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Michalczyk Ł. Fixation offset decreases manual inhibition of return (IOR) in detection and discrimination tasks. Q J Exp Psychol (Hove) 2024:17470218241240978. [PMID: 38459611 DOI: 10.1177/17470218241240978] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/10/2024]
Abstract
Attention can be covertly shifted to peripheral stimuli to improve their processing. However, attention is also then inhibited against returning to the previously attended location; thus, both detection and discrimination of a stimulus presented at that location decrease (the inhibition of return [IOR] effect). The after-effect of the covert orienting hypothesis postulates a close link between attention shifting, IOR, and oculomotor control. The fixation offset, which improves the generation of saccades, decreases IOR in detection tasks, suggesting a close link between IOR and oculomotor control. However, according to some alternative views (e.g., the input-based IOR hypothesis and the object files segregation/integration hypothesis), IOR may be related to some sensory rather than motor processes. Some studies support that view and show that IOR may occur differently in detection and discrimination tasks and that oculomotor processes do not affect IOR in tasks where manual responses are required and eye movements are suppressed. Two experiments presented in this article show that removing the fixation point decreases manual IOR in detection and discrimination tasks. The results are discussed in terms of various theoretical approaches.
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Affiliation(s)
- Łukasz Michalczyk
- Institute of Psychology, Ignatianum University in Cracow, Krakow, Poland
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2
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Wang X, Tang X, Wang A, Zhang M. Non-spatial inhibition of return attenuates audiovisual integration owing to modality disparities. Atten Percept Psychophys 2023:10.3758/s13414-023-02825-y. [PMID: 38127253 DOI: 10.3758/s13414-023-02825-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/29/2023] [Indexed: 12/23/2023]
Abstract
Although previous studies have investigated the relationship between inhibition of return (IOR) and multisensory integration, the influence of non-spatial has not been explored. The present study aimed to investigate the influence of non-spatial IOR on audiovisual integration by using a "prime-neutral cue-target" paradigm. In Experiment 1, which manipulated prime validity and target modality, the targets were positioned centrally, revealing significant non-spatial IOR effects in the visual, auditory, and audiovisual modalities. Analysis of relative multisensory response enhancement (rMRE) indicated substantial audiovisual integration enhancement in both valid and invalid target conditions. Furthermore, the enhancement was weaker for valid targets than for invalid targets. In Experiment 2, the targets were positioned above and below to rule out repetition blindness (RB); this experiment successfully replicated the results observed in Experiment 1. Notably, Experiments 1 and 2 consistently found that the correlation between modality differences and rMRE for valid targets indicated that differences in signal strength between visual and auditory modalities contributed to a reduction in audiovisual integration. However, the absence of correlation with the invalid target suggests that attention, as a key factor, may play a significant role in this process. The present study highlights how non-spatial IOR reduces audiovisual integration and sheds light on the complex interaction between attention and multisensory integration.
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Affiliation(s)
- Xiaoxue Wang
- Department of Psychology, Research Center for Psychology and Behavioral Sciences, Soochow University, Suzhou, People's Republic of China
| | - Xiaoyu Tang
- School of Psychology, Liaoning Normal University, Dalian, China
| | - Aijun Wang
- Department of Psychology, Research Center for Psychology and Behavioral Sciences, Soochow University, Suzhou, People's Republic of China.
| | - Ming Zhang
- Department of Psychology, Research Center for Psychology and Behavioral Sciences, Soochow University, Suzhou, People's Republic of China.
- Department of Psychology, Suzhou University of Science and Technology, Suzhou, China.
- Cognitive Neuroscience Laboratory, Graduate School of Interdisciplinary Science and Engineering in Health Systems, Okayama University, Okayama, Japan.
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3
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Qian Q, Zhao J, Zhang H, Yang J, Wang A, Zhang M. Object-based inhibition of return in three-dimensional space: From simple drawings to real objects. J Vis 2023; 23:7. [PMID: 37971769 PMCID: PMC10664731 DOI: 10.1167/jov.23.13.7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 10/19/2023] [Indexed: 11/19/2023] Open
Abstract
Cued to an object in space, inhibition of the attended location can spread to the entire object. Although object-based inhibition of return (IOR) studies in a two-dimensional plane have been documented, the IOR has not been explored when objects cross depth in three-dimensional (3D) space. In the present study, we used a virtual reality technique to adapt the double-rectangle paradigm to a 3D space, and manipulated the cue validity and target location to examine the difference in object-based IOR between far and near spaces under different object representations. The study showed that the object-based IOR of simple drawings existed only in near space, whereas object-based IOR of real objects existed only in far space at first, and as the object similarity decreases, it appeared in both far and near spaces.
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Affiliation(s)
- Qinyue Qian
- Department of Psychology, Soochow University, Suzhou, China; Research Center for Psychology and Behavioral Sciences, Soochow University, Suzhou, China
| | - Jingjing Zhao
- School of Psychology, Shaanxi Provincial Key Laboratory of Behavior & Cognitive Neuroscience, Shaanxi Normal University, Xi'an, China
| | - Huan Zhang
- Department of Psychology, Soochow University, Suzhou, China; Research Center for Psychology and Behavioral Sciences, Soochow University, Suzhou, China
| | - Jiajia Yang
- Applied Brain Science Lab Faculty of Interdisciplinary Science and Engineering in Health Systems, Okayama University, Okayama, Japan
| | - Aijun Wang
- Department of Psychology, Soochow University, Suzhou, China; Research Center for Psychology and Behavioral Sciences, Soochow University, Suzhou, China
| | - Ming Zhang
- Department of Psychology, Soochow University, Suzhou, China; Research Center for Psychology and Behavioral Sciences, Soochow University, Suzhou, China
- Cognitive Neuroscience Laboratory, Graduate School of Interdisciplinary Science and Engineering in Health Systems, Okayama University, Okayama, Japan
- Department of Psychology, Suzhou University of Science and Technology, Suzhou, China
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4
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Michalczyk Ł. Fixation offset decreases pupillary inhibition of return. Brain Cogn 2023; 170:106058. [PMID: 37390691 DOI: 10.1016/j.bandc.2023.106058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Revised: 06/14/2023] [Accepted: 06/22/2023] [Indexed: 07/02/2023]
Abstract
Inhibition of return (IOR) is reflected as a slower manual or saccadic response to a cued rather than an uncued target (manual IOR and saccadic IOR, respectively), and as a pupillary dilation when a bright, relative to a dark side of a display is cued (pupillary IOR). The aim of this study was to investigate the relation between an IOR and oculomotor system. According to the predominant view, only the saccadic IOR is strictly related to the visuomotor process, and the manual and pupillary IORs depend on non-motor factors (e.g., short-term visual depression). Alternatively, the after-effect of the covert-orienting hypothesis postulates that IOR is strictly related to the oculomotor system. As fixation offset affects oculomotor processes, this study investigated whether fixation offset also affects pupillary and manual IORs. The results show that fixation offset decreased IOR in pupillary but not manual responses, and provides support for the hypothesis that at least the pupillary IOR is tightly linked to eye movement preparation.
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Affiliation(s)
- Łukasz Michalczyk
- Institute of Psychology, Jesuit University Ignatianum in Krakow, Krakow, Poland.
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Taylor JR, Ivanoff J. The Active Suppression of a Distractor's Location Can Be Elusive. Exp Psychol 2023; 70:119-134. [PMID: 37534439 DOI: 10.1027/1618-3169/a000583] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/04/2023]
Abstract
Our visual system is inundated with distracting objects that vie for our attention. While visual attention selects relevant information, inhibitory mechanisms might be useful to suppress the locations occupied by irrelevant distractors. Yet, there is a dearth of behavioral evidence for the active suppression of a distractor's location (ASDL) using central cues that provide preliminary information about a distractor's location. In the first two experiments, we attempt to conceptually replicate, using an online platform, experiments that provide evidence of the ASDL. We replicate the distractor cueing effect in a localization task (Experiment 1) wherein responses to targets were faster when a central arrow cued the location of an impending distractor than an empty location. This effect was larger in the first block of trials than it was in the second. In a discrimination task (Experiment 2), unlike previous studies, we found no evidence for an effect of distractor cueing. In Experiment 3, we replaced the central arrow cues with central number cues because arrow cues may elicit a symbolic shift of attention that might offset the ASDL. Once again, the best model was one in which the distractor cueing effect was absent. We replicate these failures to find evidence of the ASDL in two more experiments. The results suggest that the ASDL can be elusive and may be tied to the response system, not attention.
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Affiliation(s)
- Jillian R Taylor
- Department of Psychology, Saint Mary's University, Halifax, NS, Canada
| | - Jason Ivanoff
- Department of Psychology, Saint Mary's University, Halifax, NS, Canada
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Pfister D, Jackson RC, Güldenpenning I, Williams AM. Timing a fake punch: Inhibitory effects in a boxing-specific spatial attention task. Hum Mov Sci 2023; 89:103092. [PMID: 37075655 DOI: 10.1016/j.humov.2023.103092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2022] [Revised: 03/29/2023] [Accepted: 04/12/2023] [Indexed: 04/21/2023]
Abstract
The ability to respond quickly and accurately to spatial cues is of great importance to performance on any task where quick decision-making is required. The two main effects of spatial attention are priming, when a response to a target is facilitated after being cued at the same location, and inhibition of return (IOR), when the response to the target is slower to the cued area. Whether priming or IOR occurs is largely dependent on the length of the interval between the cue and the target. To determine whether these effects are relevant to dueling sports with deceptive actions we created a boxing-specific task that mimicked combinations of feints and punches. Altogether, we recruited 20 boxers and 20 non-boxers and found significantly longer reaction times to a punch thrown on the same side as a fake punch after a 600 ms interval, consistent with the IOR effect. We also found a moderate positive correlation between years of training and the magnitude of the IOR effect. This latter finding indicates that even athletes trained to avoid deception can be as susceptible as novices if the timing of the feint is right. Finally, our approach highlights the benefits of studying IOR using more sport specific settings, broadening the scope of the field.
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Affiliation(s)
- Daniel Pfister
- Department of Health and Kinesiology, University of Utah, Salt Lake City, UT, USA; Institute for Human and Machine Cognition, Pensacola, FL, USA.
| | - Robin C Jackson
- School of Sport, Exercise and Health Sciences, Loughborough University, United Kingdom
| | - Iris Güldenpenning
- Department of Sport & Health, Paderborn University, Warburger Str. 100, 33098 Paderborn, Germany
| | - A Mark Williams
- Institute for Human and Machine Cognition, Pensacola, FL, USA
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The role of primary motor cortex in manual inhibition of return: A transcranial magnetic stimulation study. Behav Brain Res 2023; 445:114380. [PMID: 36870395 DOI: 10.1016/j.bbr.2023.114380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Revised: 02/25/2023] [Accepted: 03/01/2023] [Indexed: 03/06/2023]
Abstract
Inhibition of return (IOR) is a behavioural phenomenon characterised by longer response times (RTs) to stimuli presented at previously cued versus uncued locations. The neural mechanisms underlying IOR effects are not fully understood. Previous neurophysiological studies have identified a role of frontoparietal areas including posterior parietal cortex (PPC) in the generation of IOR, but the contribution of primary motor cortex (M1) has not been directly tested. The present study investigated the effects of single-pulse transcranial magnetic stimulation (TMS) over M1 on manual IOR in a key-press task where peripheral (left or right) targets followed a cue at the same or opposite location at different SOAs (100/300/600/1000 ms). In Experiment 1, TMS was applied over right M1 on a randomized 50% of trials. In Experiment 2, active or sham stimulation was provided in separate blocks. In the absence of TMS (non-TMS trials in Experiment 1 and sham trials in Experiment 2), evidence of IOR was observed in RTs at longer SOAs. In both experiments, IOR effects differed between TMS and non-TMS/sham conditions, but the effects of TMS were greater and statistically significant in Experiment 1 where TMS and non-TMS trials were randomly interspersed. The magnitude of motor-evoked potentials was not altered by the cue-target relationship in either experiment. These findings do not support a key role of M1 in the mechanisms of IOR but suggest the need for further research to elucidate the role of the motor system in manual IOR effects.
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Hurel E, Grall-Bronnec M, Thiabaud E, Leboucher J, Leroy M, Perrot B, Challet-Bouju G. Spatial attention to social information in poker: A neuropsychological study using the Posner cueing paradigm. J Behav Addict 2023; 12:219-229. [PMID: 36592330 DOI: 10.1556/2006.2022.00082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 08/01/2022] [Accepted: 11/03/2022] [Indexed: 01/03/2023] Open
Abstract
BACKGROUND AND AIMS This research aimed to characterize social information processing abilities in a population of regular nondisordered poker players compared to controls. METHODS Participants completed the Posner cueing paradigm task including social cues (faces) to assess attention allocation towards social stimuli, including the effect of the presentation time (subliminal vs supraliminal) and of the emotion displayed. The study included two groups of participants: 30 regular nondisordered poker players (those who played at least three times a week in Texas Hold'em poker games for at least three months) and 30 control participants (those who did not gamble or gambled less than once a month, whatever the game). RESULTS The group of regular nondisordered poker players displayed an enhancement of the inhibition of return during the Posner cueing task. This means that in valid trials, they took longer to respond to the already processed localization in supraliminal conditions compared to controls. However, our results did not evidence any particular engagement or disengagement attention abilities toward specific types of emotion. DISCUSSION AND CONCLUSIONS These results suggest that regular nondisordered poker players displayed social information processing abilities, which may be due to the importance to efficiently process social information that can serve as tells in live poker. The observed enhancement of the inhibition of return may permit poker players to not process a localization that has already processed to save attentional resources. Further research regarding the establishment of the IOR in other forms of gambling and with non-social cues needs to be performed.
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Affiliation(s)
- Elodie Hurel
- 1CHU Nantes, UIC Psychiatrie et Santé Mentale, Nantes Université, F-44000 Nantes, France.,2CHU Nantes, INSERM, MethodS in Patient Centered Outcomes and HEalth ResEarch, SPHERE, Nantes Université, Univ Tours, F-44000 Nantes, France
| | - Marie Grall-Bronnec
- 1CHU Nantes, UIC Psychiatrie et Santé Mentale, Nantes Université, F-44000 Nantes, France.,2CHU Nantes, INSERM, MethodS in Patient Centered Outcomes and HEalth ResEarch, SPHERE, Nantes Université, Univ Tours, F-44000 Nantes, France
| | - Elsa Thiabaud
- 1CHU Nantes, UIC Psychiatrie et Santé Mentale, Nantes Université, F-44000 Nantes, France
| | - Juliette Leboucher
- 1CHU Nantes, UIC Psychiatrie et Santé Mentale, Nantes Université, F-44000 Nantes, France
| | - Maxime Leroy
- 3Department of Clinical Research and Innovation, CHU Nantes, Biostatistics and Methodology Unit, Nantes Université, F-44000 Nantes, France
| | - Bastien Perrot
- 2CHU Nantes, INSERM, MethodS in Patient Centered Outcomes and HEalth ResEarch, SPHERE, Nantes Université, Univ Tours, F-44000 Nantes, France.,3Department of Clinical Research and Innovation, CHU Nantes, Biostatistics and Methodology Unit, Nantes Université, F-44000 Nantes, France
| | - Gaëlle Challet-Bouju
- 1CHU Nantes, UIC Psychiatrie et Santé Mentale, Nantes Université, F-44000 Nantes, France.,2CHU Nantes, INSERM, MethodS in Patient Centered Outcomes and HEalth ResEarch, SPHERE, Nantes Université, Univ Tours, F-44000 Nantes, France
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Spatio-temporal properties of oculomotor activation by multiple, simultaneous peripheral stimuli. Vision Res 2021; 188:251-261. [PMID: 34419713 DOI: 10.1016/j.visres.2021.07.010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2020] [Revised: 07/02/2021] [Accepted: 07/19/2021] [Indexed: 11/21/2022]
Abstract
Oculomotor research shows that eye movements are primed toward the midpoint of an array of visual stimuli, such that an eye movement to a visual target is executed most rapidly when it appears near the midpoint of an earlier array. At longer intervals between the prime and target, this facilitatory effect can reverse to become inhibitory - such that eye movements are slower when made toward the midpoint - but the source of this inhibition is unclear. One of our prior studies suggests a global source: target proximity to the midpoint determines inhibition, consistent with the notion that oculomotor activation is responsible for the effect and the original definition of inhibition of return. A later study suggests a local source: target proximity to the nearest array element determines inhibition, consistent with the notion that repeat stimulation of an input pathway is responsible. To resolve the ambiguity we systematically test whether timing differences between studies altered the source of the inhibition. We find that both previously observed patterns are reproducible depending on the prime offset - target onset asynchrony. We also resolve the discrepancy by showing that when this asynchrony is less than 200 ms, target proximity to the array's midpoint and its proximity to any given array element can jointly determine inhibition, whereas when the asynchrony is approximately 200 ms, inhibition is robust at the midpoint of the array. At longer asynchronies, all inhibitory effects rapidly dissipate.
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10
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Spatial inhibition of return is impaired in mild cognitive impairment and mild Alzheimer's disease. PLoS One 2021; 16:e0252958. [PMID: 34125847 PMCID: PMC8202934 DOI: 10.1371/journal.pone.0252958] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Accepted: 05/25/2021] [Indexed: 11/26/2022] Open
Abstract
Spatial inhibition of return (IOR) refers to the phenomenon by which individuals are slower to respond to stimuli appearing at a previously cued location compared to un-cued locations. Here with a group of older adults (n = 56, 58–80 (67.9±5.2) year old, 31 females, 18.7±3.6 years of education), we provide evidence supporting the notion that spatial IOR is mildly impaired in individuals with mild cognitive impairment (MCI) or mild Alzheimer’s disease (AD), and the impairment is detectable using a double cue paradigm. Furthermore, reduced spatial IOR in high-risk healthy older individuals is associated with reduced memory and other neurocognitive task performance, suggesting that the double cue spatial IOR paradigm may be useful in detecting MCI and early AD.
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11
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Predictive remapping leaves a behaviorally measurable attentional trace on eye-centered brain maps. Psychon Bull Rev 2021; 28:1243-1251. [PMID: 33634356 DOI: 10.3758/s13423-021-01893-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/26/2021] [Indexed: 11/08/2022]
Abstract
How does the brain maintain spatial attention despite the retinal displacement of objects by saccades? A possible solution is to use the vector of an upcoming saccade to compensate for the shift of objects on eye-centered (retinotopic) brain maps. In support of this hypothesis, previous studies have revealed attentional effects at the future retinal locus of an attended object, just before the onset of saccades. A critical yet unresolved theoretical issue is whether predictively remapped attentional effects would persist long enough on eye-centered brain maps, so no external input (goal, expectation, reward, memory, etc.) is needed to maintain spatial attention immediately following saccades. The present study examined this issue with inhibition of return (IOR), an attentional effect that reveals itself in both world-centered and eye-centered coordinates, and predictively remaps before saccades. In the first task, a saccade was introduced to a cueing task ("nonreturn-saccade task") to show that IOR is coded in world-centered coordinates following saccades. In a second cueing task, two consecutive saccades were executed to trigger remapping and to dissociate the retinal locus relevant to remapping from the cued retinal locus ("return-saccade" task). IOR was observed at the remapped retinal locus 430-ms following the (first) saccade that triggered remapping. A third cueing task ("no-remapping" task) further revealed that the lingering IOR effect left by remapping was not confounded by the attention spillover. These results together show that predictive remapping leaves a robust attentional trace on eye-centered brain maps. This retinotopic trace is sufficient to sustain spatial attention for a few hundred milliseconds following saccades.
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12
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Richards E, Thornton IM, Bayer A, Tales A. Inhibitory control deficits in vascular cognitive impairment revealed using the MILO task. Neuropsychologia 2021; 155:107794. [PMID: 33610617 DOI: 10.1016/j.neuropsychologia.2021.107794] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Revised: 01/29/2021] [Accepted: 02/15/2021] [Indexed: 02/08/2023]
Abstract
We used the MILO (Multi-Item Localization) task to characterise the performance of a group of older adults diagnosed with mild to moderate vascular cognitive impairment (VCI). The MILO task is designed to explore the temporal context of visual search and in addition to measuring overall completion time, provides a profile of serial reaction time (SRT) patterns across all items in a sequence. Of particular interest here is the Vanish/Remain MILO manipulation that can identify problems with inhibitory control during search. Typically, SRT functions closely overlap, regardless of whether items Vanish or Remain visible when selected, indicating an ability to ignore previously selected targets. Based on the distributed nature of VCI-related pathology and previous visual search studies from our group, we speculated that MILO performance would be compromised in this group of participants when items remained visible after being selected relative to when they vanished. Compared to cognitively healthy, age-matched control participants, the performance of VCI participants was characterised by overall slowing, increased error rates, and crucially, a compromised ability to ignore past locations. As predicted, the Vanish versus Remain SRT functions of VCI participants significantly diverged towards the end of the sequence, which was not the case for control groups. Overall, our findings suggest that the MILO task could be a useful tool for identifying non-age-related changes in behaviour with patient populations, and more generally hints at a possible inhibitory deficit in VCI.
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Affiliation(s)
- Emma Richards
- Centre for Innovative Ageing, Swansea University, Swansea, SA2 8PP, Wales, UK
| | - Ian M Thornton
- Department of Cognitive Science, University of Malta, Msida, MSD 2080, Malta
| | - Antony Bayer
- School of Medicine, Cardiff University, Cardiff, CF64 2XX, Wales, UK
| | - Andrea Tales
- Centre for Innovative Ageing, Swansea University, Swansea, SA2 8PP, Wales, UK.
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Almubark I, Chang LC, Shattuck KF, Nguyen T, Turner RS, Jiang X. A 5-min Cognitive Task With Deep Learning Accurately Detects Early Alzheimer's Disease. Front Aging Neurosci 2020; 12:603179. [PMID: 33343337 PMCID: PMC7744695 DOI: 10.3389/fnagi.2020.603179] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2020] [Accepted: 11/13/2020] [Indexed: 12/15/2022] Open
Abstract
Introduction: The goal of this study was to investigate and compare the classification performance of machine learning with behavioral data from standard neuropsychological tests, a cognitive task, or both. Methods: A neuropsychological battery and a simple 5-min cognitive task were administered to eight individuals with mild cognitive impairment (MCI), eight individuals with mild Alzheimer's disease (AD), and 41 demographically match controls (CN). A fully connected multilayer perceptron (MLP) network and four supervised traditional machine learning algorithms were used. Results: Traditional machine learning algorithms achieved similar classification performances with neuropsychological or cognitive data. MLP outperformed traditional algorithms with the cognitive data (either alone or together with neuropsychological data), but not neuropsychological data. In particularly, MLP with a combination of summarized scores from neuropsychological tests and the cognitive task achieved ~90% sensitivity and ~90% specificity. Applying the models to an independent dataset, in which the participants were demographically different from the ones in the main dataset, a high specificity was maintained (100%), but the sensitivity was dropped to 66.67%. Discussion: Deep learning with data from specific cognitive task(s) holds promise for assisting in the early diagnosis of Alzheimer's disease, but future work with a large and diverse sample is necessary to validate and to improve this approach.
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Affiliation(s)
- Ibrahim Almubark
- Department of Electrical Engineering and Computer Science, Catholic University of America, Washington, DC, United States
| | - Lin-Ching Chang
- Department of Electrical Engineering and Computer Science, Catholic University of America, Washington, DC, United States
| | - Kyle F Shattuck
- Department of Neuroscience, Georgetown University Medical Center, Washington, DC, United States
| | - Thanh Nguyen
- Department of Electrical Engineering and Computer Science, Catholic University of America, Washington, DC, United States
| | - Raymond Scott Turner
- Department of Neurology, Georgetown University Medical Center, Washington, DC, United States
| | - Xiong Jiang
- Department of Neuroscience, Georgetown University Medical Center, Washington, DC, United States
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14
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Exploring the temporal dynamics of inhibition of return using steady-state visual evoked potentials. COGNITIVE AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2020; 20:1349-1364. [PMID: 33236297 DOI: 10.3758/s13415-020-00846-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 10/25/2020] [Indexed: 11/08/2022]
Abstract
Inhibition of return is characterized by delayed responses to previously attended locations when the interval between stimuli is long enough. The present study employed steady-state visual evoked potentials (SSVEPs) as a measure of attentional modulation to explore the nature and time course of input- and output-based inhibitory cueing mechanisms that each slow response times at previously stimulated locations under different experimental conditions. The neural effects of behavioral inhibition were examined by comparing post-cue SSVEPs between cued and uncued locations measured across two tasks that differed only in the response modality (saccadic or manual response to targets). Grand averages of SSVEP amplitudes for each condition showed a reduction in amplitude at cued locations in the window of 100-500 ms post-cue, revealing an early, short-term decrease in the responses of neurons that can be attributed to sensory adaptation, regardless of response modality. Because primary visual cortex has been found to be one of the major sources of SSVEP signals, the results suggest that the SSVEP modulations observed were caused by input-based inhibition that occurred in V1, or visual areas earlier than V1, as a consequence of reduced visual input activity at previously cued locations. No SSVEP modulations were observed in either response condition late in the cue-target interval, suggesting that neither late input- nor output-based IOR modulates SSVEPs. These findings provide further electrophysiological support for the theory of multiple mechanisms contributing to behavioral cueing effects.
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