Evolution of HIV
    
    
    
        
            - Chimp → human transmission ~1900 gave rise to HIV-1 group M
 
            - Diversified into subtypes that are ~20% different
 
            - evolves at a rate of about 0.1% per year
 
        
    
     
    image: Sharp and Hahn, CSH Persp. Med.
    HIV infection
    
    chronic infection:
    
        - 10^8 cells are infected every day
 
        - the virus repeatedly escapes immune recognition
 
        - integrates into T-cell as latent provirus
 
    
    image: wikipedia
    
    Population sequencing to track all mutations above 1%
    
        
            
            
        
        
        
        
            - diverge at 0.1-1% per year
 
            - almost full genomes coverage in 10 patients
 
            - full data set at hiv.tuebingen.mpg.de
 
        
        
     
    Zanini et al, eLife, 2015; antibody data from Richman et al, 2003
    
    Frequent version of previously beneficial mutations
    
    
    
    - HIV escapes immune systems
 
    - most mutations are costly
 
    - humans selects for different mutations
 
    - compensation or reversion?
 
    
    
     
    
    
    
    
    
    
    
    
    
    Zanini et al, eLife, 2015
    Fitness landscape of HIV-1
    
    
    Zanini et al, Virus Evolution, 2017
    
    No evidence of ongoing replication
    
    
    
    
        - HIV-1 RNA from plasma before treatment started
 
        - HIV-1 DNA gag-p17 from PBMCs after many years of treatment
 
    
    
     
    Brodin et al, eLife, 2016
    
    T-cell turnover is fast in untreated infection
    
    
    
    
    
        - latent HIV → barcode of a T-cell lineage
 
        - all latent integrated virus derives from late infection
 
        - untreated: T-cell lineages are short lived
 
        - on therapy: T-cell clones live decades
 
    
    
     
    Brodin et al, eLife, 2016
Human seasonal influenza viruses
slide by Trevor Bedford
    
        
        
        
        
        
            
                - Influenza virus evolves to avoid human immunity
 
                - Vaccines need frequent updates
 
            
        
         
        
     
    
    Predicting evolution
    
    
    
        Given the branching pattern,
        
            - can we predict fitness?
 
            - pick the closest relative of the future?
 
        
    
     
    RN, Russell, Shraiman, eLife, 2014
    
    Fitness inference from trees
    
    
    
    
    RN, Russell, Shraiman, eLife, 2014
    Prediction of the dominating H3N2 influenza strain 
    
    
    RN, Russell, Shraiman, eLife, 2014
    
    Drug resistance evolution in P. aeruginosa 
    
    
    
        - ~3 week culture
 
        - OD measurement every 30 seconds
 
        - deep sequencing every 2 days
 
    
     
    
    
    Regenbogen et al, biorxiv, 2016
    
    HIV acknowledgments
    
    
    
    
        - Fabio Zanini
 
        - Jan Albert
 
        - Johanna Brodin
 
        - Christa Lanz
 
        - Göran Bratt
 
        - Lina Thebo
 
        - Vadim Puller
 
    
     
    
    
    Influenza and Theory acknowledgments
    
    
    
    
        - Boris Shraiman
 
        - Colin Russell
 
        - Trevor Bedford
 
        - Oskar Hallatschek
 
    
     
    
    the group
    