Heterogeneity in spiking activity is ubiquitous among neurons even within a given cell type. To date, the relative contributions of extrinsic mechanisms (e.g., synaptic bombardment), intrinsic mechanisms (e.g., conductances), and cell morphology toward determining spiking activity remain poorly understood. Here, we addressed this important question using a combination of extracellular in vivo recordings of electrosensory pyramidal cells within weakly electric fish with computational modeling. Specifically, by varying parameters of a conductance-based computational model, we successfully reproduced the highly heterogeneous spiking activities seen experimentally. Model parameters that varied the most were then used to gauge the relative contributions of extrinsic vs. intrinsic mechanisms. Overall, extrinsic synaptic input was predicted to be the main factor accounting for spiking heterogeneity. We tested this prediction experimentally by performing two different manipulations: (1) pharmacologically inactivating feedback from higher brain areas and (2) applying the neuromodulator serotonin. Our model showed that feedback inactivation should reduce spiking heterogeneity, whereas serotonin application should increase it, two predictions that were corroborated experimentally. Importantly, for serotonin application, increased heterogeneity occurred despite a strong reduction in intrinsic membrane conductance, further demonstrating that extrinsic synaptic input is the primary determinant of spiking heterogeneity in vivo. Taken together, our results demonstrate that devising a computational model to capture spiking heterogeneities in vivo and assessing which parameters are responsible can successfully determine the relative contributions of extrinsic inputs, intrinsic properties, and neural morphology.
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April 29 2026
Extrinsic inputs underscore heterogeneities of ELL pyramidal cell neural activity in awake, behaving weakly electric fish
Amin Akhshi
,
Amin Akhshi
(Conceptualization, Data curation, Formal analysis, Methodology, Software, Validation, Visualization, Writing - original draft, Writing - review & editing)
1Department of Physiology,
McGill University
, Montreal, Canada
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Myriah Haggard
,
Myriah Haggard
(Data curation, Investigation)
1Department of Physiology,
McGill University
, Montreal, Canada
2Department of Quantitative Life Sciences,
McGill University
, Montreal, Canada
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Mariana M. Marquez
,
Mariana M. Marquez
(Data curation, Investigation)
1Department of Physiology,
McGill University
, Montreal, Canada
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Saeed Farjami
,
Saeed Farjami
(Formal analysis, Methodology, Writing - review & editing)
3Department of Mathematics and Statistics,
University of Exeter
, Exeter, UK
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Maurice J. Chacron
,
Maurice J. Chacron
*
(Funding acquisition, Investigation, Project administration, Resources, Validation, Writing - original draft, Writing - review & editing)
1Department of Physiology,
McGill University
, Montreal, Canada
Maurice J. Chacron: [email protected]
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Anmar Khadra
Anmar Khadra
*
(Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing - original draft, Writing - review & editing)
1Department of Physiology,
McGill University
, Montreal, Canada
Correspondence to Anmar Khadra: [email protected]
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Amin Akhshi
https://orcid.org/0000-0002-6995-3884
Conceptualization, Data curation, Formal analysis, Methodology, Software, Validation, Visualization, Writing - original draft, Writing - review & editing
1Department of Physiology,
McGill University
, Montreal, Canada
Myriah Haggard
https://orcid.org/0000-0002-7375-8782
Data curation, Investigation
1Department of Physiology,
McGill University
, Montreal, Canada
2Department of Quantitative Life Sciences,
McGill University
, Montreal, Canada
Mariana M. Marquez
https://orcid.org/0000-0003-4500-7700
Data curation, Investigation
1Department of Physiology,
McGill University
, Montreal, Canada
Saeed Farjami
https://orcid.org/0009-0004-3514-8512
Formal analysis, Methodology, Writing - review & editing
3Department of Mathematics and Statistics,
University of Exeter
, Exeter, UK
Maurice J. Chacron
https://orcid.org/0000-0002-3032-452X
Funding acquisition, Investigation, Project administration, Resources, Validation, Writing - original draft, Writing - review & editing
*
1Department of Physiology,
McGill University
, Montreal, Canada
Anmar Khadra
https://orcid.org/0000-0002-8228-9914
Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Writing - original draft, Writing - review & editing
*
1Department of Physiology,
McGill University
, Montreal, Canada
Correspondence to Anmar Khadra: [email protected]
Maurice J. Chacron: [email protected]
*
M.J. Chacron and A. Khadra contributed equally to this paper.
Disclosures: The authors declare no competing interests exist.
Received:
June 13 2025
Revision Received:
January 03 2026
Revision Received:
March 02 2026
Accepted:
March 20 2026
Online ISSN: 1540-7748
Print ISSN: 0022-1295
Funding
Funder(s):
Fonds de Recherche du Québec – Nature et Technologies
Funder(s):
Canadian Institutes of Health Research
- Award Id(s): MOP-159694
Funder(s):
Natural Sciences and Engineering Research Council of Canada
- Award Id(s): RGPIN-2020-04520,588367-23,RGPIN-2020-04199
Funder(s):
Canada First Research Excellence Fund
© 2026 Akhshi et al.
2026
Akhshi et al.
This article is distributed under the terms as described at https://rupress.org/pages/terms102024/.
J Gen Physiol (2026) 158 (4): e202513841.
Article history
Received:
June 13 2025
Revision Received:
January 03 2026
Revision Received:
March 02 2026
Accepted:
March 20 2026
Citation
Amin Akhshi, Myriah Haggard, Mariana M. Marquez, Saeed Farjami, Maurice J. Chacron, Anmar Khadra; Extrinsic inputs underscore heterogeneities of ELL pyramidal cell neural activity in awake, behaving weakly electric fish. J Gen Physiol 6 July 2026; 158 (4): e202513841. doi: https://doi.org/10.1085/jgp.202513841
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