The Puzzle of Processing Speed, Memory, and Executive Function Impairments in Schizophrenia: Fitting the Pieces Together
Open accessAbstract
Background Substantial impairment in performance on the digit-symbol substitution task in patients with schizophrenia is well established, which has been widely interpreted as denoting a specific impairment in processing speed. However, other higher order cognitive functions might be more critical to performance on this task. To date, this idea has not been rigorously investigated in patients with schizophrenia.Methods Neuropsychological measures of processing speed, memory, and executive functioning were completed by 125 patients with schizophrenia and 272 control subjects. We implemented a series of confirmatory factor and structural regression modeling to build an integrated model of processing speed, memory, and executive function with which to deconstruct the digit-symbol substitution task and characterize discrepancies between patients with schizophrenia and control subjects.Results The overall structure of the processing speed, memory, and executive function model was the same across groups (χ(2) = 208.86, p > .05), but the contribution of the specific cognitive domains to coding task performance differed significantly. When completing the task, control subjects relied on executive function and, indirectly, on working memory ability, whereas patients with schizophrenia used an alternative set of cognitive operations whereby they relied on the same processes required to complete verbal fluency tasks.Conclusions Successful coding task performance relies predominantly on executive function, rather than processing speed or memory. Patients with schizophrenia perform poorly on this task because of an apparent lack of appropriate executive function input; they rely instead on an alternative cognitive pathway.
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?
If cognitive speed is excessively slow, then performance of "non-speeded" tasks acquires an additional challenge and may lead to challenges in accessing correct strategies in a timely manner.
“If cognitive speed is excessively slow, then performance of “non-speeded” tasks acquire an additional challenge and may lead to challenges in access correct strategies in a timely manner. 64”
From Domains of cognition and their assessment (2019) · cites this paper as [64]
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
Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., & Wager, T. D. (2000) · Cognitive Psychology · doi:10.1006/cogp.1999.0734 · Cited by 15,798 · see citing works
Individual differences in working memory and reading
Daneman, M., & Carpenter, P. A. (1980) · Journal of Verbal Learning and Verbal Behavior · doi:10.1016/s0022-5371(80)90312-6 · Cited by 6,336 · see citing works
The processing-speed theory of adult age differences in cognition
Salthouse, T. A. (1996) · Psychological Review · doi:10.1037/0033-295x.103.3.403 · Cited by 5,568 · cited 4× · see citing works
“N: 0006-3223 SEE COMMENTA Salthouse (10) defined processing speed as the number of correct responses an individual is able to make within a finite amount of time.”
InfluentialWorking memory: Looking back and looking forward
Baddeley, A. (2003) · Nature Reviews Neuroscience · doi:10.1038/nrn1201 · Cited by 5,200 · see citing works
The Neuropsychological Assessment
Ogden, J. A. (2005) · Oxford University Press eBooks · doi:10.1093/oso/9780195171358.003.0002 · Cited by 4,382 · see citing works
Wechsler Adult Intelligence Scale-III
Ryan, J. J., & Lopez, S. J. (2001) · Springer eBooks · doi:10.1007/978-1-4615-1185-4_2 · Cited by 3,680 · see citing works
Anterior Cingulate Cortex, Error Detection, and the Online Monitoring of Performance
Carter, C. S., Braver, T. S., Barch, D. M., Botvinick, M. M., Noll, D., & Cohen, J. D. (1998) · Science · doi:10.1126/science.280.5364.747 · Cited by 3,273 · see citing works
Neurocognitive deficit in schizophrenia: A quantitative review of the evidence.
Heinrichs, R. W., & Zakzanis, K. K. (1998) · Neuropsychology · doi:10.1037/0894-4105.12.3.426 · Cited by 2,798 · see citing works
Neurocognitive deficit in schizophrenia: A quantitative review of the evidence.
Heinrichs, R. W., & Zakzanis, K. K. (1998) · Neuropsychology · doi:10.1037//0894-4105.12.3.426 · Cited by 2,791 · see citing works
Models of Working Memory: Mechanisms of Active Maintenance and Executive Control
Miyake, A., & Shah, P. (1999) · Cited by 2,404 · see citing works
Executive Function and the Frontal Lobes: A Meta-Analytic Review
Alvarez, J. A., & Emory, E. (2006) · Neuropsychology Review · doi:10.1007/s11065-006-9002-x · Cited by 1,981 · see citing works
Niendam, T. A., Laird, A. R., Ray, K. L., Dean, Y. M., Glahn, D. C., & Carter, C. S. (2012) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/s13415-011-0083-5 · Cited by 1,700 · cited 1× · see citing works
“Cognitive control networks are thought to support executive functions (27); the same cognitive ability was found to support DSST completion in healthy control subjects (and was lacking in patients with schizophrenia) in the present study.”
Self-citationIdentification of separable cognitive factors in schizophrenia
Nuechterlein, K. H., Barch, D. M., Gold, J. M., Goldberg, T. E., Green, M. F., & Heaton, R. K. (2004) · Schizophrenia Research · doi:10.1016/j.schres.2004.09.007 · Cited by 1,304 · see citing works
Dickinson, D., Ramsey, M. E., & Gold, J. M. (2007) · Archives of General Psychiatry · doi:10.1001/archpsyc.64.5.532 · Cited by 863 · see citing works
Latent Variable Models: An Introduction to Factor, Path, and Structural Equation Analysis
Loehlin, J. C. (2003) · Cited by 861 · see citing works
Working Memory Impairments in Schizophrenia: A Meta-Analysis.
Lee, J., & Park, S. (2005) · Journal of Abnormal Psychology · doi:10.1037/0021-843x.114.4.599 · Cited by 770 · see citing works
Complexity of Prefrontal Cortical Dysfunction in Schizophrenia: More Than Up or Down
Callicott, J. H., Mattay, V. S., Verchinski, B. A., Marenco, S., Egan, M. F., & Weinberger, D. R. (2003) · American Journal of Psychiatry · doi:10.1176/appi.ajp.160.12.2209 · Cited by 673 · see citing works
Glahn, D. C., Ragland, J., Abramoff, A., Barrett, J., Laird, A. R., Bearden, C., & Velligan, D. (2005) · Human Brain Mapping · doi:10.1002/hbm.20138 · Cited by 660 · see citing works
Self-citationThe global cognitive impairment in schizophrenia: consistent over decades and around the world
Schaefer, J., Giangrande, E., Weinberger, D. R., & Dickinson, D. (2013) · Schizophrenia Research · doi:10.1016/j.schres.2013.07.009 · Cited by 605 · see citing works
Working memory in schizophrenia: a meta-analysis
Forbes, N. F., Carrick, L. A., McIntosh, A. M., & Lawrie, S. M. (2009) · Psychological Medicine · doi:10.1017/s0033291708004558 · Cited by 550 · see citing works
Targeting the dopamine D1 receptor in schizophrenia: insights for cognitive dysfunction
Goldman-Rakic, P., Castner, S., Svensson, T., Siever, L., & Williams, G. (2004) · Psychopharmacology · doi:10.1007/s00213-004-1793-y · Cited by 544 · see citing works
Reichenberg, A., & Harvey, P. D. (2007) · Psychological Bulletin · doi:10.1037/0033-2909.133.5.833 · Cited by 536 · see citing works
Self-citationCognitive Control Deficits in Schizophrenia: Mechanisms and Meaning
Lesh, T. A., Niendam, T. A., Minzenberg, M., & Carter, C. S. (2010) · Neuropsychopharmacology · doi:10.1038/npp.2010.156 · Cited by 495 · see citing works
Speed and memory in the WAIS-III Digit Symbol?Coding subtest across the adult lifespan
Joy, S. P. (2004) · Archives of Clinical Neuropsychology · doi:10.1016/j.acn.2003.09.009 · Cited by 269 · see citing works
Processing Speed Deficits in Schizophrenia: Reexamining the Evidence
Knowles, E. E. M., David, A. S., & Reichenberg, A. (2010) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2010.09070937 · Cited by 261 · see citing works
Self-citationLaws, K. R. (1999) · Cognitive Neuropsychiatry · doi:10.1080/135468099396025 · Cited by 156 · see citing works
Moderator Variables of Executive Functioning in Schizophrenia: Meta-Analytic Findings
Johnson-Selfridge, M. T., & Zalewski, C. E. (2001) · Schizophrenia Bulletin · doi:10.1093/oxfordjournals.schbul.a006876 · Cited by 156 · see citing works
Cognitive and clinical moderators of recognition memory in schizophrenia: a meta-analysis
Pelletier, M., Achim, A. M., Montoya, A. G., Lal, S., & Lepage, M. (2004) · Schizophrenia Research · doi:10.1016/j.schres.2004.08.017 · Cited by 139 · see citing works
Joy, S. P., FEIN, D. A., & Kaplan, E. (2003) · Assessment · doi:10.1177/0095399702250335 · Cited by 119 · see citing works
On measures of explained variance in nonrecursive structural equation models.
Bentler, P. M., & Raykov, T. (2000) · Journal of Applied Psychology · doi:10.1037/0021-9010.85.1.125 · Cited by 101 · see citing works
Psychomotor slowing and planning deficits in schizophrenia
Jogems-Kosterman, B. J. M., Zitman, F. G., van Hoof, J. J. M., & Hulstijn, W. (2001) · Schizophrenia Research · doi:10.1016/s0920-9964(00)00097-9 · Cited by 91 · see citing works
Li, C.-S. R. (2004) · Psychiatry Research · doi:10.1016/j.psychres.2004.06.016 · Cited by 72 · see citing works
van Hoof, J. J. M., Jogems-Kosterman, B. J. M., Sabbe, B., Zitman, F. G., & Hulstijn, W. (1998) · Journal of Psychiatric Research · doi:10.1016/s0022-3956(98)00057-0 · Cited by 70 · see citing works
Bachman, P., Reichenberg, A., Rice, P. G., Woolsey, M. D., Chaves, O. C., Martinez, D., Maples, N. J., Velligan, D. I., & Glahn, D. C. (2010) · Schizophrenia Research · doi:10.1016/j.schres.2010.02.1029 · Cited by 66 · see citing works
Self-citationMemory and Motor Skill Components of the WAIS-III Digit Symbol-Coding Subtest
Kreiner, D. S., & Ryan, J. J. (2001) · The Clinical Neuropsychologist · doi:10.1076/clin.15.1.109.1906 · Cited by 55 · see citing works
Morrens, M., Hulstijn, W., Hecke, J. V., Peuskens, J., & Sabbe, B. (2005) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2005.04.014 · Cited by 55 · see citing works
Psychomotor planning is deficient in recent-onset schizophrenia
Grootens, K. P., Vermeeren, L., Verkes, R. J., Buitelaar, J. K., Sabbe, B., van Veelen, N., Kahn, R. S., & Hulstijn, W. (2008) · Schizophrenia Research · doi:10.1016/j.schres.2008.09.032 · Cited by 42 · see citing works
Dimensions of Executive Functioning in Schizophrenia and Their Relationship With Processing Speed
Savla, G. N., Twamley, E. W., Delis, D. C., Roesch, S. C., Jeste, D. V., & Palmer, B. W. (2010) · Schizophrenia Bulletin · doi:10.1093/schbul/sbq149 · Cited by 40 · see citing works
Delineating psychomotor slowing from reduced processing speed in schizophrenia
Morrens, M., Hulstijn, W., Matton, C., Madani, Y., Bouwel, L. V., Peuskens, J., & Sabbe, B. (2008) · Cognitive Neuropsychiatry · doi:10.1080/13546800802439312 · Cited by 37 · see citing works
Knowles, E. E. M., Weiser, M., David, A. S., Dickinson, D., Glahn, D. C., Gold, J. M., Davidson, M., & Reichenberg, A. (2012) · Schizophrenia Research · doi:10.1016/j.schres.2012.08.020 · Cited by 30 · see citing works
Self-citationCella, M., & Wykes, T. (2012) · Cognitive Neuropsychiatry · doi:10.1080/13546805.2012.730038 · Cited by 24 · see citing works
What can eye movements tell us about Symbol Digit substitution by patients with schizophrenia?
Elahipanah, A., Christensen, B. K., & Reingold, E. M. (2010) · Schizophrenia Research · doi:10.1016/j.schres.2010.11.018 · Cited by 21 · see citing works
Commentary on Laws: What are we Trying to Explain?
Frith, C. (1999) · Cognitive Neuropsychiatry · doi:10.1080/135468099396034 · Cited by 13 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- [17]Lezak MD Howieson DB Loring DW Neuropsychological Assessment Oxford University Press Oxford 2004
- [21]National Institute of Mental Health. Neuropharmacology Committee Measurement and treatment research to improve cognition in schizophrenia: MATRICS 2004 2003 6 Conference Proceedings
- [28]Callicott JH Mattay VS Verchinski BA Marenco S Egan MF Weinberger DR Complexity of prefrontal cortical dysfunction in schizophrenia: More than up or down Am J Psychiatry 2003 160 2209 15 14638592
Cited by
Sorted by citations
Domains of cognition and their assessment
Harvey, P. D. (2019) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2019.21.3/pharvey · Cited by 695 · see citing works
The neurocognitive consequences of sleep restriction: A meta-analytic review
Lowe, C. J., Safati, A., & Hall, P. A. (2017) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2017.07.010 · Cited by 520 · see citing works
The role of the opioid system in decision making and cognitive control: a review
van Steenbergen, H., Eikemo, M., & Leknes, S. (2019) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/s13415-019-00710-6 · Cited by 118 · see citing works
- Authors
- Knowles, E. E. M., Weiser, M., David, A. S., Glahn, D. C., Davidson, M., & Reichenberg, A.
- Affiliations
- Hartford Hospital (US)
- Sheba Medical Center (IL)
- King's College London (GB)
- Icahn School of Medicine at Mount Sinai (US)
- Corresponding author
- Knowles, Emma E.M.
- ORCID
- Venue
- Biological Psychiatry
- Publisher
- Elsevier BV
- Published
- 2015-12
- Volume
- 78
- Issue
- 11
- Pages
- 786-793
- ISSN
- 0006-3223 (ISSN-L)
- PMC
- PMC4547909
- OpenAlex
- W2029450128
- Cited by
- 77
- References
- 43
- Citations by year
- 2025: 4 · 2024: 6 · 2023: 6 · 2022: 3 · 2021: 5 · 2020: 8 · 2019: 12 · 2018: 12 · 2017: 10 · 2016: 7 · 2015: 4
- FWCI
- 8.92
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Biological Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Research Portal (King's College London) (submittedVersion)
- Funders
- NIMH (MH066105)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Schizophrenia research and treatment
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Keywords
- schizophrenia, processing speed, working memory, executive function, cognitive impairment, verbal fluency, cognitive processing models, neuropsychological assessment
- MeSH terms
- Adolescent, Adult, Aged, Cognition Disorders, Factor Analysis, Statistical, Female, Humans, Male, Memory Disorders, Middle Aged, Neuropsychological Tests, Psychiatric Status Rating Scales, Psychomotor Disorders, Schizophrenia, Schizophrenic Psychology, Logistic Models, Young Adult, Executive Function
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