Evidence map›Paper›PMID 41948188›Full record

ArticleAlzheimer's & dementia (New York, N. Y.)

Exploring small-world brain connectivity in aging and its relationship with cognitive reserve.

Chiara Pappalettera, Selene Rossi, Anna Fabbrocino, Alessia Cacciotti, Lorenzo Nucci, Francesca Miraglia, Federico Frasca, Lavinia Valeriani, Petra Vukoja, Daniela Iacoviello and 4 more

Abstract read
In one paragraph

Article in Alzheimer's & dementia (New York, N. Y.). The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

14 authors.

Chiara PappaletteraBrain Connectivity Laboratory Department of Neuroscience and Neurorehabilitation IRCCS San Raffaele Roma Rome Italy.
Selene RossiBrain Connectivity Laboratory Department of Neuroscience and Neurorehabilitation IRCCS San Raffaele Roma Rome Italy.
Anna FabbrocinoBrain Connectivity Laboratory Department of Neuroscience and Neurorehabilitation IRCCS San Raffaele Roma Rome Italy.
Alessia CacciottiBrain Connectivity Laboratory Department of Neuroscience and Neurorehabilitation IRCCS San Raffaele Roma Rome Italy.
Lorenzo NucciBrain Connectivity Laboratory Department of Neuroscience and Neurorehabilitation IRCCS San Raffaele Roma Rome Italy.
Francesca MiragliaBrain Connectivity Laboratory Department of Neuroscience and Neurorehabilitation IRCCS San Raffaele Roma Rome Italy.
Federico FrascaBrain Connectivity Laboratory Department of Neuroscience and Neurorehabilitation IRCCS San Raffaele Roma Rome Italy.
Lavinia ValerianiDepartment of Theoretical and Applied Sciences eCampus University Novedrate Como Italy.
Petra VukojaBrain Connectivity Laboratory Department of Neuroscience and Neurorehabilitation IRCCS San Raffaele Roma Rome Italy.
Daniela IacovielloDepartment of Computer Control and Management Engineering Sapienza University of Rome Rome Italy.
Paolo Maria RossiniDepartment of Neuroscience and Neurorehabilitation IRCCS San Raffaele Roma Rome Italy.
Guido Maria GiuffrèMemory Clinic Fondazione Policlinico Universitario "A. Gemelli" IRCCS Rome Italy.
Xu-Yun HuaDepartment of Traumatology and Orthopedics Yueyang Hospital of Integrated Traditional Chinese and Western Medicine Shanghai University of Traditional Chinese Medicine Shanghai China.
Fabrizio VecchioBrain Connectivity Laboratory Department of Neuroscience and Neurorehabilitation IRCCS San Raffaele Roma Rome Italy.ORCID https://orcid.org/0000-0002-6004-9522

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionThe aging brain's vulnerability to decline emphasizes the importance of strategies preserving cognitive function and independence. As age-related brain changes do not always match clinical symptoms, reserve, encompassing brain reserve (BR) and cognitive reserve (CR), has emerged as a key mechanism supporting resilience and mitigating cognitive decline during aging. This study adopts an exploratory approach to examine whether age- and CR-related differences are reflected in large-scale brain network organization, as assessed through electroencephalographic (EEG) connectivity metrics.

methodsResilience to age-related cognitive changes was investigated by relating CR, measured using the Cognitive Reserve Index (CRI), to brain network topology quantified by the Small-World (SW) index derived from resting-state EEG recordings. SW differences were first examined between age groups and then within each age group according to CRI levels, across EEG frequency bands (Delta, Theta, Alpha 1, Alpha 2, Beta 1, Beta 2, Gamma).

resultsThe analysis of SW values showed distinct patterns between groups. Adults exhibited significant higher SW values in Delta and Theta bands, but lower values in Alpha 2 compared to Elderly. Within Elderly, higher CRI correlated with greater SW values in Delta, Beta 2, and Gamma bands, and marginally significant lower Alpha 2 values. DISCUSSION: Similar Mini-Mental State Examination (MMSE) scores across groups suggest these differences may reflect compensatory mechanisms, highlighting CR's potential role in preserving cognitive efficiency and resilience during aging. In line with the cognitive reserve framework, these findings provide supportive-though indirect-evidence that individual differences in CR are associated with distinct patterns of brain network organization during healthy aging. Overall, this study highlights the potential relevance of large-scale neural network dynamics as markers of adaptive brain functioning in later life, while underscoring the noncausal and exploratory nature of these associations.

Indexed as

brain agingcognitive reservecognitive reserve indexelectroencephalographySmall World index

Identifiers

PMID41948188
PMCPMC13052319

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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 OpenQuestion graph.