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Key Therapeutic Targets to Treat Hyperglycemia-Induced Atherosclerosis Analyzed Using a Petri Net-Based Model
Agnieszka Rybarczyk1,2,3, Dorota Formanowicz4, Piotr Formanowicz1
1Institute of Computing Science, Poznan University of Technology, 60-695 Poznan, Poland.
Metabolites
|December 22, 2023
Summary
Targeting protein kinase C (PKC) isoforms and aldose reductase can inhibit atherosclerosis progression in diabetes. Inhibiting the AGE-RAGE axis also shows promise for hyperglycemia-induced atherosclerosis.
Area of Science:
- Cardiovascular Research
- Metabolic Disorders
- Computational Biology
Background:
- Diabetes mellitus (DM) is characterized by chronic hyperglycemia, damaging cells and accelerating atherosclerosis.
- Atherosclerosis in diabetic patients poses significant complications, necessitating strategies to slow its progression.
- Identifying specific molecular targets for inhibition within complex biological networks is challenging.
Purpose of the Study:
- To identify critical network targets for inhibiting atherosclerosis in the context of hyperglycemia using in silico methods.
- To evaluate potential therapeutic strategies for mitigating hyperglycemia-induced atherosclerosis.
Main Methods:
- Development of a computational model using Petri net theory to analyze molecular interactions.
- In silico analysis to identify key inhibitory targets within the atherosclerosis network in DM.
- Evaluation of the effects of inhibiting specific pathways, including protein kinase C (PKC), aldose reductase, AGE-RAGE axis, and NADPH oxidase.
Main Results:
- Blocking protein kinase C beta (PKCβ) and gamma (PKCγ) isoforms may inhibit atherosclerosis progression in diabetic patients.
- Aldose reductase inhibition slows atherosclerosis and reduces PKC (β and γ) expression in DM.
- Inhibition of the AGE-RAGE axis shows potential for treating hyperglycemia-induced atherosclerosis.
- NADPH oxidase blockade moderately slowed atherosclerosis but effectively halted mitochondrial reactive oxygen species (ROS) production.
Conclusions:
- Targeting PKCβ/γ and aldose reductase are promising strategies for slowing diabetic atherosclerosis.
- The AGE-RAGE axis represents a potential therapeutic target for hyperglycemia-related atherosclerosis.
- NADPH oxidase inhibition's impact on mitochondrial ROS offers a unique therapeutic angle.
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