds and mammals
- Many different subtypes defined by surface proteins
- H3N2, H1N1, H7N9, H5N1
- Influenza B virus
                - infects mainly humans
- two lineages that split 30-40y ago
- B/Victoria vs B/Yamagata
 
    
         
        
        
        
        
            
                - Influenza virus evolves to avoid human immunity
- Vaccines need frequent updates
 
     
    Vaccine selection time line
     
    
Slide by Trevor Bedford
Tracking virus spread and evolution by sequencing
A/Brisbane/100/2014
GGATAATTCTATTAACCATGAAGACTATCATTGCTTT...
A/Brisbane/1000/2015
GGATAATTCTATTAACCATGAAGACTATTATTGCTTT...
A/Brisbane/1/2017
GGATAATTCTATTAACCATGAAGACTATCATTGCTTT...
... thousands of sequences...
Phylogenetic analysis of viral sequences
    
    
    
        
RNA viruses have a high mutation rate. New mutations arise every few weeks.
    
    
    Hemagglutination Inhibition assays
    
    Slide by Trevor Bedford
    
    HI data sets
    
    
        
        
            - Long list of distances between sera and viruses
- Tables are sparse, only close by pairs
- Structure of space is not immediately clear
- MDS in 2 or 3 dimensions
 
    
    
     Smith et al, Science 2002
    Smith et al, Science 2002
     
    Slide by Trevor Bedford
    
    Evolution of HIV
    
    
    
        
            - Chimp → human transmission around 1900 gave rise to HIV-1 group M
- ~100 million infected people since
- subtypes differ at 10-20% of their genome
- HIV-1 evolves ~0.1% per year
 
    image: Sharp and Hahn, CSH Persp. Med.
    HIV-SIV phylogeny
     wikipedia.org
    wikipedia.org
    What makes these viruses so good at evolving?
    High mutation rates
     
    
viralzone.expasy.org
    Large population sizes
    
        - Within a chronically infected person, HIV infects $10^8$ cells a day
- Influenza viruses infects $10^8$ humans a year
- every infected cell produces 1000s of virions
- → every possible mutation is produced many times every day
Recombination
    
        Influenza Virus
         viralzone.expasy.org
        viralzone.expasy.org
     
    
        HIV
         
     
    
    HIV-1 evolution within one individual
    
        
        
            - Viruses rapidly diversify 
 → swarm or quasi-species
- Different tissues can harbor different viral variants
- diversity depends on duration of infection
- number of founder variants
- immune selection
 
    silouhette: clipartfest.com
    
    Drug resistance evolution
    
        
        Drug targets
        
            - Reverse transcriptase (NRTI and NNRTI)
- Protease inhibitors
- Integrase inhibitors
- Entry inhibitors
Resistance evolution
        
            - Every mutations pre-exists → mono-therapy fails
- Combination therapy requires multiple mutations to become resistant
- Sufficiently high 'barrier to resistance' results in long-term suppressive therapy
 
        
    Hedgkog et al, PLOS One, 2010
    
    Sequence evolution vs phenotypic evolution
    
        
            
                - RNA viruses change rapidly under consistent selection pressure
- Rapid immune escape or drug resistance in HIV or influenza
- BUT: most mutations are deleterious
- AND: most observed changes have no clear phenotype
            Case in point: "the microcephaly mutation" in Zika
            
                - Weak evidence that a particular mutation facilitates spread of Zika virus in mouse brains
- Media trumpets: "microcephaly causing mutation" found
- Zika virus strains in India lack this mutations 
 → authorities claim: Zika not a problem
- see Open-Ed by Nathan Grubaugh for a good discussion 
 
        
     
    
    
    Development of sequencing technologies
    
    
        
        We can now sequence...
        
            
                - thousands of bacterial isolates
- thousands of single cells
- populations of pathogens, metagenomics
Sequences allow us to reconstruct at great detail how viruses change and spread
        But the link between genotype and phenotype is far from being understood.