Evidence map›Paper›PMID 39145506›Full record

ArticleAlzheimer's & dementia : the journal of the Alzheimer's Association2024

Subsyndromes and symptom clusters: Multilevel factor analysis of behavioral and psychological symptoms of dementia with intensive longitudinal data.

Carolyn E Z Pickering, Vicki Winstead, Mustafa Yildiz, Danny Wang, Maria Yefimova, Andrew M Pickering

Abstract read
In one paragraph

Article in Alzheimer's & dementia : the journal of the Alzheimer's Association, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

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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

5 citing papers in PubMed.

  1. Toward Precision Neuropsychiatry of Dementia: Neuropsychiatric Symptoms as Multidimensional Clinical Phenotypes.Psychogeriatrics : the official journal of the Japanese Psychogeriatric Society · 2026
    Review
  2. Glial Cells in Behavioral and Psychological Symptoms of Alzheimer's Disease.International journal of molecular sciences · 2026
    Review
  3. Article
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  5. 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

6 authors.

Carolyn E Z PickeringUniversity of Texas Health Science Center at Houston, Cizik School of Nursing, Houston, Texas, USA.
Vicki WinsteadUniversity of Texas Health Science Center at Houston, Cizik School of Nursing, Houston, Texas, USA.
Mustafa YildizUniversity of Texas Health Science Center at Houston, Cizik School of Nursing, Houston, Texas, USA.
Danny WangCollege of Health and Human Development, The Pennsylvania State University, University Park, Pennsylvania, USA.
Maria YefimovaUniversity of California San Francisco, School of Nursing, San Francisco, California, USA.
Andrew M PickeringDept of Integrative Biology and Pharmacology, University of Texas Health Science Center at Houston, Houston, Texas, USA.

Funding

Alzheimer's Association Research 2019-AARG-644673
6 · The paper itself

Abstract

introductionBehavioral and psychological symptoms in dementia (BPSD) are dynamic phenomena with a high amount of intraindividual variability. We applied a multilevel framework to identify subsyndromes (between-person factors) that represent clinically relevant profiles of BPSD and identify symptom clusters (within-person factors) that represent contextually driven daily symptom experiences.

methodsThis study used an intensive longitudinal design in which 68 co-residing family caregivers to persons living with dementia were recruited to proxy report on their care recipient's daily symptom experiences of 23 different BPSD for eight consecutive days (n = 443 diaries). A multilevel exploratory/confirmatory factor analysis was used to account for nested data and separate within-person variances from between-level factor estimates.

resultsExploratory factor analysis identified a 4-between 3-within factor structure based on fit statistics and clinical interpretability. DISCUSSION: This study offers major methodological and conceptual advancements for management of BPSD within Alzheimer's disease and related dementias by introducing two related but distinct concepts of subsyndromes and symptom clusters. HIGHLIGHTS: Because behavioral and psychological symptoms of dementia (BPSD) are dynamic temporal phenomenon, this introduces measurement error into aggregate group-level estimates when trying to create subsyndromes. We propose a multilevel analysis to provide a more valid and reliable estimation by separating out variance due to within-person daily fluctuations. Using a multilevel exploratory factor analysis with intensive longitudinal data, we identified distinct and meaningful groups of BPSD. The four factors at the between-person level represented subsyndromes that are based on how BPSD co-occurred among persons with Alzheimer's disease (AD). These subsyndromes are clinically relevant because they share features of established clinical phenomena and may have similar neurobiological etiologies. We also found three within-person factors representing distinct symptom clusters. They are based on how BPSD clustered together on a given day for an individual with AD and related dementias. These clusters may have shared environmental triggers.

Indexed as

CaregiversDementiaAgedAged, 80 and overBehavioral SymptomsFactor Analysis, StatisticalFemaleHumansLongitudinal StudiesMaleMiddle AgedMultilevel Analysisbehavioral symptomsmultilevel analysesneuropsychiatric symptomssubsyndromessymptom clustersymptom management

Identifiers

PMID39145506
PMCPMC11485321

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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.