The whole worm: brain–body–environment models of C. elegans

Brain, body and environment are in continuous dynamical interaction, and it is becoming increasingly clear that an animal's behavior must be understood as a product not only of its nervous system, but also of the ongoing feedback of this neural activity through the biomechanics of its body and the ecology of its environment. Modeling has an essential integrative role to play in such an understanding. But successful whole-animal modeling requires an animal for which detailed behavioral, biomechanical and neural information is available and a modeling methodology which can gracefully cope with the constantly changing balance of known and unknown biological constraints. Here we review recent progress on both optogenetic techniques for imaging and manipulating neural activity and neuromechanical modeling in the nematode worm Caenorhabditis elegans. This work demonstrates both the feasibility and challenges of whole-animal modeling.

[1]  P. Holmes,et al.  Spikes alone do not behavior make: why neuroscience needs biomechanics , 2011, Current Opinion in Neurobiology.

[2]  S. Brenner,et al.  The structure of the ventral nerve cord of Caenorhabditis elegans. , 1976, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[3]  Peter A. Appleby The role of multiple chemotactic mechanisms in a model of chemotaxis in C. elegans: different mechanisms are specialised for different environments , 2013, Journal of Computational Neuroscience.

[4]  Serge Thill,et al.  Understanding complex behaviors by analyzing optimized models: C. elegans gradient navigation , 2007, HFSP journal.

[5]  Randall D. Beer,et al.  The brain has a body: adaptive behavior emerges from interactions of nervous system, body and environment , 1997, Trends in Neurosciences.

[6]  R. Shingai,et al.  Neural network model to generate head swing in locomotion of Caenorhabditis elegans , 2004, Network.

[7]  S. Brenner,et al.  The structure of the nervous system of the nematode Caenorhabditis elegans. , 1986, Philosophical transactions of the Royal Society of London. Series B, Biological sciences.

[8]  Eli Shlizerman,et al.  Low-dimensional functionality of complex network dynamics: neurosensory integration in the Caenorhabditis Elegans connectome. , 2013, Physical review. E, Statistical, nonlinear, and soft matter physics.

[9]  Steven W. Flavell,et al.  Feedback from Network States Generates Variability in a Probabilistic Olfactory Circuit , 2015, Cell.

[10]  R. Shingai,et al.  Simulation of C. elegans thermotactic behavior in a linear thermal gradient using a simple phenomenological motility model. , 2008, Journal of theoretical biology.

[11]  Randall D. Beer,et al.  Connecting a Connectome to Behavior: An Ensemble of Neuroanatomical Models of C. elegans Klinotaxis , 2013, PLoS Comput. Biol..

[12]  Aravinthan D. T. Samuel,et al.  Dynamic Encoding of Perception, Memory, and Movement in a C. elegans Chemotaxis Circuit , 2014, Neuron.

[13]  S. Lockery,et al.  Neuronal microcircuits for decision making in C. elegans , 2012, Current Opinion in Neurobiology.

[14]  Theodore H. Lindsay,et al.  Global Brain Dynamics Embed the Motor Command Sequence of Caenorhabditis elegans , 2015, Cell.

[15]  E. Marder,et al.  From the connectome to brain function , 2013, Nature Methods.

[16]  Kazushi Yoshida,et al.  Parallel Use of Two Behavioral Mechanisms for Chemotaxis in Caenorhabditis elegans , 2009, The Journal of Neuroscience.

[17]  Michael J. O'Donovan,et al.  A Perimotor Framework Reveals Functional Segmentation in the Motoneuronal Network Controlling Locomotion in Caenorhabditis elegans , 2011, The Journal of Neuroscience.

[18]  Mason Klein,et al.  Pan-neuronal imaging in roaming Caenorhabditis elegans , 2015, Proceedings of the National Academy of Sciences.

[19]  Thomas M. Morse,et al.  The Fundamental Role of Pirouettes in Caenorhabditis elegans Chemotaxis , 1999, The Journal of Neuroscience.

[20]  J. Gjorgjieva,et al.  Neurobiology of Caenorhabditis elegans Locomotion: Where Do We Stand? , 2014, Bioscience.

[21]  J. Sulston,et al.  Post-embryonic cell lineages of the nematode, Caenorhabditis elegans. , 1977, Developmental biology.

[22]  John S. Conery,et al.  A Neural Network Model of Chemotaxis Predicts Functions of Synaptic Connections in the Nematode Caenorhabditis elegans , 2004, Journal of Computational Neuroscience.

[23]  Stephen D. Larson,et al.  OpenWorm: an open-science approach to modeling Caenorhabditis elegans , 2014, Front. Comput. Neurosci..

[24]  J. Berg Genome sequence of the nematode C. elegans: a platform for investigating biology. , 1998, Science.

[25]  I. Mori,et al.  Behavioral plasticity, learning, and memory in C. elegans , 2013, Current Opinion in Neurobiology.

[26]  Steven W. Flavell,et al.  A Circuit for Gradient Climbing in C. elegans Chemotaxis. , 2015, Cell reports.

[27]  Joshua W Shaevitz,et al.  Whole-brain calcium imaging with cellular resolution in freely behaving Caenorhabditis elegans , 2015, Proceedings of the National Academy of Sciences.

[28]  Guoyin Wang,et al.  Biological modeling the undulatory locomotion of C. elegans using dynamic neural network approach , 2016, Neurocomputing.

[29]  S. Lockery,et al.  Electrophysiological methods for Caenorhabditis elegans neurobiology. , 2012, Methods in cell biology.

[30]  N. Cohen,et al.  Nematode locomotion: dissecting the neuronal–environmental loop , 2014, Current Opinion in Neurobiology.

[31]  Paul W. Sternberg,et al.  Synaptic polarity of the interneuron circuit controlling C. elegans locomotion , 2013, Front. Comput. Neurosci..

[32]  E. Boyden,et al.  Simultaneous whole-animal 3D-imaging of neuronal activity using light-field microscopy , 2014, Nature Methods.

[33]  Randall D. Beer,et al.  An Integrated Neuromechanical Model of Steering in C. elegans , 2015, ECAL.

[34]  The neural basis of the locomotion of nematodes , 1990 .

[35]  Louis K. Scheffer,et al.  Toward large-scale connectome reconstructions , 2014, Current Opinion in Neurobiology.

[36]  John Bryden,et al.  An Integrated Neuro-mechanical Model of C. elegansForward Locomotion , 2007, ICONIP.

[37]  Ganesh Bagler,et al.  Control of Neuronal Network in Caenorhabditis elegans , 2015, PloS one.

[38]  K. Hashimoto,et al.  Regulation of Experience-Dependent Bidirectional Chemotaxis by a Neural Circuit Switch in Caenorhabditis elegans , 2014, The Journal of Neuroscience.

[39]  Lav R. Varshney,et al.  Structural Properties of the Caenorhabditis elegans Neuronal Network , 2009, PLoS Comput. Biol..

[40]  Jun Zhang,et al.  Experiments and theory of undulatory locomotion in a simple structured medium , 2012, Journal of The Royal Society Interface.

[41]  P. Erdös,et al.  Theory of the locomotion of nematodes: Dynamics of undulatory progression on a surface. , 1991, Biophysical journal.

[42]  Cori Bargmann,et al.  Temporal Responses of C. elegans Chemosensory Neurons Are Preserved in Behavioral Dynamics , 2014, Neuron.

[43]  M. Hendricks,et al.  Compartmentalized calcium dynamics in a C. elegans interneuron encode head movement , 2012, Nature.

[44]  S. Lockery,et al.  Evolution and Analysis of Minimal Neural Circuits for Klinotaxis in Caenorhabditis elegans , 2010, The Journal of Neuroscience.

[45]  R. Kerr,et al.  A consistent muscle activation strategy underlies crawling and swimming in Caenorhabditis elegans , 2015, Journal of The Royal Society Interface.

[46]  Aravinthan D. T. Samuel,et al.  Illuminating neural circuits and behaviour in Caenorhabditis elegans with optogenetics , 2015, Philosophical Transactions of the Royal Society B: Biological Sciences.

[47]  Travis A. Jarrell,et al.  The Connectome of a Decision-Making Neural Network , 2012, Science.

[48]  Yun Zhang,et al.  Complex RIA calcium dynamics and its function in navigational behavior , 2013, Worm.

[49]  Aravinthan D. T. Samuel,et al.  Biomechanical analysis of gait adaptation in the nematode Caenorhabditis elegans , 2010, Proceedings of the National Academy of Sciences.

[50]  W. Ryu,et al.  Direct measurements of drag forces in C. elegans crawling locomotion. , 2014, Biophysical journal.

[51]  Gareth P Harris,et al.  Multiple Sensory Inputs Are Extensively Integrated to Modulate Nociception in C. elegans , 2015, The Journal of Neuroscience.

[52]  Jian-Xin Xu,et al.  Biological modeling of complex chemotaxis behaviors for C. elegans under speed regulation—a dynamic neural networks approach , 2013, Journal of Computational Neuroscience.

[53]  Aravinthan D. T. Samuel,et al.  Proprioceptive Coupling within Motor Neurons Drives C. elegans Forward Locomotion , 2012, Neuron.

[54]  R. Shingai,et al.  Neural network model to generate head swing in locomotion of Caenorhabditis elegans. , 2004 .

[55]  Thomas E. Portegys Training sensory-motor behavior in the connectome of an artificial C. elegans , 2015, Neurocomputing.

[56]  Jordan H. Boyle,et al.  Gait Modulation in C. elegans: An Integrated Neuromechanical Model , 2012, Front. Comput. Neurosci..

[57]  Jason A. Avery,et al.  A Biologically Accurate 3D Model of the Locomotion of Caenorhabditis Elegans , 2010, 2010 International Conference on Biosciences.

[58]  John Bryden,et al.  Neural control of Caenorhabditis elegans forward locomotion: the role of sensory feedback , 2008, Biological Cybernetics.

[59]  Sang-Hee Lee,et al.  Characterization of the crawling activity of Caenorhabditis elegans using a hidden markov model , 2015, Theory in Biosciences.

[60]  Shin Ishii,et al.  Reconstruction of Spatial Thermal Gradient Encoded in Thermosensory Neuron AFD in Caenorhabditis elegans , 2016, The Journal of Neuroscience.

[61]  Mauno Rönkkö,et al.  Modeling the C. elegans nematode and its environment using a particle system. , 2008, Journal of theoretical biology.

[62]  Paul W. Sternberg,et al.  Systems level circuit model of C. elegans undulatory locomotion: mathematical modeling and molecular genetics , 2007, Journal of Computational Neuroscience.

[63]  Andrew Smith Genome sequence of the nematode C-elegans: A platform for investigating biology , 1998 .

[64]  Randall D. Beer,et al.  Information Flow through a Model of the C. elegans Klinotaxis Circuit , 2015, PloS one.

[65]  William R Schafer,et al.  Deciphering the Neural and Molecular Mechanisms of C. elegans Behavior , 2005, Current Biology.

[66]  Sreekanth H. Chalasani,et al.  Neural Mechanisms for Evaluating Environmental Variability in Caenorhabditis elegans , 2015, Neuron.

[67]  S. Lockery The computational worm: spatial orientation and its neuronal basis in C. elegans , 2011, Current Opinion in Neurobiology.

[68]  Aravinthan D. T. Samuel,et al.  Bidirectional thermotaxis in Caenorhabditis elegans is mediated by distinct sensorimotor strategies driven by the AFD thermosensory neurons , 2014, Proceedings of the National Academy of Sciences.

[69]  E. Niebur,et al.  Computer simulation in brain science: Computer simulation of networks of electrotonic neurons , 1988 .

[70]  Zengcai V. Guo,et al.  Controlling interneuron activity in Caenorhabditis elegans to evoke chemotactic behavior , 2012, Nature.

[71]  Randall D. Beer,et al.  Evolving Dynamical Neural Networks for Adaptive Behavior , 1992, Adapt. Behav..

[72]  Aravinthan D. T. Samuel,et al.  C. elegans locomotion: small circuits, complex functions , 2015, Current Opinion in Neurobiology.

[73]  Steven B Augustine,et al.  A stochastic neuronal model predicts random search behaviors at multiple spatial scales in C. elegans , 2016, eLife.

[74]  W. Ryu,et al.  The effects of viscosity on the undulatory swimming dynamics of C. elegans , 2015 .