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Dynamic optimization elucidates higher-level pathogenicity strategies of Pseudomonas aeruginosa
Wassili Dimitriew1, Stefan Schuster1
1Department of Bioinformatics, Friedrich Schiller University of Jena, 07743 Jena, Germany.
Abstract:
Multiple dangerous pathogens from the World Health Organization's priority list possess a plethora of virulence components, including the ability to survive inside macrophages. Often, the pathogens rely on a multi-layered defence strategy in order to defend themselves against the immune system. Here, a minimal model is proposed to study such a strategy. By way of example, we consider the interaction between Pseudomonas aeruginosa and the human host, in which the host and the pathogen counter each other in a back-and-forth interaction. In particular, the pathogen attacks the host, macrophages of the host engulf the pathogen and reduce its access to glucose, the pathogen activates the glyoxylate shunt, which is started by the enzyme isocitrate lyase (Icl), the host inhibits it by itaconic acid, and the pathogen metabolizes itaconic acid using the enzyme succinyl-CoA:itaconate CoA transferase (Ict). The flux through the glyoxylate shunt allows the pathogen to avoid carbon loss and oxidative stress. These functions are of utmost importance inside a phagolysosome. Therefore, the pathogen needs to allocate its limited protein resource between the enzymes Icl and Ict in order to maximize the time integral of a flux through the enzyme Icl. We use both random search and dynamic optimization to identify the enzyme Ict as a cost-effective means of counter-counter-counter-defence and as a possible drug target during the early phase of infection.
Insights
Dangerous pathogens like Pseudomonas aeruginosa use multi-layered defenses within macrophages. Targeting the enzyme Ict offers a potential strategy to disrupt pathogen survival and combat infection.
Area of Science:
- Microbiology
- Immunology
- Systems Biology
Background:
- Pathogens on WHO priority lists can survive within host macrophages, employing complex defense strategies.
- Understanding these multi-layered defenses is crucial for developing effective treatments against persistent infections.
Purpose of the Study:
- To develop a minimal model analyzing pathogen defense mechanisms against host immune responses.
- To investigate the role of the glyoxylate shunt and specific enzymes in pathogen survival within macrophages.
Main Methods:
- Modeling the interaction between Pseudomonas aeruginosa and human macrophages.
- Utilizing dynamic optimization and random search to analyze enzyme allocation strategies.
- Identifying key enzymes like isocitrate lyase (Icl) and succinyl-CoA:itaconate CoA transferase (Ict) in pathogen metabolism.
Main Results:
- The glyoxylate shunt, initiated by Icl, is vital for pathogens to prevent carbon loss and oxidative stress inside phagolysosomes.
- Itaconic acid, an inhibitor used by the host, is metabolized by the pathogen via Ict.
- The enzyme Ict represents a cost-effective counter-defense mechanism for the pathogen.
Conclusions:
- The pathogen strategically allocates protein resources to enzymes Icl and Ict to maximize survival.
- The enzyme Ict is identified as a potential drug target for early-phase infection interventions.
- Targeting Ict could disrupt pathogen virulence and enhance host immune response effectiveness.
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