1
|
Muñoz-Redondo C, Parras GG, Andreu-Sánchez C, Martín-Pascual MÁ, Delgado-García JM, Gruart A. Functional states of prelimbic and related circuits during the acquisition of a GO/noGO task in rats. Cereb Cortex 2024; 34:bhae271. [PMID: 38997210 DOI: 10.1093/cercor/bhae271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Revised: 06/11/2024] [Accepted: 06/15/2024] [Indexed: 07/14/2024] Open
Abstract
GO/noGO tasks enable assessing decision-making processes and the ability to suppress a specific action according to the context. Here, rats had to discriminate between 2 visual stimuli (GO or noGO) shown on an iPad screen. The execution (for GO) or nonexecution (for noGO) of the selected action (to touch or not the visual display) were reinforced with food. The main goal was to record and to analyze local field potentials collected from cortical and subcortical structures when the visual stimuli were shown on the touch screen and during the subsequent activities. Rats were implanted with recording electrodes in the prelimbic cortex, primary motor cortex, nucleus accumbens septi, basolateral amygdala, dorsolateral and dorsomedial striatum, hippocampal CA1, and mediodorsal thalamic nucleus. Spectral analyses of the collected data demonstrate that the prelimbic cortex was selectively involved in the cognitive and motivational processing of the learning task but not in the execution of reward-directed behaviors. In addition, the other recorded structures presented specific tendencies to be involved in these 2 types of brain activity in response to the presentation of GO or noGO stimuli. Spectral analyses, spectrograms, and coherence between the recorded brain areas indicate their specific involvement in GO vs. noGO tasks.
Collapse
Affiliation(s)
| | - Gloria G Parras
- Division of Neurosciences, Pablo de Olavide University, Seville 41013, Spain
| | - Celia Andreu-Sánchez
- Neuro-Com Research Group, Department of Audiovisual Communication and Advertising, Universitat Autònoma de Barcelona, Barcelona 08190, Spain
- Cerdanyola del Vallès, Institut de Neurociènces, Universitat Autònoma de Barcelona, Barcelona 08190, Spain
| | - Miguel Ángel Martín-Pascual
- Neuro-Com Research Group, Department of Audiovisual Communication and Advertising, Universitat Autònoma de Barcelona, Barcelona 08190, Spain
- Research and Development, Institute of Spanish Public Television (RTVE), Corporación Radio Televisión Española, Barcelona 08190, Spain
| | | | - Agnès Gruart
- Division of Neurosciences, Pablo de Olavide University, Seville 41013, Spain
| |
Collapse
|
2
|
Feng W, Zhang Y, Wang Z, Wang T, Pang Y, Li Y, Wang Y, Ding S, Chen S, Zou Y, Xiao M. Protocol for evaluating mutualistic cooperative behavior in mice using a water-reward task assay. STAR Protoc 2024; 5:103023. [PMID: 38640064 PMCID: PMC11047788 DOI: 10.1016/j.xpro.2024.103023] [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: 11/13/2023] [Revised: 02/19/2024] [Accepted: 04/03/2024] [Indexed: 04/21/2024] Open
Abstract
Social cooperation is fundamentally important for group animals but rarely studied in mice because of their natural aggressiveness. Here, we present a new water-reward assay to investigate mutualistic cooperative behavior in mice. We describe the construction of the apparatus and provide details of the procedures and analysis for investigators to characterize and quantify the mutualistic cooperative behavior. This protocol has been validated in mice and can be used for investigating mechanisms of cooperation. For complete details on the use and execution of this protocol, please refer to Zhang et al. and Wang et al.1,2.
Collapse
Affiliation(s)
- Weixi Feng
- Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China; Institute of Neuroscience, State Key Laboratory of Neuroscience, Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai 200031, China
| | - Yanli Zhang
- Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China; Changzhou Medical Center, Nanjing Medical University, Changzhou 213003, China; The Affiliated Changzhou Second People's Hospital of Nanjing Medical University, Changzhou Second People's Hospital, Changzhou 213000, China.
| | - Ze Wang
- Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China; Brain Institute, Nanjing Brain Hospital, Nanjing Medical University, Nanjing 210029, China
| | - Tianqi Wang
- Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China; Center for Global Health, Nanjing Medical University, Nanjing 211166, China
| | - Yingting Pang
- Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China; Brain Institute, Nanjing Brain Hospital, Nanjing Medical University, Nanjing 210029, China
| | - Yue Li
- Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China; Center for Global Health, Nanjing Medical University, Nanjing 211166, China
| | - Yimiao Wang
- Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China; Center for Global Health, Nanjing Medical University, Nanjing 211166, China
| | - Shixin Ding
- Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China; Center for Global Health, Nanjing Medical University, Nanjing 211166, China
| | - Sijia Chen
- Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China; Center for Global Health, Nanjing Medical University, Nanjing 211166, China
| | - Ying Zou
- Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China; Center for Global Health, Nanjing Medical University, Nanjing 211166, China
| | - Ming Xiao
- Jiangsu Key Laboratory of Neurodegeneration, Nanjing Medical University, Nanjing 211166, China; Center for Global Health, Nanjing Medical University, Nanjing 211166, China; Brain Institute, Nanjing Brain Hospital, Nanjing Medical University, Nanjing 210029, China; Changzhou Medical Center, Nanjing Medical University, Changzhou 213003, China.
| |
Collapse
|
3
|
Gruart A, Delgado-García JM. Neural bases of freedom and responsibility. Front Neural Circuits 2023; 17:1191996. [PMID: 37334060 PMCID: PMC10272542 DOI: 10.3389/fncir.2023.1191996] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2023] [Accepted: 05/18/2023] [Indexed: 06/20/2023] Open
Abstract
This review presents a broad perspective of the Neuroscience of our days with special attention to how the brain generates our behaviors, emotions, and mental states. It describes in detail how unconscious and conscious processing of sensorimotor and mental information takes place in our brains. Likewise, classic and recent experiments illustrating the neuroscientific foundations regarding the behavioral and cognitive abilities of animals and, in particular, of human beings are described. Special attention is applied to the description of the different neural regulatory systems dealing with behavioral, cognitive, and emotional functions. Finally, the brain process for decision-making, and its relationship with individual free will and responsibility, are also described.
Collapse
|
4
|
Early growth response 2 in the mPFC regulates mouse social and cooperative behaviors. Lab Anim (NY) 2023; 52:37-50. [PMID: 36646797 DOI: 10.1038/s41684-022-01090-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Accepted: 11/14/2022] [Indexed: 01/18/2023]
Abstract
Adolescent social neglect impairs social performance, but the underlying molecular mechanisms remain unclear. Here we report that isolation rearing of juvenile mice caused cooperation defects that were rescued by immediate social reintroduction. We also identified the transcription factor early growth response 2 (Egr2) in the medial prefrontal cortex (mPFC) as a major target of social isolation and resocialization. Isolation rearing increased corticosteroid production, which reduced the expression of Egr2 in the mPFC, including in oligodendrocytes. Overexpressing Egr2 ubiquitously in the mPFC, but not specifically in neurons nor in oligodendroglia, protected mice from the isolation rearing-induced cooperation defect. In addition to synapse integrity, Egr2 also regulated the development of oligodendroglia, specifically the transition from undifferentiated oligodendrocyte precursor cells to premyelinating oligodendrocytes. In conclusion, this study reveals the importance of mPFC Egr2 in the cooperative behavior that is modulated by social experience, and its unexpected role in oligodendrocyte development.
Collapse
|
5
|
Parras GG, Leal-Campanario R, López-Ramos JC, Gruart A, Delgado-García JM. Functional properties of eyelid conditioned responses and involved brain centers. Front Behav Neurosci 2022; 16:1057251. [PMID: 36570703 PMCID: PMC9780278 DOI: 10.3389/fnbeh.2022.1057251] [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: 09/29/2022] [Accepted: 11/14/2022] [Indexed: 12/14/2022] Open
Abstract
For almost a century the classical conditioning of nictitating membrane/eyelid responses has been used as an excellent and feasible experimental model to study how the brain organizes the acquisition, storage, and retrieval of new motor abilities in alert behaving mammals, including humans. Lesional, pharmacological, and electrophysiological approaches, and more recently, genetically manipulated animals have shown the involvement of numerous brain areas in this apparently simple example of associative learning. In this regard, the cerebellum (both cortex and nuclei) has received particular attention as a putative site for the acquisition and storage of eyelid conditioned responses, a proposal not fully accepted by all researchers. Indeed, the acquisition of this type of learning implies the activation of many neural processes dealing with the sensorimotor integration and the kinematics of the acquired ability, as well as with the attentional and cognitive aspects also involved in this process. Here, we address specifically the functional roles of three brain structures (red nucleus, cerebellar interpositus nucleus, and motor cortex) mainly involved in the acquisition and performance of eyelid conditioned responses and three other brain structures (hippocampus, medial prefrontal cortex, and claustrum) related to non-motor aspects of the acquisition process. The main conclusion is that the acquisition of this motor ability results from the contribution of many cortical and subcortical brain structures each one involved in specific (motor and cognitive) aspects of the learning process.
Collapse
|
6
|
Gachomba MJM, Esteve-Agraz J, Caref K, Maroto AS, Bortolozzo-Gleich MH, Laplagne DA, Márquez C. Multimodal cues displayed by submissive rats promote prosocial choices by dominants. Curr Biol 2022; 32:3288-3301.e8. [PMID: 35803272 DOI: 10.1016/j.cub.2022.06.026] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2021] [Revised: 04/25/2022] [Accepted: 06/09/2022] [Indexed: 12/30/2022]
Abstract
Animals often display prosocial behaviors, performing actions that benefit others. Although prosociality is essential for social bonding and cooperation, we still know little about how animals integrate behavioral cues from those in need to make decisions that increase their well-being. To address this question, we used a two-choice task where rats can provide rewards to a conspecific in the absence of self-benefit and investigated which conditions promote prosociality by manipulating the social context of the interacting animals. Although sex or degree of familiarity did not affect prosocial choices in rats, social hierarchy revealed to be a potent modulator, with dominant decision-makers showing faster emergence and higher levels of prosocial choices toward their submissive cage mates. Leveraging quantitative analysis of multimodal social dynamics prior to choice, we identified that pairs with dominant decision-makers exhibited more proximal interactions. Interestingly, these closer interactions were driven by submissive animals that modulated their position and movement following their dominants and whose 50-kHz vocalization rate correlated with dominants' prosociality. Moreover, Granger causality revealed stronger bidirectional influences in pairs with dominant focals and submissive recipients, indicating increased behavioral coordination. Finally, multivariate analysis highlighted body language as the main information dominants use on a trial-by-trial basis to learn that their actions have effects on others. Our results provide a refined understanding of the behavioral dynamics that rats use for action-selection upon perception of socially relevant cues and navigate social decision-making.
Collapse
Affiliation(s)
- Michael Joe Munyua Gachomba
- Neural Circuits of Social Behaviour Laboratory, Instituto de Neurociencias, Universidad Miguel Hernández-Consejo Superior de Investigaciones Científicas (UMH-CSIC), Sant Joan d'Alacant, Alicante, Spain
| | - Joan Esteve-Agraz
- Neural Circuits of Social Behaviour Laboratory, Instituto de Neurociencias, Universidad Miguel Hernández-Consejo Superior de Investigaciones Científicas (UMH-CSIC), Sant Joan d'Alacant, Alicante, Spain
| | - Kevin Caref
- Neural Circuits of Social Behaviour Laboratory, Instituto de Neurociencias, Universidad Miguel Hernández-Consejo Superior de Investigaciones Científicas (UMH-CSIC), Sant Joan d'Alacant, Alicante, Spain
| | - Aroa Sanz Maroto
- Neural Circuits of Social Behaviour Laboratory, Instituto de Neurociencias, Universidad Miguel Hernández-Consejo Superior de Investigaciones Científicas (UMH-CSIC), Sant Joan d'Alacant, Alicante, Spain
| | - Maria Helena Bortolozzo-Gleich
- Neural Circuits of Social Behaviour Laboratory, Instituto de Neurociencias, Universidad Miguel Hernández-Consejo Superior de Investigaciones Científicas (UMH-CSIC), Sant Joan d'Alacant, Alicante, Spain
| | - Diego Andrés Laplagne
- Laboratory of Behavioural Neurophysiology, Brain Institute, Federal University of Rio Grande do Norte, Natal, Brazil
| | - Cristina Márquez
- Neural Circuits of Social Behaviour Laboratory, Instituto de Neurociencias, Universidad Miguel Hernández-Consejo Superior de Investigaciones Científicas (UMH-CSIC), Sant Joan d'Alacant, Alicante, Spain.
| |
Collapse
|
7
|
Costa DF, Moita MA, Márquez C. Novel competition test for food rewards reveals stable dominance status in adult male rats. Sci Rep 2021; 11:14599. [PMID: 34272430 PMCID: PMC8285491 DOI: 10.1038/s41598-021-93818-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 06/24/2021] [Indexed: 02/07/2023] Open
Abstract
Social hierarchy is a potent modulator of behavior, that is typically established through overt agonistic interactions between individuals in the group. Once established, social ranks are maintained through subtler interactions allowing the redirection of energy away from agonistic interactions towards other needs. The available tasks for assessing social rank in rats allow the study of the mechanisms by which social hierarches are formed in early phases but fail to assess the maintenance of established hierarchies between stable pairs of animals, which might rely on distinct neurobiological mechanisms. Here we present and validate a novel trial-based dominancy assay, the modified Food Competition test, where established social hierarchies can be identified in the home cage of non-food deprived pairs of male rats. In this task, we introduce a small conflict in the home cage, where access to a new feeder containing palatable pellets can only be gained by one animal at a time. We found that this subtle conflict triggered asymmetric social interactions and resulted in higher consumption of food by one of the animals in the pair, which reliably predicted hierarchy in other tests. Our findings reveal stable dominance status in pair-housed rats and provide a novel tool for the evaluation of established social hierarchies, the modified Food Competition test, that is robust and easy to implement.
Collapse
Affiliation(s)
- Diana F Costa
- Neural Circuits of Social Behavior Laboratory, Instituto de Neurociencias (CSIC-UMH), Avenida Ramon y Cajal s/n, Sant Joan d'Alacant, 03550, Alicante, Spain
| | - Marta A Moita
- Behavioral Neuroscience Laboratory, Champalimaud Research, Champalimaud Centre for the Unknown, Av. Brasilia, 1400-038, Lisbon, Portugal
| | - Cristina Márquez
- Neural Circuits of Social Behavior Laboratory, Instituto de Neurociencias (CSIC-UMH), Avenida Ramon y Cajal s/n, Sant Joan d'Alacant, 03550, Alicante, Spain.
| |
Collapse
|
8
|
Lintas A, Sánchez-Campusano R, Villa AEP, Gruart A, Delgado-García JM. Operant conditioning deficits and modified local field potential activities in parvalbumin-deficient mice. Sci Rep 2021; 11:2970. [PMID: 33536607 PMCID: PMC7859233 DOI: 10.1038/s41598-021-82519-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Accepted: 01/18/2021] [Indexed: 02/06/2023] Open
Abstract
Altered functioning of GABAergic interneurons expressing parvalbumin (PV) in the basal ganglia-thalamo-cortical circuit are likely to be involved in several human psychiatric disorders characterized by deficits in attention and sensory gating with dysfunctional decision-making behavior. However, the contribution of these interneurons in the ability to acquire demanding learning tasks remains unclear. Here, we combine an operant conditioning task with local field potentials simultaneously recorded in several nuclei involved in reward circuits of wild-type (WT) and PV-deficient (PVKO) mice, which are characterized by changes in firing activity of PV-expressing interneurons. In comparison with WT mice, PVKO animals presented significant deficits in the acquisition of the selected learning task. Recordings from prefrontal cortex, nucleus accumbens (NAc) and hippocampus showed significant decreases of the spectral power in beta and gamma bands in PVKO compared with WT mice particularly during the performance of the operant conditioning task. From the first to the last session, at all frequency bands the spectral power in NAc tended to increase in WT and to decrease in PVKO. Results indicate that PV deficiency impairs signaling necessary for instrumental learning and the recognition of natural rewards.
Collapse
Affiliation(s)
- Alessandra Lintas
- Neuroheuristic Research Group & LABEX, HEC Lausanne, University of Lausanne, Quartier UNIL-Chamberonne, 1015, Lausanne, Switzerland.
| | - Raudel Sánchez-Campusano
- Division of Neurosciences, Pablo de Olavide University, Ctra. de Utrera, km. 1, 41013, Sevilla, Spain
| | - Alessandro E P Villa
- Neuroheuristic Research Group & LABEX, HEC Lausanne, University of Lausanne, Quartier UNIL-Chamberonne, 1015, Lausanne, Switzerland
| | - Agnès Gruart
- Division of Neurosciences, Pablo de Olavide University, Ctra. de Utrera, km. 1, 41013, Sevilla, Spain
| | - José M Delgado-García
- Division of Neurosciences, Pablo de Olavide University, Ctra. de Utrera, km. 1, 41013, Sevilla, Spain
| |
Collapse
|
9
|
Thammasan N, Miyakoshi M. Cross-Frequency Power-Power Coupling Analysis: A Useful Cross-Frequency Measure to Classify ICA-Decomposed EEG. SENSORS 2020; 20:s20247040. [PMID: 33316928 PMCID: PMC7763560 DOI: 10.3390/s20247040] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Revised: 11/28/2020] [Accepted: 12/03/2020] [Indexed: 01/26/2023]
Abstract
Magneto-/Electro-encephalography (M/EEG) commonly uses (fast) Fourier transformation to compute power spectral density (PSD). However, the resulting PSD plot lacks temporal information, making interpretation sometimes equivocal. For example, consider two different PSDs: a central parietal EEG PSD with twin peaks at 10 Hz and 20 Hz and a central parietal PSD with twin peaks at 10 Hz and 50 Hz. We can assume the first PSD shows a mu rhythm and the second harmonic; however, the latter PSD likely shows an alpha peak and an independent line noise. Without prior knowledge, however, the PSD alone cannot distinguish between the two cases. To address this limitation of PSD, we propose using cross-frequency power-power coupling (PPC) as a post-processing of independent component (IC) analysis (ICA) to distinguish brain components from muscle and environmental artifact sources. We conclude that post-ICA PPC analysis could serve as a new data-driven EEG classifier in M/EEG studies. For the reader's convenience, we offer a brief literature overview on the disparate use of PPC. The proposed cross-frequency power-power coupling analysis toolbox (PowPowCAT) is a free, open-source toolbox, which works as an EEGLAB extension.
Collapse
Affiliation(s)
- Nattapong Thammasan
- Human Media Interaction, Faculty of Electrical Engineering, Mathematics and Computer Science, University of Twente, 7522 NB Enschede, The Netherlands;
| | - Makoto Miyakoshi
- Swartz Center for Computational Neuroscience, Institute for Neural Computation, University of California San Diego, La Jolla, CA 92093, USA
- Correspondence: ; Tel.: +1-858-822-7534
| |
Collapse
|
10
|
de Carvalho LC, Dos Santos L, Regaço A, Couto KC, de Souza DDG, Todorov JC. Cooperative responding in rats: II. Performance on fixed-ratio schedules of mutual reinforcement. J Exp Anal Behav 2020; 114:291-307. [PMID: 33006162 DOI: 10.1002/jeab.628] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2019] [Revised: 08/02/2020] [Accepted: 08/28/2020] [Indexed: 12/28/2022]
Abstract
Coordinated responses of 5 dyads of rats were investigated under fixed-ratio (FR) schedules of mutual water reinforcement. Coordinated responding was defined as 2 consecutive lever-presses, 1 from each of 2 rats, occurring <.5 s apart. In the FR schedules, each coordinated episode was defined as 1 response in the FR sequence. The size of FR schedules was parametrically manipulated assuming the values of FR 1, 6, 12, 18, 24, 30, 50, and 9, in this order. Each FR remained in effect until responding reached stability. Under all conditions, pairs of rats received access to water simultaneously (mutual reinforcement). Rates and proportions of coordinated responding showed a bitonic inverted U-shaped function of ratio size. Postreinforcement pauses increased systematically as the interreinforcement interval increased. Local rates and proportions increased as a function of response location within ratios. Results of a control condition with relaxed temporal constraints for mutual reinforcement showed decreases in rates and proportion of coordinated responses, suggesting that the coordinated responses were controlled by the mutual reinforcement contingencies. The present experiment showed that coordinated responding is quantitatively affected by 3 properties of FR schedules: response requirement, reinforcement rates, and proximity to reinforcement.
Collapse
Affiliation(s)
- Lucas Couto de Carvalho
- Universidade Federal de São Carlos, Brazil
- National Institute of Science and Technology on Behavior, Cognition and Teaching (INCT-ECCE), Brazil
| | - Letícia Dos Santos
- Universidade Federal de São Carlos, Brazil
- National Institute of Science and Technology on Behavior, Cognition and Teaching (INCT-ECCE), Brazil
| | - Alceu Regaço
- Universidade Federal de São Carlos, Brazil
- National Institute of Science and Technology on Behavior, Cognition and Teaching (INCT-ECCE), Brazil
| | | | - Deisy das Graças de Souza
- Universidade Federal de São Carlos, Brazil
- National Institute of Science and Technology on Behavior, Cognition and Teaching (INCT-ECCE), Brazil
| | - João Claudio Todorov
- National Institute of Science and Technology on Behavior, Cognition and Teaching (INCT-ECCE), Brazil
- Universidade de Brasília, Brazil
| |
Collapse
|