Aflibercept Off-Target Effects in Diabetic Macular Edema: An In Silico Modeling Approach

Morgane Blanot,Ricardo Pedro Casaroli-Marano, Jordi Mondejar-Medrano, Thais Sallen, Esther Ramirez,Cristina Segu-Verges,Laura Artigas

INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES(2024)

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摘要
Intravitreal aflibercept injection (IAI) is a treatment for diabetic macular edema (DME), but its mechanism of action (MoA) has not been completely elucidated. Here, we aimed to explore IAI's MoA and its multi-target nature in DME pathophysiology with an in silico (computer simulation) disease model. We used the Therapeutic Performance Mapping System (Anaxomics Biotech property) to generate mathematical models based on the available scientific knowledge at the time of the study, describing the relationship between the modulation of vascular endothelial growth factor receptors (VEGFRs) by IAI and DME pathophysiological processes. We also undertook an enrichment analysis to explore the processes modulated by IAI, visualized the effectors' predicted protein activity, and specifically evaluated the role of VEGFR1 pathway inhibition on DME treatment. The models simulated the potential pathophysiology of DME and the likely IAI's MoA by inhibiting VEGFR1 and VEGFR2 signaling. The action of IAI through both signaling pathways modulated the identified pathophysiological processes associated with DME, with the strongest effects in angiogenesis, blood-retinal barrier alteration and permeability, and inflammation. VEGFR1 inhibition was essential to modulate inflammatory protein effectors. Given the role of VEGFR1 signaling on the modulation of inflammatory-related pathways, IAI may offer therapeutic advantages for DME through sustained VEGFR1 pathway inhibition.
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关键词
intravitreal aflibercept injection,systems biology,vascular endothelial growth factor,inflammation,oxidative stress,angiogenesis,blood-retinal barrier permeability,TPMS,machine learning
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