Effects of computerized working memory training on neuroplasticity in healthy individuals: A combined neuroimaging and neurotransmitter study
Open accessAbstract
Working memory (WM) is an essential cognitive function that underpins various higher-order cognitive processes. Improving WM capacity through targeted training interventions has emergered as a potential approach for enhancing cognitive abilities. The present study employed an 8-week regimen of computerized WM training (WMT) to investigate its effect on neuroplasticity in healthy individuals, utilizing neuroimaging data gathered both before and after the training. The key metrics assessed included the amplitude of low-frequency fluctuations (ALFF), voxel-based morphometry (VBM), and the spatial distribution correlations of neurotransmitter. The results indicated that post-training, compared to baseline, there was a reduction in ALFF in the medial superior frontal gyrus and an elevation in ALFF in the left middle occipital gyrus within the training group. In comparison to the control group, the training group also exhibited decreased ALFF in the anterior cingulate cortex, angular gyrus, and superior parietal lobule, along with increased ALFF in the postcentral gyrus post-training. VBM analysis revealed a significant increase in gray matter volume (GMV) in the right dorsal superior frontal gyrus after the training period, compared to the initial baseline measurement. Furthermore, the training group showed GMV increases in the dorsal superior frontal gyrus, Rolandic operculum, precentral gyrus, and postcentral gyrus when compared to the control group. In addition, significant associations were identifed between neuroimaging measurements (AFLL and VBM) and the spatial patterns of neurotransmitters such as serotonin (5-HT), dopamine (DA), and N-methyl-D-aspartate (NMDA), providing insights into the underlying neurochemical processes. These findings clarify the neuroplastic changes caused by WMT, offering a deeper understanding of brain plasticity and highlighting the potential advantages of cognitive training interventions.
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Computerised working memory training (CWMT) standardises delivery, captures process-level metrics to quantify realised dose, and adapts difficulty in real time.
“By contrast, computerised working memory training (CWMT) standardises delivery, captures process-level metrics to quantify realised dose, and adapts difficulty in real time19.”
From Meta-analysis of computerised working memory training: behavioural gains, training parameters, transfer mechanisms, and neural correlates (2026) · cites this paper as [19]
CWMT allows dose and compliance to be operationalised and monitored using process indicators, enabling more objective quantification of realised exposure and supporting adjustment of training progression.
“Importantly, CWMT allows dose and compliance to be operationalised and monitored using process indicators, enabling more objective quantification of realised exposure and supporting adjustment of training progression.”
From Meta-analysis of computerised working memory training: behavioural gains, training parameters, transfer mechanisms, and neural correlates (2026) · cites this paper as [19]
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“In addition, gamma-aminobutyric acid (GABA), the major inhibitory neurotransmitter in the human cerebral cortex (McCormick, 1989), is linked to various cognitive functions such as WM (Jong et al., 2016).”
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“Dopamine D2 receptors modulate the neural activities associated with WM (Dodds et al., 2009; Wang et al., 2004) and involved in mechanisms underlying WMT and neuroplasticity (Backman and Nyberg, 2013; Wang et al., 2012).”
BackgroundFunctional connectivity between brain regions involved in learning words of a new language
Veroude, K., Norris, D. G., Shumskaya, E., Gullberg, M., & Indefrey, P. (2010) · Brain and Language · doi:10.1016/j.bandl.2009.12.005 · Cited by 108 · cited 1× · see citing works
“The ROL, located around the sylvian fissure, is associated with phonological processing and speech production (Brown et al., 2005; Veroude et al., 2010).”
Specifying a Causal Role for Angular Gyrus in Autobiographical Memory
Bonnici, H. M., Cheke, L. G., Green, D. A. E., FitzGerald, T. H. B., & Simons, J. S. (2018) · Journal of Neuroscience · doi:10.1523/jneurosci.1239-18.2018 · Cited by 107 · see citing works
Central noradrenaline transporter availability in highly obese, non-depressed individuals
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“In contrast, the PoCG, a part of the primary somatosensory area (Kropf et al., 2018), is involved in somatic sensations (Roux et al., 2018) and plays a role in somatosensory representation, emotional perception, and memory formation (Cao et al., 2018; Kurth et al., 2000; Luck et al., 2010).”
BackgroundCognitive control in social situations: A role for the dorsolateral prefrontal cortex
Weissman, D. H., Perkins, A. S., & Woldorff, M. G. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2007.12.021 · Cited by 103 · cited 1× · see citing works
“(Asplund et al., 2010), social cognition(Weissman et al., 2008), and WM (Owen et al., 2005).”
Neural representations of ethologically relevant hand/mouth synergies in the human precentral gyrus
Desmurget, M., Richard, N., Harquel, S., Baraduc, P., Szathmári, A., Mottolèse, C., & Angela Sirigu, B. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1321909111 · Cited by 101 · cited 1× · see citing works
“The PreCG, which houses the primary motor cortex, is crucial for motor function control (Cooke and Graziano, 2004; Desmurget et al., 2014).”
BackgroundDistinct and Convergent Visual Processing of High and Low Spatial Frequency Information in Faces
Rotshtein, P., Vuilleumier, P. O., Winston, J. S., Driver, J., & Dolan, R. J. (2007) · Cerebral Cortex · doi:10.1093/cercor/bhl180 · Cited by 100 · cited 1× · see citing works
“The left MOG plays a vital role in visual processing (Rotshtein et al., 2007; Tu et al., 2013), including visual object recognition (Yonelinas et al., 2001), integrating visual information with other sensory inputs (Laurent et al., 2009; Ripp et al., 2018), and visual-spatial processing (Mangun et…”
Rokem, A., & Silver, M. A. (2010) · Current Biology · doi:10.1016/j.cub.2010.08.027 · Cited by 86 · cited 1× · see citing works
“Cognitive training has also been shown to affect other neurotransmitter systems, such as acetylcholine (Rokem and Silver, 2010), which is involved in attention and memory processes.”
BackgroundThe superior parietal lobule of primates: a sensory-motor hub for interaction with the environment
Passarelli, L., Gamberini, M., & Fattori, P. (2021) · Journal of Integrative Neuroscience · doi:10.31083/j.jin.2021.01.334 · Cited by 86 · 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 · cited 1× · see citing works
“Dopamine D2 receptors modulate the neural activities associated with WM (Dodds et al., 2009; Wang et al., 2004) and involved in mechanisms underlying WMT and neuroplasticity (Backman and Nyberg, 2013; Wang et al., 2012).”
BackgroundDopamine, working memory, and training induced plasticity: Implications for developmental research.
Söderqvist, S., Nutley, S. B., Peyrard‐Janvid, M., Matsson, H., Humphreys, K., Kere, J., & Klingberg, T. (2011) · Developmental Psychology · doi:10.1037/a0026179 · Cited by 77 · see citing works
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“Similarly, a two-weeks training period with a Go/NoGo task resulted in increase in GMV in the right orbital region of the inferior frontal gyrus (Chavan et al., 2015).”
MethodLi, B., He, N., Qiao, Y., Xu, H., Lu, Y., Cui, P., Ling, H., Yan, F.-H., Tang, H., & Chen, S. (2019) · NeuroImage Clinical · doi:10.1016/j.nicl.2019.101691 · Cited by 75 · cited 1× · see citing works
“…(BOLD) signal (Zang et al., 2007) and has been utilized to explore the intrinsic neural activity changes associated with cognitive training (Li et al., 2019). for example, in a study of young adults who received four weeks of WMT (Takeuchi et al., 2017), fractional ALFF (fALFF) increased…”
BackgroundDopamine: from prediction error to psychotherapy
Papalini, S., Beckers, T., & Vervliet, B. (2020) · Translational Psychiatry · doi:10.1038/s41398-020-0814-x · Cited by 75 · cited 2× · see citing works
“Several subtypes of dopamine receptors, such as D1 and D2 receptors, are particularly important in the prefrontal cortex for WM tasks (Papalini et al., 2020; Seamans and Yang, 2004).”
BackgroundWorking Memory Updating Function Training Influenced Brain Activity
Zhao, X., Zhou, R., & Fu, L. (2013) · PLoS ONE · doi:10.1371/journal.pone.0071063 · Cited by 72 · cited 1× · see citing works
“A computerized and standardized adaptive running memory task was used to train WM (Zhao et al., 2013).”
MethodDevelopment of Serotonergic Fibers in the Post-Natal Mouse Brain
Maddaloni, G., Bertero, A., Pratelli, M., Barsotti, N., Boonstra, A., Giorgi, A. U. D., Migliarini, S., & Pasqualetti, M. (2017) · Frontiers in Cellular Neuroscience · doi:10.3389/fncel.2017.00202 · Cited by 71 · cited 1× · see citing works
“Specifically, serotonin (5-hydroxytryptamine, 5-HT) is an important modulatory neurotransmitter with strong projections from the midbrain and raphe nuclei of the brainstem (Maddaloni et al., 2017).”
BackgroundCategory-selective attention modulates unconscious processes in the middle occipital gyrus
Tu, S., Qiu, J., Martens, U., & Zhang, Q. (2013) · Consciousness and Cognition · doi:10.1016/j.concog.2013.02.007 · Cited by 69 · cited 1× · see citing works
“The left MOG plays a vital role in visual processing (Rotshtein et al., 2007; Tu et al., 2013), including visual object recognition (Yonelinas et al., 2001), integrating visual information with other sensory inputs (Laurent et al., 2009; Ripp et al., 2018), and visual-spatial processing (Mangun et…”
BackgroundDodds, C. M., Clark, L., Dove, A., Regenthal, R., Baumann, F., Bullmore, E. T., Robbins, T. W., & Müller, U. (2009) · Psychopharmacology · doi:10.1007/s00213-009-1634-0 · Cited by 67 · cited 1× · see citing works
“Dopamine D2 receptors modulate the neural activities associated with WM (Dodds et al., 2009; Wang et al., 2004) and involved in mechanisms underlying WMT and neuroplasticity (Backman and Nyberg, 2013; Wang et al., 2012).”
BackgroundVasić, N., Wolf, N. D., Grön, G., Sosic-Vasic, Z., Connemann, B. J., Sambataro, F., von Strombeck, A., Lang, D., Otte, S., Dudek, M., et al. (2015) · Journal of Psychiatry and Neuroscience · doi:10.1503/jpn.140246 · Cited by 65 · cited 1× · see citing works
“The utilization of an unadjusted threshold aligns with specific preliminary investigations in neuroimaging (Nenad et al., 2015; Wang et al., 2021; Zhang et al., 2017), while the threshold for a substantial cluster size was chosen to balance the risk of type I and type II errors, controlling for…”
BackgroundRegulation of the synthesis of the transmitter glutamate pool
Fonnum, F. (1993) · Progress in Biophysics and Molecular Biology · doi:10.1016/0079-6107(93)90012-9 · Cited by 60 · cited 1× · see citing works
“The excitatory neurotransmitter glutamate, which acts in most excitatory synapses in the central nervous system (Fonnum, 1993), is particularly noteworthy for its role in learning and memory through the plasticity of channel properties, such as the enhancement of glutamate neurotransmission and…”
BackgroundIntervention-induced enhancement in intrinsic brain activity in healthy older adults
Yin, S., Zhu, X., Li, R., Niu, Y., Wang, B., Zheng, Z., Huang, X., Huo, L., & Li, J. (2014) · Scientific Reports · doi:10.1038/srep07309 · Cited by 57 · cited 1× · see citing works
“Enhanced ALFF in the middle frontal gyrus, superior frontal gyrus, and anterior cerebellum lobe was also observed in healthy older adults following multimodal cognitive traning, with these changes associated with improvements in cognitive performance (Yin et al., 2014).”
BackgroundInfluentialNeurosteroids: non-genomic pathways in neuroplasticity and involvement in neurological diseases
Schverer, M., Lanfumey, L., Baulieu, É.-É., Froger, N., & Villey, I. (2018) · Pharmacology & Therapeutics · doi:10.1016/j.pharmthera.2018.06.011 · Cited by 55 · cited 1× · see citing works
“Neuroplasticity is the adaptability of the brain in response to internal and external stimuli (Schverer et al., 2018).”
BackgroundBrooks, S. J., Burch, K. H., Maiorana, S. A., Cocolas, E., Schioth, H. B., Nilsson, E. K., Kamaloodien, K., & Stein, D. J. (2016) · NeuroImage: Clinical · doi:10.1016/j.nicl.2016.08.019 · Cited by 50 · cited 1× · see citing works
“…the cognitive demands of WMT. Studies have shown that cognitive training can lead to increases in GMV in brain areas involved in the trained tasks (Brooks et al., 2016; Colom et al., 2016), supporting the idea that the brain remains plastic and capable of morphological changes in response to…”
BackgroundModulating role of serotonergic signaling in sleep and memory
Vaseghi, S., Arjmandi-Rad, S., Eskandari, M., Ebrahimnejad, M., Kholghi, G., & Zarrindast, M. (2021) · Pharmacological Reports · doi:10.1007/s43440-021-00339-8 · Cited by 49 · see citing works
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Age-related differences in brain activation during working memory updating: An fMRI study
Qin, S., & Basak, C. (2020) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2020.107335 · Cited by 46 · cited 1× · see citing works
“Typically, an overactive DMN is linked to inefficiencies in cognitive processing, often seen in aging and certain psychiatric conditions (Christakou et al., 2013; Qin and Basak, 2020).”
BackgroundTakeuchi, 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 · cited 1× · see citing works
“…activity changes associated with cognitive training (Li et al., 2019). for example, in a study of young adults who received four weeks of WMT (Takeuchi et al., 2017), fractional ALFF (fALFF) increased in the right dorsolateral prefrontal cortex, frontopolar region, and medial prefrontal…”
BackgroundCao, L., Xu, J., Yang, X., Li, X., & Liu, B. (2018) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2018.00419 · Cited by 35 · cited 1× · see citing works
“In contrast, the PoCG, a part of the primary somatosensory area (Kropf et al., 2018), is involved in somatic sensations (Roux et al., 2018) and plays a role in somatosensory representation, emotional perception, and memory formation (Cao et al., 2018; Kurth et al., 2000; Luck et al., 2010).”
BackgroundGenomic analysis of serotonin receptors in learning and memory
Cavallaro, S. (2008) · Behavioural Brain Research · doi:10.1016/j.bbr.2007.12.003 · Cited by 31 · cited 1× · see citing works
“The serotonin family (e.g., 5-HT1a, 5-HT1b, and 5-HT2a) is highly concentrated in regions significantly involved in learning and memory processing (Cavallaro, 2008; Vaseghi et al., 2022; Wirth et al., 2017) and is implicated in various cognitive functions, including emotion regulation, learning,…”
BackgroundRipp, I., Nieden, A. Z., Blankenagel, S., Franzmeier, N., Lundström, J. N., & Freiherr, J. (2018) · Human Brain Mapping · doi:10.1002/hbm.24206 · Cited by 29 · cited 1× · see citing works
“…in visual processing (Rotshtein et al., 2007; Tu et al., 2013), including visual object recognition (Yonelinas et al., 2001), integrating visual information with other sensory inputs (Laurent et al., 2009; Ripp et al., 2018), and visual-spatial processing (Mangun et al., 1997; Tapert et al., 2004).”
BackgroundWorking memory test battery for young adults: Computerized working memory assessment
Ma, L., Chang, L., Chen, X., & Zhou, R. (2017) · PLoS ONE · doi:10.1371/journal.pone.0175047 · Cited by 25 · cited 2× · see citing works
“The previous study provides comprehensive details on these tasks (Ma et al., 2017).”
BackgroundMethodColom, R., Martínez, K., Burgaleta, M., Román, F. J., García‐García, D., Gunter, J. L., Hua, X., Jaeggi, S. M., & Thompson, P. M. (2016) · Personality and Individual Differences · doi:10.1016/j.paid.2016.03.087 · Cited by 21 · cited 1× · see citing works
“…demands of WMT. Studies have shown that cognitive training can lead to increases in GMV in brain areas involved in the trained tasks (Brooks et al., 2016; Colom et al., 2016), supporting the idea that the brain remains plastic and capable of morphological changes in response to cognitive demands.”
BackgroundInoue, K., Nakanishi, K., Hadoush, H., Kurumadani, H., Hashizume, A., Sunagawa, T., & Ochi, M. (2012) · Human Brain Mapping · doi:10.1002/hbm.22012 · Cited by 18 · cited 1× · see citing works
“The PoCG, as discussed, is a key for processing somatosensory information (Inoue et al., 2013).”
BackgroundMaruyama, T., Takeuchi, H., Taki, Y., Motoki, K., Jeong, H., Kotozaki, Y., Nakagawa, S., Nouchi, R., Iizuka, K., Yokoyama, R., et al. (2018) · Neural Plasticity · doi:10.1155/2018/6574178 · Cited by 17 · cited 1× · see citing works
“…a study on time-compressed speech trainging for approximately four weeks found increased fALFF in the left superior temporal gyrus compared to the active control group in young adults (Maruyama et al., 2018), although no significant differences in cognitive performance measurements were observed.”
BackgroundSuri, D., Zanni, G., Mahadevia, D., Chuhma, N., Saha, R., Spivack, S., Pini, N., Stevens, G. S., Ziolkowski-Blake, A., Simpson, E. H., et al. (2023) · Molecular Psychiatry · doi:10.1038/s41380-023-02194-w · Cited by 17 · see citing works
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Sustained and transient gray matter volume changes after n-back training: A VBM study
Miró‐Padilla, A., Bueichekú, E., Adrián‐Ventura, J., Costumero, V., Palomar‐García, M., Villar‐Rodríguez, E., Marín-Marín, L., Aguirre, N., & Ávila, C. (2020) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2020.107368 · Cited by 13 · see citing works
Effects of working memory training on different goals of cognitive reappraisal.
Long, F., Zhou, W., Zhang, T., Zhang, Z., & Zhou, R. (2023) · Emotion · doi:10.1037/emo0001253 · Cited by 11 · see citing works
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Intervention-induced Enhancement in Intrinsic Brain Activity in Healthy Older Adults
Yin, S., Zhu, X., Li, R., Niu, Y., Wang, B., Zheng, Z., Huang, X., Huo, L., & Li, J. (2015) · Brain stimulation · doi:10.1016/j.brs.2015.01.320 · Cited by 6 · see citing works
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“The utilization of an unadjusted threshold aligns with specific preliminary investigations in neuroimaging (Nenad et al., 2015; Wang et al., 2021; Zhang et al., 2017), while the threshold for a substantial cluster size was chosen to balance the risk of type I and type II errors, controlling for…”
BackgroundEffects of Fast Simple Numerical Calculation Training on Neural Systems
Takeuchi, H., Nagase, T., Taki, Y., Sassa, Y., Hashizume, H., Nouchi, R., & Kawashima, R. (2016) · Neural Plasticity · doi:10.1155/2016/5940634 · Cited by 5 · cited 1× · see citing works
“…fast simple numerical calculation (FSNC) training on regional GMV and cerebral blood flow (CBF) in healthy young adults observed that FSNC training improved performance on tasks related to simple processing speed, speeded executive functioning, and arithmetic tasks (Takeuchi et al., 2016).”
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Gkintoni, E., Sortwell, A., Vassilopoulos, S. P., & Nikolaou, G. (2025) · Multimodal Technologies and Interaction · doi:10.3390/mti10010005 · Cited by 24 · see citing works
Atlas of proteomic signatures of brain structure and its links to brain disorders
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“The precentral cortex, primarily involved in motor control and coordination, has been increasingly recognised for its role in working memoryandemotionalregulation 56 .”
Self-citationCao, J., Hu, P., Li, L. J., Dai, F., & Jin, Y. (2025) · Neuropsychiatric Disease and Treatment · doi:10.2147/ndt.s562404 · Cited by 8 · see citing works
“23 walking with cognitive tasks—strengthens connectivity in brain regions associated with attention and executive function.”
Li, G., Liu, Y., & Chen, A. (2026) · npj Digital Medicine · doi:10.1038/s41746-026-02478-9 · Cited by 2 · see citing works
“By contrast, computerised working memorytraining(CWMT)standardisesdelivery, capturesprocess-level metrics to quantify realised dose, and adapts dif fi culty in real time 19 .”
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“Additionally, computerized working memory training established a relationship between neuroimaging measures and molecular levels in healthy subjects (Fang et al. 2024).”
Self-citationCognitive training shapes brain plasticity and schematic representations
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“…have shown that training on Go/ No-Go tasks and working memory tasks results in increases in gray matter volume (GMV) in the prefrontal cortex [54, 55], providing a macro-level indicator of such changes, though the precise microstructural alterations, time scales, and contributing processes…”
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“…the biological mechanisms underlying restorative training-related brain changes in animals and humans, which have demonstrated long-term potentiation and synaptic strengthening, 24,25 enhanced neurogenesis, 26 increased blood fl ow and neurovascular coupling, 24,27 and reduced neuroin fl ammation.”
Neurostructural correlates of harm action/outcome aversion: The role of empathy
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“…with specific changes in the patterns of hemodynamic response (Spence et al., 2024), supported by studies in the literature showing correlations between both brain structure and function changes after cognitive training protocols (Fang et al., 2024; Haier et al., 2009; Zhang et al., 2025).”
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“Similarly, Fang et al. (2024) noted that eight weeks of computerized working memory exercises resulted in notable neurofunctional improvements.”
Poltronieri, B. C., Carvalho, C. M., Vieira, K. R., REIS, M. E. A., Madeira, A. C., Freire, T. D. C., & Panizzutti, R. (2026) · Geriatrics and gerontology international/Geriatrics & gerontology international · doi:10.1111/ggi.70848
- Authors
- Fang, P., Gao, Y., Li, Y., Li, C., Zhang, T., Wu, L., Zhu, Y., & Xie, Y.
- Affiliations
- Air Force Medical University (CN)
- Xijing Hospital (CN)
- Corresponding author
- Zhu, Yuanqiang
- Xie, Yuanjun
- Venue
- NeuroImage
- Publisher
- Elsevier BV
- Published
- 2024-09
- Volume
- 298
- Pages
- 120785
- ISSN
- 1053-8119 (ISSN-L)
- OpenAlex
- W4401713524
- Cited by
- 18
- References
- 101
- Citations by year
- 2026: 7 · 2025: 10 · 2024: 1
- FWCI
- 7.36
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- NeuroImage (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Keywords
- working memory training, neuroplasticity, amplitude of low-frequency fluctuation, gray matter volume, neurotransmitters, serotonin, dopamine, NMDA, medial superior frontal gyrus, cognitive training, healthy adults
- MeSH terms
- Cognitive Training, Adult, Brain, Female, Humans, Magnetic Resonance Imaging, Male, Memory, Short-Term, Neuronal Plasticity, Neurotransmitter Agents, Young Adult, Neuroimaging
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