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22 pages, 1492 KB  
Systematic Review
Neural Correlates of Inhibitory Control in Impulsivity Traits in Non-Ecological Human–Computer Tasks: An ALE Meta-Analysis
by Chiara Noferini, Gioele Gavazzi, Fabio Giovannelli, Chiara Puddu, Mario Mascalchi, Massimo Cincotta, Liberatore Tramontano, Carlo Cavaliere and Maria Pia Viggiano
Brain Sci. 2026, 16(6), 609; https://doi.org/10.3390/brainsci16060609 - 3 Jun 2026
Abstract
Background/Objectives: Response inhibition is the capacity to restrain impulsive actions, representing a pivotal facet of cognitive control. Although several studies report a dynamic relationship between impulsivity and inhibitory control, the neural mechanisms remain unclear. The aim of the present study is to [...] Read more.
Background/Objectives: Response inhibition is the capacity to restrain impulsive actions, representing a pivotal facet of cognitive control. Although several studies report a dynamic relationship between impulsivity and inhibitory control, the neural mechanisms remain unclear. The aim of the present study is to explore neural correlates of response inhibition as a function of impulsive personality traits. Methods: For this purpose, two groups of fMRI studies conducted on subjects with and without impulsive traits were compared. The selected studies were included based on both the impulsivity levels and the performance of the subjects in inhibitory human–computer tasks (e.g., Go/No-go, Stop-signal). This was done to minimize potential differences due to samples’ performances. Neuroimaging data were analyzed with an Activation Likelihood Estimation (ALE) meta-analysis approach. Results: Results reveal highly congruent clusters encompassing subcortical and prefrontal brain regions in both impulsive and non-impulsive subjects, albeit with subtle distinctions. Specifically, a direct contrast highlighted different activity in the right Middle and Superior Frontal Gyrus during inhibition tasks in the impulsive group. Conclusions: These findings deepen our comprehension of the neural mechanisms governing inhibitory control in human impulsivity. Understanding such mechanisms is increasingly relevant in today’s world, where frequent interactions with artificial systems may challenge or modulate inhibitory control, with potential implications for everyday behavior. Full article
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23 pages, 1365 KB  
Article
Sparse Multivariate Analysis Reveals Dissociable White Matter Networks for Cognitive and Motor Processing Speed
by Shahwar Yasir, Nzamukiza Fidele, Eduardo Martinez-Montes, Lidice Galan-Garcia, Cheng Luo, Maria Luisa Bringas Vega and Pedro A. Valdes-Sosa
Brain Sci. 2026, 16(5), 533; https://doi.org/10.3390/brainsci16050533 - 19 May 2026
Viewed by 237
Abstract
Background: Reaction time (RT) is a fundamental measure of information processing speed in cognitive neuroscience and is influenced by both structural and functional brain properties. While prior studies have independently linked white matter microstructure and EEG alpha oscillations to cognitive performance, their joint [...] Read more.
Background: Reaction time (RT) is a fundamental measure of information processing speed in cognitive neuroscience and is influenced by both structural and functional brain properties. While prior studies have independently linked white matter microstructure and EEG alpha oscillations to cognitive performance, their joint contribution to distinct aspects of RT remains unclear. This study aims to investigate whether multimodal data can dissociate neural systems underlying cognitive and motor components of processing speed. Methods: We analyzed diffusion tensor imaging, resting-state individual EEG alpha peak frequency (IAF), demographic variables, and behavioral RT measures from a GO/NO-GO paradigm in 24 healthy adults from the Cuban Human Brain Mapping Project. Behavioral metrics included the mean, standard deviation and skewness of reaction times for simple and complex tasks. Sparse multiple canonical correlation analysis was applied to identify multivariate associations across modalities. Results: Two significant latent dimensions were identified. The first dimension linked bilateral fronto-temporal association tracts (SLF, IFOF, UNC) with complex RT performance, reflecting higher-order cognitive processing. The second dimension associated motor and interhemispheric tracts (CGC, CST, ILF, forceps major and minor) with intra-individual asymmetric variability (skewness) across tasks, indicating a motor-execution consistency system. IAF did not significantly contribute to either dimension. Sex showed strong associations with both components. Conclusions: Distinct white matter networks were associated with separable cognitive and motor aspects of processing speed, while resting-state alpha frequency did not show stable contributions with behavioral variability in this sample. IAF showed minimal contribution within the identified sparse multivariate dimensions. These findings highlight the importance of multimodal and multivariate approaches for understanding and potentially disentangling complex brain–behavior relationships. Full article
(This article belongs to the Section Neuropsychology)
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14 pages, 775 KB  
Article
Machine Learning-Based Identification of Functional Dysregulation Characteristics in Core Brain Networks of Adolescents with Bipolar Disorder Using Task-fMRI
by Peishan Dai, Ting Hu, Kaineng Huang, Qiongpu Chen, Shenghui Liao, Alessandro Grecucci, Qian Xiao, Xiaoping Yi and Bihong T. Chen
Diagnostics 2026, 16(3), 466; https://doi.org/10.3390/diagnostics16030466 - 2 Feb 2026
Viewed by 686
Abstract
Background and Objective: Adolescent bipolar disorder (BD) has substantial symptom overlaps with other psychiatric disorders. Identifying its distinctive candidate neuroimaging markers may be helpful for exploratory early differentiation and to inform future translational studies after independent validation. Methods: This cross-sectional study enrolled adolescents [...] Read more.
Background and Objective: Adolescent bipolar disorder (BD) has substantial symptom overlaps with other psychiatric disorders. Identifying its distinctive candidate neuroimaging markers may be helpful for exploratory early differentiation and to inform future translational studies after independent validation. Methods: This cross-sectional study enrolled adolescents with BD and age- and sex-matched healthy controls. Assessments included clinical/behavioral scales and an emotional Go/NoGo task-based fMRI (Go trials require a response; NoGo trials require response inhibition) acquired across three mood states (depression, mania, and remission) and matched controls. We applied several conventional machine learning classifiers to task-fMRI data to classify BD versus healthy controls and to identify the most relevant neuroimaging predictors. Results: A total of 43 adolescents with BD (15 in remission, 11 with depression, and 17 with mania) and 43 matched healthy controls were included. Under the Go − NoGo condition, activation-derived features in the remission state showed the strongest discrimination, with RF achieving the best performance (accuracy = 94.29%, AUC = 98.57%). These findings suggest that task-evoked functional alterations may remain detectable during remission. In addition, activation patterns in regions within the limbic system, prefrontal cortex, and default mode network were significantly correlated with clinical scales and behavioral measures implicating these regions in emotion regulation and cognitive functioning in adolescents with BD. Conclusions: This study showed that adolescents with BD during remission without manic and depressive symptoms may still have aberrant neural activity in the limbic system, prefrontal cortex, and default mode network, which may serve as a potential candidate neuroimaging signature of adolescent BD. Full article
(This article belongs to the Special Issue Machine Learning for Medical Image Processing and Analysis in 2026)
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18 pages, 1077 KB  
Article
How Emotions Influence Cognitive Control: A Within-Subject Investigation
by Tristan Feutren and Ludovic Fabre
Behav. Sci. 2026, 16(1), 89; https://doi.org/10.3390/bs16010089 - 8 Jan 2026
Viewed by 1182
Abstract
This study examined how negative emotions influence three core components of cognitive control, inhibition, updating, and shifting, as assessed through a Go/No-Go, 2-back, and set-switching task, respectively. Participants performed these three tasks under both negative and neutral emotional conditions. Negative emotions led to [...] Read more.
This study examined how negative emotions influence three core components of cognitive control, inhibition, updating, and shifting, as assessed through a Go/No-Go, 2-back, and set-switching task, respectively. Participants performed these three tasks under both negative and neutral emotional conditions. Negative emotions led to slower response times on false-positive trials, suggesting increased interference during inhibitory demands rather than a direct impairment of inhibition. In the 2-back task, accuracy decreased on Non-Match trials under negative emotions, indicating difficulties in updating working memory and disengaging from irrelevant information. In the switching task, participants showed higher error rates under negative emotions regardless of trial type, pointing to a broader decline in performance when cognitive flexibility is required. Correlation analyses indicated that emotion-related effects were associated between updating and shifting, but not with inhibition, suggesting that negative emotions preferentially affect partially overlapping control processes depending on their cognitive demands. These findings highlight that the impact of negative emotions is not uniform across executive functions and underscore the importance of investigating emotion–cognition interactions across multiple domains within individuals. Full article
(This article belongs to the Section Cognition)
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12 pages, 472 KB  
Article
ExoBDNF Probiotic Supplementation Enhances Cognition in Subjective Cognitive Decline
by Ching-En Lin, Li-Fen Chen, Wen-Hui Fang, Chuan-Chia Chang and Hsin-An Chang
Medicina 2026, 62(1), 91; https://doi.org/10.3390/medicina62010091 - 31 Dec 2025
Viewed by 1407
Abstract
Background and Objectives: Interventions targeting the gut–brain axis offer potential for mitigating Subjective Cognitive Decline (SCD), a critical window for Alzheimer’s prevention. This study evaluated the effects of a novel probiotic supplement, ExoBDNF, on cognitive function, sleep, and emotional distress in adults [...] Read more.
Background and Objectives: Interventions targeting the gut–brain axis offer potential for mitigating Subjective Cognitive Decline (SCD), a critical window for Alzheimer’s prevention. This study evaluated the effects of a novel probiotic supplement, ExoBDNF, on cognitive function, sleep, and emotional distress in adults with SCD. Materials and Methods: In this 9-week open-label study, participants received ExoBDNF supplementation. Efficacy was assessed using the SCD-Questionnaire (SCD-Q), DASS-21, PSQI, MoCA, and a computerized cognitive battery measuring inhibition (Go/No-Go), flexibility (Task Switching), and working memory. Results: Post-intervention analyses revealed significant improvements in subjective cognition (SCD-Q, p < 0.001), sleep quality (PSQI, p < 0.001), and emotional distress (DASS-21, p < 0.001). Objective cognitive performance also improved, with significant gains in MoCA scores (p = 0.047) and executive function metrics. Spearman correlation analysis indicated a significant link between cognitive and emotional changes: longitudinal reductions in SCD scores correlated with concurrent reductions in emotional distress (rho = 0.471, p = 0.009). Furthermore, higher baseline SCD scores predicted greater improvement in emotional outcomes (rho = −0.540, p = 0.002). Conclusions: ExoBDNF supplementation significantly enhanced cognitive performance, sleep quality, and emotional well-being. The findings demonstrate that improvements in subjective cognition are closely tied to alleviated emotional distress, supporting the gut–brain axis as a viable therapeutic target for early-stage cognitive decline. Full article
(This article belongs to the Section Psychiatry)
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13 pages, 289 KB  
Article
Who Performs Best Under Pressure? The Role of Sleep, Anxiety, and Attention in Exam Performance Across Medical, Law, and Economics Students
by Carina Ferreira, Alexandre Castro-Caldas and Joana Rato
Trends High. Educ. 2026, 5(1), 3; https://doi.org/10.3390/higheredu5010003 - 30 Dec 2025
Viewed by 1099
Abstract
Background: Academic performance among university students is shaped by multiple factors, especially during examinations. This study aimed to explore the relationship between sleep quality, executive attention, and anxiety to identify potential predictors of academic performance across different academic fields. Method: Fifty-one students, between [...] Read more.
Background: Academic performance among university students is shaped by multiple factors, especially during examinations. This study aimed to explore the relationship between sleep quality, executive attention, and anxiety to identify potential predictors of academic performance across different academic fields. Method: Fifty-one students, between 19 and 25 years (M = 20.04, SD = 1.11), enrolled in the second year in Medicine (27.5%), Law (39.2%), and Economics (33.3%) programs at a university in Lisbon. The sample has mostly full-time students (98.04%), and female (68.6%). Data collection took place during examination periods and included: Pittsburgh Sleep Quality Index (PSQI), Epworth Sleepiness Scale (ESE), State-Trait Anxiety Inventory (STAI), Beck Depression Inventory-II (BDI-II), Stroop Test and Go/No-Go task. Results: Our findings revealed significant differences across academic fields: medical students reported poorer sleep quality, law students demonstrated reduced executive attention, and economics students exhibited better sleep but weaker inhibitory control. Sleep quality and state anxiety significantly predicted academic performance, whereas executive attention did not. Conclusions: These results underscore the importance of addressing sleep hygiene and anxiety management among university students, regardless of academic discipline. Institutional initiatives, including structured stress-reduction programs and educational support services, may equip students with the tools to manage academic pressures and enhance cognitive functioning and overall psychological well-being. Full article
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23 pages, 3682 KB  
Article
The Effects of Acute Cognitively Engaging Physical Activity on Executive Function in Preschool Children: Evidence from Behavioral and fNIRS Measures
by Anlong Du, Ke Ning, Chunzi Shangguan, Chen Wang, Bingjun Wan and Aiping Chi
Behav. Sci. 2025, 15(12), 1712; https://doi.org/10.3390/bs15121712 - 10 Dec 2025
Viewed by 1406
Abstract
Executive function is crucial for the physical and mental health as well as social adaptation of preschool children, and cognitively engaging physical activity may serve as an effective intervention. This study employed a pre-post experimental design with a repeated measures ANOVA to examine [...] Read more.
Executive function is crucial for the physical and mental health as well as social adaptation of preschool children, and cognitively engaging physical activity may serve as an effective intervention. This study employed a pre-post experimental design with a repeated measures ANOVA to examine the intervention effects and underlying mechanisms of a 20 min cognitively engaging physical activity on preschool children’s executive function. A total of 56 preschool children were recruited and randomly assigned to either the cognitively engaging physical activity group or the conventional physical activity group. Executive function was assessed before and after the intervention using Go/No-Go, 1-back, and dimension-changing card classification tasks. Functional near-infrared spectroscopy was employed to monitor changes in oxygenated hemoglobin concentration in the prefrontal cortex during cognitive tasks. Results indicate that acute cognitively engaging physical activity effectively modulates oxygenated hemoglobin concentration in specific regions of the prefrontal cortex in preschool children, leading to an immediate enhancement in working memory capacity. This approach demonstrates potential advantages in inhibitory control, while no significant differences were observed in cognitive flexibility. Furthermore, post-intervention changes in inhibitory control and working memory showed significant positive correlations with changes in prefrontal oxygenated hemoglobin concentration. These findings provide scientific evidence for applying cognitive engagement elements in cognitive development and theoretical support for designing targeted physical activity interventions. Full article
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24 pages, 8154 KB  
Article
Sex-Specific Electrocortical Interactions in a Color Recognition Task in Men and Women with Opioid Use Disorder
by Jo Ann Petrie, Abhishek Trikha, Hope L. Lundberg, Kyle B. Bills, Preston K. Manwaring, J. Daniel Obray, Daniel N. Adams, Bruce L. Brown, Donovan E. Fleming and Scott C. Steffensen
Biomedicines 2025, 13(12), 3002; https://doi.org/10.3390/biomedicines13123002 - 8 Dec 2025
Viewed by 1002
Abstract
Background: Opioid use disorder (OUD) and associated overdose deaths have reached epidemic proportions worldwide over the past two decades, with death rates for men consistently reported at twice the rate for women. We have recently reported sex-specific differences in electrocortical activity in [...] Read more.
Background: Opioid use disorder (OUD) and associated overdose deaths have reached epidemic proportions worldwide over the past two decades, with death rates for men consistently reported at twice the rate for women. We have recently reported sex-specific differences in electrocortical activity in persons with OUD in a visual object recognition task. The mesolimbic dopamine (DA) system is implicated in OUD but also plays a critical role in some disorders of visual attention and a modulatory role in the processing of visual stimuli in the blue cone pathway of the retina. We hypothesized that electrocortical responses to color stimuli would be affected differentially in men and women with OUD. Methods: Using a controlled, cross-sectional, age-matched (18–56 years) design, we evaluated color processing in male and female subjects recruited from a community-based, high-intensity residential substance abuse and detoxification treatment program. We evaluated electroencephalogram (EEG) event-related potentials (ERPs) and reaction time (RT), in male and female participants with OUD (n = 38) vs. sex- and age-matched non-OUD control participants (n = 37) in a simple color recognition Go/No-Go task, as well as perceptual and behavioral responses in physiological and neuropsychological tests. Results: N200, P300, and late potential (LP) Relevant stimulus-induced ERPs were evoked by the task and were well-differentiated from Irrelevant distractor stimuli. P300 amplitudes were significantly greater and N200 and LP latencies were significantly shorter in male vs. female non-OUD controls in this task. There were significant sex differences in N200, P300, and LP amplitudes and latencies between male vs. female non-OUD subjects and OUD differences with blue color as the Relevant stimulus. In the Binocular Rivalry Test, there were shorter dwell times for perceiving a blue stimulus in male OUD subjects and there were significant sex and OUD differences in neuropsychological tests including Finger Tapping, Trails A/B, and Symbol Digit Modalities Test. Conclusions: These findings suggest that there are significant sex-related physiological, perceptual, and cognitive differences in color processing that may result from deficits in DA production in the retina that mirror deficits in mesolimbic DA transmission correlating with OUD, suggesting that blue color processing has the potential to be an effective biomarker for brain DA and for diagnosis and monitoring of treatment efficacy in substance use disorders. Full article
(This article belongs to the Special Issue Molecular Psychiatry and Antipsychotics)
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14 pages, 1754 KB  
Article
Computational Modeling of Uncertainty and Volatility Beliefs in Escape-Avoidance Learning: Comparing Individuals with and Without Suicidal Ideation
by Miguel Blacutt, Caitlin M. O’Loughlin and Brooke A. Ammerman
J. Pers. Med. 2025, 15(12), 604; https://doi.org/10.3390/jpm15120604 - 5 Dec 2025
Viewed by 809
Abstract
Background/Objectives: Computational studies using drift diffusion models on go/no-go escape tasks consistently show that individuals with suicidal ideation (SI) preferentially engage in active escape from negative emotional states. This study extends these findings by examining how individuals with SI update beliefs about [...] Read more.
Background/Objectives: Computational studies using drift diffusion models on go/no-go escape tasks consistently show that individuals with suicidal ideation (SI) preferentially engage in active escape from negative emotional states. This study extends these findings by examining how individuals with SI update beliefs about action–outcome contingencies and uncertainty when trying to escape an aversive state. Methods: Undergraduate students with (n = 58) and without (n = 62) a lifetime history of SI made active (go) or passive (no-go) choices in response to stimuli to escape or avoid an unpleasant state in a laboratory-based negative reinforcement task. A Hierarchical Gaussian Filter (HGF) was used to estimate trial-by-trial trajectories of contingency and volatility beliefs, along with their uncertainties, prediction errors (precision-weighted), and dynamic learning rates, as well as fixed parameters at the person level. Bayesian mixed-effects models were used to examine the relationship between trial number, SI history, trial type, and all two-way interactions on HGF parameters. Results: We did not find an effect of SI history, trial type, or their interactions on perceived volatility of reward contingencies. At the trial level, however, participants with a history of SI developed progressively stronger contingency beliefs while simultaneously perceiving the environment as increasingly stable compared to those without SI experiences. Despite this rigidity, they maintained higher uncertainty during escape trials. Participants with an SI history had higher dynamic learning rates during escape trials compared to those without SI experiences. Conclusions: Individuals with an SI history showed a combination of cognitive inflexibility and hyper-reactivity to prediction errors in escape-related contexts. This combination may help explain difficulties in adapting to changing environments and in regulating responses to stress, both of which are relevant for suicide risk. Full article
(This article belongs to the Special Issue Computational Behavioral Modeling in Precision Psychiatry)
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23 pages, 1677 KB  
Article
The Impact of Psyching-Up and Cognitive Challenges on Cognitive Performance and Well-Being in Adolescent Swimmers: A Randomized Controlled Trial
by Yasmine Dhaouadi, Riadh Khalifa and Antonella Muscella
Children 2025, 12(12), 1591; https://doi.org/10.3390/children12121591 - 23 Nov 2025
Viewed by 1281
Abstract
Background/Objectives: The integration of psychological techniques, such as psyching-up, into sports training has been increasingly explored for its potential to enhance athletic performance and cognitive function, especially in young athletes. This study aimed to examine the effects of combining psyching-up techniques with cognitive [...] Read more.
Background/Objectives: The integration of psychological techniques, such as psyching-up, into sports training has been increasingly explored for its potential to enhance athletic performance and cognitive function, especially in young athletes. This study aimed to examine the effects of combining psyching-up techniques with cognitive challenges on psychophysiological responses and visuo-auditory attention in adolescent competitive swimmers. Methods: A total of 48 male competitive swimmers were randomly assigned to three groups: the Psyching-Up and Cognitive Group (PCG), the Cognitive Training Group (CGT), and a Control Group (CG). The intervention involved ten training sessions, where the PCG received psyching-up techniques, while both the PCG and CGT participated in cognitive training tasks. Key assessments included cognitive performance tests (Bells Test, Trail Making Test Parts A and B, Go/No-Go Auditory Task), heart rate (%HR max), blood lactate levels, perceived exertion (RPE), and mood state (Total Mood Disturbance). Results: The PCG showed significant improvements in cognitive performance, with fewer omissions in the Bells Test (p = 0.041) and faster reaction times in the Trail Making Test (Part A, p = 0.002; Part B, p = 0.001). In the Go/No-Go Auditory Task, the PCG exhibited faster reaction times and a higher hit rate (p = 0.001). There were no significant differences in physiological responses, with %HR max and blood lactate levels showing stable trends across groups. However, the PCG reported significantly higher enjoyment (p < 0.001) and a reduction in Total Mood Disturbance (p < 0.001). Conclusions: Integrating psyching-up techniques with cognitive challenges positively impacts cognitive performance and psychological well-being in adolescent swimmers, without altering physiological responses. These findings highlight the potential of psychological interventions to enhance performance and overall athlete experience in youth sports training. Full article
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12 pages, 367 KB  
Article
Assessing Irritability in Primary School-Aged Children: How to Test and Whom to Ask
by Susann Tayaranian Djeyhuni, Alexander Prehn-Kristensen, Kamila Jauch-Chara and Manuel Munz
Children 2025, 12(12), 1583; https://doi.org/10.3390/children12121583 - 21 Nov 2025
Viewed by 820
Abstract
Background/Objectives: An increasing number of children and adolescents with mental health issues across many countries highlights the need for effective, accessible prevention strategies. Within the Research Domain Criteria framework, irritability—an emotional response to expected but blocked rewards—has been identified as an early [...] Read more.
Background/Objectives: An increasing number of children and adolescents with mental health issues across many countries highlights the need for effective, accessible prevention strategies. Within the Research Domain Criteria framework, irritability—an emotional response to expected but blocked rewards—has been identified as an early indicator of declining mental well-being before the onset of mental disorders. Developing reliable yet resource-efficient methods to assess irritability is an important first step toward targeted prevention. Methods: We tested the German Version of a frustration Go/No-Go task enabling to deliberately induce frustration through expected but blocked rewards in N = 68 children aged eight to ten (mean age = 8.9 years, SD = 0.7; 36 females) and parallelly assessed irritability with the 7-item low cost Affective Reactivity Index (ARI) with ratings of parents, teachers and children. Results: The German Version of the frustration Go/No-Go task proved reliable and valid. Teacher ratings demonstrated the highest predictive validity for irritability among all informants. Conclusions: Both the 7-item ARI, rated by teachers, and the frustration Go/No-Go task are recommended for assessing irritability. In the future, irritability assessments should be implemented for all primary school-aged children. Based on the components that contribute to irritability, targeted prevention measures should be offered. Full article
(This article belongs to the Special Issue Advances in Mental Health and Well-Being in Children (Third Edition))
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14 pages, 1078 KB  
Article
Short-Term Practice Modulates ERP Components Without Behavioral Change in a Short-ISI Go/NoGo Task
by Yasushi Sugawara, Yuya Matsuda, Ryo Kurokawa, Rin Kosuge, Satoshi Kudoh, Mayu Akaiwa, Hidekazu Saito, Takeshi Sasaki and Kazuhiro Sugawara
Brain Sci. 2025, 15(11), 1208; https://doi.org/10.3390/brainsci15111208 - 9 Nov 2025
Viewed by 1172
Abstract
Background/Objectives: Response inhibition, a core aspect of executive function, is commonly evaluated using the Go/NoGo task. While previous research has demonstrated that short-term practice can influence both behavioral and neural markers of response inhibition, the role of task difficulty—particularly when manipulated through short [...] Read more.
Background/Objectives: Response inhibition, a core aspect of executive function, is commonly evaluated using the Go/NoGo task. While previous research has demonstrated that short-term practice can influence both behavioral and neural markers of response inhibition, the role of task difficulty—particularly when manipulated through short interstimulus intervals (ISIs)—remains underexplored. This study investigated the effects of short-term repeated practice on behavioral performance and neural activity during a high-difficulty Go/NoGo task with a short ISI. Methods: Fifteen healthy young adults completed a visual Go/NoGo task in four repeated sessions within a single day. The task involved a 600 ms ISI, 100 ms stimulus duration, and a 20% NoGo stimulus frequency. Behavioral outcomes included response time (RT) and error rate (ER). Neural activity was recorded via electroencephalography (EEG), focusing on event-related potentials (ERPs) associated with response inhibition, specifically the NoGo-N2 and NoGo-P3 components. Results: No significant changes were observed in RT or ER across sessions, indicating no improvement in behavioral performance. Similarly, NoGo-N2 amplitudes remained stable. However, a significant reduction in NoGo-P3 amplitude at the Fz electrode was found in later sessions, suggesting decreased frontal cortical engagement in response inhibition. Conclusions: Although short-term repeated practice of a high-difficulty Go/NoGo task did not enhance behavioral performance, it was associated with reduced neural activity related to response inhibition. These findings suggest that neurophysiological adaptations may occur even in the absence of observable behavioral changes, particularly under high task demands. Full article
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11 pages, 1035 KB  
Data Descriptor
Electroencephalography Dataset of Young Drivers and Non-Drivers Under Visual and Auditory Distraction Using a Go/No-Go Paradigm
by Yasmany García-Ramírez, Luis Gordillo and Brian Pereira
Data 2025, 10(11), 175; https://doi.org/10.3390/data10110175 - 1 Nov 2025
Viewed by 1595
Abstract
Electroencephalography (EEG) provides insights into the neural mechanisms underlying attention, response inhibition, and distraction in cognitive tasks. This dataset was collected to examine neural activity in young drivers and non-drivers performing Go/No-Go tasks under visual and auditory distraction conditions. A total of 40 [...] Read more.
Electroencephalography (EEG) provides insights into the neural mechanisms underlying attention, response inhibition, and distraction in cognitive tasks. This dataset was collected to examine neural activity in young drivers and non-drivers performing Go/No-Go tasks under visual and auditory distraction conditions. A total of 40 university students (20 drivers, 20 non-drivers; balanced by sex) completed eight experimental blocks combining visual or auditory stimuli with realistic distractions, such as text message notifications and phone call simulations. EEG was recorded using a 16-channel BrainAccess MIDI system at 250 Hz. Experiments 1, 3, 5, and 7 served as transitional blocks without participant responses and were excluded from behavioral and event-related potential analyses; however, their EEG recordings and event markers are included for baseline or exploratory analyses. The dataset comprises raw EEG files, event markers for Go/No-Go stimuli and distractions, and metadata on participant demographics and mobile phone usage. This resource enables studies of attentional control, inhibitory processes, and distraction-related neural dynamics, supporting research in cognitive neuroscience, brain–computer interfaces, and transportation safety. Full article
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14 pages, 406 KB  
Article
Cognitive Flexibility Predicts Live-Fire Rifle Marksmanship in Airborne Cadets: A Pilot Study
by Dariusz Jamro, John A. Dewey, Grzegorz Żurek, Rui Lucena and Maciej Lachowicz
Brain Sci. 2025, 15(11), 1150; https://doi.org/10.3390/brainsci15111150 - 27 Oct 2025
Viewed by 1032
Abstract
Background: Executive functions may underpin performance in live-fire tasks, whereas evidence for global physical fitness is mixed. We quantified the associations between cognitive flexibility (CF), inhibitory control (IC), overall physical fitness, and rifle marksmanship in cadets, and derived a parsimonious predictive model. Methods: [...] Read more.
Background: Executive functions may underpin performance in live-fire tasks, whereas evidence for global physical fitness is mixed. We quantified the associations between cognitive flexibility (CF), inhibitory control (IC), overall physical fitness, and rifle marksmanship in cadets, and derived a parsimonious predictive model. Methods: Twenty second-year male airborne cadets (mean age 21.7 ± 2.2 years) completed a live-fire Basic Rifle Marksmanship (BRM) qualification (40 targets at 50–300 m); the Color Trails Test (CTT-1 and CTT-2; interference index) to index CF and processing speed; a stop-signal–style task (CogniFit) to assess IC indexed by NO-GO accuracy and GO-trial response time; and the Army Combat Fitness Test (ACFT). Associations were examined with Spearman correlations. Multiple linear regression with backward elimination and Bayesian model comparison evaluated predictive models. Results: Faster CTT-2 performance was associated with higher BRM scores (ρ = −0.48, p = 0.032), with a similar association for CTT-1 (ρ = −0.46, p = 0.042). The best-fitting regression model included CTT-2 time and IC–accuracy (adjusted R2 = 0.345; RMSE = 7.03), with CTT-2 time the only significant predictor of BRM (b = −0.330, p = 0.006). Bayesian model comparison independently favored a parsimonious CTT-2–only model (P(M|data) = 0.222; BFM = 5.41; BF10 = 1.00; R2 = 0.352). ACFT scores were not significantly associated with BRM. Conclusions: CF and processing speed are key correlates of live–fire rifle marksmanship in cadets, suggesting value in integrating executive–function elements into marksmanship training. Replication in larger cohorts is warranted. Full article
(This article belongs to the Section Cognitive, Social and Affective Neuroscience)
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15 pages, 941 KB  
Article
Risk for Adolescent Substance Use Initiation: Associations with Large-Scale Brain Network Recruitment During Emotional Inhibitory Control
by Julia E. Cohen-Gilbert, Jennifer T. Sneider, Emily N. Oot, Anna M. Seraikas, Eleanor M. Schuttenberg, Sion K. Harris, Lisa D. Nickerson and Marisa M. Silveri
Behav. Sci. 2025, 15(10), 1407; https://doi.org/10.3390/bs15101407 - 16 Oct 2025
Viewed by 1239
Abstract
As the brain continues to mature during adolescence, heightened impulsivity in emotional situations may increase the likelihood of initiating substance use. Functional magnetic resonance imaging (fMRI) was used to assess large-scale network activation during an emotional inhibitory control task (Go-NoGo). Participants were healthy, [...] Read more.
As the brain continues to mature during adolescence, heightened impulsivity in emotional situations may increase the likelihood of initiating substance use. Functional magnetic resonance imaging (fMRI) was used to assess large-scale network activation during an emotional inhibitory control task (Go-NoGo). Participants were healthy, substance-naïve adolescents aged 13–14 years (n = 56, 31 females) who were then followed for 3 years with quarterly substance use evaluations. During follow-up, 24 participants initiated substance use, while 32 remained substance-naïve. Network activation strength was extracted for the Negative NoGo > Neutral NoGo contrast in the left and right lateral frontoparietal networks (lL-FPN, rL-FPN) and the dorsal attention network (DAN) for each participant. The impact of network activation strength on substance use initiation was analyzed via survival analysis (Cox regression). Reduced activation strength of the lL-FPN was associated with significantly higher hazard of initiation of substance use (p = 0.008). No significant effects were observed for rL-FPN or DAN. Diminished engagement of the lL-FPN during inhibitory control in negative versus neutral emotional contexts was associated with earlier substance use initiation. This pattern of network activation may represent a neurobiological marker of self-regulation vulnerability, highlighting a potential target for early identification and prevention strategies during adolescence. Full article
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