Modeling cell line-specific recruitment of signaling proteins to the insulin-like growth factor 1 receptor
Abstract
Receptor tyrosine kinases (RTKs) typically contain multiple autophosphorylation sites in their cytoplasmic domains. Once activated, these autophosphorylation sites can recruit downstream signaling proteins containing Src homology 2 (SH2) and phosphotyrosine-binding (PTB) domains, which recognize phosphotyrosine-containing short linear motifs (SLiMs). These domains and SLiMs have polyspecific or promiscuous binding activities. Thus, multiple signaling proteins may compete for binding to a common SLiM and vice versa. To investigate the effects of competition on RTK signaling, we used a rule-based modeling approach to develop and analyze models for ligand-induced recruitment of SH2/PTB domain-containing proteins to autophosphorylation sites in the insulin-like growth factor 1 (IGF1) receptor (IGF1R). Models were parameterized using published datasets reporting protein copy numbers and site-specific binding affinities. Simulations were facilitated by a novel application of model restructuration, to reduce redundancy in rule-derived equations. We compare predictions obtained via numerical simulation of the model to those obtained through simple prediction methods, such as through an analytical approximation, or ranking by copy number and/or KD value, and find that the simple methods are unable to recapitulate the predictions of numerical simulations. We created 45 cell line-specific models that demonstrate how early events in IGF1R signaling depend on the protein abundance profile ofmore »
- Authors:
- Publication Date:
- Research Org.:
- Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
- Sponsoring Org.:
- USDOE National Nuclear Security Administration (NNSA)
- OSTI Identifier:
- 1492919
- Alternate Identifier(s):
- OSTI ID: 1491231; OSTI ID: 1525834
- Report Number(s):
- LA-UR-18-23278
Journal ID: ISSN 1553-7358; 10.1371/journal.pcbi.1006706
- Grant/Contract Number:
- JDACS4C; AC52-06NA25396; 89233218CNA000001
- Resource Type:
- Published Article
- Journal Name:
- PLoS Computational Biology (Online)
- Additional Journal Information:
- Journal Name: PLoS Computational Biology (Online) Journal Volume: 15 Journal Issue: 1; Journal ID: ISSN 1553-7358
- Publisher:
- Public Library of Science (PLoS)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES; Biological Science
Citation Formats
Erickson, Keesha E., Rukhlenko, Oleksii S., Shahinuzzaman, Md, Slavkova, Kalina P., Lin, Yen Ting, Suderman, Ryan, Stites, Edward C., Anghel, Marian, Posner, Richard G., Barua, Dipak, Kholodenko, Boris N., Hlavacek, William S., and Asthagiri, ed., Anand R. Modeling cell line-specific recruitment of signaling proteins to the insulin-like growth factor 1 receptor. United States: N. p., 2019.
Web. doi:10.1371/journal.pcbi.1006706.
Erickson, Keesha E., Rukhlenko, Oleksii S., Shahinuzzaman, Md, Slavkova, Kalina P., Lin, Yen Ting, Suderman, Ryan, Stites, Edward C., Anghel, Marian, Posner, Richard G., Barua, Dipak, Kholodenko, Boris N., Hlavacek, William S., & Asthagiri, ed., Anand R. Modeling cell line-specific recruitment of signaling proteins to the insulin-like growth factor 1 receptor. United States. https://doi.org/10.1371/journal.pcbi.1006706
Erickson, Keesha E., Rukhlenko, Oleksii S., Shahinuzzaman, Md, Slavkova, Kalina P., Lin, Yen Ting, Suderman, Ryan, Stites, Edward C., Anghel, Marian, Posner, Richard G., Barua, Dipak, Kholodenko, Boris N., Hlavacek, William S., and Asthagiri, ed., Anand R. Thu .
"Modeling cell line-specific recruitment of signaling proteins to the insulin-like growth factor 1 receptor". United States. https://doi.org/10.1371/journal.pcbi.1006706.
@article{osti_1492919,
title = {Modeling cell line-specific recruitment of signaling proteins to the insulin-like growth factor 1 receptor},
author = {Erickson, Keesha E. and Rukhlenko, Oleksii S. and Shahinuzzaman, Md and Slavkova, Kalina P. and Lin, Yen Ting and Suderman, Ryan and Stites, Edward C. and Anghel, Marian and Posner, Richard G. and Barua, Dipak and Kholodenko, Boris N. and Hlavacek, William S. and Asthagiri, ed., Anand R.},
abstractNote = {Receptor tyrosine kinases (RTKs) typically contain multiple autophosphorylation sites in their cytoplasmic domains. Once activated, these autophosphorylation sites can recruit downstream signaling proteins containing Src homology 2 (SH2) and phosphotyrosine-binding (PTB) domains, which recognize phosphotyrosine-containing short linear motifs (SLiMs). These domains and SLiMs have polyspecific or promiscuous binding activities. Thus, multiple signaling proteins may compete for binding to a common SLiM and vice versa. To investigate the effects of competition on RTK signaling, we used a rule-based modeling approach to develop and analyze models for ligand-induced recruitment of SH2/PTB domain-containing proteins to autophosphorylation sites in the insulin-like growth factor 1 (IGF1) receptor (IGF1R). Models were parameterized using published datasets reporting protein copy numbers and site-specific binding affinities. Simulations were facilitated by a novel application of model restructuration, to reduce redundancy in rule-derived equations. We compare predictions obtained via numerical simulation of the model to those obtained through simple prediction methods, such as through an analytical approximation, or ranking by copy number and/or KD value, and find that the simple methods are unable to recapitulate the predictions of numerical simulations. We created 45 cell line-specific models that demonstrate how early events in IGF1R signaling depend on the protein abundance profile of a cell. Simulations, facilitated by model restructuration, identified pairs of IGF1R binding partners that are recruited in anti-correlated and correlated fashions, despite no inclusion of cooperativity in our models. This work shows that the outcome of competition depends on the physicochemical parameters that characterize pairwise interactions, as well as network properties, including network connectivity and the relative abundances of competitors.},
doi = {10.1371/journal.pcbi.1006706},
journal = {PLoS Computational Biology (Online)},
number = 1,
volume = 15,
place = {United States},
year = {2019},
month = {1}
}
https://doi.org/10.1371/journal.pcbi.1006706
Web of Science
Figures / Tables:

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