Practice effects due to serial cognitive assessment: Implications for preclinical Alzheimer's disease randomized controlled trials
Open accessAbstract
Introduction: Practice effects are characteristic of nearly all standard cognitive tasks when repeated during serial assessments and are frequently important confounders in clinical trials. Methods: We summarize evidence that gains in neuropsychological test performance scores associated with practice effects occur as artifactual changes associated with serial testing within clinical trials. We identify and emphasize such gains in older, non–cognitively impaired individuals and estimate an effect size of 0.25 for composite cognitive measures in older populations assessed three times in a 6‐ to 12‐month period. Results: We identified three complementary approaches that can be used to attenuate practice effects: (1) massed practice in a prebaseline period to reduce task familiarity effects; (2) tests designed to reduce practice‐related gains so that item‐specific driven improvements are minimized by using tasks that minimize strategy and/or maximize interitem interference; and (3) well‐matched alternate forms. Discussion: We have drawn attention to and increased awareness of practice effect–related gains that could result in type 1 or type 2 errors in trials. Successfully managing practice effects will eliminate a large source of error and reduce the likelihood of misinterpretation of clinical trials outcomes.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Alternate forms were used for all cognitive tests to attenuate practice effects.
“Finally, alternate forms (HVLT-R: Forms 1-6; Cogstate: playing-cards-based tests [DET, IDN, OCL, and ONB tasks] and 18 parallel maze forms for the GMLT) were used for all cognitive tests to attenuate practice effects.36”
From Esketamine Nasal Spray Plus Oral Antidepressant in Patients With Treatment-Resistant Depression (2020) · cites this paper as [36]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The influence of improvement in one mental function upon the efficiency of other functions. (I).
Woodworth, R. S., & Thorndike, E. L. (1901) · Psychological Review · doi:10.1037/h0074898 · Cited by 1,223 · see citing works
Maruff, P., Thomas, E., Cysique, L., Brew, B., Collie, A., Snyder, P., & Pietrzak, R. H. (2009) · Archives of Clinical Neuropsychology · doi:10.1093/arclin/acp010 · Cited by 635 · see citing works
Self-citationPractice effects predict cognitive outcome in amnestic mild cognitive impairment
Duff, K., Lyketsos, C. G., Beglinger, L. J., Chelune, G., Moser, D. J., Arndt, S., Schultz, S. K., Paulsen, J. S., Petersen, R. C., & McCaffrey, R. J. (2011) · The American Journal of Geriatric Psychiatry · doi:10.1097/jgp.0b013e318209dd3a · Cited by 126 · see citing works
Flagged first, then by citations
Research works printed but not linked: 43
- [1]Goldberg T.E. Goldman R.S. Burdick K.E. Malhotra A.K. Lencz T. Patel R.C. Cognitive improvement after treatment with second-generation antipsychotic medications in first-episode schizophrenia: Is it a practice effect? Arch Gen Psychiatry 64 2007 1115 1122 17909123
- [2]Goldberg T.E. Keefe R.S. Goldman R.S. Robinson D.G. Harvey P.D. Circumstances under which practice does not make perfect: a review of the practice effect literature in schizophrenia and its relevance to clinical treatment studies Neuropsychopharmacology 35 2010 1053 1062 20090669 PMC3055399
- [3]Pietrzak R.H. Snyder P.J. Maruff P. Amphetamine-related improvement in executive function in patients with chronic schizophrenia is modulated by practice effects Schizophr Res 124 2010 176 182 20947305
- [4]Sperling R.A. Aisen P.S. Beckett L.A. Bennett D.A. Craft S. Fagan A.M. Toward defining the preclinical stages of Alzheimer's disease: recommendations from the National Institute on Aging-Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease Alzheimers Dement 7 2011 280 292 21514248 PMC3220946
- [5]Kozauer N. Katz R. Regulatory innovation and drug development for early-stage Alzheimer's disease N Engl J Med 368 2013 1169 1171 23484795
- [6]Budson A.E. Price B.H. Memory dysfunction N Engl J Med 352 2005 692 699 15716563
- [7]Wesnes K. Pincock C. Practice effects on cognitive tasks: a major problem? Lancet Neurol 1 2002 473 12849328
- [9]Kelly A.M. Garavan H. Human functional neuroimaging of brain changes associated with practice Cereb Cortex 15 2005 1089 1102 15616134
- [11]Dodge H.H. Wang C.N. Chang C.C. Ganguli M. Terminal decline and practice effects in older adults without dementia: the MoVIES project Neurology 77 2011 722 730 21832224 PMC3164394
- [12]Meinert C.L. Breitner J.C. Chronic disease long-term drug prevention trials: lessons from the Alzheimer's Disease Anti-inflammatory Prevention Trial (ADAPT) Alzheimers Dement 4 1 Suppl 1 2008 S7 S14 18632005
- [13]Calamia M. Markon K. Tranel D. Scoring higher the second time around: meta-analyses of practice effects in neuropsychological assessment Clin Neuropsychol 26 2012 543 570 22540222
- [14]Eagger S. Morant N. Levy R. Sahakian B. Tacrine in Alzheimer's disease. Time course of changes in cognitive function and practice effects Br J Psychiatry 160 1992 36 40 1544011
- [15]Galasko D. Abramson I. Corey-Bloom J. Thal L.J. Repeated exposure to the Mini-Mental State Examination and the Information-Memory-Concentration Test results in a practice effect in Alzheimer's disease Neurology 43 1993 1559 1563 8351011
- [16]Rogers S.L. Farlow M.R. Doody R.S. Mohs R. Friedhoff L.T. A 24-week, double-blind, placebo-controlled trial of donepezil in patients with Alzheimer's disease. Donepezil Study Group Neurology 50 1998 136 145 9443470
- [17]Birks J. Harvey R.J. Donepezil for dementia due to Alzheimer's disease Cochrane Database Syst Rev 2006 CD001190 16437430
- [18]Rogers S.L. Doody R.S. Mohs R.C. Friedhoff L.T. Donepezil improves cognition and global function in Alzheimer disease: a 15-week, double-blind, placebo-controlled study. Donepezil Study Group Arch Intern Med 158 1998 1021 1031 9588436
- [19]Petersen R.C. Thomas R.G. Grundman M. Bennett D. Doody R. Ferris S. Vitamin E and donepezil for the treatment of mild cognitive impairment N Engl J Med 352 2005 2379 2388 15829527
- [20]Bartels C. Wegrzyn M. Wiedl A. Ackermann V. Ehrenreich H. Practice effects in healthy adults: a longitudinal study on frequent repetitive cognitive testing BMC Neurosci 11 2010 118 20846444 PMC2955045
- [21]Rabbitt P. Diggle P. Smith D. Holland F. Mc Innes L. Identifying and separating the effects of practice and of cognitive ageing during a large longitudinal study of elderly community residents Neuropsychologia 39 2001 532 543 11254936
- [22]Krenk L. Rasmussen L.S. Siersma V.D. Kehlet H. Short-term practice effects and variability in cognitive testing in a healthy elderly population Exp Gerontol 47 2012 432 436 22469814
- [23]Frank R. Wiederholt W.C. Kritz-Silverstein D.K. Salmon D.P. Barrett-Connor E. Effects of sequential neuropsychological testing of an elderly community-based sample Neuroepidemiology 15 1996 257 268 8878078
- [25]Salthouse T.A. Tucker-Drob E.M. Implications of short-term retest effects for the interpretation of longitudinal change Neuropsychology 22 2008 800 811 18999354 PMC2593909
- [26]Machulda M.M. Pankratz V.S. Christianson T.J. Ivnik R.J. Mielke M.M. Roberts R.O. [Formula: see text]Practice effects and longitudinal cognitive change in normal aging vs. incident mild cognitive impairment and dementia in the Mayo Clinic Study of Aging Clin Neuropsychol 27 2013 1247 1264 24041121 PMC3869900
- [27]Harvey P.D. Reichenberg A. Bowie C.R. Patterson T.L. Heaton R.K. The course of neuropsychological performance and functional capacity in older patients with schizophrenia: Influences of previous history of long-term institutional stay Biol Psychiatry 67 2010 933 939 20202624 PMC2862804
- [28]Keefe R.S. Bilder R.M. Davis S.M. Harvey P.D. Palmer B.W. Gold J.M. Neurocognitive effects of antipsychotic medications in patients with chronic schizophrenia in the CATIE trial Arch Gen Psychiatry 64 2007 633 647 17548746
- [29]Davidson M. Galderisi S. Weiser M. Werbeloff N. Fleischhacker W.W. Keefe R.S. Cognitive effects of antipsychotic drugs in first-episode schizophrenia and schizophreniform disorder: a randomized, open-label clinical trial (EUFEST) Am J Psychiatry 166 2009 675 682 19369319
- [30]Beglinger L.J. Gaydos B. Tangphao-Daniels O. Duff K. Kareken D.A. Crawford J. Practice effects and the use of alternate forms in serial neuropsychological testing Arch Clin Neuropsychol 20 2005 517 529 15896564
- [31]Harvey P.D. Palmer B.W. Heaton R.K. Mohamed S. Kennedy J. Brickman A. Stability of cognitive performance in older patients with schizophrenia: an 8-week test-retest study Am J Psychiatry 162 2005 110 117 15625208
- [32]Temkin N.R. Heaton R.K. Grant I. Dikmen S.S. Detecting significant change in neuropsychological test performance: a comparison of four models J Int Neuropsychol Soc 5 1999 357 369 10349298
- [34]Duff K. Westervelt H.J. McCaffrey R.J. Haase R.F. Practice effects, test-retest stability, and dual baseline assessments with the California Verbal Learning Test in an HIV sample Arch Clin Neuropsychol 16 2001 461 476 14590160
- [35]Collie A. Maruff P. Darby D.G. McStephen M. The effects of practice on the cognitive test performance of neurologically normal individuals assessed at brief test-retest intervals J Int Neuropsychol Soc 9 2003 419 428 12666766
- [36]Falleti M.G. Maruff P. Collie A. Darby D.G. Practice effects associated with the repeated assessment of cognitive function using the CogState battery at 10-minute, one week and one month test-retest intervals J Clin Exp Neuropsychol 28 2006 1095 1112 16840238
- [37]Beglinger L.J. Ahmed S. Derby M.A. Siemers E. Fastenau P.S. Crawford-Miller J. Neuropsychological practice effects and change detection in people with schizophrenia Schizophr Res 62 2003 191 194 12765761
- [38]Vinogradov S. Fisher M. de Villers-Sidani E. Cognitive training for impaired neural systems in neuropsychiatric illness Neuropsychopharmacology 37 2012 43 76 22048465 PMC3238091
- [39]Pietrzak R.H. Maruff P. Snyder P.J. Methodological improvements in quantifying cognitive change in clinical trials: an example with single-dose administration of donepezil J Nutr Health Aging 13 2009 268 273 19262966
- [40]Olanow C.W. Rascol O. Hauser R. Feigin P.D. Jankovic J. Lang A. A double-blind, delayed-start trial of rasagiline in Parkinson's disease N Engl J Med 361 2009 1268 1278 19776408
- [41]Karantzoulis S. Novitski J. Gold M. Randolph C. The Repeatable Battery for the Assessment of Neuropsychological Status (RBANS): Utility in detection and characterization of mild cognitive impairment due to Alzheimer's disease Arch Clin Neuropsychol 28 2013 837 844 23867976
- [42]Pietrzak R.H. Snyder P.J. Jackson C.E. Olver J. Norman T. Piskulic D. Stability of cognitive impairment in chronic schizophrenia over brief and intermediate re-test intervals Hum Psychopharmacol 24 2009 113 121 19090506
- [43]Pietrzak R.H. Olver J. Norman T. Piskulic D. Maruff P. Snyder P.J. A comparison of the CogState Schizophrenia Battery and the Measurement and Treatment Research to Improve Cognition in Schizophrenia (MATRICS) Battery in assessing cognitive impairment in chronic schizophrenia J Clin Exp Neuropsychol 31 2009 848 859 19142774
- [45]Allain H. Neuman E. Malbezin M. Salzman V. Guez D. Wesnes K. Bridging study of S12024 in 53 in-patients with Alzheimer's disease J Am Geriatr Soc 45 1997 125 126 8994509
- [46]Vellas B. Cunha L. Gertz H.J. De Deyn P.P. Wesnes K. Hammond G. Early onset effects of galantamine treatment on attention in patients with Alzheimer's disease Curr Med Res Opin 21 2005 1423 1429 16197661
- [47]Galvin J.E. Cornblatt B. Newhouse P. Ancoli-Israel S. Wesnes K. Williamson D. Effects of galantamine on measures of attention: results from 2 clinical trials in Alzheimer disease patients with comparisons to donepezil Alzheimer Dis Assoc Disord 22 2008 30 38 18317244
- [48]Wesnes K. Edgar C. Andreasen N. Annas P. Basun H. Lannfelt L. Computerized cognition assessment during acetylcholinesterase inhibitor treatment in Alzheimer's disease Acta Neurol Scand 122 2010 270 277 20047570
Cited by
Sorted by citations
Digital biomarkers for Alzheimer’s disease: the mobile/wearable devices opportunity
Kourtis, L. C., Regele, O. B., Wright, J. M., & Jones, G. B. (2019) · npj Digital Medicine · doi:10.1038/s41746-019-0084-2 · Cited by 476 · see citing works
Esketamine Nasal Spray Plus Oral Antidepressant in Patients With Treatment-Resistant Depression
Wajs, E., Aluisio, L., Holder, R., Daly, E. J., Lane, R., Lim, P., George, J. E., Morrison, R. L., Sanacora, G., Young, A. H., et al. (2020) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.19m12891 · Cited by 299 · see citing works
Daly-Smith, A. J., Zwolinsky, S., McKenna, J., Tomporowski, P. D., Defeyter, M. A., & Manley, A. (2018) · BMJ Open Sport & Exercise Medicine · doi:10.1136/bmjsem-2018-000341 · Cited by 293 · see citing works
Current advances in digital cognitive assessment for preclinical Alzheimer's disease
Öhman, F., Hassenstab, J., Berron, D., Schöll, M., & Papp, K. V. (2021) · Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring · doi:10.1002/dad2.12217 · Cited by 214 · see citing works
Imaging plus X: multimodal models of neurodegenerative disease
Oxtoby, N. P., & Alexander, D. C. (2017) · Current Opinion in Neurology · doi:10.1097/wco.0000000000000460 · Cited by 105 · see citing works
Lower practice effects as a marker of cognitive performance and dementia risk: a literature review
Jutten, R. J., Grandoit, E., Foldi, N. S., Sikkes, S. A. M., Jones, R. N., Choi, S., Lamar, M. L., Louden, D. K. N., Rich, J., Tommet, D., et al. (2020) · Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring · doi:10.1002/dad2.12055 · Cited by 102 · see citing works
Mental retirement and health selection: Analyses from the U.S. Health and Retirement Study
Clouston, S. A. P., & Denier, N. (2017) · Social Science & Medicine · doi:10.1016/j.socscimed.2017.01.019 · Cited by 56 · see citing works
Berk, L., Hotterbeekx, R., van Os, J., & van Boxtel, M. (2018) · Aging & Mental Health · doi:10.1080/13607863.2017.1347142 · Cited by 43 · see citing works
Pinto, J. O., Dores, A. R., Peixoto, B., & Barbosa, F. (2025) · Applied Neuropsychology: Adult · doi:10.1080/23279095.2023.2170800 · Cited by 28 · see citing works
Babateen, A. M., Shannon, O. M., O’Brien, G. M., Okello, E., Smith, E., Olgacer, D., Koehl, C., Fostier, W., Wightman, E., Kennedy, D., et al. (2022) · Nutrients · doi:10.3390/nu14051052 · Cited by 20 · see citing works
- Authors
- Goldberg, T. E., Harvey, P. D., Wesnes, K. A., Snyder, P. J., & Schneider, L. S.
- Affiliations
- Northwell Health (US)
- University of Miami (US)
- Wesnes Cognition Streatley on Thames UK
- Brown University (US)
- University of Southern California (US)
- Corresponding author
- Goldberg, Terry E.
- Venue
- Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring
- Publisher
- Wiley
- Published
- 2015-03
- Volume
- 1
- Issue
- 1
- Pages
- 103-111
- ISSN
- 2352-8729 (ISSN-L)
- PMC
- PMC4876902
- OpenAlex
- W2079020664
- Cited by
- 343
- References
- 3
- Citations by year
- 2026: 28 · 2025: 34 · 2024: 22 · 2023: 34 · 2022: 40 · 2021: 38 · 2020: 30 · 2019: 62 · 2018: 25 · 2017: 20 · 2016: 7 · 2015: 3
- FWCI
- 13.63
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Alzheimer s & Dementia Diagnosis Assessment & Disease Monitoring (publishedVersion, cc-by-nc-nd)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Swinburne figshare (Swinburne University of Technology) (submittedVersion, other-oa)
- Funders
- National Institute on Aging (3R01 AG038734)
- U.S. Department of Defense (W81XWH‐12‐1‐0084)
- National Institutes of Health (P50 AG05142, R01 AG033288, R01 AG037561, UF1 AG046148)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
- Social Sciences › Psychology › Applied Psychology › Psychological Testing and Assessment
- Social Sciences › Psychology › Clinical Psychology › Historical and Modern Theater Studies
- Keywords
- practice effects, preclinical Alzheimer's disease, randomized controlled trials, neuropsychological test performance, older adults, alternate test forms, test familiarity, type I and type II errors
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review