Spike dynamics in primate lateral prefrontal cortex during working memory and decision-making: A fractal analysis.
Overview
Abstract
The lateral prefrontal cortex plays a key role in working memory and decision-making. Using multiunit spike recordings from macaque dorsolateral and ventrolateral prefrontal cortex during a match-to-sample task, we quantified the complexity of inter-spike intervals using Higuchi, Katz, and box-counting fractal dimensions. Our results indicate that fractal dimensions differentiate cognitive processes associated with working memory and decision-making, revealing significant differences in firing patterns across prefrontal regions during distinct time intervals, training phases, and tasks. Functional distinctions between dorsolateral and ventrolateral prefrontal cortex were strongest before training, reflecting preferential involvement in spatial and shape processing. Ultimately, the findings highlight the potential of fractal analysis as a biomarker for cognitive functions and demonstrate the impact of training on the functional dynamics of these brain regions. This study contributes to a deeper understanding of how the lateral prefrontal cortex process spatial and visual characteristics, paving the way for future research in cognitive neuroscience.
Reproduced under the paper's license (CC BY-NC), from the paper cited above.
Code
No file of the authors' code could be read here: it is described below, and read at its source.
crcns.org/data-sets/pfc
Availability: 1 check, the latest on 30 September 2026: the link answers (HTTP 200)
- 30 September 2026: the link answers (HTTP 200)
The paper's code and data availability statement is in the Data section.
Tracing map
Proposed by the machine: these links were found in the paper and verified at the source, without human review. The map will receive a Zenodo DOI once one of the paper's authors has validated it with their ORCID.
What the map holds:
- 1 repository of the authors' code, each at its verified commit, with its license and how the link was found in the paper;
- 0 scripts, each with its path and the digest of its content;
- no match between paragraphs and code yet;
- neither the text of the paper nor the code itself.
Its JSON (tracing-map.json) is deposited on Zenodo with its DOI once the map is validated.
Data
No dataset and no data link were found in the paper.
Data and code availability
• This article analyzes existing, publicly available data from the CRCNS repository (prefrontal cortex [PFC]; pfc-3), accessible at https://
Reproduced under the paper's license (CC BY-NC), from the paper cited above.
Versions
The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.
Version 1, 30 September 2026: the first record
Recorded: type, language, journal, volume, issue, pages, dates, 3 authors, 5 keywords, 108 references.
Cite
This paper
Zandi-Mehran, N., Faezmehr, A., & Daliri, M. R. (2026). Spike dynamics in primate lateral prefrontal cortex during working memory and decision-making: A fractal analysis. iScience, 29(5), 115429. https://
BibTeX
@article{zandimehran2026
author = {Zandi-Mehran, Nazanin and Faezmehr, Ardalan and Daliri, Mohammad Reza},
title = {{Spike dynamics in primate lateral prefrontal cortex during working memory and decision-making: A fractal analysis}},
journal = {iScience},
year = {2026},
month = mar,
volume = {29},
number = {5},
pages = {115429},
publisher = {Elsevier},
issn = {2589-0042},
doi = {10.1016/
url = {https://
pmid = {42011177},
pmcid = {PMC13091740}
}
RIS
TY - JOUR
AU - Zandi-Mehran, Nazanin
AU - Faezmehr, Ardalan
AU - Daliri, Mohammad Reza
TI - Spike dynamics in primate lateral prefrontal cortex during working memory and decision-making: A fractal analysis
T2 - iScience
J2 - iScience
PY - 2026
DA - 2026/
VL - 29
IS - 5
SP - 115429
SN - 2589-0042
PB - Elsevier
DO - 10.1016/
UR - https://
LA - en
ER -
CSL-JSON
{
"id": "10.1016/
"type": "article-journal",
"title": "Spike dynamics in primate lateral prefrontal cortex during working memory and decision-making: A fractal analysis",
"container-title": "iScience",
"author": [
{
"family": "Zandi-Mehran",
"given": "Nazanin"
},
{
"family": "Faezmehr",
"given": "Ardalan"
},
{
"family": "Daliri",
"given": "Mohammad Reza"
}
],
"container-title-short":
"volume": "29",
"issue": "5",
"page": "115429",
"DOI": "10.1016/
"PMID": "42011177",
"PMCID": "PMC13091740",
"ISSN": "2589-0042",
"publisher": "Elsevier",
"URL": "https://
"language": "en",
"issued": {
"date-parts": [
[
2026,
3,
20
]
]
}
}
The tracing map gets a citation of its own once an author has validated it and it has a DOI.
Similar papers
The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.
- [1] doi:10.1016/j.isci.2024.110453
- Delta-alpha/
beta coupling as a signature of visual working memory in the prefrontal cortex. Journal: iScienceIn common: cognitive, 6 references, author Mohammad Reza Daliri - [2] doi:10.1371/journal.pbio.3003041
- Encoding of visual stimuli and behavioral goals in distinct anatomical areas of monkey ventrolateral prefrontal cortex.Journal: PLoS biologyIn common: 6 references
- [3] doi:10.1016/j.celrep.2025.115389
- Fast face-selective responses in prefrontal face patches of the macaque.Journal: Cell reportsIn common: 5 references
- [4] doi:10.1073/pnas.2202564119 [code]
- Dynamic and stable population coding of attentional instructions coexist in the prefrontal cortex.Journal: Proceedings of the National Academy of Sciences of the United States of AmericaIn common: 5 references
- [5] doi:10.1038/s41467-024-50717-y [code]
- Prefrontal neuronal dynamics in the absence of task execution.Journal: Nature communicationsIn common: cognitive, 5 references
- [6] doi:10.1016/j.isci.2022.104929
- Plasticity after cognitive training reflected in prefrontal local field potentials.Journal: iScienceIn common: cognitive, 4 references
- [7] doi:10.1371/journal.pone.0333903 [code]
- EEG difference in the Higuchi fractal dimension of wakefulness and sleep from birth to adolescence.Journal: PloS oneIn common: 4 references
- [8] doi:10.1038/s42003-023-04855-6
- Neuronal selectivity for stimulus information determines prefrontal LFP gamma power regardless of task execution.Journal: Communications biologyIn common: cognitive, 4 references
- [9] doi:10.1038/s41514-025-00243-y
- Evaluating EEG complexity and spectral signatures in Alzheimer's disease and frontotemporal dementia: evidence for rostrocaudal asymmetry.Journal: npj agingIn common: 4 references
- [10] doi:10.1038/s41598-024-64704-2 [code]
- Multi-scale entropy assessment of magnetoencephalography signals in schizophrenia.Journal: Scientific reportsIn common: 4 references
Contribute
The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.
Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.
Claim this paper
Correct its record
Say what each link of this record is, remove the ones that are not the paper's, add the ones that are missing. The correction becomes a new version of the record, in its Versions section.
Validate its tracing map
You validate the map as this page shows it: 1 repository of the authors' code, each at its verified commit and with its license, 0 scripts, and 0 matches between paragraphs and code (see the Code and Map sections). It then receives a DOI on Zenodo, with you (your ORCID iD) and OSCR as its creators; the code itself is not deposited.
The map's fingerprint: sha256:f42072533e64a32f…
Add the badge to the code's README
If you are an author or a maintainer of this paper's code, you can add this badge. It says what OSCR knows of the paper (its code, its validated tracing map) and links the code to this page. Paste one of these snippets under the README's title. Keep the two marks around it, so that the badge can be replaced in place and is never added twice. OSCR changes nothing in your repository.
Markdown
<!-- oscr-badge:start -->
[](https://openscicode.org/badge/doi/10.1016/j.isci.2026.115429)
<!-- oscr-badge:end -->reStructuredText
.. oscr-badge:start
.. image:: https://openscicode.org/badge/doi/10.1016/j.isci.2026.115429.svg
:target: https://openscicode.org/badge/doi/10.1016/j.isci.2026.115429
:alt: OSCR
.. oscr-badge:endHTML
<!-- oscr-badge:start -->
<a href="https://openscicode.org/badge/doi/10.1016/j.isci.2026.115429"><img src="https://openscicode.org/badge/doi/10.1016/j.isci.2026.115429.svg" alt="OSCR"></a>
<!-- oscr-badge:end -->If you choose to, you can have the badge kept up to date for you, with oscr badge --write from the command line or with the GitHub Action in your repository's workflows. Every other form and option (a card, AsciiDoc, LaTeX, shields.io) is on the badge page.
Request its removal
To ask OSCR to remove this record, the copies of its authors' scripts or its tracing map, use the removal request page: signed in, you say who you are, what to remove and why, then review and confirm the request. Published rules decide every request (how).
Discussion, reproductions, activity
Discussion: code errors and mismatches between the code and the paper about this paper and its code, from readers and its authors, beside the paper and its tracing map.
Report a mismatch between the code and the paper · Report a code error (signed in)
Reproductions: reports from readers who ran the authors' code and did not get the paper's result, what they ran, with which environment, commit and data.
Report a reproduction failure (signed in)
Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.
