Working memory training impacts the mean diffusivity in the dopaminergic system
Open accessAbstract
Dopaminergic transmission plays a critical role in working memory (WM). Mean diffusivity (MD) is a sensitive and unique neuroimaging tool for detecting microstructural differences particularly in the areas of the dopaminergic system. Despite previous investigation of the effects of WM training (WMT) on dopamine receptor binding potentials, the effects of WMT on MD remain unknown. In this study, we investigated these effects in young adult subjects who either underwent WMT or received no intervention for 4 weeks. Before and after the intervention or no-intervention periods, subjects underwent scanning sessions in diffusion-weighted imaging to measure MD. Compared with no intervention, WMT resulted in an increase in MD in the bilateral caudate, right putamen, left dorsolateral prefrontal cortex (DLPFC), right anterior cingulate cortex (ACC), right substantia nigra, and ventral tegmental area. Furthermore, the increase in performance on WMT tasks was significantly positively correlated with the mean increase in MD in the clusters of the left DLPFC and of the right ACC. These results suggest that WMT caused microstructural changes in the regions of the dopaminergic system in a way that is usually interpreted as a reduction in neural components.
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?
Only a few studies have investigated changes in structural connectivity following WM training.
“Similarly, only a few studies have investigated changes in structural connectivity, that is, neural tracts, following WM training [30–33].”
From Adaptive working memory training does not produce transfer effects in cognition and neuroimaging (2022) · cites this paper as [32]
The Results section (‘The effect of WMT on MD’; page not available) reports changes in mean diffusivity after working-memory training, so the paper is an example of research on training-related neural microstructure. It does not report changes in structural connectivity or neural tracts, and it does not establish that only a few studies have investigated them. (LLM, conf=0.83)
Experimental — accuracy not yet measuredTakeuchi et al. reported that WM training increased the mean diffusivity in regions of the dopaminergic system.
“Takeuchi et al. [32] reported that WM training increased the mean diffusivity in regions of the dopaminergic system.”
From Adaptive working memory training does not produce transfer effects in cognition and neuroimaging (2022) · cites this paper as [32]
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 assessment and analysis of handedness: The Edinburgh inventory
Oldfield, R. C. (1971) · Neuropsychologia · doi:10.1016/0028-3932(71)90067-4 · Cited by 35,900 · see citing works
Working memory: Looking back and looking forward
Baddeley, A. (2003) · Nature Reviews Neuroscience · doi:10.1038/nrn1201 · Cited by 5,200 · see citing works
(1998) · Cited by 4,172 · 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
Gandevia, B., & Tovell, A. (1964) · PubMed · Cited by 2,068 · see citing works
Is working memory training effective? A meta-analytic review
Melby-Lervåg, M., & Hulme, C. (2013) · Developmental Psychology · doi:10.1037/a0028228 · Cited by 1,782 · 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
Detecting activations in PET and fMRI: levels of inference and power
Friston, K. J., Holmes, A., Poline, J.-B., Price, C. J., & Frith, C. D. (1996) · NeuroImage · doi:10.1006/nimg.1996.0074 · Cited by 1,148 · cited 2× · see citing works
“Regions with significance were inferred using clusterlevel statistics (Friston et al. 1996).”
MethodPrefrontal cortex and basal ganglia control access to working memory
McNab, F., & Klingberg, T. (2008) · Nature Neuroscience · doi:10.1038/nn2024 · Cited by 989 · see citing works
Pretest-posttest designs and measurement of change
Dimitrov, D. M., & Rumrill, Jr. (2003) · WORK: A Journal of Prevention, Assessment & Rehabilitation · doi:10.3233/wor-2003-00285 · Cited by 908 · 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
Prefrontal Dopamine D<sub>1</sub>Receptors and Working Memory in Schizophrenia
Abi-Dargham, A., Mawlawi, O., Lombardo, I., Gil, R., Martinez, D., Huang, Y., Hwang, D.-R., Keilp, J., Kochan, L., Van Heertum, R., et al. (2002) · The Journal of Neuroscience · doi:10.1523/jneurosci.22-09-03708.2002 · Cited by 724 · see citing works
Mahncke, H. W., Connor, B., Appelman, J., Ahsanuddin, O. N., Hardy, J. L., Wood, R. A., Joyce, N. M., Boniske, T., Atkins, S. M., & Merzenich, M. M. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0605194103 · Cited by 679 · see citing works
Occupational therapy for independent-living older adults. A randomized controlled trial.
Clark, F., Azen, S., Zemke, R., Jackson, J., Carlson, M., Mandel, D., Hay, J. W., Josephson, K., Cherry, B., Hessel, C., et al. (1997) · Journal of the American Medical Association (JAMA) · doi:10.1001/jama.1997.03550160041036 · Cited by 652 · see citing works
Changes in cortical dopamine D1 receptor binding associated with cognitive training
McNab, F., Varrone, A., Farde, L., Jucaite, A., Bystritsky, P., Forssberg, H., & Klingberg, T. (2009) · Science · doi:10.1126/science.1166102 · Cited by 545 · see citing works
Training of Working Memory Impacts Structural Connectivity
Takeuchi, H., Sekiguchi, A., Taki, Y., Yokoyama, S., Yomogida, Y., Komuro, N., Yamanouchi, T., Suzuki, S., & Kawashima, R. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.4611-09.2010 · Cited by 531 · see citing works
Self-citationCarlson, N. R. (1978) · Cited by 521 · see citing works
Learning in the fast lane: new insights into neuroplasticity
Sagi, Y., Tavor, I., Hofstetter, S., Tzur-Moryosef, S., Blumenfeld-Katzir, T., & Assaf, Y. (2012) · Neuron · doi:10.1016/j.neuron.2012.01.025 · Cited by 517 · see citing works
Occupational therapy for independent-living older adults. A randomized controlled trial
Clark, F. A. (1997) · JAMA · doi:10.1001/jama.278.16.1321 · Cited by 515 · see citing works
McCann, J. C., & Ames, B. N. (2007) · The American Journal of Clinical Nutrition · doi:10.1093/ajcn/85.4.931 · Cited by 501 · see citing works
Validating cluster size inference: random field and permutation methods
Hayasaka, S. (2003) · NeuroImage · doi:10.1016/j.neuroimage.2003.08.003 · Cited by 491 · see citing works
Magnetic resonance imaging markers of Parkinson's disease nigrostriatal signature
Péran, P., Cherubini, A., Assogna, F., Piras, F., Quattrocchi, C., Peppe, A., Celsis, P., Rascol, O., Démonet, J.-F., Stefani, A., et al. (2010) · Brain · doi:10.1093/brain/awq212 · Cited by 399 · see citing works
Bódi, N., Kéri, S., Nagy, H., Moustafa, A. A., Myers, C. E., Daw, N. D., Dibó, G., Takáts, A., Bereczki, D., & Gluck, M. A. (2009) · Brain · doi:10.1093/brain/awp094 · Cited by 356 · see citing works
Biological parametric mapping: A statistical toolbox for multimodality brain image analysis
Casanova, R., Ryali, S., Baer, A., Laurienti, P. J., Burdette, J. H., Hayasaka, S., Flowers, L., Wood, F., & Maldjian, J. A. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.09.011 · Cited by 302 · see citing works
Maze training in mice induces MRI-detectable brain shape changes specific to the type of learning
Lerch, J. P., Yiu, A. P., Martinez-Canabal, A., Pekar, T., Bohbot, V. D., Frankland, P. W., Henkelman, R. M., Josselyn, S. A., & Sled, J. G. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2010.09.086 · Cited by 300 · see citing works
Mild cognitive impairment and Alzheimer disease: regional diffusivity of water
Kantarci, K., Jack, C. R., Xu, Y. C., Campeau, N. G., O’Brien, P. C., Smith, G. E., Ivnik, R. J., Boeve, B. F., Kokmen, E., Tangalos, E. G., et al. (2001) · Radiology · doi:10.1148/radiology.219.1.r01ap14101 · Cited by 300 · see citing works
Striatal Dopamine and Working Memory
Landau, S. M., Lal, R., O’Neil, J. P., Baker, S. L., & Jagust, W. J. (2008) · Cerebral Cortex · doi:10.1093/cercor/bhn095 · Cited by 297 · see citing works
Aalto, S., Brück, A., Laine, M., Någren, K., & Rinne, J. O. (2005) · Journal of Neuroscience · doi:10.1523/jneurosci.2097-04.2005 · Cited by 284 · see citing works
Regional and global changes in cerebral diffusion with normal aging.
Nusbaum, A. O., Tang, C. Y., Buchsbaum, M. S., Wei, T. C., & Atlas, S. W. (2001) · PubMed Central · Cited by 252 · see citing works
Takeuchi, H., Taki, Y., Hashizume, H., Sassa, Y., Nagase, T., Nouchi, R., & Kawashima, R. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2010.11.052 · Cited by 247 · see citing works
Self-citationDRD4 and novelty seeking: Results of meta‐analyses
Schinka, J. A., Letsch, E. A., & Crawford, F. (2002) · American Journal of Medical Genetics · doi:10.1002/ajmg.10649 · 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
Thomas, C., & Baker, C. I. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2012.03.069 · Cited by 204 · see citing works
Dopamine D2 Receptors in the Insular Cortex and the Personality Trait of Novelty Seeking
Suhara, T., Yasuno, F., Sudo, Y., Yamamoto, M., Inoue, M., Okubo, Y., & Suzuki, K. (2001) · NeuroImage · doi:10.1006/nimg.2001.0761 · Cited by 184 · see citing works
Iron Storage within Dopamine Neurovesicles Revealed by Chemical Nano-Imaging
Ortega, R., Cloetens, P., Devès, G., Carmona, A., & Bohic, S. (2007) · PLoS ONE · doi:10.1371/journal.pone.0000925 · Cited by 178 · see citing works
Takeuchi, H., Taki, Y., Sassa, Y., Hashizume, H., Sekiguchi, A., Fukushima, A., & Kawashima, R. (2011) · PLoS ONE · doi:10.1371/journal.pone.0023175 · Cited by 166 · see citing works
Self-citationEffects of working memory training on functional connectivity and cerebral blood flow during rest
Takeuchi, H., Taki, Y., Nouchi, R., Hashizume, H., Sekiguchi, A., Kotozaki, Y., Nakagawa, S., Miyauchi, C. M., Sassa, Y., & Kawashima, R. (2013) · Cortex · doi:10.1016/j.cortex.2012.09.007 · Cited by 162 · see citing works
Self-citationDopamine D1 receptors in the anterior cingulate cortex regulate effort-based decision makingPreprint
Schweimer, J. V., & Hauber, W. (2006) · Learning & Memory · doi:10.1101/lm.409306 · Cited by 157 · see citing works
Effects of Training of Processing Speed on Neural Systems
Takeuchi, H., Taki, Y., Hashizume, H., Sassa, Y., Nagase, T., Nouchi, R., & Kawashima, R. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.2948-11.2011 · Cited by 144 · see citing works
Self-citationTomasi, D. G., & Volkow, N. D. (2012) · Cerebral Cortex · doi:10.1093/cercor/bhs382 · Cited by 144 · see citing works
In search of the neural circuits of intrinsic motivation
Kaplan, F. (2007) · Frontiers in Neuroscience · doi:10.3389/neuro.01.1.1.017.2007 · Cited by 139 · see citing works
World Medical Association Declaration of Helsinki
(1991) · Law Medicine and Health Care · doi:10.1111/j.1748-720x.1991.tb01824.x · Cited by 132 · see citing works
Brown, A.-M., Liu-Ambrose, T. Y. L., Tate, R. L., & Lord, S. R. (2008) · British Journal of Sports Medicine · doi:10.1136/bjsm.2008.049882 · Cited by 125 · see citing works
Takeuchi, H., Taki, Y., Nouchi, R., Sekiguchi, A., Kotozaki, Y., Miyauchi, C. M., Yokoyama, R., Iizuka, K., Hashizume, H., Nakagawa, S., et al. (2012) · Brain Structure and Function · doi:10.1007/s00429-012-0485-3 · Cited by 125 · see citing works
Self-citationNovelty seeking and harm avoidance in Parkinson's disease: effects of asymmetric dopamine deficiency
Tomer, R. (2004) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.2003.024885 · Cited by 120 · see citing works
Diffusion-tensor imaging of cognitive performance
Moseley, M. E., Bammer, R., & Illes, J. (2002) · Brain and Cognition · doi:10.1016/s0278-2626(02)00524-9 · Cited by 100 · see citing works
Seppi, K., Schocke, M. F. H., Donnemiller, E., Esterhammer, R., Kremser, C., Scherfler, C., Diem, A., Jaschke, W. R., Wenning, G. K., & Poewe, W. H. (2004) · Movement Disorders · doi:10.1002/mds.20229 · Cited by 90 · see citing works
Effects of Working Memory Training on Cognitive Functions and Neural Systems
Takeuchi, H., Taki, Y., & Kawashima, R. (2010) · Reviews in the Neurosciences · doi:10.1515/revneuro.2010.21.6.427 · Cited by 87 · see citing works
Self-citation(1992) · PubMed · Cited by 83 · see citing works
White matter structures associated with empathizing and systemizing in young adults
Takeuchi, H., Taki, Y., Thyreau, B., Sassa, Y., Hashizume, H., Sekiguchi, A., Nagase, T., Nouchi, R., Fukushima, A., & Kawashima, R. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.04.004 · Cited by 79 · see citing works
Self-citationTakeuchi, H., Taki, Y., Sassa, Y., Hashizume, H., Sekiguchi, A., Fukushima, A., & Kawashima, R. (2011) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2011.08.022 · Cited by 78 · see citing works
Self-citationCerebral Blood Flow during Rest Associates with General Intelligence and Creativity
Takeuchi, H., Taki, Y., Hashizume, H., Sassa, Y., Nagase, T., Nouchi, R., & Kawashima, R. (2011) · PLoS ONE · doi:10.1371/journal.pone.0025532 · Cited by 77 · see citing works
Self-citationHuman Structural Plasticity at Record Speed
Johansen‐Berg, H., Sampaio‐Baptista, C., & Thomas, A. G. (2012) · Neuron · doi:10.1016/j.neuron.2012.03.001 · Cited by 75 · see citing works
Insular dopamine D2 receptors and novelty seeking personality in Parkinson's disease
Kaasinen, V., Aalto, S., Någren, K., & Rinne, J. O. (2004) · Movement Disorders · doi:10.1002/mds.20191 · Cited by 64 · see citing works
Effects of multitasking‐training on gray matter structure and resting state neural mechanisms
Takeuchi, H., Taki, Y., Nouchi, R., Hashizume, H., Sekiguchi, A., Kotozaki, Y., Nakagawa, S., Miyauchi, C. M., Sassa, Y., & Kawashima, R. (2013) · Human Brain Mapping · doi:10.1002/hbm.22427 · Cited by 61 · see citing works
Self-citationSong, A. W., Woldorff, M. G., Gangstead, S. L., Mangun, G. R., & McCarthy, G. (2002) · NeuroImage · doi:10.1006/nimg.2002.1217 · Cited by 59 · see citing works
Jin, T., & Kim, S. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2008.03.014 · Cited by 50 · see citing works
Cortical white-matter microstructure in schizophrenia
Andreone, N., Tansella, M., Cerini, R., Versace, A., Rambaldelli, G., Perlini, C., Dusi, N., Pelizza, L., Balestrieri, M., Barbui, C., et al. (2007) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.105.020990 · Cited by 45 · see citing works
Regional Gray Matter Volume Is Associated with Empathizing and Systemizing in Young Adults
Takeuchi, H., Taki, Y., Sassa, Y., Hashizume, H., Sekiguchi, A., Fukushima, A., & Kawashima, R. (2014) · PLoS ONE · doi:10.1371/journal.pone.0084782 · Cited by 44 · see citing works
Self-citationNi, J., Chen, S., Liu, J., et al. (2009) · European Journal of Radiology · doi:10.1016/j.ejrad.2009.04.028 · Cited by 29 · see citing works
Razek, A. A. K. A., Elmongy, A., Hazem, M., Zakareyia, S., & Gabr, W. M. (2010) · Academic Radiology · doi:10.1016/j.acra.2010.08.023 · Cited by 25 · see citing works
Echo-planar and gradient-echo diffusion MRI of normal brain iron in the globus pallidus
Sener, R. N. (2002) · Clinical Imaging · doi:10.1016/s0899-7071(02)00487-4 · Cited by 17 · see citing works
Abe, M., Fukuyama, H., & Mima, T. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1320223111 · Cited by 13 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- Osaka M Nishizaki Y Brain and working memory (in Japanese) 2000 Kyoto Kyoto University Press
- Takeuchi H, Kawashima R (2013) Neural bases of individual differences of creativity measured by the divergent thinking test (symposium). In: Association for psychological science 25th annual convention. Washington DC, USA
Cited by
Sorted by citations
Kopelman, J., Keller, T. A., Panny, B., Griffo, A., Degutis, M., Spotts, C., Cruz, N., Bell, E., Do-Nguyen, K., Wallace, M. L., et al. (2023) · Translational Psychiatry · doi:10.1038/s41398-023-02451-0 · Cited by 60 · see citing works
Takeuchi, H., Taki, Y., Nouchi, R., Sekiguchi, A., Kotozaki, Y., Nakagawa, S., Makoto Miyauchi, C., Sassa, Y., & Kawashima, R. (2017) · Scientific Reports · doi:10.1038/s41598-017-01460-6 · Cited by 36 · see citing works
Self-citationAdaptive working memory training does not produce transfer effects in cognition and neuroimaging
Ripp, I., Emch, M., Wu, Q., Lizarraga, A., Udale, R., von Bastian, C. C., Koch, K., & Yakushev, I. (2022) · Translational Psychiatry · doi:10.1038/s41398-022-02272-7 · Cited by 31 · see citing works
“[32] reported that WM training increased the mean diffusivity in regions of the dopaminergic system.”
BackgroundHuman habit neural circuitry may be perturbed in eating disorders
Wang, A. R., Kuijper, F. M., Barbosa, D. A. N., Hagan, K. E., Lee, E., Tong, E., Choi, E. Y., McNab, J. A., Bohon, C., & Halpern, C. H. (2023) · Science Translational Medicine · doi:10.1126/scitranslmed.abo4919 · Cited by 27 · see citing works
- Authors
- Takeuchi, H., Taki, Y., Nouchi, R., Hashizume, H., Sekiguchi, A., Kotozaki, Y., Nakagawa, S., Miyauchi, C. M., Sassa, Y., & Kawashima, R.
- Affiliations
- Tohoku University (JP)
- Corresponding author
- Takeuchi, Hikaru
- ORCID
- Venue
- Brain Structure and Function
- Published
- 2014-07-15
- Volume
- 220
- Issue
- 6
- Pages
- 3101-3111
- ISSN
- 1863-2653 (ISSN-L)
- 1863-2661
- PMC
- PMC4575686
- OpenAlex
- W2167488754
- Cited by
- 35
- References
- 63
- Citations by year
- 2026: 2 · 2024: 1 · 2023: 3 · 2022: 3 · 2021: 2 · 2020: 4 · 2019: 6 · 2018: 5 · 2017: 3 · 2016: 3 · 2015: 2 · 2014: 1
- FWCI
- 4.17
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Brain Structure and Function (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Funders
- Japan Society for the Promotion of Science (23700306, 25700012, CREST)
- Core Research for Evolutional Science and Technology (KAKENHI 23700306, 25700012, 23700306)
- Research Institute of Science and Technology for Society (KAKENHI 23700306, 25700012)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Advanced Neuroimaging Techniques and Applications
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- working memory training, mean diffusivity, dopaminergic system, white matter microstructure, diffusion-weighted imaging, caudate nucleus, putamen, dorsolateral prefrontal cortex, anterior cingulate cortex, substantia nigra, ventral tegmental area
- MeSH terms
- Brain Mapping, Dopamine, Female, Gyrus Cinguli, Humans, Learning, Male, Memory, Short-Term, Neuronal Plasticity, Neuropsychological Tests, Prefrontal Cortex, Diffusion Magnetic Resonance Imaging, Young Adult, Dopaminergic Neurons, Neuroimaging
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