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Title: Modeling cell line-specific recruitment of signaling proteins to the insulin-like growth factor 1 receptor

Journal Article · · PLoS Computational Biology (Online)
 [1]; ORCiD logo [2];  [3];  [1]; ORCiD logo [1]; ORCiD logo [1];  [4]; ORCiD logo [1]; ORCiD logo [5]; ORCiD logo [3];  [2]; ORCiD logo [1];  [6]
  1. Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
  2. Univ. College Dublin, Dublin (Ireland)
  3. Univ. of Missouri Science and Technology, Rolla, MO (United States)
  4. The Salk Inst. for Biological Studies, La Jolla, CA (United States)
  5. Northern Arizona Univ., Flagstaff, AZ (United States)
  6. Northeastern Univ., Boston, MA (United States)

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.

Research Organization:
Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA)
Grant/Contract Number:
89233218CNA000001; JDACS4C; AC52-06NA25396
OSTI ID:
1492919
Alternate ID(s):
OSTI ID: 1491231; OSTI ID: 1525834
Report Number(s):
LA-UR-18-23278
Journal Information:
PLoS Computational Biology (Online), Vol. 15, Issue 1; ISSN 1553-7358
Publisher:
Public Library of ScienceCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 6 works
Citation information provided by
Web of Science

References (170)

Quantification of Short Term Signaling by the Epidermal Growth Factor Receptor journal October 1999
Scaffold-mediated Nucleation of Protein Signaling Complexes: Elementary Principles text January 2011
Targeted proteomics journal December 2009
Linear combinations of docking affinities explain quantitative differences in RTK signaling journal January 2009
From Promiscuity to Precision: Protein Phosphatases Get a Makeover journal March 2009
IGF-1R as an anti-cancer target--trials and tribulations journal May 2013
Specificity Is Complex and Time Consuming: Mutual Exclusivity in Tyrosine Kinase-Mediated Signaling journal September 2003
The insulin and insulin-like growth factor receptor family in neoplasia: an update journal February 2012
How insulin engages its primary binding site on the insulin receptor journal January 2013
Different Effects on Mitogenesis and Transformation of a Mutation at Tyrosine 1251 of the Insulin-like Growth Factor I Receptor journal September 1995
Minireview: Were the IGF Signaling Inhibitors All Bad? journal November 2015
RuleMonkey: software for stochastic simulation of rule-based models journal January 2010
Protein promiscuity and its implications for biotechnology journal February 2009
Selectivity and promiscuity in the interaction network mediated by protein recognition modules journal May 2004
Ligand‐dependent responses of the ErbB signaling network: experimental and modeling analyses journal January 2007
Phosphotyrosine interactome of the ErbB‐receptor kinase family journal January 2005
On Imposing Detailed Balance in Complex Reaction Mechanisms journal August 2006
Network Analysis of Oncogenic Ras Activation in Cancer journal October 2007
Role of IGF1R in Breast Cancer Subtypes, Stemness, and Lineage Differentiation journal April 2015
Stochastic Gene Expression in a Single Cell journal August 2002
Efficient modeling, simulation and coarse-graining of biological complexity with NFsim journal December 2010
Simplification of reversible Markov chains by removal of states with low equilibrium occupancy journal October 2012
IRS Pleckstrin Homology Domains Bind to Acidic Motifs in Proteins journal November 1998
Global Proteome Analysis of the NCI-60 Cell Line Panel journal August 2013
The complexity of complexes in signal transduction journal December 2003
Specificity Is Complex and Time Consuming:  Mutual Exclusivity in Tyrosine Kinase-Mediated Signaling journal June 2003
Domain-oriented reduction of rule-based network models journal September 2008
Propagation of large concentration changes in reversible protein-binding networks journal August 2007
The insulin receptor: a prototype for dimeric, allosteric membrane receptors? journal August 2008
Principle of Detailed Balance in Kinetics journal August 2004
Total insulin and IGF-I resistance in pancreatic β cells causes overt diabetes journal April 2006
A quantitative study of the recruitment potential of all intracellular tyrosine residues on EGFR, FGFR1 and IGF1R journal January 2008
The Phosphotyrosine Interactome of the Insulin Receptor Family and Its Substrates IRS-1 and IRS-2 journal November 2008
Short Linear Motifs: Ubiquitous and Functionally Diverse Protein Interaction Modules Directing Cell Regulation journal December 2013
Multi-site assessment of the precision and reproducibility of multiple reaction monitoring–based measurements of proteins in plasma journal June 2009
Phosphorylated Insulin-Like Growth Factor-I/Insulin Receptor Is Present in All Breast Cancer Subtypes and Is Related to Poor Survival journal December 2008
Do low-affinity ErbB receptor protein interactions represent the base of a cell signaling iceberg? journal April 2013
Mechanisms of acquired resistance to insulin-like growth factor 1 receptor inhibitor in MCF-7 breast cancer cell line journal July 2012
Harmonic oscillator model of the insulin and IGF1 receptors’ allosteric binding and activation journal January 2009
Role of insulin-like growth factor 1 receptor signalling in cancer journal May 2005
A Human Interactome in Three Quantitative Dimensions Organized by Stoichiometries and Abundances journal October 2015
SUNDIALS: Suite of nonlinear and differential/algebraic equation solvers journal September 2005
Assessment of Sample Preparation Bias in Mass Spectrometry-Based Proteomics journal March 2018
Evidence for the direct interaction of the insulin-like growth factor I receptor with IRS-1, Shc, and Grb10. journal June 1996
Heterogeneous kinetics of AKT signaling in individual cells are accounted for by variable protein concentration journal January 2012
Combinatorial complexity and dynamical restriction of network flows in signal transduction journal March 2005
A panel of monoclonal antibodies for the type I insulin-like growth factor receptor. Epitope mapping, effects on ligand binding, and biological activity. journal June 1992
Targeted Proteomics journal May 2006
Rule-based modeling: a computational approach for studying biomolecular site dynamics in cell signaling systems: Computational approach for studying biomolecular site dynamics in cell signaling systems
  • Chylek, Lily A.; Harris, Leonard A.; Tung, Chang-Shung
  • Wiley Interdisciplinary Reviews: Systems Biology and Medicine, Vol. 6, Issue 1 https://doi.org/10.1002/wsbm.1245
journal September 2013
SH2 domains recognize specific phosphopeptide sequences journal March 1993
Rule-based modeling of biochemical networks journal January 2005
Phosphotyrosine Signaling: Evolving a New Cellular Communication System journal September 2010
BioNetGen: software for rule-based modeling of signal transduction based on the interactions of molecular domains journal June 2004
A Timely Shift from Shotgun to Targeted Proteomics and How It Can Be Groundbreaking for Cancer Research journal February 2017
Intrinsic Protein Disorder and Interaction Promiscuity Are Widely Associated with Dosage Sensitivity journal July 2009
Analytical reduction of combinatorial complexity arising from multiple protein modification sites journal February 2015
Internal coarse-graining of molecular systems journal April 2009
The STRING database in 2017: quality-controlled protein–protein association networks, made broadly accessible journal October 2016
Deep Proteomics of Mouse Skeletal Muscle Enables Quantitation of Protein Isoforms, Metabolic Pathways, and Transcription Factors journal January 2015
Principle of Detailed Balance in Kinetics journal August 2004
Effect of receptor phosphorylation on the binding between IRS-1 and IGF-1R as revealed by surface plasmon resonance biosensor journal August 2001
The STRING database in 2017: quality-controlled protein–protein association networks, made broadly accessible text January 2016
Single-Cell Measurements of IgE-Mediated FcεRI Signaling Using an Integrated Microfluidic Platform journal March 2013
Signal-dependent membrane targeting by pleckstrin homology (PH) domains journal August 2000
Phosphotyrosine Binding Domains of Shc and Insulin Receptor Substrate 1 Recognize the NP X pY Motif in a Thermodynamically Distinct Manner journal March 1999
Propagation of large concentration changes in reversible protein-binding networks journal August 2007
Role of insulin-like growth factor 1 receptor signalling in cancer journal May 2005
Can we unlock the potential of IGF-1R inhibition in cancer therapy? journal October 2014
Maximal aggregation of polynomial dynamical systems journal September 2017
Association Rate Constants of Ras-Effector Interactions Are Evolutionarily Conserved journal December 2008
Targeted Proteomics journal November 2007
BioNetFit: a fitting tool compatible with BioNetGen, NFsim and distributed computing environments journal November 2015
Mechanisms of acquired resistance to insulin-like growth factor 1 receptor inhibitor in MCF-7 breast cancer cell line journal July 2012
Serine Phosphorylation of the Insulin-like Growth Factor I (IGF-1) Receptor C-terminal Tail Restrains Kinase Activity and Cell Growth journal June 2012
Design Principles of Regulatory Networks: Searching for the Molecular Algorithms of the Cell journal January 2013
Phosphotyrosine interactome of the ErbB‐receptor kinase family journal January 2005
Ligand‐dependent responses of the ErbB signaling network: experimental and modeling analyses journal January 2007
Rapid Phospho-Turnover by Receptor Tyrosine Kinases Impacts Downstream Signaling and Drug Binding journal September 2011
Crk and CrkL adaptor proteins: networks for physiological and pathological signaling journal May 2009
Signal-dependent membrane targeting by pleckstrin homology (PH) domains journal August 2000
Crosstalk and the evolvability of intracellular communication journal July 2017
A quantitative protein interaction network for the ErbB receptors using protein microarrays journal November 2005
Quantification of Short Term Signaling by the Epidermal Growth Factor Receptor journal October 1999
Different Effects on Mitogenesis and Transformation of a Mutation at Tyrosine 1251 of the Insulin-like Growth Factor I Receptor journal September 1995
IRS Pleckstrin Homology Domains Bind to Acidic Motifs in Proteins journal November 1998
PH Domains: Diverse Sequences with a Common Fold Recruit Signaling Molecules to the Cell Surface journal May 1996
Kinetic Monte Carlo method for rule-based modeling of biochemical networks journal September 2008
RuleMonkey: software for stochastic simulation of rule-based models journal January 2010
Do low-affinity ErbB receptor protein interactions represent the base of a cell signaling iceberg? journal April 2013
Stochastic Gene Expression in a Single Cell journal August 2002
CRKL Mediates p110β-Dependent PI3K Signaling in PTEN-Deficient Cancer Cells journal July 2017
Propagation of large concentration changes in reversible protein binding networks text January 2007
Harmonic oscillator model of the insulin and IGF1 receptors’ allosteric binding and activation journal January 2009
Assessment of potential reference sites for evaluating the ecological status of subtropical and temperate Brazilian lotic systems using the epilithic diatom community journal October 2020
The insulin and insulin-like growth factor receptor family in neoplasia: an update journal February 2012
Targeted Proteomics journal April 2012
Linear combinations of docking affinities explain quantitative differences in RTK signaling journal January 2009
KEGG: new perspectives on genomes, pathways, diseases and drugs journal November 2016
IGF-1R as an anti-cancer target--trials and tribulations journal May 2013
From Promiscuity to Precision: Protein Phosphatases Get a Makeover journal March 2009
Network motifs: theory and experimental approaches journal June 2007
Pairwise detection of site-specific receptor phosphorylations using single-molecule blotting journal March 2016
Multi-site assessment of the precision and reproducibility of multiple reaction monitoring–based measurements of proteins in plasma journal June 2009
On Imposing Detailed Balance in Complex Reaction Mechanisms journal August 2006
Assessment of Sample Preparation Bias in Mass Spectrometry-Based Proteomics journal March 2018
Specificity in Signal Transduction journal January 2004
Rapid Phospho-Turnover by Receptor Tyrosine Kinases Impacts Downstream Signaling and Drug Binding journal September 2011
Solution Structure of Ectodomains of the Insulin Receptor Family: The Ectodomain of the Type 1 Insulin-Like Growth Factor Receptor Displays Asymmetry of Ligand Binding Accompanied by Limited Conformational Change journal December 2009
Minimal, encapsulated proteomic-sample processing applied to copy-number estimation in eukaryotic cells journal February 2014
Domain-oriented reduction of rule-based network models journal September 2008
The complexity of complexes in signal transduction journal December 2003
Visualization of ligand-induced transmembrane signaling in the full-length human insulin receptor journal February 2018
Intrinsic Protein Disorder and Interaction Promiscuity Are Widely Associated with Dosage Sensitivity journal July 2009
Network Analysis of Oncogenic Ras Activation in Cancer journal October 2007
BioNetFit: a fitting tool compatible with BioNetGen, NFsim and distributed computing environments journal November 2015
Genenames.org: the HGNC resources in 2015 journal October 2014
Maximal aggregation of polynomial dynamical systems journal September 2017
How ligand binds to the type 1 insulin-like growth factor receptor journal February 2018
Exploring the Contextual Sensitivity of Factors that Determine Cell-to-Cell Variability in Receptor-Mediated Apoptosis journal April 2012
Can we unlock the potential of IGF-1R inhibition in cancer therapy? journal October 2014
Selectivity and promiscuity in the interaction network mediated by protein recognition modules journal May 2004
Minireview: Were the IGF Signaling Inhibitors All Bad? journal November 2015
Phosphotyrosine Signaling: Evolving a New Cellular Communication System journal September 2010
Targeted proteomics journal December 2012
Simplification of reversible Markov chains by removal of states with low equilibrium occupancy journal October 2012
How insulin engages its primary binding site on the insulin receptor journal January 2013
Global Proteome Analysis of the NCI-60 Cell Line Panel journal August 2013
Comparative Proteomic Analysis of Eleven Common Cell Lines Reveals Ubiquitous but Varying Expression of Most Proteins journal January 2012
Hierarchical Grouping to Optimize an Objective Function journal March 1963
Revisiting the IGF-1R as a breast cancer target journal May 2017
The SH2 domain: versatile signaling module and pharmaceutical target journal February 2005
Resolving the Combinatorial Complexity of Smad Protein Complex Formation and Its Link to Gene Expression journal January 2018
Different Subcellular Localization and Phosphoinositides Binding of Insulin Receptor Substrate Protein Pleckstrin Homology Domains journal June 2000
CVODE, A Stiff/Nonstiff ODE Solver in C journal January 1996
Internal coarse-graining of molecular systems journal April 2009
Design Principles of Regulatory Networks: Searching for the Molecular Algorithms of the Cell journal January 2013
Temporal Resolution of Autophosphorylation for Normal and Oncogenic Forms of EGFR and Differential Effects of Gefitinib journal June 2012
How IGF-1 activates its receptor journal September 2014
Short Linear Motifs: Ubiquitous and Functionally Diverse Protein Interaction Modules Directing Cell Regulation journal December 2013
Signal Transduction Networks in Cancer: Quantitative Parameters Influence Network Topology journal February 2010
New Insights into the Roles of Insulin/IGF-I in the Development and Maintenance of β-Cell Mass journal August 2005
Minireview: IGF, Insulin, and Cancer journal May 2011
ZIP codes for delivering SH2 domains journal January 2004
Crosstalk and the evolvability of intracellular communication journal July 2017
Revisiting the IGF-1R as a breast cancer target journal May 2017
Genenames.org: the HGNC resources in 2015 journal October 2014
The insulin receptor: a prototype for dimeric, allosteric membrane receptors? journal August 2008
Rule-based modeling: a computational approach for studying biomolecular site dynamics in cell signaling systems: Computational approach for studying biomolecular site dynamics in cell signaling systems
  • Chylek, Lily A.; Harris, Leonard A.; Tung, Chang-Shung
  • Wiley Interdisciplinary Reviews: Systems Biology and Medicine, Vol. 6, Issue 1 https://doi.org/10.1002/wsbm.1245
journal September 2013
Resolving the Combinatorial Complexity of Smad Protein Complex Formation and Its Link to Gene Expression journal January 2018
Association Rate Constants of Ras-Effector Interactions Are Evolutionarily Conserved journal December 2008
Specificity Is Complex and Time Consuming:  Mutual Exclusivity in Tyrosine Kinase-Mediated Signaling journal June 2003
Src homology 2 domains enhance tyrosine phosphorylation in vivo by protecting binding sites in their target proteins from dephosphorylation journal November 2017
Exact model reduction of combinatorial reaction networks journal August 2008
Evidence for an association of interferon gene variants with sudden infant death syndrome journal January 2019
IRS proteins and the common path to diabetes journal September 2002
Protein promiscuity and its implications for biotechnology journal February 2009
Intrinsic Protein Disorder and Interaction Promiscuity Are Widely Associated with Dosage Sensitivity journal July 2009
Generalizing Gillespie’s Direct Method to Enable Network-Free Simulations journal March 2018
Analytical reduction of combinatorial complexity arising from multiple protein modification sites journal February 2015
Scaffold-mediated nucleation of protein signaling complexes: Elementary principles journal August 2011
CRKL Mediates p110β-Dependent PI3K Signaling in PTEN-Deficient Cancer Cells journal July 2017
Total insulin and IGF-I resistance in pancreatic β cells causes overt diabetes journal April 2006
How ligand binds to the type 1 insulin-like growth factor receptor journal February 2018
Phosphotyrosine Signaling Proteins that Drive Oncogenesis Tend to be Highly Interconnected journal January 2013
BioNetGen: software for rule-based modeling of signal transduction based on the interactions of molecular domains journal June 2004
A Timely Shift from Shotgun to Targeted Proteomics and How It Can Be Groundbreaking for Cancer Research journal February 2017
Searching for specificity in SH domains journal January 2000
Rule-based modeling of biochemical networks journal January 2005
Hierarchical Grouping to Optimize an Objective Function journal March 1963
Scalable Simulation of Cellular Signaling Networks book January 2007

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