A dynamic stress model explains the delayed drug effect in artemisinin treatment of Plasmodium falciparum
Pengxing Cao, Nectarios Klonis, Sophie Zaloumis, Con Dogovski, Stanley, C. Xie, Sompob Saralamba, Lisa J. White, Freya J. I. Fowkes, Leann Tilley,, Julie A. Simpson, James M. McCaw

TL;DR
This paper introduces a novel dynamic mathematical model that explains the delayed drug effect of artemisinin on malaria parasites, highlighting the role of stress response in resistance and treatment efficacy.
Contribution
The study presents an extended pharmacokinetic-pharmacodynamic model incorporating parasite stress response dynamics, improving predictions of drug efficacy and resistance mechanisms.
Findings
Parasite stress response explains delayed drug effects.
Early ring stage hypersensitivity is due to stress development.
Model improves in vivo parasite clearance predictions.
Abstract
Artemisinin resistance constitutes a major threat to the continued success of control programs for malaria. With alternative antimalarial drugs not yet available, improving our understanding of how artemisinin-based drugs act and how resistance manifests is essential to enable optimisation of dosing regimens in order to prolong the lifespan of current first-line treatment options. Here, through introduction of a novel model of the dynamics of the parasites' response to drug, we explore how artemisinin-based therapies may be adjusted to maintain efficacy and how artemisinin resistance may manifest and be overcome. We introduce a dynamic mathematical model, extending on the traditional pharmacokinetic-pharmacodynamic framework, to capture the time-dependent development of a stress response in parasites. We fit the model to in vitro data and establish that the parasites' stress response…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
