Literature DB >> 24427523

Systems pharmacology of the nerve growth factor pathway: use of a systems biology model for the identification of key drug targets using sensitivity analysis and the integration of physiology and pharmacology.

Neil Benson1, Tomomi Matsuura2, Sergey Smirnov3, Oleg Demin3, Hannah M Jones4, Pinky Dua5, Piet H van der Graaf6.   

Abstract

The nerve growth factor (NGF) pathway is of great interest as a potential source of drug targets, for example in the management of certain types of pain. However, selecting targets from this pathway either by intuition or by non-contextual measures is likely to be challenging. An alternative approach is to construct a mathematical model of the system and via sensitivity analysis rank order the targets in the known pathway, with respect to an endpoint such as the diphosphorylated extracellular signal-regulated kinase concentration in the nucleus. Using the published literature, a model was created and, via sensitivity analysis, it was concluded that, after NGF itself, tropomyosin receptor kinase A (TrkA) was one of the most sensitive druggable targets. This initial model was subsequently used to develop a further model incorporating physiological and pharmacological parameters. This allowed the exploration of the characteristics required for a successful hypothetical TrkA inhibitor. Using these systems models, we were able to identify candidates for the optimal drug targets in the known pathway. These conclusions were consistent with clinical and human genetic data. We also found that incorporating appropriate physiological context was essential to drawing accurate conclusions about important parameters such as the drug dose required to give pathway inhibition. Furthermore, the importance of the concentration of key reactants such as TrkA kinase means that appropriate contextual data are required before clear conclusions can be drawn. Such models could be of great utility in selecting optimal targets and in the clinical evaluation of novel drugs.

Entities:  

Keywords:  nerve growth factor; systems biology; systems pharmacology; tropomyosin receptor kinase A

Year:  2013        PMID: 24427523      PMCID: PMC3638475          DOI: 10.1098/rsfs.2012.0071

Source DB:  PubMed          Journal:  Interface Focus        ISSN: 2042-8898            Impact factor:   3.906


  36 in total

1.  Reducing systems biology to practice in pharmaceutical company research; selected case studies.

Authors:  N Benson; L Cucurull-Sanchez; O Demin; S Smirnov; P van der Graaf
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Review 2.  Systems biology: an approach.

Authors:  P Kohl; E J Crampin; T A Quinn; D Noble
Journal:  Clin Pharmacol Ther       Date:  2010-06-09       Impact factor: 6.875

3.  The mammalian MAPK/ERK pathway exhibits properties of a negative feedback amplifier.

Authors:  Oliver E Sturm; Richard Orton; Joan Grindlay; Marc Birtwistle; Vladislav Vyshemirsky; David Gilbert; Muffy Calder; Andrew Pitt; Boris Kholodenko; Walter Kolch
Journal:  Sci Signal       Date:  2010-12-21       Impact factor: 8.192

4.  Prediction and validation of the distinct dynamics of transient and sustained ERK activation.

Authors:  Satoru Sasagawa; Yu-ichi Ozaki; Kazuhiro Fujita; Shinya Kuroda
Journal:  Nat Cell Biol       Date:  2005-03-27       Impact factor: 28.824

5.  Nerve growth factor mediates hyperalgesia and cachexia in auto-immune arthritis.

Authors:  David L Shelton; Jörg Zeller; Wei-Hsien Ho; Jaume Pons; Arnon Rosenthal
Journal:  Pain       Date:  2005-07       Impact factor: 6.961

6.  Quantitative structure-pharmacokinetics relationships: I. Development of a whole-body physiologically based model to characterize changes in pharmacokinetics across a homologous series of barbiturates in the rat.

Authors:  G E Blakey; I A Nestorov; P A Arundel; L J Aarons; M Rowland
Journal:  J Pharmacokinet Biopharm       Date:  1997-06

Review 7.  NGF uptake and retrograde signaling mechanisms in sympathetic neurons in compartmented cultures.

Authors:  Robert B Campenot
Journal:  Results Probl Cell Differ       Date:  2009

8.  Probing the binding mechanism and affinity of tanezumab, a recombinant humanized anti-NGF monoclonal antibody, using a repertoire of biosensors.

Authors:  Yasmina Noubia Abdiche; Dan Stephen Malashock; Jaume Pons
Journal:  Protein Sci       Date:  2008-05-27       Impact factor: 6.725

9.  Integrated pharmacometrics and systems pharmacology model-based analyses to guide GnRH receptor modulator development for management of endometriosis.

Authors:  M M Riggs; M Bennetts; P H van der Graaf; S W Martin
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2012-10-17

10.  CPT: Pharmacometrics and Systems Pharmacology.

Authors:  Piet H van der Graaf
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2012-09-26
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  12 in total

1.  Demonstration of an anti-hyperalgesic effect of a novel pan-Trk inhibitor PF-06273340 in a battery of human evoked pain models.

Authors:  Peter Loudon; Pieter Siebenga; Donal Gorman; Katrina Gore; Pinky Dua; Guido van Amerongen; Justin L Hay; Geert Jan Groeneveld; Richard P Butt
Journal:  Br J Clin Pharmacol       Date:  2017-11-28       Impact factor: 4.335

2.  Selection and Qualification of Simplified QSP Models When Using Model Order Reduction Techniques.

Authors:  Chihiro Hasegawa; Stephen B Duffull
Journal:  AAPS J       Date:  2017-11-27       Impact factor: 4.009

3.  MatVPC: A User-Friendly MATLAB-Based Tool for the Simulation and Evaluation of Systems Pharmacology Models.

Authors:  K Biliouris; M Lavielle; M N Trame
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2015-08-22

4.  Systems Pharmacology of the NGF Signaling Through p75 and TrkA Receptors.

Authors:  T Toni; P Dua; P H van der Graaf
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2014-12-03

5.  Is systems pharmacology ready to impact upon therapy development? A study on the cholesterol biosynthesis pathway.

Authors:  Helen E Benson; Steven Watterson; Joanna L Sharman; Chido P Mpamhanga; Andrew Parton; Christopher Southan; Anthony J Harmar; Peter Ghazal
Journal:  Br J Pharmacol       Date:  2017-11-26       Impact factor: 8.739

6.  Mathematical model of a telomerase transcriptional regulatory network developed by cell-based screening: analysis of inhibitor effects and telomerase expression mechanisms.

Authors:  Alan E Bilsland; Katrina Stevenson; Yu Liu; Stacey Hoare; Claire J Cairney; Jon Roffey; W Nicol Keith
Journal:  PLoS Comput Biol       Date:  2014-02-13       Impact factor: 4.475

7.  A Six-Stage Workflow for Robust Application of Systems Pharmacology.

Authors:  K Gadkar; D C Kirouac; D E Mager; P H van der Graaf; S Ramanujan
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2016-04-16

8.  A model qualification method for mechanistic physiological QSP models to support model-informed drug development.

Authors:  C M Friedrich
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2016-01-26

9.  Sobol Sensitivity Analysis: A Tool to Guide the Development and Evaluation of Systems Pharmacology Models.

Authors:  X-Y Zhang; M N Trame; L J Lesko; S Schmidt
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2015-02

10.  Automated Scale Reduction of Nonlinear QSP Models With an Illustrative Application to a Bone Biology System.

Authors:  Chihiro Hasegawa; Stephen B Duffull
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2018-08-13
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