Literature DB >> 30201844

Towards systematic, data-driven validation of a collaborative, multi-scale model of Caenorhabditis elegans.

Richard C Gerkin1,2, Russell J Jarvis3, Sharon M Crook3,2.   

Abstract

The OpenWorm Project is an international open-source collaboration to create a multi-scale model of the organism Caenorhabditis elegans At each scale, including subcellular, cellular, network and behaviour, this project employs one or more computational models that aim to recapitulate the corresponding biological system at that scale. This requires that the simulated behaviour of each model be compared with experimental data both as the model is continuously refined and as new experimental data become available. Here we report the use of SciUnit, a software framework for model validation, to attempt to achieve these goals. During project development, each model is continuously subjected to data-driven 'unit tests' that quantitatively summarize model-data agreement, identifying modelling progress and highlighting particular aspects of each model that fail to adequately reproduce known features of the biological organism and its components. This workflow is publicly visible via both GitHub and a web application and accepts community contributions to ensure that modelling goals are transparent and well-informed.This article is part of a discussion meeting issue 'Connectome to behaviour: modelling C. elegans at cellular resolution'.
© 2018 The Author(s).

Entities:  

Keywords:  Python; informatics; modelling; unit-testing

Mesh:

Year:  2018        PMID: 30201844      PMCID: PMC6158230          DOI: 10.1098/rstb.2017.0381

Source DB:  PubMed          Journal:  Philos Trans R Soc Lond B Biol Sci        ISSN: 0962-8436            Impact factor:   6.237


  5 in total

1.  Genetic dissection of ion currents underlying all-or-none action potentials in C. elegans body-wall muscle cells.

Authors:  Ping Liu; Qian Ge; Bojun Chen; Lawrence Salkoff; Michael I Kotlikoff; Zhao-Wen Wang
Journal:  J Physiol       Date:  2010-11-08       Impact factor: 5.182

Review 2.  The NEURON simulation environment.

Authors:  M L Hines; N T Carnevale
Journal:  Neural Comput       Date:  1997-08-15       Impact factor: 2.026

3.  The L-type voltage-dependent Ca2+ channel EGL-19 controls body wall muscle function in Caenorhabditis elegans.

Authors:  Maëlle Jospin; Vincent Jacquemond; Marie-Christine Mariol; Laurent Ségalat; Bruno Allard
Journal:  J Cell Biol       Date:  2002-10-21       Impact factor: 10.539

4.  NeuroML: a language for describing data driven models of neurons and networks with a high degree of biological detail.

Authors:  Padraig Gleeson; Sharon Crook; Robert C Cannon; Michael L Hines; Guy O Billings; Matteo Farinella; Thomas M Morse; Andrew P Davison; Subhasis Ray; Upinder S Bhalla; Simon R Barnes; Yoana D Dimitrova; R Angus Silver
Journal:  PLoS Comput Biol       Date:  2010-06-17       Impact factor: 4.475

5.  Unit testing, model validation, and biological simulation.

Authors:  Gopal P Sarma; Travis W Jacobs; Mark D Watts; S Vahid Ghayoomie; Stephen D Larson; Richard C Gerkin
Journal:  F1000Res       Date:  2016-08-10
  5 in total
  3 in total

1.  Combining hypothesis- and data-driven neuroscience modeling in FAIR workflows.

Authors:  Olivia Eriksson; Upinder Singh Bhalla; Kim T Blackwell; Sharon M Crook; Daniel Keller; Andrei Kramer; Marja-Leena Linne; Ausra Saudargienė; Rebecca C Wade; Jeanette Hellgren Kotaleski
Journal:  Elife       Date:  2022-07-06       Impact factor: 8.713

2.  Connectome to behaviour: modelling Caenorhabditis elegans at cellular resolution.

Authors:  Stephen D Larson; Padraig Gleeson; André E X Brown
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2018-09-10       Impact factor: 6.671

Review 3.  OpenWorm: overview and recent advances in integrative biological simulation of Caenorhabditis elegans.

Authors:  Gopal P Sarma; Chee Wai Lee; Tom Portegys; Vahid Ghayoomie; Travis Jacobs; Bradly Alicea; Matteo Cantarelli; Michael Currie; Richard C Gerkin; Shane Gingell; Padraig Gleeson; Richard Gordon; Ramin M Hasani; Giovanni Idili; Sergey Khayrulin; David Lung; Andrey Palyanov; Mark Watts; Stephen D Larson
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2018-09-10       Impact factor: 6.237

  3 in total

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