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Nieto Mora D, Valencia S, Trujillo N, López JD, Martínez JD. Characterizing social and cognitive EEG-ERP through multiple kernel learning. Heliyon 2023; 9:e16927. [PMID: 37484433 PMCID: PMC10361029 DOI: 10.1016/j.heliyon.2023.e16927] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Revised: 05/31/2023] [Accepted: 06/01/2023] [Indexed: 07/25/2023] Open
Abstract
EEG-ERP social-cognitive studies with healthy populations commonly fail to provide significant evidence due to low-quality data and the inherent similarity between groups. We propose a multiple kernel learning-based approach to enhance classification accuracy while keeping the traceability of the features (frequency bands or regions of interest) as a linear combination of kernels. These weights determine the relevance of each source of information, which is crucial for specialists. As a case study, we classify healthy ex-combatants of the Colombian armed conflict and civilians through a cognitive valence recognition task. Although previous works have shown accuracies below 80% with these groups, our proposal achieved an F1 score of 98%, revealing the most relevant bands and brain regions, which are the base for socio-cognitive trainings. With this methodology, we aim to contribute to standardizing EEG analyses and enhancing their statistics.
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Affiliation(s)
- Daniel Nieto Mora
- Máquinas Inteligentes y Reconocimiento de Patrones, Instituto Tecnológico Metropolitano ITM - Medellín, Colombia
| | - Stella Valencia
- Grupo de Investigación Salud Mental, Facultad Nacional de Salud Pública, Universidad de Antioquia UDEA - Medellín, Colombia
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia UDEA - Medellín, Colombia
| | - Natalia Trujillo
- Grupo de Investigación Salud Mental, Facultad Nacional de Salud Pública, Universidad de Antioquia UDEA - Medellín, Colombia
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia UDEA - Medellín, Colombia
| | - Jose David López
- Engineering Faculty, Universidad de Antioquia UDEA - Medellín, Colombia
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Gibbons H, Kirsten H, Seib-Pfeifer LE. Attentional tuning of valent word forms. Int J Psychophysiol 2023; 184:84-93. [PMID: 36566782 DOI: 10.1016/j.ijpsycho.2022.12.005] [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: 05/17/2022] [Revised: 11/08/2022] [Accepted: 12/19/2022] [Indexed: 12/24/2022]
Abstract
Using event-related brain potentials (ERPs), we tested the hypothesis of valent word forms (Kissler et al., 2006, Prog Brain Res) stating that the mere visual shapes of emotional words acquire valence through numerous co-occurrences with affective activation over an experienced reader's life. Thereby, associations between neuronal representations of visual word forms and affect are strengthened. If so, selective attention to a specific level of the valence of single visual words should not only pre-activate neuronal representations of that level of valence, but this activation should also spread to the associated word forms. This should improve their processing and/or affective discrimination. In a valence-detection task, N = 53 participants made speeded responses only to words of the current target level of valence (negative, neutral, or positive), which varied across separate blocks. We focused on posterior visual P1 and N170 components, two well-established ERP markers of low-level and structural word form processing, respectively. P1 increased from negative over neutral to positive words; this effect was stronger in target compared to nontarget words. N170 was larger for emotional compared to neutral target words, whereas nontarget words showed a strong reverse pattern. The P1 effect for target words and the N170 effect for nontarget words both were driven by good task performers in terms of fast hit responses. Results support the idea of valent word forms that can be tuned by selective attention to valence, which implies both, facilitated affective discrimination and processing of target words, and inhibition of the processing of nontarget words.
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Affiliation(s)
- Henning Gibbons
- Department of Psychology, University of Bonn, Kaiser-Karl-Ring 9, D-53111 Bonn, Germany.
| | - Hannah Kirsten
- Department of Psychology, University of Bonn, Kaiser-Karl-Ring 9, D-53111 Bonn, Germany
| | - Laura-Effi Seib-Pfeifer
- Department of Psychosomatic Medicine and Psychotherapy, University Hospital of Bonn, D-53127 Bonn, Germany
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3
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Schulte M, Trujillo N, Rodríguez-Villagra OA, Salas N, Ibañez A, Carriedo N, Huepe D. The role of executive functions, social cognition and intelligence in predicting social adaptation of vulnerable populations. Sci Rep 2022; 12:18693. [PMID: 36333437 PMCID: PMC9636196 DOI: 10.1038/s41598-022-21985-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Accepted: 10/07/2022] [Indexed: 11/06/2022] Open
Abstract
This study sought to evaluate the roles of and interactions between cognitive processes that have been shown to exhibit impact from socioeconomic status (SES) and living conditions in predicting social adaptation (SA) in a population of adults living in socially vulnerable conditions. Participants included 226 people between the ages of 18 and 60 who have been living in vulnerable contexts throughout life in Santiago, Chile. Data was collected through a battery of psychological assessments. A structural equation model (SEM) was implemented to examine the interrelationships among cognitive and social variables. Results indicate a significant relationship between executive function (EF) and SA through both social cognition (SC) and intelligence. Theory of Mind (ToM), a component of SC, was shown to exhibit a significant relationship with affective empathy; interestingly, this was negatively related to SA. Moreover, fluid intelligence (FI) was found to exhibit a positive, indirect relationship with SA through crystallized intelligence (CI). Evaluation of these results in the context of research on the impacts of SES and vulnerable living conditions on psychological function may allow for the development of more effective clinical, political, and social interventions to support psychosocial health among socially vulnerable populations.
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Affiliation(s)
- M Schulte
- Cognitive Neuroscience Center (CNC), Universidad de San Andrés, Buenos Aires, Argentina
| | - N Trujillo
- Mental Health Group, National Department of Public Health, University of Antioquia, UDEA, calle 62#52-59, 050010, Medellín, Colombia
- Neuroscience Group, Universidad de Antioquia-UDEA, 050010, Medellín, Colombia
| | - O A Rodríguez-Villagra
- Institute for Psychological Research, University of Costa Rica, Sabanilla, San José, Costa Rica
- Neuroscience Research Center, University of Costa Rica, San Pedro, San José, Costa Rica
| | - N Salas
- Universidad Finis Terrae, Santiago de Chile, Chile
| | - A Ibañez
- Center for Social and Cognitive Neuroscience (CSCN), School of Psychology, Universidad Adolfo Ibáñez, Santiago de Chile, Chile
- Latin American Brain Health Institute (BrainLat), Universidad Adolfo Ibáñez, Santiago de Chile, Chile
- Consejo Nacional de Investigaciones Científicas Y Técnicas (CONICET), Buenos Aires, Argentina
- Global Brain Health Institute (GBHI) UCSF, San Francisco, USA
- Trinity College Dublin (TCD), Dublin, Ireland
| | - N Carriedo
- National Distance Education University (UNED), Madrid, Spain
| | - D Huepe
- Center for Social and Cognitive Neuroscience (CSCN), School of Psychology, Universidad Adolfo Ibáñez, Santiago de Chile, Chile.
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Gibbons H, Kirsten H, Seib-Pfeifer LE. Attention to affect 2.0: Multiple effects of emotion and attention on event-related potentials of visual word processing in a valence-detection task. Psychophysiology 2022; 59:e14059. [PMID: 35484815 DOI: 10.1111/psyp.14059] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Revised: 10/18/2021] [Accepted: 03/07/2022] [Indexed: 12/01/2022]
Abstract
Here we continue recent work on the specific mental processes engaged in a valence-detection task. Fifty-seven participants responded to one predefined target level of valence (negative, neutral, or positive), and ignored the remaining two levels. This enables more precise fine-tuning of neuronal pathways, compared to valence categorization where attention is divided between different levels of valence. Our group recently used valence detection with emotional words. Posterior P1 and N170 effects in the event-related potential (ERP) supported the idea of valent word forms that can be tuned by selective attention to valence. Here we report findings on three distinct posterior N2 components, P300, N400, and the late positive potential (LPP). Target but not nontarget words showed an arousal effect (emotional > neutral) on left-side early posterior negativity (180-280 ms). In contrast, an arousal effect on a sharp N2 deflection in left-minus-right difference ERPs (230-270 ms), suggesting facilitation of lexical access for emotional words, was independent of target status. This also applied to increased medial parieto-occipital N2 (260-300 ms) specific to negative words, indicating attentional capture. Medial-central N400 was specifically enhanced for negative nontarget words, further supporting attentional capture. The typical LPP arousal effect was observed, being stronger and more left-lateralized in target words. An exploratory finding concerned a broad component-overarching ERP valence effect (250-650 ms). Independent of target status, ERPs were more positive for positive than negative words. Combined with our previous results, data suggest multiple loci of emotion-attention interactions in valence detection.
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Affiliation(s)
| | - Hannah Kirsten
- Department of Psychology, University of Bonn, Bonn, Germany
| | - Laura-Effi Seib-Pfeifer
- Department of Psychosomatic Medicine and Psychotherapy, University Hospital of Bonn, Bonn, Germany
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Nan W, Liu Y, Zeng X, Yang W, Liang J, Lan Y, Fu S. The spatiotemporal characteristics of N170s for faces and words: A meta-analysis study. Psych J 2022; 11:5-17. [PMID: 34986520 DOI: 10.1002/pchj.511] [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: 08/07/2021] [Revised: 10/20/2021] [Accepted: 11/02/2021] [Indexed: 11/08/2022]
Abstract
N170 is a negative event-related potential (ERP) component in response to visual stimuli, such as faces. It remains controversial whether N170 reflects the specific processing of faces or can also be elicited by objects of expertise (e.g., words). In this research, we conducted a meta-analysis for the spatiotemporal characteristics of N170 of face and word stimuli from 24 studies in which both stimuli were presented for each subject. We observed that (1) both face and word stimuli can elicit conspicuous N170s and that there was no difference between the amplitude of face-N170 and word-N170; (2) there is no difference in the latencies between the two N170s; and (3) both N170s are distributed in the occipitotemporal regions but with a reversed hemispheric distribution pattern-face-N170 is more negative in the right than left occipitotemporal regions, while word-N170 is the opposite. These results showed that the face- and word-N170s are qualitatively the same but have different hemispheric lateralization advantages-N170 might be a general neural index of the expertise-dependent object-recognition process in occipitotemporal regions.
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Affiliation(s)
- Weizhi Nan
- Department of Psychology and Center for Brain and Cognitive Sciences, School of Education, Guangzhou University, Guangzhou, China
| | - Yuqi Liu
- Department of Psychology and Center for Brain and Cognitive Sciences, School of Education, Guangzhou University, Guangzhou, China
| | - Xianqing Zeng
- Department of Psychology and Center for Brain and Cognitive Sciences, School of Education, Guangzhou University, Guangzhou, China
| | - Weibin Yang
- Department of Psychology and Center for Brain and Cognitive Sciences, School of Education, Guangzhou University, Guangzhou, China
| | - Junhua Liang
- Department of Psychology and Center for Brain and Cognitive Sciences, School of Education, Guangzhou University, Guangzhou, China
| | - Yonglong Lan
- Department of Psychology and Center for Brain and Cognitive Sciences, School of Education, Guangzhou University, Guangzhou, China
| | - Shimin Fu
- Department of Psychology and Center for Brain and Cognitive Sciences, School of Education, Guangzhou University, Guangzhou, China
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Valencia S, Trujillo N, Trujillo S, Acosta A, Rodríguez M, Ugarriza JE, López JD, García AM, Parra MA. Neurocognitive reorganization of emotional processing following a socio-cognitive intervention in Colombian ex-combatants. Soc Neurosci 2020; 15:398-407. [PMID: 32107978 DOI: 10.1080/17470919.2020.1735511] [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] [Indexed: 10/24/2022]
Abstract
Ex-combatants often exhibit atypical Emotional Processing (EP) such as reduced emphatic levels and higher aggressive attitudes. Social Cognitive Training (SCT) addressing socio-emotional components powerfully improve social interaction among Colombian ex-combatants. However, with narrow neural evidence, this study offers a new testimony. A sample of 28 ex-combatants from Colombian illegal armed groups took part in this study, split into 15 for SCT and 13 for the conventional program offered by the Governmental Reintegration Route. All of them were assessed before and after the intervention with a protocol that included an EP task synchronized with electroencephalographic recordings. We drew behavioral scores and brain connectivity (Coherency) metrics from task performance. Behavioral scores yielded no significant effects. Increased post-intervention connectivity in the delta band was observed during negative emotional processing only SCT group. Positive emotions exposed distinctive gamma band connectivity that differentiate groups. These results suggest that SCT can trigger covert neurofunctional reorganization in ex-combatants embarked on the reintegration process even when overt behavioral improvements are not yet apparent. Such covert functional changes may be the neural signature of compensatory mechanisms necessary to reshape behaviors adaptively. This novel framework may inspire cutting-edge translational research at the crossing of neuroscience, sociology, and public policy-making.
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Affiliation(s)
- S Valencia
- Grupo De Investigación En Salud Mental, Facultad Nacional De Salud Pública, Universidad De Antioquia UdeA , Medellín, Colombia.,Corporación Académica De Ciencias Básicas Biomédicas, Universidad De Antioquia UdeA , Medellín, Colombia
| | - N Trujillo
- Grupo De Investigación En Salud Mental, Facultad Nacional De Salud Pública, Universidad De Antioquia UdeA , Medellín, Colombia
| | - S Trujillo
- Doctoral Program in Psychology, Department of Experimental Psychology, University of Granada , Granada, Spain
| | - A Acosta
- Department of Experimental Psychology and Physiology of Behavior, University of Granada , Granada, Spain
| | - M Rodríguez
- SISTEMIC, Facultad De Ingeniería, Universidad De Antioquia UdeA , Medellín, Colombia
| | - J E Ugarriza
- Facultad De Jurisprudencia, Universidad Del Rosario , Bogotá, Colombia
| | - J D López
- SISTEMIC, Facultad De Ingeniería, Universidad De Antioquia UdeA , Medellín, Colombia
| | - A M García
- Laboratory of Experimental Psychology and Neuroscience (LPEN), Institute of Cognitive and Translational Neuroscience (INCYT), INECO Foundation, Favaloro University , Buenos Aires, Argentina.,National Scientific and Technical Research Council CONICET , Buenos Aires, Argentina.,Faculty of Education, National University of Cuyo UNCuyo , Mendoza, Argentina.,Departamento de Lingüística y Literatura, Universidad de Santiago de Chile , Santiago, Chile
| | - M A Parra
- School of Psychological Sciences and Health, University of Strathclyde , Glasgow, UK
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Butt M, Espinal E, Aupperle RL, Nikulina V, Stewart JL. The Electrical Aftermath: Brain Signals of Posttraumatic Stress Disorder Filtered Through a Clinical Lens. Front Psychiatry 2019; 10:368. [PMID: 31214058 PMCID: PMC6555259 DOI: 10.3389/fpsyt.2019.00368] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Accepted: 05/13/2019] [Indexed: 12/14/2022] Open
Abstract
This review aims to identify patterns of electrical signals identified using electroencephalography (EEG) linked to posttraumatic stress disorder (PTSD) diagnosis and symptom dimensions. We filter EEG findings through a clinical lens, evaluating nuances in findings according to study criteria and participant characteristics. Within the EEG frequency domain, greater right than left parietal asymmetry in alpha band power is the most promising marker of PTSD symptoms and is linked to exaggerated physiological arousal that may impair filtering of environmental distractors. The most consistent findings within the EEG time domain focused on event related potentials (ERPs) include: 1) exaggerated frontocentral responses (contingent negative variation, mismatch negativity, and P3a amplitudes) to task-irrelevant distractors, and 2) attenuated parietal responses (P3b amplitudes) to task-relevant target stimuli. These findings suggest that some individuals with PTSD suffer from attention dysregulation, which could contribute to problems concentrating on daily tasks and goals in lieu of threatening distractors. Future research investigating the utility of alpha asymmetry and frontoparietal ERPs as diagnostic and predictive biomarkers or intervention targets are recommended.
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Affiliation(s)
- Mamona Butt
- Department of Psychology, Queens College, City University of New York, Flushing, NY, United States
| | - Elizabeth Espinal
- Department of Psychology, Queens College, City University of New York, Flushing, NY, United States
| | - Robin L Aupperle
- Laureate Institute for Brain Research, Tulsa, OK, United States.,Department of Community Medicine, Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, United States
| | - Valentina Nikulina
- Department of Psychology, Queens College, City University of New York, Flushing, NY, United States.,Department of Psychology, The Graduate Center, City University of New York, New York, NY, United States
| | - Jennifer L Stewart
- Laureate Institute for Brain Research, Tulsa, OK, United States.,Department of Community Medicine, Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, United States
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