Integrative BiologySystems BiologyPeer-reviewed journal article
The impact of tumor receptor heterogeneity on the response to anti-angiogenic cancer treatment
Abstract
Multiple promoters and inhibitors mediate angiogenesis, the formation of new blood vessels, and these factors represent potential targets for impeding vessel growth in tumors. Vascular endothelial growth factor (VEGF) is a potent angiogenic factor targeted in anti-angiogenic cancer therapies. In addition, thrombospondin-1 (TSP1) is a major endogenous inhibitor of angiogenesis, and TSP1 mimetics are being developed as an alternative type of anti-angiogenic agent. The combination of bevacizumab, an anti-VEGF agent, and ABT-510, a TSP1 mimetic, has been tested in clinical trials to treat advanced solid tumors. However, the patients responses are highly variable and show disappointing outcomes. To obtain mechanistic insight into the effects of this combination anti-angiogenic therapy, we have constructed a novel whole-body systems biology model including the VEGF and TSP1 reaction networks. Using this molecular-detailed model, we investigated how the combination anti-angiogenic therapy changes the amounts of pro-angiogenic and anti-angiogenic complexes in cancer patients. We particularly focus on answering the question of how the effect of the combination therapy is influenced by tumor receptor expression, one aspect of patient-to-patient variability. Overall, this model complements the clinical administration of combination anti-angiogenic therapy, highlights the role of tumor receptor variability in the heterogeneous responses to anti-angiogenic therapy, and identifies the tumor receptor profiles that correlate with a high likelihood of a positive response to the combination therapy. Our model provides novel understanding of the VEGF-TSP1 balance in cancer patients at the systems-level and could be further used to optimize combination anti-angiogenic therapy.
- Citations
- 20
- FWCI
- 1.33
- Field percentile
- top 19%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Mechanistic Modeling Quantifies The Influence Of Tumor Growth Kinetics On The Response To Anti-Angiogenic Treatment
Thomas D. Gaddy, Qianhui Wu, … Stacey D. Finley·PLoS Computational BiologyPeer-reviewed·Dec 21, 2017
- Exploring the extracellular regulation of the tumor angiogenic interaction network using a systems biology model
Ding Li, Stacey D. Finley·Frontiers in PhysiologyPeer-reviewed·Jul 18, 2019
- Multiscale modeling of tumor adaption and invasion following anti-angiogenic therapy
Colin G. Cess, Stacey D. Finley·Computational and Systems OncologyPeer-reviewed·Feb 21, 2022
- Simulations on the efficacy of radiotherapy with different time schemes of antiangiogenic therapy
M. Tuzer, D. Yilmaz, M. B. Unlu·bioRxiv·Sep 6, 2021
- Multi-scale modeling reveals angiogenesis-induced drug resistance in brain tumor and predicts a synergistic drug combination targeting EGFR and VEGFR pathways
Weishan Liang, Yongjiang Zheng, … Xiaoqiang Sun·BMC BioinformaticsPeer-reviewed·Apr 30, 2019
- Modeling of chemo-radiotherapy targeting growing vascular tumors: a continuum-level approach
I. A. Lampropoulos, M. Koutsi, M. Kavousanakis·bioRxiv·Mar 21, 2024