Cited by 735Dementia and Cognitive Impairment ResearchAlzheimer's disease research and treatmentsCancer-related cognitive impairment studies

Cognitive impairment in preclinical Alzheimer's disease: a meta-analysis

Bäckman, Lars, Jones, Sari, Berger, Anna-Karin, Laukka, Erika Jonsson, Small, Brent J.·2005·Neuropsychology

Abstract

To determine the size of the impairment across different cognitive domains in preclinical Alzheimer's disease (AD), a meta-analysis based on 47 studies involving 9,097 controls and 1,207 preclinical AD cases was conducted. There were marked preclinical deficits in global cognitive ability, episodic memory, perceptual speed, and executive functioning; somewhat smaller deficits in verbal ability, visuospatial skill, and attention; and no preclinical impairment in primary memory. Younger age (< 75 years) and shorter follow-up intervals (< 3 years) were associated with larger effect sizes for both global cognitive ability and episodic memory. For global cognitive ability, studies that used population-based sampling yielded larger effect sizes; for episodic memory, larger differences were seen in studies that preidentified groups in terms of baseline cognitive impairment. Within episodic memory, delayed testing and recall-based assessment resulted in the largest effect sizes. The authors conclude that deficits in multiple cognitive domains are characteristic of AD several years before clinical diagnosis. The generalized nature of the deficit is consistent with recent observations that multiple brain structures and functions are affected long before the AD diagnosis.

AI snapshot

Written from the paper’s full text.

TL;DR

This meta-analysis of 47 studies found that preclinical Alzheimer’s disease is associated with deficits across multiple cognitive domains, especially global cognitive ability, episodic memory, perceptual speed, and executive functioning. The authors conclude that cognitive impairment is generalized several years before clinical diagnosis, though case–control distributions still overlap substantially.

Key findings

  • Across 47 studies (1,207 preclinical AD cases, 9,097 controls), significant preclinical deficits were found for global cognitive ability (*d* = 1.19), episodic memory (*d* = 1.03), perceptual speed (*d* = 1.11), executive functioning (*d* = 1.07), verbal ability (*d* = 0.79), visuospatial skill (*d* = 0.64), and attention (*d* = 0.62); primary memory showed no deficit (*d* = 0.00).
  • For global cognitive ability and episodic memory, larger effect sizes were associated with younger age (< 75 years) and shorter follow-up intervals (< 3 years); population-based sampling yielded larger effects for global cognitive ability, and preidentified cognitive impairment yielded larger effects for episodic memory.
  • Within episodic memory, delayed testing (*d* = 1.23) produced larger effects than immediate testing (*d* = 0.96), recall (*d* = 1.02) larger than recognition (*d* = 0.79), and verbal materials (*d* = 1.05) somewhat larger than nonverbal materials (*d* = 0.96).
  • Overlap between preclinical AD cases and controls ranged from 39% to 62% for domains with reliable group differences, indicating substantial distributional overlap despite large average effects.

Methods

  • Meta-analysis of published English-language studies from January 1985 to February 2003 identified through MEDLINE and PsycINFO, including studies where participants were dementia-free at baseline and some received an AD diagnosis at follow-up using standardized criteria.
  • Data from 47 independent studies were analyzed using random-effects procedures based on Hedges and Olkin; effect sizes (*g*, *d*) represented standardized baseline cognitive differences between incident AD cases and controls, weighted by sample size.
  • Cognitive tests were grouped into eight domains: global cognitive ability, episodic memory, executive functioning, verbal ability, visuospatial skill, attention, perceptual speed, and primary memory; moderator analyses examined age, follow-up interval, sampling method, baseline cognitive status, and episodic memory task characteristics.

Limitations

  • The paper states that diagnostic precision may have led to occasional failures to identify mildly impaired persons as early AD cases, potentially overestimating cognitive differences; few studies had information on all or most ability domains, and effect-size estimates for some domains were based on far fewer participants than others.
  • The paper also states that moderator variables could not be assessed simultaneously and may be confounded, follow-up intervals could not be partitioned into shorter periods, and classification of some outcome measures into cognitive domains was ambiguous.
  • Evident from the text: the meta-analysis used univariate effect sizes for single-task variables, so it could not evaluate combined prediction models across cognitive domains, and the authors note this likely makes the analysis a conservative test of case–control differences.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1037/0894-4105.19.4.520

Cites

137 of 137 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 44 cited sources checked · 0 supported · 0 flagged

  • Findingown data
    § Brent J. Small · p. 1

    Preclinical Alzheimer's disease cases show marked deficits in global cognitive ability compared with controls.

    “There were marked preclinical deficits in global cognitive ability, episodic memory, perceptual speed, and executive functioning; somewhat smaller deficits in verbal ability, visuospatial skill, and attention; and no preclinical impairment in primary memory.”
    Quote in the paperSubstantial claim
  • Findingown data
    § Brent J. Small · p. 1

    Preclinical Alzheimer's disease cases show no impairment in primary memory compared with controls.

    “There were marked preclinical deficits in global cognitive ability, episodic memory, perceptual speed, and executive functioning; somewhat smaller deficits in verbal ability, visuospatial skill, and attention; and no preclinical impairment in primary memory.”
    Quote in the paperSubstantial claim
  • Findingown data
    § Brent J. Small · p. 1

    Within episodic memory, recall-based assessment results in the largest effect sizes in preclinical Alzheimer's disease.

    “Within episodic memory, delayed testing and recall-based assessment resulted in the largest effect sizes.”
    Quote in the paperNot a substantial claim
  • Findingown data
    § Brent J. Small · p. 1

    Preclinical Alzheimer's disease cases show marked deficits in executive functioning compared with controls.

    “There were marked preclinical deficits in global cognitive ability, episodic memory, perceptual speed, and executive functioning; somewhat smaller deficits in verbal ability, visuospatial skill, and attention; and no preclinical impairment in primary memory.”
    Quote in the paperSubstantial claim
  • Findingown data
    § Brent J. Small · p. 1

    For global cognitive ability, studies using population-based sampling yield larger effect sizes in preclinical Alzheimer's disease.

    “For global cognitive ability, studies that used population-based sampling yielded larger effect sizes; for episodic memory, larger differences were seen in studies that preidentified groups in terms of baseline cognitive impairment.”
    Quote in the paperNot a substantial claim
  • The quote only partly states this claim. 1
  • May combine two claims. 21
  • Classified as probably not a substantial claim. 16
  • The quote only partly states this claim.

    Findingown data
    § Effect Sizes Within Episodic Memory · p. 5

    Recall-based retrieval resulted in larger group differences than recognition in episodic memory.

    “Specifically, delayed testing and recallbased retrieval resulted in larger group differences.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data
    § Influence of Study Characteristics on Effect Sizes · p. 5

    For both global cognitive ability and episodic memory, younger age was associated with larger differences between incident AD and control groups.

    “For both global cognitive ability and episodic memory, age and follow-up interval were associated with the magnitude of group differences. Specifically, younger age and shorter follow-up intervals resulted in larger differences between the incident AD and control groups.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data
    § Discussion · p. 5

    For verbal ability, visuospatial skill, and attention, the group difference was of moderate size (d = 0.79, 0.64, and 0.62, respectively).

    “For verbal ability ( d = 0.79), visuospatial skill ( d = 0.64), and attention ( d = 0.62), the group difference was of moderate size”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data
    § Overall Effect Sizes · p. 5

    Significant group differences were observed for verbal ability, visuospatial skill, and attention, with d values ranging from 0.62 to 0.79.

    “Significant group differences were also observed for verbal ability, visuospatial skill, and attention, with d values ranging from 0.62 to 0.79.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data
    § Overall Effect Sizes · p. 5

    Global cognitive ability, episodic memory, perceptual speed, and executive functioning yielded the largest effect sizes, all above 1.0.

    “Global cognitive ability, episodic memory, perceptual speed, and executive functioning yielded the largest effect sizes, all above 1.0.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation
    § Discussion · p. 5

    For episodic memory, executive functioning, and perceptual speed, the overall d values were 1.03, 1.07, and 1.11, respectively, reflecting large effect sizes.

    “Specifically, for three of the specific cognitive domains targeted, the overall d values were 1.03 (episodic memory), 1.07 (executive functioning), and 1.11 (perceptual speed), reflecting large effect sizes according to the nomenclature of Cohen (1988).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Cohen (1988)

      Not checked in the free run.

  • May combine two claims.

    Findingreasoning
    § Discussion · p. 7

    For both global cognitive ability and episodic memory, the degree of impairment was greater for persons younger than 75 years at baseline than for those older than 75 years.

    “For both global cognitive ability and episodic memory, the degree of impairment was greater (a) for persons younger than 75 years at baseline than for those who were older than 75 years at the outset”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data
    § Discussion · p. 7

    For both global cognitive ability and episodic memory, the degree of impairment was greater for shorter (less than 3 years) than for longer (3+ years) follow-up periods.

    “and (b) for shorter (less than 3 years) than for longer (3 + years) follow-up periods.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data
    § Discussion · p. 9

    In the meta-analysis, effect-size estimates for global cognitive ability and episodic memory were based on more than 7,000 participants, whereas those for executive functioning were based on fewer than 1,000 participants.

    “The fact that the effect-size estimates for some cognitive domains (i.e., global cognitive ability and episodic memory) were based on more than 7,000 participants, whereas those for others (i.e., executive functioning) were based on fewer than 1,000 participants has to be taken into account when comparing effect sizes across domains.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation
    § Brent J. Small · p. 2

    Meta-analytic techniques allow for quantitatively combining data from several studies, thereby increasing statistical power.

    “Meta-analytic techniques allow for quantitatively combining data from several studies, thereby increasing the statistical power.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Cohn & Becker, 2003

      Not checked in the free run.

    • cites Hedges & Olkin, 1985

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given
    § Brent J. Small · p. 2

    The extent to which the degree of preclinical cognitive impairment in Alzheimer's disease is influenced by various study and task characteristics remains unknown.

    “In addition, the extent to which the degree of preclinical cognitive impairment in AD is influenced by various study and task characteristics remains unknown.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisenone given
    § Brent J. Small · p. 2

    The primacy of episodic memory as an early harbinger of Alzheimer's disease has not been assessed quantitatively using all available information.

    “However, the primacy of episodic memory as an early harbinger of AD has not been assessed quantitatively using all available information.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given
    § Search Strategy and Selection Criteria · p. 2

    All participants received an assessment of cognitive functioning at baseline.

    “Second, all participants must have received an assessment of cognitive functioning at baseline.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning
    § Discussion · p. 7

    Lower cognitive performance among controls reduces the room for further deterioration in preclinical AD.

    “Lower cognitive performance among the controls obviously reduces the room for further deterioration in preclinical AD.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation
    § Data Extraction and Statistical Analysis · p. 4

    The meta-analysis used a random-effects procedure as described by Hedges and Olkin (1985).

    “The system for the meta-analysis was based on a random-effects procedure, as described by Hedges and Olkin (1985).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Hedges & Olkin, 1985

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductcitation
    § Search Strategy and Selection Criteria · p. 2

    Participants had to be free of clinical dementia at baseline, with a portion receiving Alzheimer's disease diagnosis after follow-up according to standardized clinical criteria.

    “First, participants had to be free of clinical dementia at a baseline assessment point, with a portion of the sample receiving, after a follow-up period, a diagnosis of AD according to standardized clinical criteria”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites McKhann et al., 1984 source

      Not checked in the free run.

    • cites American Psychiatric Association, 1987

      Not checked in the free run.

    • cites American Psychiatric Association, 1994

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation
    § Data Extraction and Statistical Analysis · p. 4

    In studies with multiple dependent measures for a cognitive domain, an averaged effect size was calculated for the overall analysis to avoid having one study dominate the results.

    “In studies in which more than one dependent measure was present for a cognitive domain (e.g., multiple tests of episodic memory), an averaged effect size was calculated for the overall analysis to avoid having one study dominate the results (Heinrichs & Zakzanis, 1998).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Heinrichs & Zakzanis, 1998

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data
    § Data Extraction and Statistical Analysis · p. 4

    Because of the large sample sizes in this study, an alpha level of .01 was adopted as the statistical criterion.

    “Because of the large sample sizes in this study, an alpha level of .01 was adopted as the statistical criterion.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given
    § Search Strategy and Selection Criteria · p. 2

    Studies had to include sufficient statistical information to allow for effect sizes to be calculated.

    “Finally, the studies had to include sufficient statistical information to allow for effect sizes to be calculated, which could include means and standard deviations, exact p values, t values, or F values, and sample sizes.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning
    § Discussion · p. 7

    Given widespread brain affection in preclinical AD, it is not surprising that a similar extent of impairment is observed at the behavioral level.

    “Thus, given that these studies indicate a rather widespread affection of brain structures and functions in preclinical AD, it should come as no surprise that a similar extent of impairment is observed at the behavioral level.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductreasoning
    § Search Strategy and Selection Criteria · p. 2

    The inclusion of studies was determined by whether each study contributed unique information, and three studies were excluded to ensure independence of samples.

    “In these cases, the inclusion of studies was determined by whether each study contributed unique information. As a result, three studies (Berger et al., 1999; Tierney, Szalai, Snow, & Fisher, 1996; Tierney, Szalai, Snow, Fisher, Tsuda, et al., 1996) were excluded. All remaining studies contributed unique information.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data
    § Discussion · p. 5

    The deficit in preclinical AD generalized across several major domains of cognition, corroborated by a global cognitive ability effect size of 1.19.

    “The observation that the deficit in preclinical AD generalized across several major domains of cognition was corroborated by the fact that the category of global cognitive ability showed an effect size of 1.19.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data
    § Overall Effect Sizes · p. 4

    Funnel plots for global cognitive ability and episodic memory approximated a funnel shape and provided no evidence of systematic bias within either domain.

    “The distributions approximated a funnel shape, with small-sample studies scattered at the bottom of the graphs and the peak converging on the average effect size for both cognitive domains. Thus, the shape of the plots provides no evidence for systematic bias within either cognitive domain.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Egger, Davey Smith, Schneider, & Minder, 1997 source

      Not checked in the free run.

    • cites Light & Pillemer, 1984

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning
    § Discussion · p. 6

    The largest effect sizes were observed for episodic memory, executive functioning, and speed, indicating continuity in patterns of cognitive impairment from normal aging to preclinical AD.

    “Thus, the fact that the largest effect sizes were observed for these domains indicates continuity in patterns of cognitive impairment from normal aging to preclinical AD.”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Bäckman, Small, & Wahlin, 2001

      Not checked in the free run.

    • cites Park et al., 2002

      Not checked in the free run.

    • cites Salthouse, 1996

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationnone given
    § Discussion · p. 8

    Indicators of other domains of functioning may be useful in identifying at-risk individuals.

    “In addition, indicators of other domains of functioning may be useful in identifying at-risk individuals.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning
    § Discussion · p. 8

    A sizable proportion of cases had scores within normal ranges and vice versa.

    “Thus, a sizable proportion of the cases had scores that fell within normal ranges and vice versa.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § Discussion · p. 9

    Studies with assessment periods spanning several decades found clear preclinical impairment in domains other than episodic memory, such as linguistic skill and general intelligence.

    “Note also that those studies that used assessment periods spanning several decades found clear preclinical impairment in domains other than episodic memory, such as linguistic skill (Snowdon et al., 1996) and general intelligence (Whalley et al., 2000).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Snowdon et al., 1996

      Not checked in the free run.

    • cites Whalley et al., 2000

      Not checked in the free run.

  • May combine two claims.

    Premisecitation
    § Discussion · p. 8

    Some persons classified as cognitively impaired at baseline remained free of AD many years later and exhibited improved cognitive performance at follow-up.

    “Indeed, there is evidence that some persons classified as cognitively impaired at baseline not only remained free of AD many years later but actually exhibited improved cognitive performance at follow-up (e.g., Palmer et al., 2002).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Palmer et al., 2002

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning
    § Discussion · p. 9

    Moderator variables in the meta-analysis may be confounded; for example, studies preselected on cognitive performance may primarily use convenience sampling rather than population-based sampling.

    “In some cases, moderator variables may be confounded. For example, studies in which participants are preselected on the basis of their cognitive performance may primarily use convenience sampling rather than population-based sampling.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning
    § Discussion · p. 9

    Measures of cognitive performance may prove useful in the early identification of at-risk individuals across a wide spectrum of dementia diseases, although the specific patterns of impairment may vary across etiologies.

    “Measures of cognitive performance may prove useful in the early identification of at-risk individuals over a wide spectrum of dementia diseases, although the specific patterns of impairment may vary across etiologies.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § Discussion · p. 8

    Labels such as 'normal aging,' 'preclinical AD,' 'MCI,' and 'early AD' may best be viewed as instances on a dimension of brain and cognitive functioning rather than as discrete categories.

    “Specifically, labels such as 'normal aging,' 'preclinical AD,' 'MCI,' and 'early AD' may best be viewed as instances on a dimension of brain and cognitive functioning rather than as discrete categories.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given
    § Discussion · p. 9

    Classification of outcome measures into cognitive domains is unproblematic for certain tasks (e.g., MMSE, word recall) but more ambiguous for others (e.g., verbal fluency, Digit Symbol).

    “A final concern has to do with the way in which different outcome measures were classified into cognitive domains. Obviously, for certain tasks (e.g., MMSE, word recall) classification is unproblematic, whereas for others (e.g., verbal fluency, Digit Symbol) it is more ambiguous.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data
    § Discussion · p. 8

    The preclinical cognitive impairment in AD was found to generalize across several key domains of cognitive functioning, major characteristics of research studies and sample composition, and multiple aspects of episodic memory.

    “Thus, the differences in effect sizes observed in this meta-analysis should not conceal the fact that the preclinical cognitive impairment in AD was found to generalize across (a) several key domains of cognitive functioning, (b) major characteristics of research studies and sample composition, and (c) multiple aspects of episodic memory.”
    Quote in the paperSubstantial claim
33 of 33
  • The paper relies on this without support.

    The standardized diagnostic instruments used across the included studies yield comparable diagnoses of Alzheimer's disease.

    “We included only studies in which standardized diagnostic instruments were used (e.g., DSM-III-R , DSM-IV , ICD-10 , NINCDS-ADRDA criteria).”
  • The paper relies on this without support.

    The classification of outcome measures into cognitive domains is valid enough for pooling effect sizes across studies.

    “A final concern has to do with the way in which different outcome measures were classified into cognitive domains. Obviously, for certain tasks (e.g., MMSE, word recall) classification is unproblematic, whereas for others (e.g., verbal fluency, Digit Symbol) it is more ambiguous.”
2 of 2

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Cites

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Research works printed but not linked: 4

  1. Benton, 1974, Revised Visual Retention Test
  2. Rey, 1941, L'examen psychologique dans les cas d'encephalopathie traumatique, Archives de Psychologie, 28, 286
  3. Wechsler, 1981, Wechsler Adult Intelligence Scale-Revised.
  4. Zazzo, 1974, Test des deux barrages. Actualites pedagogiques et psychologiques, Vol. 7

Cited by

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Authors
Bäckman, L., Jones, S., Berger, A.-K., Laukka, E. J., & Small, B. J.
Affiliations
  • Max Planck Society (DE)
  • Karolinska Institutet (SE)
  • University of South Florida (US)
Venue
Neuropsychology
Published
2005
Volume
19
Issue
4
Pages
520-531
ISSN
  • 0894-4105 (ISSN-L)
  • 1931-1559
OpenAlex
W2125887218
Cited by
735
References
137
Citations by year
2026: 22 · 2025: 22 · 2024: 35 · 2023: 32 · 2022: 21 · 2021: 48 · 2020: 38 · 2019: 49 · 2018: 34 · 2017: 37 · 2016: 37 · 2015: 33 · 2014: 32 · 2013: 40 · 2012: 38
FWCI
4.55
Type
journal article
Language
en
Open access
closed
Locations
  • Neuropsychology (publishedVersion)
  • PubMed (publishedVersion)
  • Max Planck Institute for Plasma Physics (submittedVersion)
  • Max Planck Digital Library (submittedVersion)
  • MPG.PuRe (Max Planck Society) (submittedVersion)
Topics
  • Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
  • Health Sciences › Medicine › Physiology › Alzheimer's disease research and treatments
  • Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Cancer-related cognitive impairment studies
Keywords
preclinical Alzheimer's disease, cognitive impairment, episodic memory, perceptual speed, executive function, verbal ability, visuospatial ability, attention, primary memory, age effects, follow-up interval, population-based sampling, delayed testing
MeSH terms
Adult, Aged, Alzheimer Disease, Attention, Cognition, Cognition Disorders, Female, Follow-Up Studies, Humans, Male, Memory, Short-Term, Middle Aged, Neuropsychological Tests, Psychiatric Status Rating Scales, Psychomotor Performance, Retrospective Studies, Space Perception, Sample Size, Statistics, Nonparametric

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