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