Evidence map›Paper›PMID 41795663›Full record

ArticleAlzheimer's & dementia : the journal of the Alzheimer's Association2026

Neuropsychiatric symptoms in preclinical and clinically manifest dementia: clusters and their health determinants.

Anna Giulia Guazzarini, Evangelos Galaris, Virginia Boccardi, Francesca Mancinetti, Carmelinda Ruggiero, J-Sebastian Muehlboeck, Patrizia Mecocci, Eric Westman, Anna Marseglia

Abstract read
In one paragraph

Article in Alzheimer's & dementia : the journal of the Alzheimer's Association, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Cognitive Reablement Using Digital Voice Assistants for People Living With Dementia or Mild Cognitive Impairment: A Co-Design Study.Health expectations : an international journal of public participation in health care and health policy · 2026
    Article
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

9 authors.

Anna Giulia GuazzariniDivision of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, Italy.
Evangelos GalarisDivision of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden.
Virginia BoccardiDivision of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, Italy.
Francesca MancinettiDivision of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, Italy.
Carmelinda RuggieroDivision of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, Italy.
J-Sebastian MuehlboeckDivision of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden.
Patrizia MecocciDivision of Gerontology and Geriatrics, Department of Medicine and Surgery, University of Perugia, Perugia, Italy.
Eric WestmanDivision of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden.
Anna MarsegliaDivision of Clinical Geriatrics, Center for Alzheimer Research, Department of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden.

Funding

Alzheimerfonden AF-1032968Birgitta and Sten WesterbergCenter for Innovative Medicine FoUI-954459EU Horizon 2020 research and innovation programme-LETHE-Project 101017405EU Innovative Health Initiative Joint Undertaking (IHI JU) AD-RIDDLE 101132933Foundation for Geriatric Diseases at Karolinska Institutet 2022-01268Foundation for Geriatric Diseases at Karolinska Institutet 2023-01598Foundation for Geriatric Diseases at Karolinska Institutet 2024-02114Foundation for Geriatric Diseases at Karolinska Institutet 2024-02125Foundation for Geriatric Diseases at Karolinska Institutet 2025-01993Gamla Tjännarinor stiftelse 2023-085Gamla Tjännarinor stiftelse 2024-223Gamla Tjännarinor stiftelse 2025-433Italian Ministry of University and Research -PRINKarolinska Institutet Research Foundation 2024-02580King Gustaf V:s and Queen Victorias FoundationKI Research Foundation 2024-02759Loo och Hans Ostermans Stiftelse för Medicinsk Forskning 2022-01255Loo och Hans Ostermans Stiftelse för Medicinsk Forskning 2023-01645Loo och Hans Ostermans Stiftelse för Medicinsk Forskning 2024-02166Loo och Hans Ostermans stiftelsenMinistero dell'Istruzione, dell'Università e della Ricerca PRINOlle Engkvists Foundation 186-0660Olle Engkvists Foundation 224-0069Perugia Foundation research programme 2023 21928Regional agreement on medical training and clinical research (ALF) between Stockholm County Council and Karolinska Institutet FoUI-952838Regional agreement on medical training and clinical research (ALF) between Stockholm County Council and Karolinska Institutet FoUI-954893Swedish Alzheimer's Foundation (Alzheimerfonden) AF-967495Swedish Alzheimer's Foundation (Alzheimerfonden) AF-980387Swedish Brain Foundation FO2022-0084Swedish Brain Foundation FO2024-0239Swedish Dementia Foundation DF-1032102Swedish Parkinson's Foundation (Parkinsonfonden) 1521/23Swedish Parkinson's Foundation (Parkinsonfonden) 1557/24the FORTE research center grant supporting the "KI Transdisciplinary Research Center for Personalized Dementia Prevention & Care (TraCeDem) 2025-02071the Swedish Research Council for Health, Working Life and Welfare 2024-00210
6 · The paper itself

Abstract

introductionNeuropsychiatric symptoms (NPSs) are common in dementia, but their patterns in preclinical stages remain unclear. This study identified NPS clusters and associated health factors in a geriatric clinical population.

methodsWe analyzed 1234 participants from the Italian GERIatric COgnitive evaluation memory clinic cohort with Neuropsychiatric Inventory data. Clusters were derived using machine learning (K-means, Elbow method) separately for dementia and dementia-free groups. Associations were assessed via multinomial logistic regression.

resultsIn the overall cohort, four NPS clusters emerged: minimal NPS, depression-anxiety-apathy, depression-anxiety, and delusions-agitation-irritability. Cluster profiles differed between the dementia and dementia-free groups. Specific clinical and metabolic factors - lipid abnormalities, glycemic control, thyroid dysfunction, and underweight status - were differentially associated with NPS clusters. DISCUSSION: Distinct NPS patterns exist across the dementia continuum. These clusters differ in demographic, cognitive, functional, and metabolic profiles, suggesting NPS may precede cognitive decline and represent syndromic entities with diagnostic relevance. Multidimensional, personalized approaches are needed.

Indexed as

DementiaAgedAged, 80 and overCluster AnalysisClustering AlgorithmsCohort StudiesDepressionFemaleHumansItalyMaleNeuropsychological Testsanxietyclustersdementiadepressionmild cognitive impairmentneuropsychiatric symptoms

Identifiers

PMID41795663
PMCPMC12967499

What OpenQuestion holds

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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 OpenQuestion graph.