Evidence map›Paper›PMID 25120480›Full record

ArticleFrontiers in aging neuroscience2014

Graph analysis of verbal fluency test discriminate between patients with Alzheimer's disease, mild cognitive impairment and normal elderly controls.

Laiss Bertola, Natália B Mota, Mauro Copelli, Thiago Rivero, Breno Satler Diniz, Marco A Romano-Silva, Sidarta Ribeiro, Leandro F Malloy-Diniz

Registry-linked trialAbstract read
In one paragraph

Article in Frontiers in aging neuroscience, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05482477 (Timing of Transcutaneous Acupoint Electrical Stimulation on Postoperative Recovery in Geriatric Patients with Gastrointestinal Tumor:a Protocol of Randomised Controlled Trial), which is not on this map. Cited by 49 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
49citing papers in PubMed, 2 pooled it
–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.

NCT05482477 nanot yet recruitingnot on this mapstarted 2025, after this paper: background citation

Timing of Transcutaneous Acupoint Electrical Stimulation on Postoperative Recovery in Geriatric Patients with Gastrointestinal Tumor:a Protocol of Randomised Controlled Trial

TypeinterventionalSponsorSubei People's Hospital of Jiangsu ProvinceRan2025 to 2026Enrolled238ConditionsPostoperative Cognitive DysfunctionArmsTranscutaneous acupoint electrical stimulation
3 · Its place in the literature

Who cites it

49 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
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  8. Benchmarking speech biomarkers of Alzheimer's against cognitive and neural measures.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026
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  10. Review
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  13. Dreaming conundrum.Journal of sleep research · 2025
    Review
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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

8 authors.

Laiss BertolaLaboratory of Clinical Neuroscience Investigations, Federal University of Minas Gerais Belo Horizonte, Brazil.
Natália B MotaBrain Institute, Federal University of Rio Grande do Norte Natal, Brazil.
Mauro CopelliPhysics Department, Federal University of Pernambuco Recife, Brazil.
Thiago RiveroLaboratory of Clinical Neuroscience Investigations, Federal University of Minas Gerais Belo Horizonte, Brazil.
Breno Satler DinizLaboratory of Clinical Neuroscience Investigations, Federal University of Minas Gerais Belo Horizonte, Brazil ; Mental Health Department, Faculty of Medicine, Federal University of Minas Gerais Belo Horizonte, Brazil.
Marco A Romano-SilvaMental Health Department, Faculty of Medicine, Federal University of Minas Gerais Belo Horizonte, Brazil ; Faculty of Medicine, National Institute of Science and Technology - Molecular Medicine, Federal University of Minas Gerais Belo Horizonte, Brazil.
Sidarta RibeiroBrain Institute, Federal University of Rio Grande do Norte Natal, Brazil.
Leandro F Malloy-DinizLaboratory of Clinical Neuroscience Investigations, Federal University of Minas Gerais Belo Horizonte, Brazil ; Mental Health Department, Faculty of Medicine, Federal University of Minas Gerais Belo Horizonte, Brazil.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Verbal fluency is the ability to produce a satisfying sequence of spoken words during a given time interval. The core of verbal fluency lies in the capacity to manage the executive aspects of language. The standard scores of the semantic verbal fluency test are broadly used in the neuropsychological assessment of the elderly, and different analytical methods are likely to extract even more information from the data generated in this test. Graph theory, a mathematical approach to analyze relations between items, represents a promising tool to understand a variety of neuropsychological states. This study reports a graph analysis of data generated by the semantic verbal fluency test by cognitively healthy elderly (NC), patients with Mild Cognitive Impairment-subtypes amnestic (aMCI) and amnestic multiple domain (a+mdMCI)-and patients with Alzheimer's disease (AD). Sequences of words were represented as a speech graph in which every word corresponded to a node and temporal links between words were represented by directed edges. To characterize the structure of the data we calculated 13 speech graph attributes (SGA). The individuals were compared when divided in three (NC-MCI-AD) and four (NC-aMCI-a+mdMCI-AD) groups. When the three groups were compared, significant differences were found in the standard measure of correct words produced, and three SGA: diameter, average shortest path, and network density. SGA sorted the elderly groups with good specificity and sensitivity. When the four groups were compared, the groups differed significantly in network density, except between the two MCI subtypes and NC and aMCI. The diameter of the network and the average shortest path were significantly different between the NC and AD, and between aMCI and AD. SGA sorted the elderly in their groups with good specificity and sensitivity, performing better than the standard score of the task. These findings provide support for a new methodological frame to assess the strength of semantic memory through the verbal fluency task, with potential to amplify the predictive power of this test. Graph analysis is likely to become clinically relevant in neurology and psychiatry, and may be particularly useful for the differential diagnosis of the elderly.

Indexed as

Alzheimer's diseaseelderlygraph analysismild cognitive impairmentsemantic verbal fluency

Identifiers

PMID25120480
PMCPMC4114204

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Registered trials

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 OpenQuestion graph.