Information filtering by coincidence detection of synchronous population output: analytical approaches to the coherence function of a two-stage neural system.
Coincidence detection
Information coding
Neural computation
Synchronization
Journal
Biological cybernetics
ISSN: 1432-0770
Titre abrégé: Biol Cybern
Pays: Germany
ID NLM: 7502533
Informations de publication
Date de publication:
06 2020
06 2020
Historique:
received:
25
04
2020
accepted:
18
05
2020
pubmed:
26
6
2020
medline:
30
6
2021
entrez:
26
6
2020
Statut:
ppublish
Résumé
Information about time-dependent sensory stimuli is encoded in the activity of neural populations; distinct aspects of the stimulus are read out by different types of neurons: while overall information is perceived by integrator cells, so-called coincidence detector cells are driven mainly by the synchronous activity in the population that encodes predominantly high-frequency content of the input signal (high-pass information filtering). Previously, an analytically accessible statistic called the partial synchronous output was introduced as a proxy for the coincidence detector cell's output in order to approximate its information transmission. In the first part of the current paper, we compare the information filtering properties (specifically, the coherence function) of this proxy to those of a simple coincidence detector neuron. We show that the latter's coherence function can indeed be well-approximated by the partial synchronous output with a time scale and threshold criterion that are related approximately linearly to the membrane time constant and firing threshold of the coincidence detector cell. In the second part of the paper, we propose an alternative theory for the spectral measures (including the coherence) of the coincidence detector cell that combines linear-response theory for shot-noise driven integrate-and-fire neurons with a novel perturbation ansatz for the spectra of spike-trains driven by colored noise. We demonstrate how the variability of the synaptic weights for connections from the population to the coincidence detector can shape the information transmission of the entire two-stage system.
Identifiants
pubmed: 32583370
doi: 10.1007/s00422-020-00838-6
pii: 10.1007/s00422-020-00838-6
pmc: PMC7326833
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
403-418Subventions
Organisme : Deutsche Forschungsgemeinschaft
ID : LI 1046/2-2
Pays : International
Références
Phys Rev Lett. 2000 Aug 14;85(7):1576-9
pubmed: 10970558
Neuron. 2009 Jan 29;61(2):301-16
pubmed: 19186171
Trends Neurosci. 1996 Apr;19(4):130-7
pubmed: 8658595
Neuron. 1999 Sep;24(1):49-65, 111-25
pubmed: 10677026
J Neurophysiol. 1999 May;81(5):2558-69
pubmed: 10322089
J Neurophysiol. 1997 Nov;78(5):2336-50
pubmed: 9356386
Phys Rev Lett. 2004 Jul 23;93(4):048101
pubmed: 15323795
Proc Biol Sci. 1995 Dec 22;262(1365):259-65
pubmed: 8587884
J Neurophysiol. 2006 May;95(5):2933-46
pubmed: 16495358
Nature. 2003 May 1;423(6935):77-81
pubmed: 12721628
PLoS Comput Biol. 2012;8(6):e1002557
pubmed: 22737062
J Neurosci. 2003 Dec 17;23(37):11628-40
pubmed: 14684865
Nat Neurosci. 1999 Nov;2(11):947-57
pubmed: 10526332
Neurocomputing. 2004 Jun 1;58-60:641-646
pubmed: 20802816
J Neurophysiol. 2004 Aug;92(2):939-48
pubmed: 15044517
J Neurosci. 2004 May 5;24(18):4351-62
pubmed: 15128849
PLoS Biol. 2005 Mar;3(3):e68
pubmed: 15737062
J Comput Neurosci. 2015 Dec;39(3):349-70
pubmed: 26546022
J Comput Neurosci. 2017 Aug;43(1):81-91
pubmed: 28585050
J Comput Neurosci. 2013 Apr;34(2):285-301
pubmed: 22968549
J Neurosci. 2001 Jul 15;21(14):5328-43
pubmed: 11438609
Phys Rev E Stat Nonlin Soft Matter Phys. 2009 Feb;79(2 Pt 1):021905
pubmed: 19391776
Phys Rev E Stat Nonlin Soft Matter Phys. 2014 Dec;90(6):062704
pubmed: 25615126
Phys Rev Lett. 2010 Oct 22;105(17):178102
pubmed: 21231083
Phys Rev Lett. 2004 Feb 27;92(8):080601
pubmed: 14995762
Chaos. 2011 Dec;21(4):047505
pubmed: 22225379
J Neurosci. 1993 Aug;13(8):3266-83
pubmed: 8340807
J Neurophysiol. 2015 Mar 1;113(5):1342-57
pubmed: 25475346
Phys Rev E Stat Nonlin Soft Matter Phys. 2005 Aug;72(2 Pt 1):021911
pubmed: 16196608
Neuron. 1999 Sep;24(1):67-77, 111-25
pubmed: 10677027
Phys Rev E. 2017 Jan;95(1-1):012411
pubmed: 28208429
Phys Rev E Stat Nonlin Soft Matter Phys. 2010 Apr;81(4 Pt 1):041921
pubmed: 20481767
J Neurosci. 2012 Nov 28;32(48):17332-44
pubmed: 23197724
Exp Brain Res. 2011 May;210(3-4):353-71
pubmed: 21267548
Nature. 2006 Apr 20;440(7087):1007-12
pubmed: 16625187
J Neurosci. 2006 Aug 9;26(32):8254-66
pubmed: 16899720
Front Comput Neurosci. 2013 Jul 18;7:86
pubmed: 23882211
Phys Rev E Stat Nonlin Soft Matter Phys. 2002 Sep;66(3 Pt 1):031916
pubmed: 12366161
Neural Comput. 2010 Jun;22(6):1528-72
pubmed: 20100073
Nat Neurosci. 1998 Oct;1(6):501-7
pubmed: 10196548
J Comput Neurosci. 2018 Apr;44(2):189-202
pubmed: 29222729
PLoS Comput Biol. 2009 May;5(5):e1000348
pubmed: 19562010
Phys Rev E. 2016 Aug;94(2-1):022422
pubmed: 27627347
Proc Natl Acad Sci U S A. 2017 Mar 7;114(10):E1977-E1985
pubmed: 28202729
Phys Rev E Stat Nonlin Soft Matter Phys. 2009 Jan;79(1 Pt 1):011914
pubmed: 19257076
J Neurophysiol. 2009 Mar;101(3):1160-70
pubmed: 19091925
Nature. 2007 Aug 16;448(7155):802-6
pubmed: 17700699
J Neurosci. 2007 Jan 24;27(4):771-81
pubmed: 17251416
Phys Rev Lett. 2001 Mar 5;86(10):2186-9
pubmed: 11289886
Neural Netw. 2001 Jul-Sep;14(6-7):883-94
pubmed: 11665779
J Neurosci. 2000 Sep 1;20(17):6672-83
pubmed: 10964972
Phys Rev Lett. 2001 Apr 2;86(14):2934-7
pubmed: 11290076
J Neurophysiol. 2004 Mar;91(3):1217-29
pubmed: 14602836
Biol Cybern. 2018 Dec;112(6):523-538
pubmed: 30155699
J Neurosci. 1996 Apr 1;16(7):2381-96
pubmed: 8601818
J Neurosci. 2009 Feb 18;29(7):2076-88
pubmed: 19228961
Phys Rev E Stat Nonlin Soft Matter Phys. 2003 May;67(5 Pt 1):051916
pubmed: 12786187
J Neurophysiol. 2011 Apr;105(4):1798-814
pubmed: 21307329
J Neurophysiol. 1994 Jan;71(1):17-32
pubmed: 8158226
Nat Neurosci. 2003 Jun;6(6):593-9
pubmed: 12730700
Math Biosci Eng. 2016 Jun 1;13(3):461-81
pubmed: 27106183
Phys Rev E Stat Nonlin Soft Matter Phys. 2005 Dec;72(6 Pt 1):061919
pubmed: 16485986
Network. 1996;7(1):61-85
pubmed: 29480147