Evidence map›Paper›PMID 40898026›Full record

ArticleBMC neuroscience2025

Investigating topological alterations in procedural memory network across neuropsychiatric disorders using rs-fMRI and graph theory.

Mahdi Mohammadkhanloo, Hamid Sharini, Mitra Yousefpour, Mohammad Pooyan

Abstract read
In one paragraph

Article in BMC neuroscience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Mahdi MohammadkhanlooDepartment of Biomedical Engineering, Qazvin Branch, Islamic Azad University, Qazvin, Iran.
Hamid ShariniDepartment of Biomedical Engineering, School of Medicine, Kermanshah University of Medical Science, Kermanshah, Iran.
Mitra YousefpourDepartment of Physiology, Faculty of Medicine, AJA University of Medical Science, Tehran, Iran.
Mohammad PooyanDepartment of Biomedical Engineering, Shahed University, Tehran, Iran. pooyan@shahed.ac.ir.

Funding

Human Translational Applications Core (HTA - Core) (7 of 8)PL1MH083271 · NIMH · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI BILDER, ROBERT M · 2007 to 2011
$5.8M
Translational Methods/Facilities Core (TMF - Core) (8 of 8)PL1NS062410 · NINDS · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI EVANS, CHRISTOPHER J. · 2007 to 2011
$4.6M
Translational Models of Memory and Cognitive Control (Component 5 of 8)RL1MH083270 · NIMH · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI JENTSCH, J. DAVID · 2007 to 2011
$2.6M
Whole Genome Assoc. Analysis Strategies for Multi. PhenotypesRL1MH083268 · NIMH · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI FREIMER, NELSON B. · 2007 to 2011
$2.1M
Consortium for Neuropsychiatric Phenomics-Coordinating Center (1 of 8)UL1DE019580 · NIDCR · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI BILDER, ROBERT M · 2008 to 2011
$1.9M
Memory Mechanisms and Mental DisordersRL1MH083269 · NIMH · YALE UNIVERSITY · PI CANNON, TYRONE D · 2007 to 2011
$1.8M
Response Inhibition and Dopamine Neurotransmission (RI) (4 of 8)RL1DA024853 · NIDA · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI LONDON, EDYTHE DANICK · 2007 to 2011
$1.7M
Hypothesis Web Development for Neuropsychiatric Phenomics (6 of 8)RL1LM009833 · NLM · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI PARKER, DOUGLASS STOTT · 2007 to 2011
$1.5M
NIDA NIH HHS RL1 DA024853NIDCR NIH HHS UL1 DE019580NIMH NIH HHS PL1 MH083271NIMH NIH HHS RL1 MH083268NIMH NIH HHS RL1 MH083269NIMH NIH HHS RL1 MH083270NINDS NIH HHS PL1 NS062410NLM NIH HHS RL1 LM009833
6 · The paper itself

Abstract

backgroundCognitive network dysfunction represents a core pathophysiological feature across major neuropsychiatric disorders, including Attention Deficit Hyperactivity Disorder (ADHD), bipolar disorder (BD), and schizophrenia (SZ). The procedural memory network (PMN), involving cortico-striatal-cerebellar circuits, is vital for skill learning and automatic cognition. However, its topological changes and link to cognitive impairments have not been studied across major neuropsychiatric disorders.

methodsThis study analyzed resting-state functional MRI (rs-fMRI) data from 40 individuals with ADHD, 49 with BD, 50 with SZ, and 50 healthy controls (HCs). PMN was defined using 34 regions of interest (ROIs) from Harvard-Oxford Atlas, with graph theory measures calculated for all regions. Significant network disruptions emerged, showing altered local efficiency (LE), average path length (APL), and degree (P < 0.05) across groups.

resultsKey findings show that in ADHD, increased APL in left cerebellar lobule VII indicates disrupted information flow and emotional processing, while decreased connectivity in the right claustrum may impair integration and working memory. In BD, reduced LE in right cerebellar lobule II is linked to attention and motor control deficits; increased APL in lobules I and VIII suggests disrupted network communication and emotional processing; and decreased connectivity in the right subthalamic nucleus and lobule VIII may contribute to mood swings and attention problems. In SZ, decreased LE in right putamen and left cerebellar lobule VIII relates to working memory and emotional processing deficits; reduced APL in right caudate and cerebellar lobule II implies more effort for regional communication; and increased connectivity in the caudate and right cerebellar lobules I and II likely reflects compensatory or pathological hyperactivity. Comparisons indicate SZ shows increased connectivity in the claustrum and cerebellar lobule I, unlike ADHD which shows decreases in these areas; SZ has lower network efficiency but higher caudate connectivity than BD, which has more cerebellar and subthalamic disruptions; and BD shows decreased connectivity in the claustrum and subthalamic nucleus compared to ADHD, which has more cerebellar and attention network changes.

conclusionThese findings suggest that the PMN, particularly its segregation and integration properties, plays a key role in explaining cognitive deficits in ADHD, BD, and SZ. CLINICAL TRIAL NUMBER: Not applicable.

Indexed as

Attention Deficit Disorder with HyperactivityBipolar DisorderBrainMemoryNerve NetSchizophreniaAdultBrain MappingFemaleHumansMagnetic Resonance ImagingMaleNeural PathwaysYoung AdultBrain mappingCognitive dysfunctionFunctional connectivityGraph theoryProcedural memoryResting-state fMRI

Identifiers

PMID40898026
PMCPMC12403410

What Socratic holds

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LicenceCC BY-NC-ND
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.