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Neural Correlates of Inhibitory Control in Impulsivity Traits in Non-Ecological Human–Computer Tasks: An ALE Meta-Analysis

Overview

Authors: Chiara Noferini1,2, Gioele Gavazzi2, Fabio Giovannelli2, Chiara Puddu3, Mario Mascalchi4, Massimo Cincotta5, Liberatore Tramontano6, Carlo Cavaliere6, Maria Pia Viggiano2
  1. Department of Physics and Astronomy, University of Florence, Via Giovanni Sansone 1, Sesto Fiorentino, 50019 Florence, Italy
  2. Department of Neuroscience, Psychology, Drug Research, Child Health (NEUROFARBA), University of Florence, 50139 Florence, Italy; (G.G.); (F.G.)
  3. Studio di Psicologia Frammenti, Via Porta Al Borgo, 8, 51100 Pistoia, Italy
  4. “Mario Serio” Department of Experimental and Clinical Biomedical Sciences, University of Florence, 50134 Florence, Italy
  5. Unit of Neurology of Florence, Central Tuscany Local Health Authority, 50143 Firenze, Italy
  6. IRCCS SYNLAB SDN, 80143 Naples, Italy; (L.T.); (C.C.)
Journal: Brain sciences, volume 16, issue 6, article 609
Dates: received 16 April 2026; accepted 26 May 2026; published online 3 June 2026; in print June 2026
Type: Review · Language: English
License: CC BY
Identifiers: DOI · PMCID PMC13296890
Status: code verified
Categories: human (organism), cognitive (subfield)
Methods: Statistics, fMRI & imaging
Keywords: SST, Go-Nogo, cognitive control, meta-analysis, impulsivity, prefrontal cortex
Funding: Next Generation EU (B83C22003920001, PE ECS00000017)
Citations: not cited yet (Europe PMC); 185 references in the paper

Abstract

Highlights: What are the main findings?

Both impulsive and non-impulsive individuals recruit a common subcortical–prefrontal network during response inhibition in computerized paradigms.

Impulsive individuals show different recruitment of the r-MFG and r-SFG compared to non-impulsive individuals.

What are the implications of the main findings?

Refine neural models of impulsivity by dissociating shared versus trait-sensitive inhibition mechanisms.

Suggest potential relevance for environments involving frequent interaction with artificial systems, with possible implications for adaptive technologies that support decision-making.

Abstract: Background/Objectives: Response inhibition is the capacity to restrain impulsive actions, representing a pivotal facet of cognitive control. Although several studies report a dynamic relationship between impulsivity and inhibitory control, the neural mechanisms remain unclear. The aim of the present study is to explore neural correlates of response inhibition as a function of impulsive personality traits. Methods: For this purpose, two groups of fMRI studies conducted on subjects with and without impulsive traits were compared. The selected studies were included based on both the impulsivity levels and the performance of the subjects in inhibitory human–computer tasks (e.g., Go/No-go, Stop-signal). This was done to minimize potential differences due to samples’ performances. Neuroimaging data were analyzed with an Activation Likelihood Estimation (ALE) meta-analysis approach. Results: Results reveal highly congruent clusters encompassing subcortical and prefrontal brain regions in both impulsive and non-impulsive subjects, albeit with subtle distinctions. Specifically, a direct contrast highlighted different activity in the right Middle and Superior Frontal Gyrus during inhibition tasks in the impulsive group. Conclusions: These findings deepen our comprehension of the neural mechanisms governing inhibitory control in human impulsivity. Understanding such mechanisms is increasingly relevant in today’s world, where frequent interactions with artificial systems may challenge or modulate inhibitory control, with potential implications for everyday behavior.

Reproduced under the paper's license (CC BY), 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.

imaging.mrc-cbu.cam.ac.uk/imaging/mnitalairach

License: none: the authors keep all their rights
State: the link answers, verified on 27 September 2026
Evidence: the link answers
Software Heritage: not checked
Found in: the text, “2.2. Activation Likelihood Estimation (ALE)”
Not found: README, license file, CITATION.cff, environment file, tests, continuous integration, documentation
Availability: 1 check, the latest on 27 September 2026: the link answers (HTTP 200)
  • 27 September 2026: the link answers (HTTP 200)

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.

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  • 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;
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Data

No dataset and no data link were found in the paper.

Data Availability Statement

No new data were created or analyzed in this study. Data sharing is not applicable to this article.

Reproduced under the paper's license (CC BY), 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, 27 September 2026: the first record

Recorded: type, language, journal, volume, issue, pages, dates, 9 authors, 6 keywords, 1 funder, 185 references.

Cite

This paper

Noferini, C., Gavazzi, G., Giovannelli, F., Puddu, C., Mascalchi, M., Cincotta, M., Tramontano, L., Cavaliere, C., & Viggiano, M. P. (2026). Neural Correlates of Inhibitory Control in Impulsivity Traits in Non-Ecological Human–Computer Tasks: An ALE Meta-Analysis. Brain sciences, 16(6), 609.

BibTeX

@article{noferini2026neural,
author = {Noferini, Chiara and Gavazzi, Gioele and Giovannelli, Fabio and Puddu, Chiara and Mascalchi, Mario and Cincotta, Massimo and Tramontano, Liberatore and Cavaliere, Carlo and Viggiano, Maria Pia},
title = {{Neural Correlates of Inhibitory Control in Impulsivity Traits in Non-Ecological Human–Computer Tasks: An ALE Meta-Analysis}},
journal = {Brain sciences},
year = {2026},
month = jun,
volume = {16},
number = {6},
pages = {609},
publisher = {Multidisciplinary Digital Publishing Institute (MDPI)},
issn = {2076-3425},
pmcid = {PMC13296890}
}

RIS

TY - JOUR
AU - Noferini, Chiara
AU - Gavazzi, Gioele
AU - Giovannelli, Fabio
AU - Puddu, Chiara
AU - Mascalchi, Mario
AU - Cincotta, Massimo
AU - Tramontano, Liberatore
AU - Cavaliere, Carlo
AU - Viggiano, Maria Pia
TI - Neural Correlates of Inhibitory Control in Impulsivity Traits in Non-Ecological Human–Computer Tasks: An ALE Meta-Analysis
T2 - Brain sciences
J2 - Brain Sci
PY - 2026
DA - 2026/06/01
VL - 16
IS - 6
SP - 609
SN - 2076-3425
PB - Multidisciplinary Digital Publishing Institute (MDPI)
LA - en
ER -

CSL-JSON

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The tracing map gets a citation of its own once an author has validated it and it has a DOI.

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