ArticleFrontiers in oncology2013
Compartment model predicts VEGF secretion and investigates the effects of VEGF trap in tumor-bearing mice.
Article in Frontiers in oncology, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers, 1 of them a synthesis that pooled it.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
30 citing papers in PubMed, 1 synthesis or guideline pooled it, 45 citations in OpenAlex.
- What Went Wrong with VEGF-A in Peripheral Arterial Disease? A Systematic Review and Biological Insights on Future Therapeutics.Journal of vascular research · 2022Pooled it
- Modeling VEGF and GLUT1 Expression as Coadapted Foraging Strategies in Cancer.bioRxiv : the preprint server for biology · 2026Article
- Mathematical modeling and simulation of tumor-induced angiogenesis in retinal hemangioblastoma.PLoS computational biology · 2025Article
- Cytokine Levels in Experimental Branch Retinal Vein Occlusion Treated With Either Bevacizumab or Triamcinolone Acetonide.Translational vision science & technology · 2024Article
- Quantitative Systems Pharmacology Modeling of PBMC-Humanized Mouse to Facilitate Preclinical Immuno-oncology Drug Development.ACS pharmacology & translational science · 2021Article
- VEGF-A splice variants bind VEGFRs with differential affinities.Scientific reports · 2020Article
- Mathematical Model Predicts Effective Strategies to Inhibit VEGF-eNOS Signaling.Journal of clinical medicine · 2020Article
- Systems Biology Will Direct Vascular-Targeted Therapy for Obesity.Frontiers in physiology · 2020Article
- Statistical relationship between metabolic decomposition and chemical uptake predicts bioconcentration factor data for diverse chemical exposures.BMC systems biology · 2018Article
- VEGFR1 promotes cell migration and proliferation through PLCγ and PI3K pathways.NPJ systems biology and applications · 2018Article
- Predictive model identifies strategies to enhance TSP1-mediated apoptosis signaling.Cell communication and signaling : CCS · 2017Article
- Mechanistic modeling quantifies the influence of tumor growth kinetics on the response to anti-angiogenic treatment.PLoS computational biology · 2017Article
- Physiological fidelity or model parsimony? The relative performance of reverse-toxicokinetic modeling approaches.BMC systems biology · 2017Article
- A computational analysis of in vivo VEGFR activation by multiple co-expressed ligands.PLoS computational biology · 2017Article
- Monitoring Severity of Multiple Organ Dysfunction Syndrome: New Technologies.Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies · 2017Review
- A multiscale computational model predicts distribution of anti-angiogenic isoform VEGFScientific reports · 2016Article
- A cancer treatment based on synergy between anti-angiogenic and immune cell therapies.Journal of theoretical biology · 2016Article
- Predictive model of thrombospondin-1 and vascular endothelial growth factor in breast tumor tissue.NPJ systems biology and applications · 2016Article
- Pharmacokinetics of Anti-VEGF Agent Aflibercept in Cancer Predicted by Data-Driven, Molecular-Detailed Model.CPT: pharmacometrics & systems pharmacology · 2015Article
- Molecular mechanism matters: Benefits of mechanistic computational models for drug development.Pharmacological research · 2015Review
Corrections and comments
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Authors and funding
3 authors at 2 institutions in 1 country.
Funding
Abstract
Angiogenesis, the formation of new blood vessels from existing vasculature, is important in tumor growth and metastasis. A key regulator of angiogenesis is vascular endothelial growth factor (VEGF), which has been targeted in numerous anti-angiogenic therapies aimed at inhibiting tumor angiogenesis. Systems biology approaches, including computational modeling, are useful for understanding this complex biological process and can aid in the development of novel and effective therapeutics that target the VEGF family of proteins and receptors. We have developed a computational model of VEGF transport and kinetics in the tumor-bearing mouse, which includes three-compartments: normal tissue, blood, and tumor. The model simulates human tumor xenografts and includes human (VEGF121 and VEGF165) and mouse (VEGF120 and VEGF164) isoforms. The model incorporates molecular interactions between these VEGF isoforms and receptors (VEGFR1 and VEGFR2), as well as co-receptors (NRP1 and NRP2). We also include important soluble factors: soluble VEGFR1 (sFlt-1) and α-2-macroglobulin. The model accounts for transport via macromolecular transendothelial permeability, lymphatic flow, and plasma clearance. We have fit the model to available in vivo experimental data on the plasma concentration of free VEGF Trap and VEGF Trap bound to mouse and human VEGF in order to estimate the rates at which parenchymal cells (myocytes and tumor cells) and endothelial cells secrete VEGF. Interestingly, the predicted tumor VEGF secretion rates are significantly lower (0.007-0.023 molecules/cell/s, depending on the tumor microenvironment) than most reported in vitro measurements (0.03-2.65 molecules/cell/s). The optimized model is used to investigate the interstitial and plasma VEGF concentrations and the effect of the VEGF-neutralizing agent, VEGF Trap (aflibercept). This work complements experimental studies performed in mice and provides a framework with which to examine the effects of anti-VEGF agents, aiding in the optimization of such anti-angiogenic therapeutics as well as analysis of clinical data. The model predictions also have implications for biomarker discovery with anti-angiogenic therapies.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.