Transcript Slide 1

Using Davis to Compare Neural Models
CAJAL
NEUROSCIENCE
RESEARCH
CENTER
The University of Texas at San Antonio
E. Pilipaviciute1, K. A. Robbins1,3, D. M. Senseman2,3
1Department
of Computer Science 2Department of Biology 3Cajal Neuroscience Research Center
University of Texas at San Antonio, San Antonio, TX 78249
Direct view comparison
Davis (Data Viewing System) is a general-purpose data
viewer designed for the simultaneous display and
comparison of dynamic data sets. Inspired by the need to
explore data from imaging experiments and large
computational models of the cerebral cortex, Davis
allows scientists to study the detailed behavior of
individual elements and the interaction of these elements
to achieve cortical function. Davis provides direct views
that animate activity over time. Davis also supports
parallel coordinate latency visualizations, remapped
space-time activity diagrams, and low dimensionalprojections of correlated behavior that facilitate
comparison of structure across data sets. We demonstrate
Davis by comparing two versions of the NGU.
Space-time activity diagrams
Modified model
Stellate
time line at 0.341 seconds
Modified model
Original model
GabaA
Soma voltage
122
Modified model
AMPA
Original model
Modified model
122
Original model in gray with magenta dot, modified model in black with red dot, t = 150 ms.
Conclusions
NGU model of turtle visual cortex
Parallel coordinate latency view
time line at 0.444 seconds
Half-height latency ordering for lateral voltage (original versus modified)
Original model
Original model
Modified model
NMDA
Original model
Medial
AMPA
Original model
Davis interface is built automatically from user XML files
The NGU model [2] has 4 types of neurons (lateral,
medial, horizontal and stellate neurons). LGN HH
neurons deliver the input. A modified NGU model adds
inhibitory subpial neurons [3]. The models are run under
Genesis [1] using diffuse flash stimuli.
Lateral
Soma Voltage
Soma voltage
Original model
Low-dimensional projections
NMDA
Introduction
Modified model
Davis is a freely available data viewer that supports
multiple simultaneous views of data with spatial and
temporal dependencies. We illustrate the use of Davis
here by comparing two models of the turtle visual cortex.
Shown are direct views, parallel coordinate views of
orderings, space time activity diagrams with overlays
and KL caricatures [4, 5, 6]. The Davis website is
http://vip.cs.utsa.edu/research/Davis/index.html.
Acknowledgements
Modified model
Neurons:
Excitatory:
Inhibitory:
Lateral
Horizontal
Medial
Stellate
LGN
Subpial
Lateral neurons
Medial neurons
GabaA
We are grateful to our collaborators on the turtle brain project, Philip Ulinski and Bijoy Ghosh, for
sharing their models and insight. This work was partially supported by NIH (G12 RR13646) and NSF
EIA-0217884, NSF-NIH collaborative research in neuroscience.
References
[1] J. M. Bower and D. Beeman, The Book of Genesis: Exploring Realistic Neural Models with the
General Neural Simulation System, 2nd Ed, Springer-Verlag, 1998.
[2] Z. Nenadic, B. Ghosh, and P. Ulinski, Propagating waves in visual cortex: A large-scale model of
turtle visual cortex, J. of Computational Neuroscience, 14(2):161-184, 2003.
[3] W. Wang, B. Ghosh, and P. Ulinksi, Integrative physiology of subpial cells, submitted.
[4] K. Robbins, M. Robinson and D. Senseman, Visualizing cortical waves and timing from data,
IEEE Visualization ‘2004, 401-408, 2004.
[5] K. Robbins and D. Senseman, Extracting wave structure from biological data with application to
responses in turtle visual cortex, J. Computational Neuroscience, 16:267-298, 2004.
[6] K. Robbins, I. Grinshpan, K. Allen and D. Senseman, Synchronized views for exploring
populations of neurons, Proc. SPIE (Papers selected from Visualization and Data Analysis 2004, Eds
R. F. Erbacher, P. C. Chen, J. C. Roberts, M. T. Gröhn, K. Börner), 5295:235-245, 2004.
time line at 0.074 seconds