Task demands, tDCS intensity, and the COMT val158met polymorphism impact tDCS-linked working memory training gains
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Abstract Working memory (WM) training paired with transcranial direct current stimulation (tDCS) can improve executive function in older adults. The unclear mechanism of tDCS likely depends on tDCS intensity, and task relevant genetic factors (e.g., for WM: COMT val158met, DAT, BDNF val66met). Higher tDCS intensity does not always lead to greater cognitive gains, and genetic polymorphisms may modulate tDCS-linked WM improvements. To evaluate these factors, 137 healthy older adults provided DNA samples and received Visual and Spatial WM training paired with tDCS (sham, 1, 1.5, 2 mA). After one session of tDCS, significant group differences in WM performance were predicted by COMT val158met status. One month after training, there was a significant interaction of tDCS intensity, COMT genotype, and WM task. Specifically, val/val homozygotes benefited most from 1.5 mA tDCS on Visual WM and from 1 mA tDCS on Spatial WM. For met/met homozygotes, 2 mA resulted in significantly poorer performance compared to 1.5 mA on Spatial WM. While this pattern was observed with relatively small sample sizes, these data indicate that variations in COMT val158met may predict the nature of WM improvement after initial and longitudinal tDCS. This contributes to our understanding of the underlying mechanism by which tDCS affects behaviour.
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The Val108/158Met polymorphism of the COMT gene is associated with differential tDCS effects on executive functions.
“Particularly, the Val108/158Met polymorphism of the catechol-O-methyltransferase (COMT) gene that regulates the dopamine metabolism [17] is associated with differential tDCS effects on executive functions [16,18].”
From Dynamic DNA methylation changes in the COMT gene promoter region in response to mental stress and its modulation by transcranial direct current stimulation (2021) · cites this paper as [18]
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Nitsche, M. A., & Paulus, W. (2000) · The Journal of Physiology · doi:10.1111/j.1469-7793.2000.t01-1-00633.x · Cited by 5,656 · see citing works
da Luz, A. C. D. D. S., Dias, G. P., Bevilaqua, M. C. D. N., Cocks, G. D., Gardino, P. F., Thuret, S., & Nardi, A. E. (2013) · Neuropsychobiology · doi:10.1159/000353269 · Cited by 4,012 · see citing works
Egan, M. F., Kojima, M., Callicott, J. H., Goldberg, T. E., Kolachana, B. S., Bertolino, A., Zaitsev, E., Gold, B., Goldman, D., Dean, M., et al. (2003) · Cell · doi:10.1016/s0092-8674(03)00035-7 · Cited by 3,888 · see citing works
Report of the committee on methods of clinical examination in electroencephalography
(1958) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(58)90053-1 · Cited by 2,717 · see citing works
Effect of COMT Val 108/158 Met genotype on frontal lobe function and risk for schizophrenia
Egan, M. F., Goldberg, T. E., Kolachana, B. S., Callicott, J. H., Mazzanti, C. M., Straub, R. E., Goldman, D. A., & Weinberger, D. R. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.111134598 · Cited by 2,374 · see citing works
Lachman, H. M., Papolos, D. F., Saito, T., Yu, Y.-M., Szumlanski, C. L., & Weinshilboum, R. M. (1996) · Pharmacogenetics · doi:10.1097/00008571-199606000-00007 · Cited by 1,788 · see citing works
Physiological basis of transcranial direct current stimulation
Stagg, C. J., & Nitsche, M. A. (2011) · The Neuroscientist · doi:10.1177/1073858410386614 · Cited by 1,719 · see citing works
Chen, J., Lipska, B. K., Halim, N., Ma, Q. D., Matsumoto, M., Melhem, S., Kolachana, B. S., Hyde, T. M., Herman, M. M., Apud, J., et al. (2004) · The American Journal of Human Genetics · doi:10.1086/425589 · Cited by 1,675 · see citing works
Inverted-U–Shaped Dopamine Actions on Human Working Memory and Cognitive Control
Cools, R., & D'Esposito, M. (2011) · Biological Psychiatry · doi:10.1016/j.biopsych.2011.03.028 · Cited by 1,673 · see citing works
Training and plasticity of working memory
Klingberg, T. (2010) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2010.05.002 · Cited by 1,585 · see citing works
A technical guide to tDCS, and related non-invasive brain stimulation tools
Woods, A. J., Antal, A., Bikson, M., Boggio, P. S., Brunoni, A. R., Celnik, P. A., Cohen, L. G., Fregni, F., Herrmann, C. S., Kappenman, E. S., et al. (2015) · Clinical Neurophysiology · doi:10.1016/j.clinph.2015.11.012 · Cited by 1,450 · 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
Safety of Transcranial Direct Current Stimulation: Evidence Based Update 2016
Bikson, M., Grossman, P., Thomas, C., Zannou, A. L., Jiang, J., Adnan, T., Mourdoukoutas, A. P., Kronberg, G., Truong, D. Q., Boggio, P. S., et al. (2016) · Brain stimulation · doi:10.1016/j.brs.2016.06.004 · Cited by 1,418 · see citing works
Increased prefrontal and parietal activity after training of working memory
Olesen, P. J., Westerberg, H., & Klingberg, T. (2004) · Nature Neuroscience · doi:10.1038/nn1165 · Cited by 1,317 · see citing works
Raz, N. (1997) · Cerebral Cortex · doi:10.1093/cercor/7.3.268 · Cited by 1,239 · see citing works
Lotta, T. I., Vidgren, J., Tilgmann, C., Ulmanen, I., Melén, K., Julkunen, I., & Taskinen, J. (1995) · Biochemistry · doi:10.1021/bi00013a008 · Cited by 1,167 · see citing works
Hariri, A. R., Goldberg, T. E., Mattay, V. S., Kolachana, B. S., Callicott, J. H., Egan, M. F., & Weinberger, D. R. (2003) · The Journal of Neuroscience · doi:10.1523/jneurosci.23-17-06690.2003 · Cited by 1,045 · see citing works
Batsikadze, G., Moliadze, V., Paulus, W., Kuo, M. ‐., & Nitsche, M. A. (2013) · The Journal of Physiology · doi:10.1113/jphysiol.2012.249730 · Cited by 1,017 · see citing works
BDNF and Activity-Dependent Synaptic Modulation: Figure 1.
Lu, B. (2003) · Learning & Memory · doi:10.1101/lm.54603 · Cited by 945 · see citing works
Transfer of Learning After Updating Training Mediated by the Striatum
Dahlin, E., Neely, A. S., Larsson, A., Bäckman, L., & Nyberg, L. (2008) · Science · doi:10.1126/science.1155466 · Cited by 892 · 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
Boggio, 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
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
Genotype Influences In Vivo Dopamine Transporter Availability in Human Striatum
Heinz, A. (2000) · Neuropsychopharmacology · doi:10.1016/s0893-133x(99)00099-8 · Cited by 538 · see citing works
The neuroscience of working memory capacity and training
Constantinidis, C., & Klingberg, T. (2016) · Nature Reviews Neuroscience · doi:10.1038/nrn.2016.43 · Cited by 533 · see citing works
Horvath, J. C., Forte, J. D., & Carter, O. L. (2014) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2014.11.021 · Cited by 524 · see citing works
Dedoncker, J., Brunoni, A. R., Baeken, C., & Vanderhasselt, M. (2016) · Brain stimulation · doi:10.1016/j.brs.2016.04.006 · Cited by 519 · see citing works
Reorganization of brain networks in aging: a review of functional connectivity studies
Sala‐Llonch, R., Bartrés‐Faz, D., & Junqué, C. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00663 · Cited by 510 · see citing works
Bruno Giros, A., Mestikawy, S. E., Godinot, N., Zheng, K., Han, H. J., Yang-Feng, T. L., & Caron, M. G. (1992) · Molecular Pharmacology · doi:10.1016/s0026-895x(25)08925-4 · Cited by 477 · see citing works
Neural substrates of pleiotropic action of genetic variation in COMT: a meta-analysis
Mier, D., Kirsch, P., & Meyer-Lindenberg, A. (2010) · Molecular Psychiatry · doi:10.1038/mp.2009.36 · Cited by 464 · see citing works
Polanía, R., Nitsche, M. A., & Paulus, W. (2011) · Human Brain Mapping · doi:10.1002/hbm.21104 · Cited by 434 · see citing works
Polanía, R., Paulus, W., & Nitsche, M. A. (2012) · Human Brain Mapping · doi:10.1002/hbm.21380 · Cited by 423 · see citing works
Horvath, J. C., Carter, O. L., & Forte, J. D. (2014) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2014.00002 · Cited by 414 · 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
Development of a superior frontal–intraparietal network for visuo-spatial working memory
Klingberg, T. (2006) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2005.11.019 · Cited by 351 · see citing works
Karoum, F., Chrapusta, S. J., & Egan, M. F. (1994) · Journal of Neurochemistry · doi:10.1046/j.1471-4159.1994.63030972.x · Cited by 347 · see citing works
Hsu, W., Ku, Y., Zanto, T. P., & Gazzaley, A. H. (2015) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2015.04.016 · Cited by 333 · see citing works
tDCS selectively improves working memory in older adults with more education
Berryhill, M. E., & Jones, K. T. (2012) · Neuroscience Letters · doi:10.1016/j.neulet.2012.05.074 · Cited by 293 · see citing works
Does Transcranial Direct Current Stimulation Improve Healthy Working Memory?: A Meta-analytic Review
Mancuso, L., Ilieva, I. P., Hamilton, R. H., & Farah, M. J. (2016) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00956 · Cited by 292 · see citing works
Meinzer, M., Lindenberg, R., Antonenko, D., Flaisch, T., & Flöel, A. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.5743-12.2013 · Cited by 290 · see citing works
Meinzer, M., Antonenko, D., Lindenberg, R., Hetzer, S., Ulm, L., Avirame, K., Flaisch, T., & Flöel, A. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.4812-11.2012 · Cited by 287 · see citing works
Peña-Gómez, C., Sala‐Llonch, R., Junqué, C., Clemente, I. C., Dídac Vidal-piñeiro, A., Bargalló, N., Falcón, C., Valls‐Solé, J., Pascual‐Leone, Á., & Bartrés‐Faz, D. (2011) · Brain stimulation · doi:10.1016/j.brs.2011.08.006 · Cited by 286 · see citing works
Neurobiological Effects of Transcranial Direct Current Stimulation: A Review
Medeiros, L. F., de Souza, I. C. C., Vidor, L. P., de Souza, A., Deitos, A., Volz, M. S., Fregni, F., Caumo, W., & Torres, I. L. D. S. (2012) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2012.00110 · Cited by 278 · see citing works
Prediction of Dopamine Transporter Binding Availability by Genotype: A Preliminary Report
Jacobsen, L. K., Staley, J. K., Zoghbi, S. S., Seibyl, J. P., Kosten, T. R., Innis, R. B., & Gelernter, J. E. (2000) · American Journal of Psychiatry · doi:10.1176/appi.ajp.157.10.1700 · Cited by 277 · see citing works
Tseng, P., Hsu, T.-Y., Chang, C.-F., Tzeng, O. J. L., Hung, D., Muggleton, N., Walsh, V., Liang, W.-K., Cheng, S.-K., & Juan, C. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.0362-12.2012 · Cited by 275 · see citing works
Bruder, G. E., Keilp, J. G., Xu, H., Shikhman, M., Schori, E., Gorman, J. M., & Gilliam, T. C. (2005) · Biological Psychiatry · doi:10.1016/j.biopsych.2005.05.010 · Cited by 260 · see citing works
Polanía, R. H., Paulus, W., Antal, A., & Nitsche, M. A. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.09.085 · Cited by 257 · see citing works
Martin, D. M., Liu, R., Alonzo, A., Green, M. J., & Loo, C. K. A. (2014) · Experimental Brain Research · doi:10.1007/s00221-014-4022-x · Cited by 257 · see citing works
Brain-derived neurotrophic factor (BDNF) gene polymorphisms shape cortical plasticity in humans
Antal, A., Chaieb, L., Moliadze, V., Monte-Silva, K. K., Poreisz, C., Thirugnanasambandam, N., Nitsche, M. A., Shoukier, M., Ludwig, H., & Paulus, W. (2010) · Brain stimulation · doi:10.1016/j.brs.2009.12.003 · Cited by 256 · see citing works
The role of the striatal dopamine transporter in cognitive aging
Erixon-Lindroth, N., Farde, L., Wahlin, T. R., Sóvágó, J., Halldin, C., & Bäckman, L. (2005) · Psychiatry Research Neuroimaging · doi:10.1016/j.pscychresns.2004.09.005 · Cited by 252 · see citing works
Bachtiar, V., Near, J., Johansen‐Berg, H., & Stagg, C. J. (2015) · eLife · doi:10.7554/elife.08789 · Cited by 250 · see citing works
Aging of Cerebral White Matter
Liu, H., Yang, Y.-Y., Xia, Y., Zhu, W., Leak, R., Wei, Z., Wang, J.-Y., & Hu, X.-M. (2016) · Ageing Research Reviews · doi:10.1016/j.arr.2016.11.006 · Cited by 249 · see citing works
Modulating inhibitory control with direct current stimulation of the superior medial frontal cortex
Hsu, T., Tseng, L.-Y., Yu, J., Kuo, W., Hung, D. L., Tzeng, O. J. L., Walsh, V., Muggleton, N. G., & Juan, C.-H. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2011.03.059 · Cited by 243 · see citing works
Hoy, K. E., Emonson, M., Arnold, S. L., Thomson, R. H., Daskalakis, Z. J., & Fitzgerald, P. B. (2013) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2013.05.018 · Cited by 233 · see citing works
Effects of working-memory training on striatal dopamine release
Bäckman, L., Nyberg, L., Soveri, A., Johansson, J., Andersson, M., Dahlin, E., Neely, A. S., Virta, J., Laine, M., & Rinne, J. O. (2011) · Science · doi:10.1126/science.1204978 · Cited by 232 · see citing works
Gill, J., Shah-Basak, P. P., & Hamilton, R. (2015) · Brain Stimulation · doi:10.1016/j.brs.2014.10.018 · Cited by 224 · see citing works
Dopaminergic control of the striatum for high-level cognition
Cools, R. (2011) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2011.04.002 · Cited by 221 · 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
Neuronal effects following working memory training.
Buschkuehl, M., Jaeggi, S. M., & Jonides, J. (2012) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2011.10.001 · Cited by 212 · see citing works
Darki, F., & Klingberg, T. (2015) · Cerebral Cortex · doi:10.1093/cercor/bht352 · Cited by 212 · see citing works
Miyajima, F., Ollier, W., Mayes, A. R., Jackson, A., Thacker, N. A., Rabbitt, P., Pendleton, N., Horan, M. A., & Payton, A. (2007) · Genes Brain & Behavior · doi:10.1111/j.1601-183x.2007.00363.x · Cited by 187 · see citing works
Park, S.-H., Seo, J.-H., Kim, Y.-H., & Ko, M.-H. (2014) · NeuroReport · doi:10.1097/wnr.0000000000000080 · Cited by 180 · see citing works
Noack, H., Lövdén, M., Schmiedek, F., & Lindenberger, U. (2009) · Restorative Neurology and Neuroscience · doi:10.3233/rnn-2009-0496 · Cited by 180 · see citing works
Tan, H. Y., Chen, Q., Sust, S., Buckholtz, J. W., Meyers, J. D., Egan, M. F., Mattay, V. S., Meyer‐Lindenberg, A., Weinberger, D. R., & Callicott, J. H. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0610125104 · Cited by 173 · see citing works
Longitudinal Neurostimulation in Older Adults Improves Working Memory
Jones, K. T., Stephens, J. A., Alam, M., Bikson, M., & Berryhill, M. E. (2015) · PLoS ONE · doi:10.1371/journal.pone.0121904 · Cited by 166 · see citing works
Cheon, K.-A. A., Ryu, Y. H., Kim, J.-W., & Cho, D.-Y. (2004) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2004.06.004 · Cited by 162 · see citing works
Kunze, T., Hunold, A., Haueisen, J., Jirsa, V., & Spiegler, A. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.02.015 · Cited by 162 · see citing works
van de Giessen, E. M., de Win, M. M. L., Tanck, M. W. T., van den Brink, W., Baas, F., & Booij, J. (2009) · Journal of Nuclear Medicine · doi:10.2967/jnumed.108.053652 · Cited by 156 · see citing works
The costs and benefits of brain dopamine for cognitive control
Cools, R. (2016) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.1401 · Cited by 152 · see citing works
Benwell, C., Learmonth, G., Miniussi, C., Harvey, M., & Thut, G. (2015) · Cortex · doi:10.1016/j.cortex.2015.05.007 · Cited by 151 · see citing works
Enhancing Working Memory Training with Transcranial Direct Current Stimulation
Au, J., Katz, B., Buschkuehl, M., Bunarjo, K., Senger, T., Zabel, C., Jaeggi, S. M., & Jonides, J. (2016) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00979 · Cited by 150 · see citing works
Li, G., Peskind, E. R., Millard, S. P., Chi, P., Sokal, I., Yu, C., Bekris, L. M., Raskind, M. A., Galasko, D. R., & Montine, T. J. (2009) · PLoS ONE · doi:10.1371/journal.pone.0005424 · Cited by 144 · see citing works
Genetic effects on old-age cognitive functioning: a population-based study.
Laukka, E. J., Lövdén, M., Herlitz, A., Karlsson, S., Ferencz, B., Pantzar, A., Keller, L., Graff, C., Fratiglioni, L., & Bäckman, L. (2013) · Psychology and Aging · doi:10.1037/a0030829 · Cited by 143 · see citing works
Richmond, L. L., Wolk, D., Chein, J., & Olson, I. R. (2014) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00657 · Cited by 143 · see citing works
Raz, N., Rodrigue, K. M., Kennedy, K. M., & Land, S. J. (2009) · Neuropsychology · doi:10.1037/a0013487 · Cited by 141 · see citing works
Berryhill, M., Wencil, E. B., Coslett, H., & Olson, I. R. (2010) · Neuroscience Letters · doi:10.1016/j.neulet.2010.05.087 · Cited by 135 · see citing works
Plewnia, C., Zwissler, B., Längst, I., Maurer, B., Giel, K. E., & Krüger, R. (2012) · Cortex · doi:10.1016/j.cortex.2012.11.002 · Cited by 134 · see citing works
Hunter, M. A., Coffman, B. A., Gasparovic, C., Calhoun, V. D., Trumbo, M., & Clark, V. P. (2014) · Brain Research · doi:10.1016/j.brainres.2014.09.066 · Cited by 132 · see citing works
Older adults improve on everyday tasks after working memory training and neurostimulation
Stephens, J. A., & Berryhill, M. E. (2016) · Brain Stimulation · doi:10.1016/j.brs.2016.04.001 · Cited by 130 · see citing works
Self-citationHits and misses: leveraging tDCS to advance cognitive research
Berryhill, M. E. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00800 · Cited by 128 · see citing works
Parietal Contributions to Visual Working Memory Depend on Task Difficulty
Jones, K. T., & Berryhill, M. E. (2012) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2012.00081 · Cited by 124 · see citing works
The genetics of cognitive ability and cognitive ageing in healthy older people
Harris, S. E., & Deary, I. J. (2011) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2011.07.004 · Cited by 122 · see citing works
Mulkern, R. V., Zengingönül, H. P., Robertson, R. L., Bogner, P., Zou, K. H., Guðbjartsson, H., Guttmann, C. R. G., Holtzman, D. H., Kyriakos, W. E., Jolesz, F. A., et al. (2000) · Magnetic Resonance in Medicine · doi:10.1002/1522-2594(200008)44:2 · Cited by 109 · see citing works
Polanía, R. H., Paulus, W., & Nitsche, M. A. (2012) · PLoS ONE · doi:10.1371/journal.pone.0030971 · Cited by 105 · see citing works
Amadi, U., Ilie, A. S., Johansen‐Berg, H., & Stagg, C. J. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.11.037 · Cited by 104 · 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
Benefits of training visuospatial working memory in young-old and old-old.
Borella, E., Carretti, B., Cantarella, A., Riboldi, F., Zavagnin, M., & De Beni, R. (2014) · Developmental Psychology · doi:10.1037/a0034293 · Cited by 101 · see citing works
Elmer, S., Burkard, M., Renz, B., Meyer, M. E., & Jäncke, L. (2009) · Behavioral and Brain Functions · doi:10.1186/1744-9081-5-29 · Cited by 100 · see citing works
Jones, K. T., Gözenman, F., & Berryhill, M. E. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.11.012 · Cited by 98 · see citing works
Wang, J. X., & Voss, J. L. (2015) · Hippocampus · doi:10.1002/hipo.22416 · Cited by 96 · see citing works
Störmer, V. S., Passow, S., Biesenack, J., & Li, S. (2011) · Developmental Psychology · doi:10.1037/a0026198 · Cited by 85 · see citing works
Dopamine and training-related working-memory improvement
Bäckman, L., & Nyberg, L. H. (2013) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2013.01.014 · Cited by 84 · see citing works
Nonlinear Dose-Dependent Impact of D1 Receptor Activation on Motor Cortex Plasticity in Humans
Fresnoza, S. M., Paulus, W., Nitsche, M. A., & Kuo, M. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.3655-13.2014 · Cited by 84 · see citing works
COMT Val158Met Genotype and Individual Differences in Executive Function in Healthy Adults
Wishart, H. A., Roth, R. M., Saykin, A. J., Rhodes, C. H., Tsongalis, G. J., Pattin, K. A., Moore, J. H., & McAllister, T. W. (2010) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617710001402 · Cited by 84 · see citing works
The COMT Val/Met Polymorphism Modulates Effects of tDCS on Response Inhibition
Nieratschker, V., Kiefer, C., Giel, K. E., Krüger, R., & Plewnia, C. (2014) · Brain stimulation · doi:10.1016/j.brs.2014.11.009 · Cited by 83 · see citing works
The dynamics of change in striatal activity following updating training
Kühn, S., Schmiedek, F., Noack, H., Wenger, E., Bodammer, N., Lindenberger, U., & Lövdén, M. (2012) · Human Brain Mapping · doi:10.1002/hbm.22007 · Cited by 80 · see citing works
Brunoni, A. R., Kemp, A. H., Shiozawa, P., Cordeiro, Q., Valiengo, L. D. C. L., Goulart, A. C., Coprerski, B., Lotufo, P. A., Brunoni, D., Perez, A. B. A., et al. (2013) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2013.03.009 · Cited by 76 · see citing works
Age-related and Genetic Modulation of Frontal Cortex Efficiency
Nyberg, L. H., Andersson, M., Kauppi, K., Lundquist, A., Persson, J., Pudas, S., & Nilsson, L. (2013) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00521 · Cited by 76 · see citing works
Dosage-Dependent Effect of Dopamine D2 Receptor Activation on Motor Cortex Plasticity in Humans
Fresnoza, S. M., Stiksrud, E. M., Klinker, F., Liebetanz, D., Paulus, W., Kuo, M., & Nitsche, M. A. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.0832-14.2014 · Cited by 71 · see citing works
Carretti, B., Borella, E., Fostinelli, S., & Zavagnin, M. (2012) · International Psychogeriatrics · doi:10.1017/s1041610212002177 · Cited by 69 · see citing works
de Frias, C. M., Marklund, P., Eriksson, E., Larsson, A., Öman, L., Annerbrink, K., Bäckman, L., Nilsson, L., & Nyberg, L. H. (2009) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21318 · Cited by 63 · see citing works
COMT and ANKK1-Taq-Ia Genetic Polymorphisms Influence Visual Working Memory
Berryhill, M. E., Wiener, M., Stephens, J. A., Lohoff, F. W., & Coslett, H. B. (2013) · PLoS ONE · doi:10.1371/journal.pone.0055862 · Cited by 55 · see citing works
The COMT Val158Met polymorphism modulates working memory performance under acute stress
Buckert, M., Kudielka, B. M., Reuter, M., & Fiebach, C. J. (2012) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2012.03.014 · Cited by 54 · see citing works
Prehn, K., Lesemann, A., Krey, G., Witte, A. V., Köbe, T., Grittner, U., & Flöel, A. (2017) · Brain and Cognition · doi:10.1016/j.bandc.2017.08.006 · Cited by 52 · see citing works
Getzmann, S., Gajewski, P. D., Hengstler, J. G., Falkenstein, M., & Beste, C. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.08.079 · Cited by 50 · see citing works
Brooks, S. J., Nilsson, E., Jacobsson, J. A., Stein, D. J., Fredriksson, R., Lind, L., & Schiöth, H. B. (2014) · PLoS ONE · doi:10.1371/journal.pone.0082707 · Cited by 44 · see citing works
Verwer, R. W. H. (2003) · Experimental Gerontology · doi:10.1016/s0531-5565(02)00154-7 · Cited by 43 · see citing works
Bellander, M., Bäckman, L., Liu, T., Schjeide, B.-M. M., Bertram, L., Schmiedek, F., Lindenberger, U., & Lövdén, M. (2019) · MPG.PuRe (Max Planck Society) · doi:10.25657/02:18083 · Cited by 39 · see citing works
Krishnamurthy, V., Gopinath, K., Brown, G. S., & Hampstead, B. M. (2015) · Neuroscience Letters · doi:10.1016/j.neulet.2015.07.042 · Cited by 38 · see citing works
Working Memory and Anticipatory Set Modulate Midbrain and Putamen Activity
Yu, Y., FitzGerald, T. H. B., & Friston, K. J. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.1176-13.2013 · Cited by 36 · see citing works
Lindenberg, R., Sieg, M. M., Meinzer, M., Nachtigall, L., & Flöel, A. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.01.057 · Cited by 35 · see citing works
Klaus, K., Butler, K., Durrant, S. J., Ali, M., Inglehearn, C. F., Hodgson, T. L., Gutiérrez, H., & Pennington, K. (2017) · Brain and Behavior · doi:10.1002/brb3.695 · Cited by 35 · see citing works
Chhabra, H., Shivakumar, V., Agarwal, S. M., Bose, A., Venugopal, D., Rajasekaran, A., Subbanna, M., Kalmady, S. V., Narayanaswamy, J. C., Debnath, M., et al. (2015) · Acta Neuropsychiatrica · doi:10.1017/neu.2015.20 · Cited by 26 · see citing works
Sambataro, F., Podell, J. E., Murty, V. P., Das, S., Kolachana, B. S., Goldberg, T. E., Weinberger, D. R., & Mattay, V. S. (2015) · European Journal of Neuroscience · doi:10.1111/ejn.12956 · Cited by 19 · see citing works
Kar, K., & Wright, J. (2013) · Journal of Neurophysiology · doi:10.1152/jn.00736.2013 · Cited by 16 · see citing works
Non-invasive brain stimulation for enhancement of corticospinal excitability and motor performance.
Jaberzadeh, S. J., & Zoghi, M. (2013) · Europe PMC (PubMed Central) · Cited by 15 · see citing works
BDNF Val66Met Polymorphism on Functional MRI During n-Back Working Memory Tasks
Chen, C.-C., Chen, C.-J., Wu, D., Chi, N., Chen, P.-C., Liao, Y., Chiu, H., & Hu, C. (2015) · Medicine · doi:10.1097/md.0000000000001586 · Cited by 11 · see citing works
Massimiliano Versace, A., & Zorzi, M. (2010) · International Journal of Neural Systems · doi:10.1142/s0129065710002401 · Cited by 10 · see citing works
Ciliax (1999) · doi:10.1002/(sici)1096-9861(19990621)409:1
Flagged first, then by citations
Research works printed but not linked: 2
- [54]Hariri AR Brain-derived neurotrophic factor val66met polymorphism affects human memory-related hippocampal activity and predicts memory performance The Journal of neuroscience: the official journal of the Society for Neuroscience 2003 23 6690 6694 12890761 PMC6740735
- [113]Berryhill ME Jones KT tDCS selectively improves working memory in older adults with more education Neurosci Lett 2012 521 148 151 10.1016/j.neulet.2012.05.074 22684095 · DOI
Cited by
Sorted by citations
Incomplete evidence that increasing current intensity of tDCS boosts outcomes
Esmaeilpour, Z., Marangolo, P., Hampstead, B. M., Bestmann, S., Galletta, E. E., Knotková, H., & Bikson, M. (2017) · Brain stimulation · doi:10.1016/j.brs.2017.12.002 · Cited by 200 · see citing works
Towards precise brain stimulation: Is electric field simulation related to neuromodulation?
Antonenko, D., Thielscher, A., Saturnino, G. B., Aydın, S., Ittermann, B., Grittner, U., & Flöel, A. (2019) · Brain stimulation · doi:10.1016/j.brs.2019.03.072 · Cited by 147 · see citing works
Ke, Y., Wang, N., Du, J., Kong, L., Liu, S., Xu, M., An, X., & Ming, D. (2019) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2019.00019 · Cited by 103 · see citing works
Cognitive Effects of Transcranial Direct Current Stimulation in Healthy and Clinical Populations
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Working memory training mostly engages general-purpose large-scale networks for learning
Salmi, J., Nyberg, L., & Laine, M. (2018) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2018.03.019 · Cited by 70 · see citing works
Zanto, T. P., Jones, K. T., Ostrand, A. E., Hsu, W., Campusano, R., & Gazzaley, A. H. (2021) · Brain stimulation · doi:10.1016/j.brs.2021.08.017 · Cited by 67 · see citing works
Rosa, E. D., Brigadoi, S., Cutini, S., Tarantino, V., Dell’Acqua, R., Mapelli, D., Braver, T. S., & Vallesi, A. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2019.116062 · Cited by 59 · see citing works
Age‐dependent effects of brain stimulation on network centrality
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McClintock, S. M., Martin, D. M., Lisanby, S. H., Alonzo, A., McDonald, W. M., Aaronson, S. T., Husain, M. M., O’Reardon, J. P., Weickert, C. S., Mohan, A., et al. (2020) · Depression and Anxiety · doi:10.1002/da.22988 · Cited by 50 · see citing works
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Brunoni, A. R., Carracedo, Á., Maroñas, O., Latorre-Pellicer, A., Talib, L. L., Carvalho, A. F., Lotufo, P. A., Benseñor, I. M., Gattaz, W. F., & Cappi, C. (2019) · Brazilian Journal of Psychiatry · doi:10.1590/1516-4446-2019-0620 · Cited by 37 · see citing works
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Koo, G. K., Gaur, A., Tumati, S., Kusumo, R. W., Bawa, K. K., Herrmann, N., Gallagher, D., & Lanctôt, K. L. (2023) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2023.105047 · Cited by 25 · see citing works
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Workman, C. D., Kamholz, J. A., & Rudroff, T. (2020) · Experimental Brain Research · doi:10.1007/s00221-019-05721-w · Cited by 21 · see citing works
Wiegand, A., Blickle, A., Brückmann, C., Weller, S., Nieratschker, V., & Plewnia, C. (2021) · Biomolecules · doi:10.3390/biom11111726 · Cited by 19 · see citing works
Schommartz, I., Dix, A., Passow, S., & Li, S. (2021) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2020.605190 · Cited by 20 · see citing works
Antonenko, D., Thams, F., Uhrich, J., Dix, A., Thurm, F., Li, S., Grittner, U., & Flöel, A. (2019) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2019.00200 · Cited by 18 · see citing works
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Imperio, C. M., & Chua, E. F. (2023) · Brain Research · doi:10.1016/j.brainres.2023.148538 · Cited by 5 · see citing works
Imperio, C. M., & Chua, E. F. (2023) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2023.1239126 · Cited by 5 · see citing works
Abubshait, A., & Wiese, E. (2019) · Proceedings of the Human Factors and Ergonomics Society Annual Meeting · doi:10.1177/1071181319631359 · Cited by 5 · see citing works
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Imperio, C. M., & Chua, E. F. (2024) · PLoS ONE · doi:10.1371/journal.pone.0300779 · Cited by 3 · see citing works
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Wang, X., Dong, Y., & Yang, M. (2026) · Biological Rhythm Research · doi:10.1080/09291016.2026.2660307
- Authors
- Stephens, J. A., Jones, K. T., & Berryhill, M. E.
- Affiliations
- Kennedy Krieger Institute (US)
- University of Nevada, Reno (US)
- Corresponding author
- Stephens, Jaclyn A.
- Venue
- Scientific Reports
- Published
- 2017-10-18
- Volume
- 7
- Issue
- 1
- Pages
- 13463-13463
- ISSN
- 2045-2322 (ISSN-L)
- PMC
- PMC5647397
- OpenAlex
- W2764096619
- Cited by
- 43
- References
- 119
- Citations by year
- 2026: 1 · 2025: 3 · 2024: 2 · 2023: 5 · 2022: 3 · 2021: 8 · 2020: 7 · 2019: 9 · 2018: 4 · 2017: 1
- FWCI
- 2.85
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Scientific Reports (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Funders
- National Science Foundation (1632738)
- National Institutes of Health (1632738)
- National Eye Institute (R15EY022775)
- National Institute of General Medical Sciences (P20GM103650)
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (T32HD007414)
- Office of Experimental Program to Stimulate Competitive Research (NSF 1632738, 1632738)
- 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, COMT Val158Met polymorphism, older adults, executive function, visual working memory, spatial working memory, genetic moderators, cognitive enhancement
- MeSH terms
- Aged, Analysis of Variance, Catechol O-Methyltransferase, Female, Genotype, Humans, Learning, Male, Memory, Short-Term, Middle Aged, Polymorphism, Genetic, Time Factors, Amino Acid Substitution, Transcranial Direct Current Stimulation
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