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Wards Y, Ehrhardt SE, Garner KG, Mattingley JB, Filmer HL, Dux PE. Stimulating prefrontal cortex facilitates training transfer by increasing representational overlap. Cereb Cortex 2024; 34:bhae209. [PMID: 38771242 DOI: 10.1093/cercor/bhae209] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Revised: 04/29/2024] [Accepted: 04/30/2024] [Indexed: 05/22/2024] Open
Abstract
A recent hypothesis characterizes difficulties in multitasking as being the price humans pay for our ability to generalize learning across tasks. The mitigation of these costs through training has been associated with reduced overlap of constituent task representations within frontal, parietal, and subcortical regions. Transcranial direct current stimulation, which can modulate functional brain activity, has shown promise in generalizing performance gains when combined with multitasking training. However, the relationship between combined transcranial direct current stimulation and training protocols with task-associated representational overlap in the brain remains unexplored. Here, we paired prefrontal cortex transcranial direct current stimulation with multitasking training in 178 individuals and collected functional magnetic resonance imaging data pre- and post-training. We found that 1 mA transcranial direct current stimulation applied to the prefrontal cortex paired with multitasking training enhanced training transfer to spatial attention, as assessed via a visual search task. Using machine learning to assess the overlap of neural activity related to the training task in task-relevant brain regions, we found that visual search gains were predicted by changes in classification accuracy in frontal, parietal, and cerebellar regions for participants that received left prefrontal cortex stimulation. These findings demonstrate that prefrontal cortex transcranial direct current stimulation may interact with training-related changes to task representations, facilitating the generalization of learning.
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Affiliation(s)
- Yohan Wards
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
| | - Shane E Ehrhardt
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
| | - Kelly G Garner
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
- Queensland Brain Institute, The University of Queensland, Building 79, Upland Road, St Lucia, Queensland 4072, Australia
- School of Psychology, University of New South Wales, Mathews Building, Gate 11, Botany Street, Randwick, New South Wales 2052, Australia
- School of Psychology, University of Birmingham, Hills Building, Edgbaston Park Rd, Birmingham B15 2TT, United Kingdom
| | - Jason B Mattingley
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
- Queensland Brain Institute, The University of Queensland, Building 79, Upland Road, St Lucia, Queensland 4072, Australia
- School of Psychology, University of Birmingham, Hills Building, Edgbaston Park Rd, Birmingham B15 2TT, United Kingdom
| | - Hannah L Filmer
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
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Garner KG, Leow LA, Uchida A, Nolan C, Jensen O, Garrido MI, Dux PE. Assessing the influence of dopamine and mindfulness on the formation of routines in visual search. Psychophysiology 2024:e14571. [PMID: 38679809 DOI: 10.1111/psyp.14571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Revised: 02/08/2024] [Accepted: 03/06/2024] [Indexed: 05/01/2024]
Abstract
Given experience in cluttered but stable visual environments, our eye-movements form stereotyped routines that sample task-relevant locations, while not mixing-up routines between similar task-settings. Both dopamine signaling and mindfulness have been posited as factors that influence the formation of such routines, yet quantification of their impact remains to be tested in healthy humans. Over two sessions, participants searched through grids of doors to find hidden targets, using a gaze-contingent display. Within each session, door scenes appeared in either one of two colors, with each color signaling a differing set of likely target locations. We derived measures for how well target locations were learned (target-accuracy), how routine were sets of eye-movements (stereotypy), and the extent of interference between the two scenes (setting-accuracy). Participants completed two sessions, where they were administered either levodopa (dopamine precursor) or placebo (vitamin C), under double-blind counterbalanced conditions. Dopamine and trait mindfulness (assessed by questionnaire) interacted to influence both target-accuracy and stereotypy. Increasing dopamine improved accuracy and reduced stereotypy for high mindfulness scorers, but induced the opposite pattern for low mindfulness scorers. Dopamine also disrupted setting-accuracy invariant to mindfulness. Our findings show that mindfulness modulates the impact of dopamine on the target-accuracy and stereotypy of eye-movement routines, whereas increasing dopamine promotes interference between task-settings, regardless of mindfulness. These findings provide a link between non-human and human models regarding the influence of dopamine on the formation of task-relevant eye-movement routines and provide novel insights into behavior-trait factors that modulate the use of experience when building adaptive repertoires.
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Affiliation(s)
- Kelly G Garner
- School of Psychology, University of New South Wales, Sydney, New South Wales, Australia
- School of Psychology, University of Queensland, Saint Lucia, Queensland, Australia
| | - Li-Ann Leow
- School of Psychology, University of Queensland, Saint Lucia, Queensland, Australia
| | - Aya Uchida
- School of Psychology, University of Queensland, Saint Lucia, Queensland, Australia
| | - Christopher Nolan
- School of Psychology, University of New South Wales, Sydney, New South Wales, Australia
| | - Ole Jensen
- Centre for Human Brain Health, University of Birmingham, Birmingham, UK
| | - Marta I Garrido
- Melbourne School of Psychological Sciences and Graeme Clark Institute for Biomedical Engineering, University of Melbourne, Melbourne, Victoria, Australia
| | - Paul E Dux
- School of Psychology, University of Queensland, Saint Lucia, Queensland, Australia
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3
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Leow LA, Jiang J, Bowers S, Zhang Y, Dux PE, Filmer HL. Intensity-dependent effects of tDCS on motor learning are related to dopamine. Brain Stimul 2024; 17:553-560. [PMID: 38604563 DOI: 10.1016/j.brs.2024.03.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Revised: 02/29/2024] [Accepted: 03/18/2024] [Indexed: 04/13/2024] Open
Abstract
Non-invasive brain stimulation techniques, such as transcranial direct current stimulation (tDCS), are popular methods for inducing neuroplastic changes to alter cognition and behaviour. One challenge for the field is to optimise stimulation protocols to maximise benefits. For this to happen, we need a better understanding of how stimulation modulates cortical functioning/behaviour. To date, there is increasing evidence for a dose-response relationship between tDCS and brain excitability, however how this relates to behaviour is not well understood. Even less is known about the neurochemical mechanisms which may drive the dose-response relationship between stimulation intensities and behaviour. Here, we examine the effect of three different tDCS stimulation intensities (1 mA, 2 mA, 4 mA anodal motor cortex tDCS) administered during the explicit learning of motor sequences. Further, to assess the role of dopamine in the dose-response relationship between tDCS intensities and behaviour, we examined how pharmacologically increasing dopamine availability, via 100 mg of levodopa, modulated the effect of stimulation on learning. In the absence of levodopa, we found that 4 mA tDCS improved and 1 mA tDCS impaired acquisition of motor sequences relative to sham stimulation. Conversely, levodopa reversed the beneficial effect of 4 mA tDCS. This effect of levodopa was no longer evident at the 48-h follow-up, consistent with previous work characterising the persistence of neuroplastic changes in the motor cortex resulting from combining levodopa with tDCS. These results provide the first direct evidence for a role of dopamine in the intensity-dependent effects of tDCS on behaviour.
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Affiliation(s)
- Li-Ann Leow
- School of Psychology, The University of Queensland, St Lucia, Australia; Edith Cowan University, St Lucia, Australia.
| | - Jiaqin Jiang
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Samantha Bowers
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Yuhan Zhang
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Hannah L Filmer
- School of Psychology, The University of Queensland, St Lucia, Australia
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Willmot N, Leow LA, Filmer HL, Dux PE. Exploring the intra-individual reliability of tDCS: A registered report. Cortex 2024; 173:61-79. [PMID: 38382128 DOI: 10.1016/j.cortex.2023.12.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 12/01/2023] [Accepted: 12/04/2023] [Indexed: 02/23/2024]
Abstract
Transcranial direct current stimulation (tDCS), a form of non-invasive brain stimulation, has become an important tool for the study of in-vivo brain function due to its modulatory effects. Over the past two decades, interest in the influence of tDCS on behaviour has increased markedly, resulting in a large body of literature spanning multiple domains. However, the effect of tDCS on human performance often varies, bringing into question the reliability of this approach. While reviews and meta-analyses highlight the contributions of methodological inconsistencies and individual differences, no published studies have directly tested the intra-individual reliability of tDCS effects on behaviour. Here, we conducted a large scale, double-blinded, sham-controlled registered report to assess the reliability of two single-session low-dose tDCS montages, previously found to impact response selection and motor learning operations, across two separate time periods. Our planned analysis found no evidence for either protocol being effective nor reliable. Post-hoc explorative analyses found evidence that tDCS influenced motor learning, but not response selection learning. In addition, the reliability of motor learning performance across trials was shown to be disrupted by tDCS. These findings are amongst the first to shed light specifically on the intra-individual reliability of tDCS effects on behaviour and provide valuable information to the field.
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Affiliation(s)
- Nicholas Willmot
- Department of Defence, Edinburgh, SA, Australia; School of Psychology, The University of Queensland, St Lucia, QLD, Australia.
| | - Li-Ann Leow
- School of Psychology, The University of Queensland, St Lucia, QLD, Australia
| | - Hannah L Filmer
- School of Psychology, The University of Queensland, St Lucia, QLD, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, QLD, Australia
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Ehrhardt SE, Wards Y, Rideaux R, Marjańska M, Jin J, Cloos MA, Deelchand DK, Zöllner HJ, Saleh MG, Hui SCN, Ali T, Shaw TB, Barth M, Mattingley JB, Filmer HL, Dux PE. Neurochemical predictors of generalised learning induced by brain stimulation and training. J Neurosci 2024:e1676232024. [PMID: 38531634 DOI: 10.1523/jneurosci.1676-23.2024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Revised: 01/22/2024] [Accepted: 03/08/2024] [Indexed: 03/28/2024] Open
Abstract
Methods of cognitive enhancement for humans are most impactful when they generalise across tasks. However, the extent to which such "transfer" is possible via interventions is widely debated. In addition, the contribution of excitatory and inhibitory processes to such transfer is unknown. Here, in a large-scale neuroimaging individual differences study with humans (both sexes), we paired multitasking training and non-invasive brain stimulation (transcranial direct current stimulation; tDCS) over multiple days and assessed performance across a range of paradigms. In addition, we varied tDCS dosage (1.0 mA and 2.0 mA), electrode montage (left or right prefrontal regions), and training task (multitasking versus a control task) and assessed GABA and glutamate concentrations via ultra-high field 7T magnetic resonance spectroscopy. Generalised benefits were observed in spatial attention, indexed by visual search performance, when multitasking training was combined with 1.0 mA stimulation targeting either the left or right prefrontal cortex. This transfer effect persisted for ∼30 days post-intervention. Critically, the transferred benefits associated with right prefrontal tDCS were predicted by pre-training concentrations of glutamate in the prefrontal cortex. Thus, the effects of this combined stimulation and training protocol appears to be linked predominantly to excitatory brain processes.Significance statement Despite the general public's fascination with cognitive training, performance benefits rarely extend beyond the trained task, i.e., 'transfer'. Our study examines the impact of combining executive function training and transcranial direct current stimulation (tDCS) on human cognitive performance and identifies a functional neural metabolite marker (glutamate concentrations in prefrontal cortex assessed via 7 T MR Spectroscopy) that predicts outcomes. In the largest study of its kind to date (178 individuals), we find generalised performance benefits induced by frontal tDCS for an untrained spatial attention task. Further, the degree of transfer correlated with concentrations of glutamate in the frontal cortex. Thus, excitatory neural processes in this region are implicated in the transfer of paired stimulation and training benefits.
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Affiliation(s)
- Shane E Ehrhardt
- School of Psychology, The University of Queensland, St Lucia, Australia.
| | - Yohan Wards
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Reuben Rideaux
- Queensland Brain Institute, The University of Queensland, St Lucia, Australia
- School of Psychology, The University of Sydney, Sydney, Australia
| | - Małgorzata Marjańska
- Centre for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, USA
| | - Jin Jin
- Centre for Advanced Imaging, The University of Queensland, St Lucia, Australia
- Siemens Healthcare Pty Ltd, Brisbane, Australia
| | - Martijn A Cloos
- Centre for Advanced Imaging, The University of Queensland, St Lucia, Australia
| | - Dinesh K Deelchand
- Centre for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, USA
| | - Helge J Zöllner
- The Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Muhammad G Saleh
- Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Steve C N Hui
- The Russell H. Morgan Department of Radiology and Radiological Science, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Tonima Ali
- School of Biomedical Engineering, The University of Sydney, Sydney, Australia
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
| | - Thomas B Shaw
- Centre for Advanced Imaging, The University of Queensland, St Lucia, Australia
- School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, Australia
| | - Markus Barth
- Centre for Advanced Imaging, The University of Queensland, St Lucia, Australia
- School of Information Technology and Electrical Engineering, The University of Queensland, Brisbane, Australia
| | - Jason B Mattingley
- School of Psychology, The University of Queensland, St Lucia, Australia
- Queensland Brain Institute, The University of Queensland, St Lucia, Australia
- Canadian Institute for Advanced Research (CIFAR), Toronto, Canada
| | - Hannah L Filmer
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, Australia
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Leow LA, Bernheine L, Carroll TJ, Dux PE, Filmer HL. Dopamine Increases Accuracy and Lengthens Deliberation Time in Explicit Motor Skill Learning. eNeuro 2024; 11:ENEURO.0360-23.2023. [PMID: 38238069 PMCID: PMC10849023 DOI: 10.1523/eneuro.0360-23.2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2023] [Revised: 11/23/2023] [Accepted: 11/28/2023] [Indexed: 01/23/2024] Open
Abstract
Although animal research implicates a central role for dopamine in motor skill learning, a direct causal link has yet to be established in neurotypical humans. Here, we tested if a pharmacological manipulation of dopamine alters motor learning, using a paradigm which engaged explicit, goal-directed strategies. Participants (27 females; 11 males; aged 18-29 years) first consumed either 100 mg of levodopa (n = 19), a dopamine precursor that increases dopamine availability, or placebo (n = 19). Then, during training, participants learnt the explicit strategy of aiming away from presented targets by instructed angles of varying sizes. Targets jumped mid-movement by the instructed aiming angle. Task success was thus contingent upon aiming accuracy and not speed. The effect of the dopamine manipulations on skill learning was assessed during training and after an overnight follow-up. Increasing dopamine availability at training improved aiming accuracy and lengthened reaction times, particularly for larger, more difficult aiming angles, both at training and, importantly, at follow-up, despite prominent session-by-session performance improvements in both accuracy and speed. Exogenous dopamine thus seems to result in a learnt, persistent propensity to better adhere to task goals. Results support the proposal that dopamine is important in engagement of instrumental motivation to optimize adherence to task goals, particularly when learning to execute goal-directed strategies in motor skill learning.
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Affiliation(s)
- Li-Ann Leow
- School of Psychology, The University of Queensland, St Lucia, 4072, Australia
- Centre for Sensorimotor Performance, School of Human Movement & Nutrition Sciences, St Lucia, 4067, Australia
| | - Lena Bernheine
- Centre for Sensorimotor Performance, School of Human Movement & Nutrition Sciences, St Lucia, 4067, Australia
- School of Sport Science Faculty of Sport Governance and Event Management, University of Bayreuth, 95447 Bayreuth, Germany
| | - Timothy J Carroll
- Centre for Sensorimotor Performance, School of Human Movement & Nutrition Sciences, St Lucia, 4067, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, 4072, Australia
| | - Hannah L Filmer
- School of Psychology, The University of Queensland, St Lucia, 4072, Australia
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Wards Y, Ehrhardt SE, Filmer HL, Mattingley JB, Garner KG, Dux PE. Neural substrates of individual differences in learning generalization via combined brain stimulation and multitasking training. Cereb Cortex 2023; 33:11679-11694. [PMID: 37930735 DOI: 10.1093/cercor/bhad406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Revised: 10/05/2023] [Accepted: 10/11/2023] [Indexed: 11/07/2023] Open
Abstract
A pervasive limitation in cognition is reflected by the performance costs we experience when attempting to undertake two tasks simultaneously. While training can overcome these multitasking costs, the more elusive objective of training interventions is to induce persistent gains that transfer across tasks. Combined brain stimulation and cognitive training protocols have been employed to improve a range of psychological processes and facilitate such transfer, with consistent gains demonstrated in multitasking and decision-making. Neural activity in frontal, parietal, and subcortical regions has been implicated in multitasking training gains, but how the brain supports training transfer is poorly understood. To investigate this, we combined transcranial direct current stimulation of the prefrontal cortex and multitasking training, with functional magnetic resonance imaging in 178 participants. We observed transfer to a visual search task, following 1 mA left or right prefrontal cortex transcranial direct current stimulation and multitasking training. These gains persisted for 1-month post-training. Notably, improvements in visual search performance for the right hemisphere stimulation group were associated with activity changes in the right hemisphere dorsolateral prefrontal cortex, intraparietal sulcus, and cerebellum. Thus, functional dynamics in these task-general regions determine how individuals respond to paired stimulation and training, resulting in enhanced performance on an untrained task.
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Affiliation(s)
- Yohan Wards
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
| | - Shane E Ehrhardt
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
| | - Hannah L Filmer
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
| | - Jason B Mattingley
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
- Queensland Brain Institute, The University of Queensland, Building 79, Upland Road, St Lucia, Queensland 4072, Australia
- Canadian Institute for Advanced Research, MaRS Centre, West tower, 661 University Ave., Suite 505, Toronto, Ontario M5G 1M1, Canada
| | - Kelly G Garner
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
- Queensland Brain Institute, The University of Queensland, Building 79, Upland Road, St Lucia, Queensland 4072, Australia
- School of Psychology, University of New South Wales, Mathews Building, Gate 11, Botany Street, Randwick, New South Wales 2052, Australia
- School of Psychology, University of Birmingham, Hills Building, Edgbaston Park Rd, Birmingham B15 2TT, United Kingdom
| | - Paul E Dux
- School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, Queensland 4072, Australia
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Filmer HL, Loughnan K, Seeto JX, Ballard T, Ehrhardt SE, Shaw TB, Wards Y, Rideaux R, Leow LA, Sewell DK, Dux PE. Individual Differences in Decision Strategy Relate to Neurochemical Excitability and Cortical Thickness. J Neurosci 2023; 43:7006-7015. [PMID: 37657932 PMCID: PMC10586534 DOI: 10.1523/jneurosci.1086-23.2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2023] [Revised: 08/22/2023] [Accepted: 08/26/2023] [Indexed: 09/03/2023] Open
Abstract
The speed-accuracy trade-off (SAT), whereby faster decisions increase the likelihood of an error, reflects a cognitive strategy humans must engage in during the performance of almost all daily tasks. To date, computational modeling has implicated the latent decision variable of response caution (thresholds), the amount of evidence required for a decision to be made, in the SAT. Previous imaging has associated frontal regions, notably the left prefrontal cortex and the presupplementary motor area (pre-SMA), with the setting of such caution levels. In addition, causal brain stimulation studies, using transcranial direct current stimulation (tDCS), have indicated that while both of these regions are involved in the SAT, their role appears to be dissociable. tDCS efficacy to impact decision-making processes has previously been linked with neurochemical concentrations and cortical thickness of stimulated regions. However, to date, it is unknown whether these neurophysiological measures predict individual differences in the SAT, and brain stimulation effects on the SAT. Using ultra-high field (7T) imaging, here we report that instruction-based adjustments in caution are associated with both neurochemical excitability (the balance between GABA+ and glutamate) and cortical thickness across a range of frontal regions in both sexes. In addition, cortical thickness, but not neurochemical concentrations, was associated with the efficacy of left prefrontal and superior medial frontal cortex (SMFC) stimulation to modulate performance. Overall, our findings elucidate key neurophysiological predictors, frontal neural excitation, of individual differences in latent psychological processes and the efficacy of stimulation to modulate these.SIGNIFICANCE STATEMENT The speed-accuracy trade-off (SAT), faster decisions increase the likelihood of an error, reflects a cognitive strategy humans must engage in during most daily tasks. The SAT is often investigated by explicitly instructing participants to prioritize speed or accuracy when responding to stimuli. Using ultra-high field (7T) magnetic resonance imaging (MRI), we found that individual differences in the extent to which participants adjust their decision strategies with instruction related to neurochemical excitability (ratio of GABA+ to glutamate) and cortical thickness in the frontal cortex. Moreover, brain stimulation to the left prefrontal cortex and the superior medial frontal cortex (SMFC) modulated performance, with the efficacy specifically related to cortical thickness. This work sheds new light on the neurophysiological basis of decision strategies and brain stimulation.
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Affiliation(s)
- Hannah L Filmer
- School of Psychology, The University of Queensland, St Lucia, Queensland 4072, Australia
| | - Kathleen Loughnan
- School of Psychology, The University of Queensland, St Lucia, Queensland 4072, Australia
| | - Jennifer X Seeto
- School of Psychology, The University of Queensland, St Lucia, Queensland 4072, Australia
| | - Timothy Ballard
- School of Psychology, The University of Queensland, St Lucia, Queensland 4072, Australia
| | - Shane E Ehrhardt
- School of Psychology, The University of Queensland, St Lucia, Queensland 4072, Australia
| | - Thomas B Shaw
- School of Information Technology and Electrical Engineering, The University of Queensland, St Lucia, Queensland 4072, Australia
- Centre for Advanced Imaging, The University of Queensland, St Lucia, Queensland 4072, Australia
| | - Yohan Wards
- School of Psychology, The University of Queensland, St Lucia, Queensland 4072, Australia
| | - Reuben Rideaux
- Queensland Brain Institute, The University of Queensland, St Lucia, Queensland 4072, Australia
- School of Psychology, The University of Sydney, Camperdown, New South Wales 2050, Australia
| | - Li-Ann Leow
- School of Psychology, The University of Queensland, St Lucia, Queensland 4072, Australia
| | - David K Sewell
- School of Psychology, The University of Queensland, St Lucia, Queensland 4072, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, Queensland 4072, Australia
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9
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Leow LA, Marcos A, Nielsen E, Sewell D, Ballard T, Dux PE, Filmer HL. Dopamine Alters the Effect of Brain Stimulation on Decision-Making. J Neurosci 2023; 43:6909-6919. [PMID: 37648451 PMCID: PMC10573748 DOI: 10.1523/jneurosci.1140-23.2023] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Revised: 07/27/2023] [Accepted: 08/22/2023] [Indexed: 09/01/2023] Open
Abstract
Noninvasive brain stimulation techniques, such as transcranial direct current stimulation (tDCS), show promise in treating a range of psychiatric and neurologic conditions. However, optimization of such applications requires a better understanding of how tDCS alters cognition and behavior. Existing evidence implicates dopamine in tDCS alterations of brain activity and plasticity; however, there is as yet no causal evidence for a role of dopamine in tDCS effects on cognition and behavior. Here, in a preregistered, double-blinded study, we examined how pharmacologically manipulating dopamine altered the effect of tDCS on the speed-accuracy trade-off, which taps ubiquitous strategic operations. Cathodal tDCS was delivered over the left prefrontal cortex and the superior medial frontal cortex before participants (N = 62, 24 males, 38 females) completed a dot-motion task, making judgments on the direction of a field of moving dots under instructions to emphasize speed, accuracy, or both. We leveraged computational modeling to uncover how our interventions altered latent decisional processes driving the speed-accuracy trade-off. We show that dopamine in combination with tDCS (but not tDCS alone nor dopamine alone) not only impaired decision accuracy but also impaired discriminability, which suggests that these manipulations altered the encoding or representation of discriminative evidence. This is, to the best of our knowledge, the first direct evidence implicating dopamine in the way tDCS affects cognition and behavior.SIGNIFICANCE STATEMENT tDCS can improve cognitive and behavioral impairments in clinical conditions; however, a better understanding of its mechanisms is required to optimize future clinical applications. Here, using a pharmacological approach to manipulate brain dopamine levels in healthy adults, we demonstrate a role for dopamine in the effects of tDCS in the speed-accuracy trade-off, a strategic cognitive process ubiquitous in many contexts. In doing so, we provide direct evidence implicating dopamine in the way tDCS affects cognition and behavior.
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Affiliation(s)
- Li-Ann Leow
- School of Psychology, University of Queensland, St Lucia, Brisbane QLD 4072 Australia
| | - Anjeli Marcos
- School of Psychology, University of Queensland, St Lucia, Brisbane QLD 4072 Australia
| | - Esteban Nielsen
- School of Psychology, University of Queensland, St Lucia, Brisbane QLD 4072 Australia
| | - David Sewell
- School of Psychology, University of Queensland, St Lucia, Brisbane QLD 4072 Australia
| | - Timothy Ballard
- School of Psychology, University of Queensland, St Lucia, Brisbane QLD 4072 Australia
| | - Paul E Dux
- School of Psychology, University of Queensland, St Lucia, Brisbane QLD 4072 Australia
| | - Hannah L Filmer
- School of Psychology, University of Queensland, St Lucia, Brisbane QLD 4072 Australia
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Abstract
Private speech is a cognitive tool to guide thinking and behavior, yet its regulatory use in atypical development remains equivocal. This study investigated the influence of task difficulty on private speech in preschool children with attention or language difficulties. Measures of private speech use, form and content were obtained while 52 typically developing and 25 developmentally at-risk three- to four-year-old children completed Duplo construction and card sort tasks, each comprising two levels of challenge. In line with previous research, developmentally at-risk children used less internalized private speech than typically developing peers. However, both typically developing and at-risk children demonstrated a similar regulatory private speech response to difficulty with no systematic evidence of group difference. This was captured by an increase in all utterances, reduced private speech internalization, and more frequent forethought and self-reflective content. Results support the hypothesis of delayed private speech internalization but not regulatory deviance in atypical development.
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Affiliation(s)
- Aisling Mulvihill
- School of Psychology, The University of Queensland, St Lucia, Queensland, Australia
| | - Natasha Matthews
- School of Psychology, The University of Queensland, St Lucia, Queensland, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, Queensland, Australia
| | - Annemaree Carroll
- School of Education, The University of Queensland, St Lucia, Queensland, Australia
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11
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Filmer HL, Ballard T, Amarasekera KDR, Sewell DK, Dux PE. The causal role of the prefrontal and superior medial frontal cortices in the incidental manipulation of decision strategies. Neuropsychologia 2023; 179:108466. [PMID: 36567008 DOI: 10.1016/j.neuropsychologia.2022.108466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 11/07/2022] [Accepted: 12/21/2022] [Indexed: 12/24/2022]
Abstract
A key strategic decision one must make in virtually every task context concerns the speed accuracy trade-off (SAT). Experimentally, this ubiquitous phenomenon, whereby response speed and task accuracy are inversely related, is typically studied by explicitly instructing participants to adjust their strategy: by either focusing on speed, or on accuracy. Computational modelling has been applied to deconvolve the latent decision processes involved in the SAT, with considerable evidence suggesting that response caution (the amount of evidence needed for a decision to be reached) is a key variable in the setting of SAT strategy. Neuroimaging has implicated the prefrontal cortex, the pre-supplementary motor area (preSMA), and the striatum in the setting of response caution. In addition, brain stimulation has provided causal evidence for the involvement of the left prefrontal cortex and superior medial frontal cortex (SMFC, which includes the preSMA) in adjustments of response caution following explicit instructions, although stimulation of the two regions has dissociable effects. Here, in a double-blind and preregistered study we investigated the role of these two regions using an incidental manipulation of SAT strategy - via stimulus signal variability - which has previously been shown to influence decision confidence. We again found tDCS applied to both regions modulated response caution, and there was a dissociation: stimulating prefrontal cortex increased, and stimulating SMFC decreased, response caution. These findings provide further support for key, but dissociable, roles of these brain regions in decision strategies whether they are implemented explicitly or incidentally.
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Affiliation(s)
- Hannah L Filmer
- School of Psychology, The University of Queensland, St Lucia, Australia.
| | - Timothy Ballard
- School of Psychology, The University of Queensland, St Lucia, Australia
| | | | - David K Sewell
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, Australia
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12
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Ehrhardt SE, Ballard T, Wards Y, Mattingley JB, Dux PE, Filmer HL. tDCS augments decision-making efficiency in an intensity dependent manner: A training study. Neuropsychologia 2022; 176:108397. [DOI: 10.1016/j.neuropsychologia.2022.108397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 10/10/2022] [Accepted: 10/14/2022] [Indexed: 11/15/2022]
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13
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Fox AJ, Filmer HL, Dux PE. The influence of self-reported history of mild traumatic brain injury on cognitive performance. Sci Rep 2022; 12:16999. [PMID: 36220885 PMCID: PMC9554181 DOI: 10.1038/s41598-022-21067-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Accepted: 09/22/2022] [Indexed: 12/29/2022] Open
Abstract
The long-term cognitive consequences of mild traumatic brain injury (mTBI) are poorly understood. Studies investigating cognitive performance in the chronic stage of injury in both hospital-based and population-based samples have revealed inconsistent findings. Importantly, population-based mTBI samples remain under-studied in the literature. This study investigated cognitive performance among individuals with a history of self-reported mTBI using a battery of cognitively demanding behavioural tasks. Importantly, more than half of the mTBI participants had experienced multiple mild head injuries. Compared to control participants (n = 49), participants with a history of mTBI (n = 30) did not demonstrate deficits in working memory, multitasking ability, cognitive flexibility, visuospatial ability, response inhibition, information processing speed or social cognition. There was moderate evidence that the mTBI group performed better than control participants on the visual working memory measure. Overall, these findings suggest that even multiple instances of mTBI do not necessarily lead to long-term cognitive impairment at the group level. Thus, we provide important evidence of the impact of chronic mTBI across a number of cognitive processes in a population-based sample. Further studies are necessary to determine the impact that individual differences in injury-related variables have on cognitive performance in the chronic stage of injury.
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Affiliation(s)
- Amaya J. Fox
- grid.1003.20000 0000 9320 7537School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, QLD 4072 Australia
| | - Hannah L. Filmer
- grid.1003.20000 0000 9320 7537School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, QLD 4072 Australia
| | - Paul E. Dux
- grid.1003.20000 0000 9320 7537School of Psychology, The University of Queensland, McElwain Building, Campbell Road, St Lucia, QLD 4072 Australia
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14
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Rideaux R, Ehrhardt SE, Wards Y, Filmer HL, Jin J, Deelchand DK, Marjańska M, Mattingley JB, Dux PE. On the relationship between GABA+ and glutamate across the brain. Neuroimage 2022; 257:119273. [PMID: 35526748 PMCID: PMC9924060 DOI: 10.1016/j.neuroimage.2022.119273] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2022] [Revised: 04/13/2022] [Accepted: 04/29/2022] [Indexed: 01/27/2023] Open
Abstract
Equilibrium between excitation and inhibition (E/I balance) is key to healthy brain function. Conversely, disruption of normal E/I balance has been implicated in a range of central neurological pathologies. Magnetic resonance spectroscopy (MRS) provides a non-invasive means of quantifying in vivo concentrations of excitatory and inhibitory neurotransmitters, which could be used as diagnostic biomarkers. Using the ratio of excitatory and inhibitory neurotransmitters as an index of E/I balance is common practice in MRS work, but recent studies have shown inconsistent evidence for the validity of this proxy. This is underscored by the fact that different measures are often used in calculating E/I balance such as glutamate and Glx (glutamate and glutamine). Here we used a large MRS dataset obtained at ultra-high field (7 T) measured from 193 healthy young adults and focused on two brain regions - prefrontal and occipital cortex - to resolve this inconsistency. We find evidence that there is an inter-individual common ratio between GABA+ (γ-aminobutyric acid and macromolecules) and Glx in the occipital, but not prefrontal cortex. We further replicate the prefrontal result in a legacy dataset (n = 78) measured at high-field (3 T) strength. By contrast, with ultra-high field MRS data, we find extreme evidence that there is a common ratio between GABA+ and glutamate in both prefrontal and occipital cortices, which cannot be explained by participant demographics, signal quality, fractional tissue volume, or other metabolite concentrations. These results are consistent with previous electrophysiological and theoretical work supporting E/I balance. Our findings indicate that MRS-detected GABA+ and glutamate (but not Glx), are a reliable measure of E/I balance .
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Affiliation(s)
- Reuben Rideaux
- Queensland Brain Institute, The University of Queensland, St Lucia, Australia.
| | - Shane E Ehrhardt
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Yohan Wards
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Hannah L Filmer
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Jin Jin
- Siemens Healthcare Pty Ltd, Brisbane, Australia; Center for Advanced Imaging, The University of Queensland, St Lucia, Australia
| | - Dinesh K Deelchand
- Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, USA
| | - Małgorzata Marjańska
- Center for Magnetic Resonance Research, Department of Radiology, University of Minnesota, Minneapolis, MN, USA
| | - Jason B Mattingley
- Queensland Brain Institute, The University of Queensland, St Lucia, Australia; School of Psychology, The University of Queensland, St Lucia, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, Australia
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15
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Duncombe SL, Barker AR, Price L, Walker JL, Dux PE, Fox A, Matthews N, Stylianou M. Making a HIIT: study protocol for assessing the feasibility and effects of co-designing high-intensity interval training workouts with students and teachers. BMC Pediatr 2022; 22:475. [PMID: 35931968 PMCID: PMC9354328 DOI: 10.1186/s12887-022-03440-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Accepted: 06/22/2022] [Indexed: 12/20/2022] Open
Abstract
Background High-intensity interval training (HIIT) is an effective strategy for improving a variety of health outcomes within the school setting. However, there is limited research on the implementation of school-based HIIT interventions and the integration of HIIT within the Health and Physical Education (HPE) curriculum. The aims of the Making a HIIT study are to: 1) describe the methodology and evaluate the feasibility of co-designing HIIT workouts with students and teachers in HPE; 2) determine the effect of co-designed HIIT workouts on cardiorespiratory and muscular fitness, and executive function; 3) understand the effect of co-design on students’ motivation, enjoyment, and self-efficacy towards the workouts; and 4) evaluate the implementation of the intervention. Methods Three schools will participate. Within each school, three different groups will be formed from Year 7 and 8 classes: 1) Co-Designers; 2) HIIT Only; and 3) Control. The study will include two phases. In phase one, Group 1 will co-design HIIT workouts as part of the HPE curriculum using an iterative process with the researcher, teacher, and students as collaborators. This process will be evaluated using student discussions, student surveys, and teacher interviews. In phase two, Groups 1 and 2 will use the co-designed 10-minute HIIT workouts in HPE for 8-weeks. Group 3 (control) will continue their regular HPE lessons. All students will participate in cardiorespiratory fitness, muscular fitness, and executive function assessments before and after the HIIT program or control period. Students will complete questionnaires on their motivation, enjoyment, and self-efficacy of the workouts. Differences between groups will be assessed using linear regressions to account for covariates. Heart rate and rating of perceived exertion will be collected during each HIIT session. The implementation will be evaluated using the Framework for Effective Implementation. Ethical approval was granted by the University of Queensland Human Research Ethics Committee and other relevant bodies. Discussion This study will be the first to co-design HIIT workouts with teachers and students within the HPE curriculum. As this study relies on co-design, each HIIT workout will differ, which will add variability between HIIT workouts but increase the ecological validity of the study. Trial registration ACTRN, ACTRN12622000534785, Registered 5 April 2022 – Retrospectively registered, https://www.anzctr.org.au/ACTRN12622000534785.aspx Supplementary Information The online version contains supplementary material available at 10.1186/s12887-022-03440-w.
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Affiliation(s)
- Stephanie L Duncombe
- School of Human Movement and Nutrition Sciences, The University of Queensland, Saint Lucia, Queensland, 4072, Australia. .,Children's Health and Exercise Research Centre, Sport and Health Sciences, College of Life and Environmental Sciences, University of Exeter, Exeter, UK.
| | - Alan R Barker
- Children's Health and Exercise Research Centre, Sport and Health Sciences, College of Life and Environmental Sciences, University of Exeter, Exeter, UK
| | - Lisa Price
- Children's Health and Exercise Research Centre, Sport and Health Sciences, College of Life and Environmental Sciences, University of Exeter, Exeter, UK
| | - Jacqueline L Walker
- School of Human Movement and Nutrition Sciences, The University of Queensland, Saint Lucia, Queensland, 4072, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, Saint Lucia, Queensland, 4072, Australia
| | - Amaya Fox
- School of Psychology, The University of Queensland, Saint Lucia, Queensland, 4072, Australia
| | - Natasha Matthews
- School of Psychology, The University of Queensland, Saint Lucia, Queensland, 4072, Australia
| | - Michalis Stylianou
- School of Human Movement and Nutrition Sciences, The University of Queensland, Saint Lucia, Queensland, 4072, Australia
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16
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Gordon MS, Seeto JXW, Dux PE, Filmer HL. Intervention is a better predictor of tDCS mind-wandering effects than subjective beliefs about experimental results. Sci Rep 2022; 12:13110. [PMID: 35908042 PMCID: PMC9338927 DOI: 10.1038/s41598-022-16545-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 07/12/2022] [Indexed: 11/29/2022] Open
Abstract
Blinding in non-invasive brain stimulation research is a topic of intense debate, especially regarding the efficacy of sham-controlled methods for transcranial direct current stimulation (tDCS). A common approach to assess blinding success is the inclusion of correct guess rate. However, this method cannot provide insight into the effect of unblinding on observed stimulation outcomes. Thus, the implementation of measures to systematically evaluate subjective expectation regarding stimulation is needed. Previous work evaluated subjective effects in an earlier study which reported a mind-wandering and tDCS data set and concluded that subjective belief drove the pattern of results observed. Here we consider the subjective and objective intervention effects in a key contrast from that data set-2 mA vs. sham-which was not examined in the reanalysis. In addition, we examine another key contrast from a different tDCS mind-wandering study that employed similar methodology. Our findings support objective intervention as the strongest predictor of the observed effects of mind-wandering in both re-analyses, over and above that of subjective intervention. However, it is important to control for and understand the possible inadequacies of sham-controlled methods.
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Affiliation(s)
- Matilda S Gordon
- School of Psychology, The University of Queensland, McElwain Building (24A), St Lucia, QLD, 4072, Australia.
| | - Jennifer X W Seeto
- School of Psychology, The University of Queensland, McElwain Building (24A), St Lucia, QLD, 4072, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, McElwain Building (24A), St Lucia, QLD, 4072, Australia
| | - Hannah L Filmer
- School of Psychology, The University of Queensland, McElwain Building (24A), St Lucia, QLD, 4072, Australia
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17
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Abstract
The exponential rise in technology use over the past decade, and particularly during the COIVD-19 pandemic, has been accompanied by growing concern regarding the consequences of this technology use for our cognition. Previous studies on the influence of technology-multitasking (the use of two or more technologies simultaneously) on cognitive performance have provided mixed results. However, these past studies have generally ignored the considerable developmental trajectories that cognitive abilities undergo across the lifespan. In a large community-based science project we investigated the relationship between media-multitasking and cognitive flexibility (multitasking ability) in participants aged 7–70 years. Higher levels of every-day technology multitasking were associated with higher levels of multitasking performance across an age range in which multitasking ability undergoes developmental change. These findings suggest that age is an important moderator of the relationship between technology use and cognition.
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Affiliation(s)
- Natasha Matthews
- School of Psychology, The University of Queensland, St Lucia, QLD, 4066, Australia.
| | - J B Mattingley
- School of Psychology, The University of Queensland, St Lucia, QLD, 4066, Australia.,Queensland Brain Institute, The University of Queensland, St Lucia, QLD, 4066, Australia.,Canadian Institute for Advanced Research (CIFAR), Toronto, Canada
| | - P E Dux
- School of Psychology, The University of Queensland, St Lucia, QLD, 4066, Australia
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18
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Mulvihill A, Matthews N, Dux PE, Carroll A. Preschool children’s private speech content and performance on executive functioning and problem-solving tasks. Cognitive Development 2021. [DOI: 10.1016/j.cogdev.2021.101116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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19
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Tan SJ, Filmer HL, Dux PE. Age-related differences in the role of the prefrontal cortex in sensory-motor training gains: A tDCS study. Neuropsychologia 2021; 158:107891. [PMID: 34004221 DOI: 10.1016/j.neuropsychologia.2021.107891] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Revised: 05/03/2021] [Accepted: 05/11/2021] [Indexed: 10/21/2022]
Abstract
The ability to process multiple sources of information concurrently is particularly impaired as individuals age and such age-related increases in multitasking costs have been linked to impairments in response selection. Previous neuroimaging studies with young adults have implicated the left hemisphere prefrontal cortex (PFC) as a key neural substrate of response selection. In addition, several transcranial direct current stimulation (tDCS) studies have provided causal evidence implicating this region in response selection and multitasking operations. For example, Filmer et al. (2013b) demonstrated that typically observed response selection learning/training gains in young adults were disrupted via offline tDCS of left, but not right, PFC. Here, considering evidence of age-related structural and functional changes in the brains of older adults, we assessed if this pattern of response selection learning disruption via tDCS to the left PFC is observed in older adults, testing if this region remains a key response selection node as individuals age. In a pre-registered study with 58 older adults, we applied anodal, cathodal, and sham stimulation to left and right PFC, and measured performance as participants trained on low- and high-response selection load tasks. Active stimulation did not disrupt training in older adults as compared to younger adults from our previous study. The results highlight age-related differences in the casual neural substrates that subserve response selection and learning.
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Affiliation(s)
- Si Jing Tan
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Hannah L Filmer
- School of Psychology, The University of Queensland, St Lucia, Australia.
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, Australia
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20
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Filmer HL, Ballard T, Sewell DK, Dux PE. Causal evidence for dissociable roles of the prefrontal and superior medial frontal cortices in decision strategies. J Exp Psychol Hum Percept Perform 2021; 47:518-528. [PMID: 33600205 DOI: 10.1037/xhp0000896] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The speed-accuracy trade-off (SAT) is arguably the most robust finding in cognitive psychology. This simple and intuitive effect (the faster subjects respond, the more likely they are to make an error) has been the subject of extensive empirical and modeling work to ascertain the underlying latent process(es). One such process is response caution-the amount of evidence to be acquired before a decision is reached-with debate regarding the involvement of another latent variable, the rate of evidence accumulation. Neuroimaging has implicated two frontal regions as neural substrates of the SAT: the posterior lateral prefrontal cortex and the pre-supplementary motor area (preSMA; part of the superior medial frontal cortex; SMFC). However, there is no causal evidence for these regions' involvement in the SAT, nor is it clear what role each plays in the underlying processes. In a double-blind, preregistered study, we applied cathodal transcranial direct current stimulation (offline) to the prefrontal and SMFC. The SAT was measured using a dot-motion task, with differing response instructions (focus on accuracy, speed, or both). The linear ballistic accumulator model indicated performance modulations were driven by response caution. Moreover, both target regions modulated caution but in opposing directions: Prefrontal stimulation increased, and SMFC stimulation decreased, caution. Discriminability (difference between correct and error evidence accumulation rates) was predominantly affected by stimulation targeting the SMFC and did not vary with response instructions. Overall, the findings indicate that while both the SMFC and the prefrontal cortex are causally involved in the SAT, they play distinct roles in this phenomenon. (PsycInfo Database Record (c) 2021 APA, all rights reserved).
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21
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Filmer HL, Marcus LH, Dux PE. Stimulating task unrelated thoughts: tDCS of prefrontal and parietal cortices leads to polarity specific increases in mind wandering. Neuropsychologia 2020; 151:107723. [PMID: 33307101 DOI: 10.1016/j.neuropsychologia.2020.107723] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 10/12/2020] [Accepted: 12/06/2020] [Indexed: 11/18/2022]
Abstract
Mind wandering has been associated with both adaptive outcomes and performance impairment, depending on the context. Recently, non-invasive brain stimulation has been applied in several studies with the aim to investigate the neural region(s) casually involved in mind wandering. However, to date there has been little definitive work assessing whether or not the stimulation of different brain regions leads to distinct mind wandering outcomes. The present preregistered study considered the role of the prefrontal cortex and inferior parietal lobule in mind wandering using two stimulation intensities (1mA and 2mA) and two stimulation polarity montages. One-hundred and fifty subjects were randomly allocated to one of the four active stimulation groups or a sham group. Participants' mind wandering propensity was measured via a task unrelated thought probe dispersed throughout an attention-based task completed directly after stimulation. Anodal stimulation to the prefrontal cortex, and cathodal stimulation to the inferior parietal lobule, increased mind wandering propensity and this effect was relatively unaffected by stimulation dosage. These findings support a causal role for these two regions in mind wandering, one that is polarity specific.
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Affiliation(s)
- Hannah L Filmer
- School of Psychology, The University of Queensland, St Lucia, Australia.
| | - Leo H Marcus
- School of Psychology, The University of Queensland, St Lucia, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, Australia
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22
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Ehrhardt SE, Filmer HL, Wards Y, Mattingley JB, Dux PE. The influence of tDCS intensity on decision-making training and transfer outcomes. J Neurophysiol 2020; 125:385-397. [PMID: 33174483 DOI: 10.1152/jn.00423.2020] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023] Open
Abstract
Transcranial direct current stimulation (tDCS) has been shown to improve single- and dual-task performance in healthy participants and enhance transferable training gains following multiple sessions of combined stimulation and task practice. However, it has yet to be determined what the optimal stimulation dose is for facilitating such outcomes. We aimed to test the effects of different tDCS intensities, with a commonly used electrode montage, on performance outcomes in a multisession single/dual-task training and transfer protocol. In a preregistered study, 123 participants, who were pseudorandomized across four groups, each completed six sessions (pre- and posttraining sessions and four combined tDCS and training sessions) and received 20 min of prefrontal anodal tDCS at 0.7, 1.0, or 2.0 mA or 15-s sham stimulation. Response time and accuracy were assessed in trained and untrained tasks. The 1.0-mA group showed substantial improvements in single-task reaction time and dual-task accuracy, with additional evidence for improvements in dual-task reaction times, relative to sham performance. This group also showed near transfer to the single-task component of an untrained multitasking paradigm. The 0.7- and 2.0-mA intensities varied in which performance measures they improved on the trained task, but in sum, the effects were less robust than for the 1.0-mA group, and there was no evidence for the transfer of performance. Our study highlights that training performance gains are augmented by tDCS, but their magnitude and nature are not uniform across stimulation intensity.NEW & NOTEWORTHY Using techniques such as transcranial direct current stimulation to modulate cognitive performance is an alluring endeavor. However, the optimal parameters to augment performance are unknown. Here, in a preregistered study with a large sample (123 subjects), three different stimulation dosages (0.7, 1.0, and 2.0 mA) were applied during multitasking training. Different cognitive training performance outcomes occurred across the dosage conditions, with only one of the doses (1.0 mA) leading to training transfer.
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Affiliation(s)
- Shane E Ehrhardt
- School of Psychology, The University of Queensland, St. Lucia, Australia
| | - Hannah L Filmer
- School of Psychology, The University of Queensland, St. Lucia, Australia
| | - Yohan Wards
- School of Psychology, The University of Queensland, St. Lucia, Australia
| | - Jason B Mattingley
- School of Psychology, The University of Queensland, St. Lucia, Australia.,Queensland Brain Institute, The University of Queensland, St. Lucia, Australia.,Canadian Institute for Advanced Research, Toronto, Ontario, Canada
| | - Paul E Dux
- School of Psychology, The University of Queensland, St. Lucia, Australia
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23
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Horne KS, Filmer HL, Nott ZE, Hawi Z, Pugsley K, Mattingley JB, Dux PE. Evidence against benefits from cognitive training and transcranial direct current stimulation in healthy older adults. Nat Hum Behav 2020; 5:146-158. [PMID: 33106629 DOI: 10.1038/s41562-020-00979-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2017] [Accepted: 09/21/2020] [Indexed: 12/20/2022]
Abstract
Cognitive training and brain stimulation show promise for ameliorating age-related neurocognitive decline. However, evidence for this is controversial. In a Registered Report, we investigated the effects of these interventions, where 133 older adults were allocated to four groups (left prefrontal cortex anodal transcranial direct current stimulation (tDCS) with decision-making training, and three control groups) and trained over 5 days. They completed a task/questionnaire battery pre- and post-training, and at 1- and 3-month follow-ups. COMT and BDNF Val/Met polymorphisms were also assessed. Contrary to work in younger adults, there was evidence against tDCS-induced training enhancement on the decision-making task. Moreover, there was evidence against transfer of training gains to untrained tasks or everyday function measures at any post-intervention time points. As indicated by exploratory work, individual differences may have influenced outcomes. But, overall, the current decision-making training and tDCS protocol appears unlikely to lead to benefits for older adults.
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Affiliation(s)
- Kristina S Horne
- School of Psychology, University of Queensland, Brisbane, Queensland, Australia.
| | - Hannah L Filmer
- School of Psychology, University of Queensland, Brisbane, Queensland, Australia
| | - Zoie E Nott
- School of Psychology, University of Queensland, Brisbane, Queensland, Australia
| | - Ziarih Hawi
- School of Psychological Sciences, Monash University, Clayton, Victoria, Australia
| | - Kealan Pugsley
- School of Psychological Sciences, Monash University, Clayton, Victoria, Australia
| | - Jason B Mattingley
- School of Psychology, University of Queensland, Brisbane, Queensland, Australia.,Queensland Brain Institute, University of Queensland, Brisbane, Queensland, Australia
| | - Paul E Dux
- School of Psychology, University of Queensland, Brisbane, Queensland, Australia
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24
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Nydam AS, Sewell DK, Dux PE. Effects of tDCS on visual statistical learning. Neuropsychologia 2020; 148:107652. [PMID: 33069791 DOI: 10.1016/j.neuropsychologia.2020.107652] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 09/25/2020] [Accepted: 10/03/2020] [Indexed: 11/25/2022]
Abstract
Visual statistical learning describes the encoding of structure in sensory input, and it has important consequences for cognition and behaviour. Higher-order brain regions in the prefrontal and posterior parietal cortices have been associated with statistical learning behaviours. Yet causal evidence of a cortical contribution remains limited. In a recent study, the modulation of cortical activity by transcranial direct current stimulation (tDCS) disrupted statistical learning in a spatial contextual cueing phenomenon; supporting a cortical role. Here, we examined whether the same tDCS protocol would influence statistical learning assessed by the Visual Statistical Learning phenomenon (i.e., Fiser and Aslin, 2001), which uses identity-based regularities while controlling for spatial location. In Experiment 1, we employed the popular exposure-test design to tap the learning of structure after passive viewing. Using a large sample (N = 150), we found no effect of the tDCS protocol when compared to a sham control nor to an active control region. In Experiment 2 (N = 80), we developed an online task that was sensitive to the timecourse of learning. Under these task conditions, we did observe a stimulation effect on learning, consistent with the previous work. The way tDCS affected learning appeared to be task-specific; expediting statistical learning in this case. Together with the existing evidence, these findings support the hypothesis that cortical areas are involved in the visual statistical learning process, and suggest the mechanisms of cortical involvement may be task-dependent and dynamic across time.
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Affiliation(s)
- Abbey S Nydam
- School of Psychology, The University of Queensland, Brisbane, Australia.
| | - David K Sewell
- School of Psychology, The University of Queensland, Brisbane, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, Brisbane, Australia
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Filmer HL, Ballard T, Ehrhardt SE, Bollmann S, Shaw TB, Mattingley JB, Dux PE. Dissociable effects of tDCS polarity on latent decision processes are associated with individual differences in neurochemical concentrations and cortical morphology. Neuropsychologia 2020; 141:107433. [DOI: 10.1016/j.neuropsychologia.2020.107433] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Revised: 03/02/2020] [Accepted: 03/09/2020] [Indexed: 01/02/2023]
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Filmer HL, Griffin A, Dux PE. For a minute there, I lost myself … dosage dependent increases in mind wandering via prefrontal tDCS. Neuropsychologia 2019; 129:379-384. [DOI: 10.1016/j.neuropsychologia.2019.04.013] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2019] [Revised: 04/10/2019] [Accepted: 04/16/2019] [Indexed: 12/22/2022]
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Filmer HL, Ehrhardt SE, Bollmann S, Mattingley JB, Dux PE. Accounting for individual differences in the response to tDCS with baseline levels of neurochemical excitability. Cortex 2019; 115:324-334. [DOI: 10.1016/j.cortex.2019.02.012] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2018] [Revised: 11/07/2018] [Accepted: 02/06/2019] [Indexed: 12/22/2022]
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Filmer HL, Ehrhardt SE, Shaw TB, Mattingley JB, Dux PE. The efficacy of transcranial direct current stimulation to prefrontal areas is related to underlying cortical morphology. Neuroimage 2019; 196:41-48. [PMID: 30978491 DOI: 10.1016/j.neuroimage.2019.04.026] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2018] [Revised: 04/02/2019] [Accepted: 04/07/2019] [Indexed: 11/28/2022] Open
Abstract
Applying a weak electrical current to the cortex can have effects on a range of behaviours. Techniques such as transcranial direct current stimulation (tDCS) have been widely used in both research and clinical settings. However, there is significant variability across individuals in terms of their responsiveness to stimulation, which poses practical challenges to the application of tDCS, but also provides a unique opportunity to study the link between the brain and behaviour. Here, we assessed the role of individual differences in cortical morphology - specifically in prefrontal cortical regions of interest - for determining the influence of tDCS on decision-making performance. Specifically, we employed magnetic resonance imaging (MRI) and a previously replicated paradigm in which we modulated learning in a simple decision-making task by applying tDCS to the left prefrontal cortex in human subjects of both sexes. Cortical thickness of the left (but not right) prefrontal cortex accounted for almost 35% of the variance in stimulation efficacy across subjects. This is the first demonstration that variations in cortical architecture are associated with reliable differences in the effects of tDCS on cognition. Our findings have important implications for predicting the likely efficacy of different non-invasive brain stimulation treatments on a case by case basis.
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Affiliation(s)
- Hannah L Filmer
- School of Psychology, The University of Queensland, St Lucia, 4072, Australia.
| | - Shane E Ehrhardt
- School of Psychology, The University of Queensland, St Lucia, 4072, Australia
| | - Thomas B Shaw
- Centre for Advanced Imaging, The University of Queensland, St Lucia, 4072, Australia
| | - Jason B Mattingley
- School of Psychology, The University of Queensland, St Lucia, 4072, Australia; Queensland Brain Institute, The University of Queensland, St Lucia, 4072, Australia; Canadian Institute for Advanced Research, Canada
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, 4072, Australia
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Spence ML, Mattingley JB, Dux PE. Uncertainty information that is irrelevant for report impacts confidence judgments. ACTA ACUST UNITED AC 2018; 44:1981-1994. [DOI: 10.1037/xhp0000584] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Harris AM, Dux PE, Mattingley JB. Awareness is related to reduced post‐stimulus alpha power: a no‐report inattentional blindness study. Eur J Neurosci 2018; 52:4411-4422. [DOI: 10.1111/ejn.13947] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2017] [Revised: 04/02/2018] [Accepted: 04/03/2018] [Indexed: 01/27/2023]
Affiliation(s)
- Anthony M. Harris
- Queensland Brain Institute The University of Queensland St Lucia Qld Australia
| | - Paul E. Dux
- School of Psychology The University of Queensland St Lucia Qld Australia
| | - Jason B. Mattingley
- Queensland Brain Institute The University of Queensland St Lucia Qld Australia
- School of Psychology The University of Queensland St Lucia Qld Australia
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Filmer HL, Varghese E, Hawkins GE, Mattingley JB, Dux PE. Improvements in Attention and Decision-Making Following Combined Behavioral Training and Brain Stimulation. Cereb Cortex 2018; 27:3675-3682. [PMID: 27436130 DOI: 10.1093/cercor/bhw189] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2016] [Accepted: 05/24/2016] [Indexed: 01/11/2023] Open
Abstract
In recent years there has been a significant commercial interest in 'brain training' - massed or spaced practice on a small set of tasks to boost cognitive performance. Recently, researchers have combined cognitive training regimes with brain stimulation to try and maximize training benefits, leading to task-specific cognitive enhancement. It remains unclear, however, whether the performance gains afforded by such regimes can transfer to untrained tasks, or how training and stimulation affect the brain's latent information processing dynamics. To examine these issues, we applied transcranial direct current stimulation (tDCS) over the prefrontal cortex while participants undertook decision-making training over several days. Anodal, relative to cathodal/sham tDCS, increased performance gains from training. Critically, these gains were reliable for both trained and untrained tasks. The benefit of anodal tDCS occurred for left, but not right, prefrontal stimulation, and was absent for stimulation delivered without concurrent training. Modeling revealed left anodal stimulation combined with training caused an increase in the brain's rate of evidence accumulation for both tasks. Thus tDCS applied during training has the potential to modulate training gains and give rise to transferable performance benefits for distinct cognitive operations through an increase in the rate at which the brain acquires information.
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Affiliation(s)
- Hannah L Filmer
- School of Psychology, The University of Queensland, Australia
| | | | - Guy E Hawkins
- Amsterdam Brain and Cognition Center, University of Amsterdam, Netherlands
| | - Jason B Mattingley
- School of Psychology, The University of Queensland, Australia.,Queensland Brain Institute, The University of Queensland, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, Australia
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Abstract
The human visual system is remarkably sensitive to environmental regularities, which can facilitate behavioral performance when sensory events conform to past experience. The point at which prior knowledge is integrated during visual perception is unclear, particularly for incidentally learned associations. One possibility is that expectation shapes neural activity prospectively, in an anticipatory fashion, allowing prior knowledge to affect the earliest stages of sensory processing. Alternatively, cognitive processes underlying object recognition and conflict detection may be necessary precursors, constraining effects to later stages of processing. Here we used electroencephalography (EEG) to uncover neural activity that distinguishes between visual stimuli that match prior exposure and those that deviate from it. Participants identified visual targets that were associated with possible target locations; each location was associated with a high-probability target and a low-probability target. Alongside a behavioral cost for stimuli that had occurred infrequently at a cued location compared with those that had occurred frequently, we observed a focal modulation of the evoked EEG response at 250 ms after target onset. Relative to likely targets, unlikely targets evoked an enhanced negativity at midline frontal electrodes, and individual differences in the magnitude of this effect were correlated with the response time difference between likely and unlikely targets. In contrast, the evoked response at the latency of the P1, a correlate of early sensory processing, was indistinguishable for likely and unlikely targets. Together, these results point to postperceptual processes as a key stage at which experience modulates visual processing. NEW & NOTEWORTHY We combined electroencephalography with an incidental learning paradigm to investigate whether prior knowledge of environmental regularities modulates visual processing at early or late stages of sensory analysis. Our results reveal that modulations of neural activity arising at midlevel processing stages predict behavioral costs for unexpected stimuli rather than effects at early stages of sensory encoding.
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Affiliation(s)
- Michelle G. Hall
- School of Psychology, The University of Queensland, St Lucia, Queensland, Australia
| | - Jason B. Mattingley
- School of Psychology, The University of Queensland, St Lucia, Queensland, Australia
- Queensland Brain Institute, The University of Queensland, St Lucia, Queensland, Australia
| | - Paul E. Dux
- School of Psychology, The University of Queensland, St Lucia, Queensland, Australia
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Harris AM, Dux PE, Mattingley JB. Detecting Unattended Stimuli Depends on the Phase of Prestimulus Neural Oscillations. J Neurosci 2018; 38:3092-3101. [PMID: 29459372 PMCID: PMC6596074 DOI: 10.1523/jneurosci.3006-17.2018] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Revised: 01/31/2018] [Accepted: 02/12/2018] [Indexed: 11/21/2022] Open
Abstract
Neural oscillations appear important for perception and attention processes because stimulus detection is dependent upon the phase of 7-11 Hz oscillations before stimulus onset. Previous work has examined stimulus detection at attended locations, but it is unknown whether unattended locations are also subject to phasic modulation by ongoing oscillatory activity, as would be predicted by theories proposing a role for neural oscillations in organizing general neural processing. Here, we recorded brain activity with EEG while human participants of both sexes detected brief visual targets preceded by a spatial cue and determined whether performance for cued (attended) and uncued (unattended) targets was influenced by oscillatory phase across a range of frequencies. Detection of both attended and unattended targets depended upon an ∼5 Hz theta rhythm and an ∼11-15 Hz alpha rhythm. Critically, detection of unattended stimuli was more strongly modulated by the phase of theta oscillations than was detection of attended stimuli, suggesting that attentional allocation involves a disengagement from ongoing theta sampling. There was no attention-related difference in the strength of alpha phase dependence, consistent with a perceptual rather than attentional role of oscillatory phase in this frequency range. These results demonstrate the importance of neural oscillations in modulating visual processing at both attended and unattended locations and clarify one way in which attention may produce its effects: through disengagement from low-frequency sampling at attended locations.SIGNIFICANCE STATEMENT Past work on the interaction between oscillatory phase and neural processing has shown the involvement of posterior ∼7-11 Hz oscillations in visual processing. Most studies, however, have presented stimuli at attended locations, making it difficult to disentangle frequencies related to attention from those related to perception. Here, we compared the oscillatory frequencies involved in the detection of attended and unattended stimuli and found that ∼11-15 Hz oscillations were related to perception independently of attention, whereas ∼5 Hz oscillations were more prominent for the detection of unattended stimuli. This work demonstrates the importance of neural oscillations for mediating stimulus processing at both attended and unattended locations and clarifies the different oscillatory frequencies involved in attention and perception.
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Affiliation(s)
| | - Paul E Dux
- School of Psychology, The University of Queensland, St. Lucia 4072, Australia
| | - Jason B Mattingley
- Queensland Brain Institute and
- School of Psychology, The University of Queensland, St. Lucia 4072, Australia
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Nydam AS, Sewell DK, Dux PE. Cathodal electrical stimulation of frontoparietal cortex disrupts statistical learning of visual configural information. Cortex 2018; 99:187-199. [DOI: 10.1016/j.cortex.2017.11.008] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2017] [Revised: 06/30/2017] [Accepted: 11/13/2017] [Indexed: 11/27/2022]
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Abstract
It is now well established that relative to their younger counterparts, older adults experience difficulties on tasks that require the conscious and explicit processing of others' mental states (e.g., beliefs, intentions; theory of mind [ToM]). Despite the importance of relatively automatic and unconscious mental state attribution processes in everyday life, no study to date has tested whether tasks that require the implicit processing of others' belief states also show age-related changes. In this study, younger and older adults completed an implicit false belief task, in which their eye movement patterns were monitored while they passively viewed true and false belief movies. In addition, they were assessed on measures of explicit ToM processing. While older adults showed impairments in explicit ToM processing relative to younger adults, both age groups demonstrated a similar capacity for implicit false belief processing. These findings suggest that implicit components of ToM are preserved in late adulthood and are consistent with dual process models of ageing that emphasise age-related stability in automatic processing and declines in more controlled and effortful cognitive operations. We discuss the potential implications of these findings for social interactions in old age.
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Affiliation(s)
- Sarah A Grainger
- School of Psychology, The University of Queensland, St Lucia, QLD, Australia
| | - Julie D Henry
- School of Psychology, The University of Queensland, St Lucia, QLD, Australia
| | - Claire K Naughtin
- School of Psychology, The University of Queensland, St Lucia, QLD, Australia
| | - Marita S Comino
- School of Psychology, The University of Queensland, St Lucia, QLD, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, QLD, Australia
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Bender AD, Filmer HL, Naughtin CK, Dux PE. Dynamic, continuous multitasking training leads to task-specific improvements but does not transfer across action selection tasks. NPJ Sci Learn 2017; 2:14. [PMID: 30631460 PMCID: PMC6220332 DOI: 10.1038/s41539-017-0015-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/13/2017] [Revised: 10/02/2017] [Accepted: 10/27/2017] [Indexed: 06/09/2023]
Abstract
The ability to perform multiple tasks concurrently is an ever-increasing requirement in our information-rich world. Despite this, multitasking typically compromises performance due to the processing limitations associated with cognitive control and decision-making. While intensive dual-task training is known to improve multitasking performance, only limited evidence suggests that training-related performance benefits can transfer to untrained tasks that share overlapping processes. In the real world, however, coordinating and selecting several responses within close temporal proximity will often occur in high-interference environments. Over the last decade, there have been notable reports that training on video action games that require dynamic multitasking in a demanding environment can lead to transfer effects on aspects of cognition such as attention and working memory. Here, we asked whether continuous and dynamic multitasking training extends benefits to tasks that are theoretically related to the trained tasks. To examine this issue, we asked a group of participants to train on a combined continuous visuomotor tracking task and a perceptual discrimination task for six sessions, while an active control group practiced the component tasks in isolation. A battery of tests measuring response selection, response inhibition, and spatial attention was administered before and immediately after training to investigate transfer. Multitasking training resulted in substantial, task-specific gains in dual-task ability, but there was no evidence that these benefits generalized to other action control tasks. The findings suggest that training on a combined visuomotor tracking and discrimination task results in task-specific benefits but provides no additional value for untrained action selection tasks.
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Affiliation(s)
- Angela D. Bender
- School of Psychology, The University of Queensland, Queensland, Australia
| | - Hannah L. Filmer
- School of Psychology, The University of Queensland, Queensland, Australia
| | - Claire K. Naughtin
- School of Psychology, The University of Queensland, Queensland, Australia
| | - Paul E. Dux
- School of Psychology, The University of Queensland, Queensland, Australia
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38
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Travis SL, Dux PE, Mattingley JB. Re-examining the influence of attention and consciousness on visual afterimage duration. ACTA ACUST UNITED AC 2017; 43:1944-1949. [DOI: 10.1037/xhp0000458] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Naughtin CK, Mattingley JB, Bender AD, Dux PE. Decoding early and late cortical contributions to individuation of attended and unattended objects. Cortex 2017; 99:45-54. [PMID: 29149617 DOI: 10.1016/j.cortex.2017.10.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2017] [Revised: 05/29/2017] [Accepted: 10/19/2017] [Indexed: 10/18/2022]
Abstract
To isolate a visual stimulus as a unique object with a specific spatial location and time of occurrence, it is necessary to first register (individuate) the stimulus as a distinct perceptual entity. Recent investigations into the neural substrates of object individuation have suggested it is subserved by a distributed neural network, but previous manipulations of individuation load have introduced extraneous visual confounds, which might have yielded ambiguous findings, particularly in early cortical areas. Furthermore, while it has been assumed that selective attention is required for object individuation, there is no definitive evidence on the brain regions recruited for attended and ignored objects. Here we addressed these issues by combining functional magnetic resonance imaging (fMRI) with a novel object-enumeration paradigm in which to-be-individuated objects were defined by illusory contours, such that the physical elements of the display remained constant across individuation conditions. Multi-voxel pattern analyses revealed that attended objects modulated patterns of activity in early visual cortex, as well as frontal and parietal brain areas, as a function of object-individuation load. These findings suggest that object individuation recruits both early and later cortical areas, consistent with theoretical accounts proposing that this operation acts at the junction of feed-forward and feedback processing stages in visual analysis. We also found dissociations between brain regions involved in individuation of attended and unattended objects, suggesting that voluntary spatial attention influences the brain regions recruited for this process.
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Affiliation(s)
| | - Jason B Mattingley
- School of Psychology, The University of Queensland, Australia; Queensland Brain Institute, The University of Queensland, Australia
| | - Angela D Bender
- School of Psychology, The University of Queensland, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, Australia.
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40
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Naughtin CK, Tamber-Rosenau BJ, Dux PE. The neural basis of temporal individuation and its capacity limits in the human brain. J Neurophysiol 2017; 118:2601-2613. [PMID: 28855297 DOI: 10.1152/jn.00839.2016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2016] [Revised: 07/23/2017] [Accepted: 08/09/2017] [Indexed: 11/22/2022] Open
Abstract
Individuation refers to individuals' use of spatial and temporal properties to register objects as distinct perceptual events relative to other stimuli. Although behavioral studies have examined both spatial and temporal individuation, neuroimaging investigations have been restricted to the spatial domain and at relatively late stages of information processing. Here, we used univariate and multivoxel pattern analyses of functional MRI data to identify brain regions involved in individuating temporally distinct visual items and the neural consequences that arise when this process reaches its capacity limit (repetition blindness, RB). First, we found that regional patterns of blood-oxygen-level-dependent activity across the cortex discriminated between instances where repeated and nonrepeated stimuli were successfully individuated-conditions that placed differential demands on temporal individuation. These results could not be attributed to repetition suppression or other stimulus-related factors, task difficulty, regional activation differences, other capacity-limited processes, or artifacts in the data or analyses. Contrary to current theoretical models, this finding suggests that temporal individuation is supported by a distributed set of brain regions, rather than a single neural correlate. Second, conditions that reflect the capacity limit of individuation-instances of RB-lead to changes in the spatial patterns within this network, as well as amplitude changes in the left hemisphere premotor cortex, superior medial frontal cortex, anterior cingulate cortex, and bilateral parahippocampal place area. These findings could not be attributed to response conflict/ambiguity and likely reflect the core brain regions and mechanisms that underlie the capacity-limited process that gives rise to RB.NEW & NOTEWORTHY We present novel findings into the neural bases of temporal individuation and repetition blindness (RB)-the perceptual deficit that arises when this process reaches its capacity limit. Specifically, we found that temporal individuation is a widely distributed process in the brain and identified a number of candidate brain regions that appear to underpin RB. These findings enhance our understanding of how these fundamental perceptual processes are reflected in the human brain.
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Affiliation(s)
- Claire K Naughtin
- School of Psychology, The University of Queensland, Queensland, Australia
| | - Benjamin J Tamber-Rosenau
- Department of Psychology, Vanderbilt University, Nashville, Tennessee; and.,Department of Psychology, University of Houston, Houston, Texas
| | - Paul E Dux
- School of Psychology, The University of Queensland, Queensland, Australia;
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Filmer HL, Lyons M, Mattingley JB, Dux PE. Anodal tDCS applied during multitasking training leads to transferable performance gains. Sci Rep 2017; 7:12988. [PMID: 29021526 PMCID: PMC5636876 DOI: 10.1038/s41598-017-13075-y] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2017] [Accepted: 09/19/2017] [Indexed: 01/08/2023] Open
Abstract
Cognitive training can lead to performance improvements that are specific to the tasks trained. Recent research has suggested that transcranial direct current stimulation (tDCS) applied during training of a simple response-selection paradigm can broaden performance benefits to an untrained task. Here we assessed the impact of combined tDCS and training on multitasking, stimulus-response mapping specificity, response-inhibition, and spatial attention performance in a cohort of healthy adults. Participants trained over four days with concurrent tDCS - anodal, cathodal, or sham - applied to the left prefrontal cortex. Immediately prior to, 1 day after, and 2 weeks after training, performance was assessed on the trained multitasking paradigm, an untrained multitasking paradigm, a go/no-go inhibition task, and a visual search task. Training combined with anodal tDCS, compared with training plus cathodal or sham stimulation, enhanced performance for the untrained multitasking paradigm and visual search tasks. By contrast, there were no training benefits for the go/no-go task. Our findings demonstrate that anodal tDCS combined with multitasking training can extend to untrained multitasking paradigms as well as spatial attention, but with no extension to the domain of response inhibition.
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Affiliation(s)
- Hannah L Filmer
- School of Psychology, The University of Queensland, 4072, St Lucia, Australia.
| | - Maxwell Lyons
- School of Psychology, The University of Queensland, 4072, St Lucia, Australia
| | - Jason B Mattingley
- School of Psychology, The University of Queensland, 4072, St Lucia, Australia
- Queensland Brain Institute, The University of Queensland, 4072, St Lucia, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, 4072, St Lucia, Australia
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Bender AD, Filmer HL, Dux PE. Transcranial direct current stimulation of superior medial frontal cortex disrupts response selection during proactive response inhibition. Neuroimage 2017; 158:455-465. [DOI: 10.1016/j.neuroimage.2016.10.035] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2016] [Revised: 10/20/2016] [Accepted: 10/22/2016] [Indexed: 11/30/2022] Open
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Abstract
Humans rely on their ability to infer another person's mental state to understand and predict others' behavior ("theory of mind," ToM). Multiple lines of research suggest that not only are humans able to consciously process another person's belief state, but also are able to do so implicitly. Here we explored how general implicit belief states are represented in the brain, compared to those substrates involved in explicit ToM processes. Previous work on this topic has yielded conflicting results, and thus, the extent to which the implicit and explicit ToM systems draw on common neural bases is unclear. Participants were presented with "Sally-Anne" type movies in which a protagonist was falsely led to believe a ball was in one location, only for a puppet to later move it to another location in their absence (false-belief condition). In other movies, the protagonist had their back turned the entire time the puppet moved the ball between the two locations, meaning that they had no opportunity to develop any pre-existing beliefs about the scenario (no-belief condition). Using a group of independently localized explicit ToM brain regions, we found greater activity for false-belief trials, relative to no-belief trials, in the right temporoparietal junction, right superior temporal sulcus, precuneus, and left middle prefrontal gyrus. These findings extend upon previous work on the neural bases of implicit ToM by showing substantial overlap between this system and the explicit ToM system, suggesting that both abilities might recruit a common set of mentalizing processes/functional brain regions. Hum Brain Mapp 38:4760-4772, 2017. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- Claire K Naughtin
- School of Psychology, The University of Queensland, Queensland, Australia
| | - Kristina Horne
- School of Psychology, The University of Queensland, Queensland, Australia
| | - Dana Schneider
- Institute of Psychology, Friedrich Schiller University Jena, Jena, Germany
| | - Dustin Venini
- School of Psychology, The University of Queensland, Queensland, Australia
| | - Ashley York
- School of Psychology, The University of Queensland, Queensland, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, Queensland, Australia
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44
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Abstract
Practice or training on a particular task often yields gains for the trained task; however, the extent to which these benefits generalize to other stimuli/tasks is contentious. It has been suggested that behavioral decision-making/response selection training may enhance temporal visual attention, as measured using the attentional blink (AB) paradigm. Here, we show that AB can indeed be reduced through response selection training, which requires repeatedly performing a speeded decision-making task. Training gains garnered by this approach transferred to distinct AB measures, but not to unrelated measures of visual search and multitasking ability. Moreover, these changes were still evident 2 weeks after training completion. Crucially, training on 2 active control tasks-visual search and motion discrimination-did not elicit similar gains. Such malleability of temporal visual attention via response selection training offers tantalizing prospects for future cognitive enhancement endeavors. (PsycINFO Database Record
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Affiliation(s)
| | | | - K G Garner
- School of Psychology, University of Queensland
| | - Paul E Dux
- School of Psychology, University of Queensland
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45
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Schneider D, Slaughter VP, Dux PE. Current evidence for automatic Theory of Mind processing in adults. Cognition 2017; 162:27-31. [PMID: 28189035 DOI: 10.1016/j.cognition.2017.01.018] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2015] [Revised: 01/16/2017] [Accepted: 01/25/2017] [Indexed: 02/07/2023]
Abstract
Theory of Mind (ToM) is thought to play a key role in social information processing as it refers to the ability of individuals to represent the mental states of others (e.g., intentions, desires, beliefs). A provocative hypothesis has been put forward which espouses the existence of two ToM systems: one that is implicit and involves the automatic analysis of the belief states of others and another that is not automatic and is involved in explicitly reasoning about others' mental states. Recently, Phillips et al. (2015) have suggested that there is limited evidence for automatic ToM processing, after identifying a confound in a previous high-profile paper supporting the existence of this cognitive operation in infants and adults (Kovács, Téglás, & Endress, 2010). Here, we take a broader view of the literature and find, contrary to the conclusions of Phillips et al., that there is a substantial body of literature which demonstrates that adult humans are able to engage in unconscious and unintentional, and thus automatic, analyses of others' mental states. However, whether this ability is best described under a one, two or multiple systems ToM account remains to be determined.
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Affiliation(s)
- Dana Schneider
- Institute of Psychology, Friedrich Schiller University Jena, Germany
| | | | - Paul E Dux
- School of Psychology, University of Queensland, Australia
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Naughtin CK, Mattingley JB, Dux PE. Early information processing contributions to object individuation revealed by perception of illusory figures. J Neurophysiol 2016; 116:2513-2522. [PMID: 27605529 PMCID: PMC5133310 DOI: 10.1152/jn.00082.2016] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2016] [Accepted: 09/04/2016] [Indexed: 11/22/2022] Open
Abstract
To isolate multiple coherent objects from their surrounds, each object must be represented as a stable perceptual entity across both time and space. Recent theoretical and empirical work has proposed that this process of object individuation is a mid-level operation that emerges around 200-300 ms after stimulus onset. However, this hypothesis is based on paradigms that have potentially obscured earlier effects. Furthermore, no study to date has directly assessed whether object individuation occurs for task-irrelevant objects. In the present study we used electroencephalography (EEG) to measure the time course of individuation, for stimuli both within and outside the focus of attention, to assess the information processing stage at which object individuation arises for both types of objects. We developed a novel paradigm involving items defined by illusory contours, which allowed us to vary the number of to-be-individuated objects while holding the physical elements of the display constant (a design characteristic not present in earlier work). As early as 100 ms after stimulus onset, event-related potentials tracked the number of objects in the attended hemifield, but not those in the unattended hemifield. By contrast, both attended and unattended objects could be individuated at a later stage. Our findings challenge recent conceptualizations of the time course of object individuation and suggest that this process arises earlier for attended than unattended items, implying that voluntary spatial attention influences the time course of this operation.
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Affiliation(s)
- Claire K Naughtin
- School of Psychology, The University of Queensland, St Lucia, Queensland, Australia; and
| | - Jason B Mattingley
- School of Psychology, The University of Queensland, St Lucia, Queensland, Australia; and
- Queensland Brain Institute, The University of Queensland, St Lucia, Queensland, Australia
| | - Paul E Dux
- School of Psychology, The University of Queensland, St Lucia, Queensland, Australia; and
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Abstract
Although humans show a remarkable ability to make rapid and accurate decisions in novel situations, it is surprisingly difficult to observe transferable benefits when training decision-making performance. The current study investigated whether 2 properties of decision-making-amodal processing and encoding of abstract relationships-could be leveraged to produce transferable training gains, compared with the performance of an active-control group. Experiment 1 showed that training responses to visually presented stimuli (letters) did not transfer to benefit performance for the same stimuli presented in the auditory modality. Therefore, training exercises the integration of modality-specific information, not a supramodal category. However, Experiment 2 showed that when stimuli share an abstract rule, training transfers to new materials that conform to the same modality and rule, and to analogous rules in a new modality. Therefore, transfer of training benefits requires an abstract code that can be generalized to new stimulus sets. (PsycINFO Database Record
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Affiliation(s)
- K G Garner
- The School of Psychology, The University of Queensland
| | - Casey R Lynch
- The School of Psychology, The University of Queensland
| | - Paul E Dux
- The School of Psychology, The University of Queensland
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Dell'Acqua R, Doro M, Dux PE, Losier T, Jolicœur P. Enhanced frontal activation underlies sparing from the attentional blink: Evidence from human electrophysiology. Psychophysiology 2016; 53:623-33. [DOI: 10.1111/psyp.12618] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2015] [Accepted: 12/23/2015] [Indexed: 11/25/2022]
Affiliation(s)
- Roberto Dell'Acqua
- Cognitive Neuroscience Center; University of Padova; Padova Italy
- Department of Developmental Psychology; University of Padova; Padova Italy
| | - Mattia Doro
- Department of Developmental Psychology; University of Padova; Padova Italy
| | - Paul E. Dux
- School of Psychology; The University of Queensland; St. Lucia, Australia
| | - Talia Losier
- Department of Psychology; Université de Montréal; Montréal Québec Canada
| | - Pierre Jolicœur
- Department of Psychology; Université de Montréal; Montréal Québec Canada
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Garner KG, Matthews N, Remington RW, Dux PE. Transferability of Training Benefits Differs across Neural Events: Evidence from ERPs. J Cogn Neurosci 2015; 27:2079-94. [DOI: 10.1162/jocn_a_00833] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Abstract
Humans can show striking capacity limitations in sensorimotor processing. Fortunately, these limitations can be attenuated with training. However, less fortunately, training benefits often remain limited to trained tasks. Recent behavioral observations suggest that the extent to which training transfers may depend on the specific stage of information processing that is being executed. Training benefits for a task that taps the consolidation of sensory information (sensory encoding) transfer to new stimulus–response mappings, whereas benefits for selecting an appropriate action (decision-making/response selection) remain specific to the trained mappings. Therefore, training may have dissociable influences on the neural events underlying subsequent sensorimotor processing stages. Here, we used EEG to investigate this possibility. In a pretraining baseline session, participants completed two four-alternative-choice response time tasks, presented both as a single task and as part of a dual task (with another task). The training group completed a further 3,000 training trials on one of the four-alternative-choice tasks. Hence, one task became trained, whereas the other remained untrained. At test, a negative-going component that is sensitive to sensory-encoding demands (N2) showed increased amplitudes and reduced latencies for trained and untrained mappings relative to a no-train control group. In contrast, the onset of the stimulus-locked lateralized readiness potential, a component that reflects the activation of motor plans, was reduced only for tasks that employed trained stimulus–response mappings, relative to untrained stimulus–response mappings and controls. Collectively, these results show that training benefits are dissociable for the brain events that reflect distinct sensorimotor processing stages.
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Painter DR, Dux PE, Mattingley JB. Causal involvement of visual area MT in global feature-based enhancement but not contingent attentional capture. Neuroimage 2015; 118:90-102. [DOI: 10.1016/j.neuroimage.2015.06.019] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2015] [Revised: 05/25/2015] [Accepted: 06/04/2015] [Indexed: 12/17/2022] Open
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