Literature DB >> 31983373

Individual Alpha Peak Frequency Moderates Transfer of Learning in Cognitive Remediation of Schizophrenia.

B C Castelluccio1, J G Kenney2,3, J K Johannesen2,3.   

Abstract

OBJECTIVE: Meta-analyses report moderate effects across cognitive remediation (CR) trials in schizophrenia. However, individual responses are variable, with some participants showing no appreciable gain in cognitive performance. Furthermore, reasons for heterogeneous outcome are undetermined. We examine the extent to which CR outcome is attributable to near learning-direct gains in trained cognitive tasks-while also exploring factors influencing far transfer of gains during training to external cognitive measures.
METHOD: Thirty-seven schizophrenia outpatients were classified as CR responders and non-responders according to change in MATRICS Consensus Cognitive Battery composite score following 20 sessions of computer-based training. Metrics of near learning during training, as well as baseline demographic, clinical, cognitive, and electroencephalographic (EEG) measures, were examined as predictors of responder status.
RESULTS: Significant post-training improvement in cognitive composite score (Cohen's d = .41) was observed across the sample, with n = 21 and n = 16 classified as responders and non-responders, respectively. Near learning was evidenced by significant improvement on each training exercise with practice; however, learning did not directly predict responder status. Group-wise comparison of responders and non-responders identified two factors favoring responders: higher EEG individual alpha frequency (IAF) and lower antipsychotic dosing. Tested in moderation analyses, IAF interacted with learning to predict improvement in cognitive outcome.
CONCLUSION: CR outcome in schizophrenia is not directly explained by learning during training and appears to depend on latent factors influencing far transfer of trained abilities. Further understanding of factors influencing transfer of learning is needed to optimize CR efficacy.

Entities:  

Keywords:  Antipsychotic; Cognitive dysfunction; Cognitive neuroscience; Drugs; Electroencephalography; Learning; Neuronal; Plasticity

Mesh:

Substances:

Year:  2020        PMID: 31983373      PMCID: PMC7000127          DOI: 10.1017/S1355617719001243

Source DB:  PubMed          Journal:  J Int Neuropsychol Soc        ISSN: 1355-6177            Impact factor:   2.892


  45 in total

1.  Introduction to special issue on cognitive remediation.

Authors:  Susan R McGurk; Kim T Mueser
Journal:  Psychiatr Rehabil J       Date:  2017-03

Review 2.  A review of cognitive remediation approaches for schizophrenia: from top-down to bottom-up, brain training to psychotherapy.

Authors:  Michael W Best; Christopher R Bowie
Journal:  Expert Rev Neurother       Date:  2017-05-24       Impact factor: 4.618

3.  Individual alpha peak frequency is related to latent factors of general cognitive abilities.

Authors:  Thomas H Grandy; Markus Werkle-Bergner; Christian Chicherio; Martin Lövdén; Florian Schmiedek; Ulman Lindenberger
Journal:  Neuroimage       Date:  2013-04-25       Impact factor: 6.556

4.  Mismatch Negativity is a Sensitive and Predictive Biomarker of Perceptual Learning During Auditory Cognitive Training in Schizophrenia.

Authors:  Veronica B Perez; Melissa Tarasenko; Makoto Miyakoshi; Sean T Pianka; Scott D Makeig; David L Braff; Neal R Swerdlow; Gregory A Light
Journal:  Neuropsychopharmacology       Date:  2017-01-31       Impact factor: 7.853

5.  Alpha frequency, cognitive load and memory performance.

Authors:  W Klimesch; H Schimke; G Pfurtscheller
Journal:  Brain Topogr       Date:  1993       Impact factor: 3.020

6.  Schizophrenia and EEG spectral analysis.

Authors:  D Giannitrapani; L Kayton
Journal:  Electroencephalogr Clin Neurophysiol       Date:  1974-04

7.  Comparison of computational methods for the evaluation of learning potential in schizophrenia.

Authors:  Joanna M Fiszdon; Jason K Johannesen
Journal:  J Int Neuropsychol Soc       Date:  2010-04-07       Impact factor: 2.892

Review 8.  Neurocognitive deficits and functional outcome in schizophrenia: are we measuring the "right stuff"?

Authors:  M F Green; R S Kern; D L Braff; J Mintz
Journal:  Schizophr Bull       Date:  2000       Impact factor: 9.306

9.  Dynamic spectral analysis findings in first episode and chronic schizophrenia.

Authors:  Anthony Harris; Dmitriy Melkonian; Leanne Williams; Evian Gordon
Journal:  Int J Neurosci       Date:  2006-03       Impact factor: 2.292

10.  Alpha frequency in schizophrenia: an association with enlarged cerebral ventricles.

Authors:  C N Karson; R Coppola; D G Daniel
Journal:  Am J Psychiatry       Date:  1988-07       Impact factor: 18.112

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1.  Recognition of industrial machine parts based on transfer learning with convolutional neural network.

Authors:  Qiaoyang Li; Guiming Chen
Journal:  PLoS One       Date:  2021-01-28       Impact factor: 3.240

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