A population of bang-bang switches of defective interfering particles makes within-host dynamics of dengue virus controllable.
Tarunendu MapderSam CliffordJohn G AaskovKevin BurragePublished in: PLoS computational biology (2019)
The titre of virus in a dengue patient and the duration of this viraemia has a profound effect on whether or not a mosquito will become infected when it feeds on the patient and this, in turn, is a key driver of the magnitude of a dengue outbreak. The assessment of the heterogeneity of viral dynamics in dengue-infected patients and its precise treatment are still uncertain. Infection onset, patient physiology and immune response are thought to play major roles in the development of the viral load. Research has explored the interference and spontaneous generation of defective virus particles, but have not examined both the antibody and defective particles during natural infection. We explore the intrinsic variability in the within-host dynamics of viraemias for a population of patients using the method of population of models (POMs). A dataset from 208 patients is used to initially calibrate 20,000 models for the infection kinetics for each of the four dengue virus serotypes. The calibrated POMs suggests that naturally generated defective particles may interfere with the viraemia, but the generated defective virus particles are not adequate to reduce high fever and viraemia duration. The effect of adding excess defective dengue virus interfering particles to patients as a therapeutic is evaluated using the calibrated POMs in a bang-bang (on-off or two-step) optimal control setting. Bang-bang control is a class of binary feedback control that turns either 'ON' or 'OFF' at different time points, determined by the system feedback. Here, the bang-bang control estimates the mathematically optimal dose and duration of the intervention for each model in the POM set.
Keyphrases
- dengue virus
- zika virus
- aedes aegypti
- end stage renal disease
- ejection fraction
- immune response
- newly diagnosed
- chronic kidney disease
- randomized controlled trial
- peritoneal dialysis
- prognostic factors
- patient reported outcomes
- sars cov
- dendritic cells
- autism spectrum disorder
- patient reported
- intellectual disability