Transcranial direct current stimulation enhances verbal working memory training performance over time and near transfer outcomes.
Abstract
Studies attempting to increase working memory (WM) capacity show promise in enhancing related cognitive functions but have also raised criticism in the broader scientific community given the inconsistent findings produced by these studies. Transcranial direct current stimulation (tDCS) has been shown to enhance WM performance in a single session [Fregni, F., Boggio, P., Nitsche, M., Bermpohl, F., Anatal, A., Feredoes, E., et al. Anodal transcranial direct current stimulation of prefrontal cortex enhances working memory. Experimental Brain Research, 166, 23-30, 2005]; however, the extent to which tDCS might enhance learning on a WM training regime and the extent to which learning gains might transfer outside the training task remains largely unknown. To this end, participants engaged in an adaptive WM training task [previously utilized in Richmond, L., Morrison, A., Chein, J., & Olson, I. Working memory training and transfer in older adults. Psychology & Aging, 26, 813-822, 2011; Chein, J., & Morrison, A. Expanding the mind's workspace: Training and transfer effects with a complex working memory span task. Psychonomic Bulletin & Review, 17, 193-199, 2010] for 10 sessions over 2 weeks, concurrent with either active or sham stimulation of dorsolateral pFC. Before and after training, a battery of tests tapping domains known to relate to WM abilities was administered. Results show that tDCS enhanced learning on the verbal portion of the training task by 3.65 items. Furthermore, tDCS was shown to enhance near transfer to other untrained WM tasks in comparison with a no-contact control group. These results lend support to the idea that tDCS might bolster training and transfer gains in populations with compromised WM abilities.
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Significant transfer has been reported across the majority of complex span training studies that changed both storage items and distractor activity between trained and untrained tasks.
“Significant transfer has been reported across the majority of these studies (Harrison et al., 2013; Henry et al., 2014; Richmond et al., 2014).”
From Are Working Memory Training Effects Paradigm-Specific? (2019) · cites this paper as Richmond et al., 2014
Cites
Studies of interference in serial verbal reactions
Stroop, J. R. (1935) · Journal of Experimental Psychology · doi:10.1037/h0054651 · Cited by 18,622 · 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
Imaging Cognition II: An Empirical Review of 275 PET and fMRI Studies
Cabeza, R., & Nyberg, L. (2000) · Journal of Cognitive Neuroscience · doi:10.1162/08989290051137585 · Cited by 3,598 · see citing works
Working memory span tasks: A methodological review and user’s guide
Conway, A. R. A., Kane, M. J., Bunting, M. F., Hambrick, D. Z., Wilhelm, O., & Engle, R. W. (2005) · Psychonomic Bulletin & Review · doi:10.3758/bf03196772 · Cited by 2,882 · see citing works
The Psychology of Learning and Motivation
Ross, B. H. (2012) · Cited by 2,631 · see citing works
Improving fluid intelligence with training on working memory
Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Perrig, W. J. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0801268105 · Cited by 2,187 · see citing works
Robertson, I. H., Manly, T., Andrade, J., Baddeley, B., & Yiend, J. (1997) · Neuropsychologia · doi:10.1016/s0028-3932(97)00015-8 · Cited by 2,064 · see citing works
An automated version of the operation span task
Unsworth, N., Heitz, R. P., Schrock, J. C., & Engle, R. W. (2005) · Behavior Research Methods · doi:10.3758/bf03192720 · Cited by 1,861 · see citing works
Reasoning ability is (little more than) working-memory capacity?!
Kyllonen, P. C., & Christal, R. E. (1990) · Intelligence · doi:10.1016/s0160-2896(05)80012-1 · Cited by 1,810 · see citing works
Dinges, D. F., & Powell, J. W. (1985) · Behavior Research Methods, Instruments, & Computers · doi:10.3758/bf03200977 · Cited by 1,750 · see citing works
Kane, M. J., Hambrick, D. Z., Tuholski, S. W., Wilhelm, O., Payne, T. W., & Engle, R. W. (2004) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.133.2.189 · Cited by 1,679 · see citing works
Fritsch, B., Reis, J., Martinowich, K., Schambra, H. M., Ji, Y., Cohen, L. G., & Lu, B. (2010) · Neuron · doi:10.1016/j.neuron.2010.03.035 · Cited by 1,420 · see citing works
A controlled-attention view of working-memory capacity.
Kane, M. J., Bleckley, M. K., Conway, A. R. A., & Engle, R. W. (2001) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.130.2.169 · Cited by 1,414 · see citing works
Reis, J., Schambra, H. M., Cohen, L. G., Buch, E. R., Fritsch, B., Zarahn, E., Celnik, P. A., & Krakauer, J. W. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0805413106 · Cited by 1,401 · see citing works
Unsworth, N., & Engle, R. W. (2007) · Psychological Review · doi:10.1037/0033-295x.114.1.104 · Cited by 1,307 · see citing works
Harnessing neuroplasticity for clinical applications
Cramer, S. C., Sur, M., Dobkin, B. H., O'Brien, C., Sanger, T. D., Trojanowski, J. Q., Rumsey, J. M., Hicks, R., Cameron, J., Chen, D., et al. (2011) · Brain · doi:10.1093/brain/awr039 · Cited by 1,259 · see citing works
(2012) · Springer eBooks · doi:10.1007/springerreference_183812 · Cited by 1,218 · see citing works
The cognitive neuroscience of sustained attention: where top-down meets bottom-up.
Sarter, M., Givens, B., & Bruno, J. P. (2001) · Brain Research Reviews · doi:10.1016/s0165-0173(01)00044-3 · Cited by 1,194 · see citing works
Anodal transcranial direct current stimulation of prefrontal cortex enhances working memory
Fregni, F., Boggio, P. S., Nitsche, M., Bermpohl, F., Antal, A., Feredoes, E., Marcolin, M. A., Rigonatti, S. P., Silva, M. T. A., Paulus, W., et al. (2005) · Experimental Brain Research · doi:10.1007/s00221-005-2334-6 · Cited by 1,159 · see citing works
Executive Attention, Working Memory Capacity, and a Two-Factor Theory of Cognitive Control
Engle, R. W., & Kane, M. J. (2003) · Psychology of Learning and Motivation · doi:10.1016/s0079-7421(03)44005-x · Cited by 1,104 · see citing works
Is working memory training effective?
Shipstead, Z., Redick, T. S., & Engle, R. W. (2012) · Psychological Bulletin · doi:10.1037/a0027473 · Cited by 1,101 · see citing works
Putting brain training to the test
Owen, A. M., Hampshire, A., Grahn, J. A., Stenton, R., Dajani, S., Burns, A. S., Howard, R. J., & Ballard, C. G. (2010) · Nature · doi:10.1038/nature09042 · Cited by 1,056 · see citing works
Nitsche, M. A., Schauenburg, A., Lang, N., Liebetanz, D., Exner, C., Paulus, W., & Tergau, F. (2003) · Journal of Cognitive Neuroscience · doi:10.1162/089892903321662994 · Cited by 1,032 · see citing works
Age differences in the frontal lateralization of verbal and spatial working memory revealed by PET
Reuter-Lorenz, P. A., Jonides, J., Smith, E. E., Hartley, A., Miller, A., Marshuetz, C., & Koeppe, R. A. (2000) · Journal of Cognitive Neuroscience · doi:10.1162/089892900561814 · Cited by 998 · see citing works
Short- and long-term benefits of cognitive training
Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Shah, P. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1103228108 · Cited by 769 · see citing works
Morrison, A. B., & Chein, J. M. (2011) · Psychonomic Bulletin & Review · doi:10.3758/s13423-010-0034-0 · Cited by 723 · see citing works
Self-citationBoggio, P. S., Ferrucci, R., Rigonatti, S. P., Covre, P., Nitsche, M. A., Pascual‐Leone, Á., & Fregni, F. (2006) · Journal of the Neurological Sciences · doi:10.1016/j.jns.2006.05.062 · Cited by 642 · see citing works
Redick, T. S., Shipstead, Z., Harrison, T. L., Hicks, K. L., Fried, D. E., Hambrick, D. Z., Kane, M. J., & Engle, R. W. (2013) · Journal of Experimental Psychology: General · doi:10.1037/a0029082 · Cited by 617 · see citing works
Horvath, J. C., Forte, J. D., & Carter, O. (2015) · Brain Stimulation · doi:10.1016/j.brs.2015.01.400 · Cited by 609 · see citing works
Improving memory performance in the aged through mnemonic training: a meta-analytic study.
Verhaeghen, P., Marcoen, A., & Goossens, L. (1992) · Psychology and Aging · doi:10.1037/0882-7974.7.2.242 · Cited by 601 · see citing works
Using transcranial direct-current stimulation to treat stroke patients with aphasia
Baker, J. M., Rorden, C., & Fridriksson, J. (2010) · Stroke · doi:10.1161/strokeaha.109.576785 · Cited by 516 · see citing works
Jaeggi, S. M., Studer-Luethi, B., Buschkuehl, M., Su, Y.-F., Jonides, J., & Perrig, W. J. (2010) · Intelligence · doi:10.1016/j.intell.2010.09.001 · Cited by 509 · see citing works
Improving memory performance in the aged through mnemonic training: A meta-analytic study.
Verhaeghen, P., Marcoen, A., & Goossens, L. (1992) · Psychology and Aging · doi:10.1037//0882-7974.7.2.242 · Cited by 507 · see citing works
Prefrontal cognitive processes: Working memory and inhibition in the antisaccade task.
Roberts, R. J., Hager, L. D., & Heron, C. (1994) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.123.4.374 · Cited by 493 · see citing works
The Nelson-Denny Reading Test.
Brown, J. I. (1960) · Cited by 478 · see citing works
Fecteau, S., Knoch, D., Fregni, F., Sultani, N., Boggio, P., & Pascual-Leone, A. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.3283-07.2007 · Cited by 470 · see citing works
The Aging Hippocampus: Cognitive, Biochemical and Structural Findings
Driscoll, I. F. (2003) · Cerebral Cortex · doi:10.1093/cercor/bhg081 · Cited by 449 · see citing works
Zaehle, T., Sandmann, P., Thorne, J. D., Jäncke, L., & Herrmann, C. S. (2011) · BMC Neuroscience · doi:10.1186/1471-2202-12-2 · Cited by 403 · see citing works
Enhancement of Planning Ability by Transcranial Direct Current Stimulation
Dockery, C. A., Hueckel-Weng, R., Birbaumer, N., & Plewnia, C. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.0065-09.2009 · Cited by 380 · see citing works
Nash Unsworth, A., & Spillers, G. J. (2010) · Journal of Memory and Language · doi:10.1016/j.jml.2010.02.001 · Cited by 373 · see citing works
Chein, J. M., & Morrison, A. B. (2010) · Psychonomic Bulletin & Review · doi:10.3758/pbr.17.2.193 · Cited by 362 · see citing works
Self-citationEnhancement of non-dominant hand motor function by anodal transcranial direct current stimulation
Boggio, P. S., Castro, L. D. O., Savagim, E. A., Braite, R., Cruz, V. C., Rocha, R. R., Rigonatti, S. P., Silva, M. T. A., & Fregni, F. (2006) · Neuroscience Letters · doi:10.1016/j.neulet.2006.05.051 · Cited by 331 · see citing works
Repetitive transcranial magnetic stimulation or transcranial direct current stimulation?
Priori, A., Hallett, M., & Rothwell, J. C. (2009) · Brain Stimulation · doi:10.1016/j.brs.2009.02.004 · Cited by 282 · see citing works
Differences in the experience of active and sham transcranial direct current stimulation
Kessler, S. K., Turkeltaub, P. E., Benson, J. G., & Hamilton, R. H. (2011) · Brain stimulation · doi:10.1016/j.brs.2011.02.007 · Cited by 282 · see citing works
Reis, J., Robertson, E. M., Krakauer, J. W., Rothwell, J. C., Marshall, L., Gerloff, C. P., Wassermann, E. M., Pascual‐Leone, Á., Hummel, F. C., Celnik, P. A., et al. (2008) · Brain stimulation · doi:10.1016/j.brs.2008.08.001 · Cited by 267 · see citing works
Miniussi, C., Cappa, S., Cohen, L., Flöel, A., Fregni, F., Nitsche, M., Oliveri, M., Pascual-Leone, Á., Paulus, W., Priori, A., et al. (2008) · Brain Stimulation · doi:10.1016/j.brs.2008.07.002 · Cited by 265 · see citing works
Working memory training and transfer in older adults.
Richmond, L. L., Morrison, A. B., Chein, J. M., & Olson, I. R. (2011) · Psychology and Aging · doi:10.1037/a0023631 · Cited by 257 · see citing works
Self-citationJavadi, A., & Walsh, V. (2011) · Brain stimulation · doi:10.1016/j.brs.2011.06.007 · Cited by 253 · see citing works
The mental cost of cognitive enhancement
Iuculano, T., & Cohen Kadosh, R. (2013) · The Journal of Neuroscience · doi:10.1523/jneurosci.4927-12.2013 · Cited by 249 · see citing works
Does working memory training generalize?
Shipstead, Z., Redick, T. S., & Engle, R. W. (2010) · Psychologica Belgica · doi:10.5334/pb-50-3-4-245 · Cited by 242 · see citing works
Enhancing the Working Memory of Stroke Patients Using tDCS
Jo, J. M., Kim, Y., Ko, M.-H., Ohn, S. H., Joen, B., & Lee, K. H. (2009) · American Journal of Physical Medicine & Rehabilitation · doi:10.1097/phm.0b013e3181a0e4cb · Cited by 234 · see citing works
Modulating behavioral inhibition by tDCS combined with cognitive training
Ditye, T., Jacobson, L., Walsh, V., & Lavidor, M. (2012) · Experimental Brain Research · doi:10.1007/s00221-012-3098-4 · Cited by 232 · see citing works
Martin, D. M., Liu, R., Alonzo, A., Green, M., Player, M. J., Sachdev, P., & Loo, C. K. (2013) · International Journal of Neuropsychopharmacology · doi:10.1017/s1461145713000539 · Cited by 218 · see citing works
Electrical Stimulation of Broca's Area Enhances Implicit Learning of an Artificial Grammar
de Vries, M. D., Barth, A. C. R., Maiworm, S., Knecht, S., Zwitserlood, P., & Flöel, A. (2010) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21385 · Cited by 214 · see citing works
Non-invasive brain stimulation improves object-location learning in the elderly
Flöel, A., Suttorp, W., Kohl, O., Kürten, J., Lohmann, H., Breitenstein, C., & Knecht, S. (2011) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2011.05.007 · Cited by 178 · see citing works
Bifrontal transcranial direct current stimulation slows reaction time in a working memory task
Marshall, L., Mölle, M., Siebner, H. R., & Jan Born, A. (2005) · BMC Neuroscience · doi:10.1186/1471-2202-6-23 · Cited by 169 · see citing works
McGee, V. E., & Carleton, W. T. (1970) · Journal of the American Statistical Association · doi:10.2307/2284278 · Cited by 134 · see citing works
A systematic review of transcranial electrical stimulation combined with cognitive training
Elmasry, J., Loo, C., & Martin, D. (2015) · Restorative Neurology and Neuroscience · doi:10.3233/rnn-140473 · Cited by 103 · see citing works
Suppression of ipsilateral motor cortex facilitates motor skill learning
Kobayashi, M., Théoret, H., & Pascual‐Leone, Á. (2009) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2009.06628.x · Cited by 59 · see citing works
No Significant Effect of Prefrontal tDCS on Working Memory Performance in Older Adults
Nilsson, J., Lebedev, A. V., & Lövdén, M. (2015) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2015.00230 · Cited by 56 · see citing works
Polarity-specific transcranial direct current stimulation disrupts auditory pitch learning
Matsushita, R., Andoh, J., & Zatorre, R. J. (2015) · Frontiers in Neuroscience · doi:10.3389/fnins.2015.00174 · Cited by 48 · see citing works
Stimulating occipital cortex enhances visual working memory consolidation
Makovski, T., & Michal Lavidor, B. (2014) · Behavioural Brain Research · doi:10.1016/j.bbr.2014.09.004 · Cited by 40 · see citing works
Putter, L. M. S. D., Vanderhasselt, M., Baeken, C., Raedt, R. D., & Koster, E. H. W. (2015) · Cognitive Therapy and Research · doi:10.1007/s10608-015-9710-8 · Cited by 26 · see citing works
Moreau, D., Wang, C., Tseng, P. H., & Juan, C.-H. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00678 · Cited by 23 · see citing works
Cognitive contributions to differences in learning after moderate to severe traumatic brain injury
Chiou, K. S., Sandry, J. D., & Chiaravalloti, N. D. (2015) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/13803395.2015.1078293 · Cited by 14 · see citing works
Richmond, L. L., Wolk, S. J., Coslett, H. B., et al. (2013) · Brain stimulation · doi:10.1016/j.brs.2013.06.003 · Cited by 3 · see citing works
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Nissim, N. R., O’Shea, A., Indahlastari, A., Telles, R., Richards, L., Porges, E., Cohen, R., & Woods, A. J. (2019) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2019.00051 · Cited by 63 · see citing works
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- Authors
- Richmond, L. L., Wolk, D., Chein, J., & Olson, I. R.
- Affiliations
- Temple University (US)
- University of Pennsylvania (US)
- Venue
- Journal of Cognitive Neuroscience
- Publisher
- MIT Press
- Published
- 2014-11-01
- Volume
- 26
- Issue
- 11
- Pages
- 2443-2454
- ISSN
- 0898-929X (ISSN-L)
- 1530-8898
- OpenAlex
- W2052029838
- Cited by
- 143
- References
- 66
- Citations by year
- 2026: 2 · 2025: 7 · 2024: 5 · 2023: 8 · 2022: 12 · 2021: 10 · 2020: 17 · 2019: 16 · 2018: 16 · 2017: 19 · 2016: 19 · 2015: 10 · 2014: 2
- FWCI
- 8.68
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Cognitive Neuroscience (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Neurology › Transcranial Magnetic Stimulation Studies
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- transcranial direct current stimulation, working memory training, verbal working memory, near transfer, dorsolateral prefrontal cortex, adaptive training, cognitive enhancement, sham stimulation
- MeSH terms
- Acoustic Stimulation, Female, Humans, Male, Memory, Short-Term, Neuropsychological Tests, Photic Stimulation, Speech Perception, Transfer, Psychology, Visual Perception, Prefrontal Cortex, Young Adult, Transcranial Direct Current Stimulation
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