A transmission-virulence evolutionary trade-off explains attenuation of HIV-1 in Uganda.
François BlanquartMary Kate GrabowskiSteven M GoodreauFred NalugodaDavid SerwaddaMichael A EllerMerlin L RobbRonald GrayGodfrey KigoziOliver LaeyendeckerKatrina A LythgoeGertrude NakigoziThomas C QuinnSteven J ReynoldsMaria J WawerChristophe FraserPublished in: eLife (2016)
Evolutionary theory hypothesizes that intermediate virulence maximizes pathogen fitness as a result of a trade-off between virulence and transmission, but empirical evidence remains scarce. We bridge this gap using data from a large and long-standing HIV-1 prospective cohort, in Uganda. We use an epidemiological-evolutionary model parameterised with this data to derive evolutionary predictions based on analysis and detailed individual-based simulations. We robustly predict stabilising selection towards a low level of virulence, and rapid attenuation of the virus. Accordingly, set-point viral load, the most common measure of virulence, has declined in the last 20 years. Our model also predicts that subtype A is slowly outcompeting subtype D, with both subtypes becoming less virulent, as observed in the data. Reduction of set-point viral loads should have resulted in a 20% reduction in incidence, and a three years extension of untreated asymptomatic infection, increasing opportunities for timely treatment of infected individuals.
Keyphrases
- pseudomonas aeruginosa
- escherichia coli
- staphylococcus aureus
- antimicrobial resistance
- biofilm formation
- genome wide
- electronic health record
- antiretroviral therapy
- hiv positive
- hiv infected
- human immunodeficiency virus
- big data
- hiv testing
- hepatitis c virus
- hiv aids
- sars cov
- physical activity
- risk factors
- men who have sex with men
- gene expression
- dna methylation
- deep learning
- artificial intelligence
- smoking cessation