Signal Detection in Noisy Weakly-Active Dendrites
- Creators
- Manwani, Amit
-
Koch, Christof
- Others:
- Keanrs, M.
- Solla, S.
- Cohn, D.
Abstract
Here we derive measures quantifying the information loss of a synaptic signal due to the presence of neuronal noise sources, as it electrotonically propagates along a weakly-active dendrite. We model the dendrite as an infinite linear cable, with noise sources distributed along its length. The noise sources we consider are thermal noise, channel noise arising from the stochastic nature of voltage-dependent ionic channels (K+ and Na+) and synaptic noise due to spontaneous background activity. We assess the efficacy of information transfer using a signal detection paradigm where the objective is to detect the presence/absence of a presynaptic spike from the post-synaptic membrane voltage. This allows us to analytically assess the role of each of these noise sources in information transfer. For our choice of parameters, we find that the synaptic noise is the dominant noise source which limits the maximum length over which information be reliably transmitted.
Additional Information
© 1999 MIT Press. This research was supported by NSF, NIMH and the Sloan Center for Theoretical Neuroscience. We thank Idan Segev, Elad Schneidman, Moo London, Yosef Yarom and Fabrizio Gabbiani for illuminating discussions.Attached Files
Published - NIPS-1998-signal-detection-in-noisy-weakly-active-dendrites-Paper.pdf
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Additional details
- Eprint ID
- 120799
- Resolver ID
- CaltechAUTHORS:20230413-162121371
- NSF
- NIH
- Sloan Center for Theoretical Neuroscience
- Created
-
2023-04-18Created from EPrint's datestamp field
- Updated
-
2023-04-18Created from EPrint's last_modified field
- Caltech groups
- Koch Laboratory (KLAB)