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1.
Foods ; 12(13)2023 Jun 21.
Artigo em Inglês | MEDLINE | ID: mdl-37444181

RESUMO

Traditional spontaneously fermented foods are well known for their sensory and safety properties, which is mainly due to their indigenous microflora. Within this group of food, Mediterranean dry-cured sausages stand out as a significant source of lactic-acid bacterial strains (LAB) with biotechnological properties, such as their antimicrobial activity. The aim of this study was to investigate the biodiversity of antagonistic LAB strains from different Andalusian traditional sausages, such as salchichón and chorizo. First, a screening was carried out focusing on the antimicrobial activity against foodborne pathogens, such as Listeria monocytogenes, Escherichia coli, Clostridium perfringens, and Staphylococcus aureus, selecting two strains due to their higher antibiosis properties, both in agar and liquid media. These bacteria were identified as Lactiplantibacillus paraplantarum BPF2 and Pediococcus acidilactici ST6. In addition, genomic studies confirmed the presence of certain structural genes related to the production of bacteriocins. Finally, the culture supernatants of both strains were purified and analyzed by LC-MS/MS, obtaining the relative molecular mass and the amino acid sequence and identifying the peptides as the bacteriocins Pediocin-PA and Leucocin K. In conclusion, genomes and antimicrobial substances of P. acidilactici ST6, a Pediocin-PA producer, and Lpb. paraplantarum BPF2, a Leucocin K producer, isolated from Andalusian salchichón and chorizo, respectively, are presented in this work. Although further studies are required, these strains could be used alone or in combination as starters or protective cultures for the food industry.

2.
Heliyon ; 9(6): e16927, 2023 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-37484433

RESUMO

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.

5.
BMC Psychol ; 9(1): 127, 2021 Aug 27.
Artigo em Inglês | MEDLINE | ID: mdl-34452647

RESUMO

BACKGROUND: Populations exposed to Armed Conflict Experiences (ACE) show different levels of impact in their mental health (i.e. clinical and positive components); however, there is limited evidence related to mental health of general population (civilians not classified as victims) exposed to ACE. Government guided mental health assessments exclude this population. The use of a newly validated Extreme Experiences Scale (EX2) seems appropriate to classify victims, ex-combatants, and civilians for their mental health assessment. METHODS: Here, we propose a novel approach to identify relationships between individuals classified with different levels of ACE exposure-independent of their legal role in the armed conflict, and mental health outcomes. According to the cut-off points derived from the scores of EX2, we classified the sample in low and high exposure to ACE. RESULTS: The high-level ACE group (scores > 2.5) included 119 subjects, and the low-level ACE was constituted by 66 subjects. Our results evidence that people with high exposure to ACE experiment higher odds to present anxiety disorders, risk of suicide, or post-traumatic stress disorder, as well as increased cognitive empathy (i.e., fantasy dimension). CONCLUSION: These findings allowed us to identify the influence of ACE on mental health outcomes beyond the conventional frame (victim or ex-combatant), and to discuss effective interventions and implementation of mental health strategies in these communities. We expect to help the health system to focus on key vulnerable subjects by including civilians not recognized as victims, which are neglected from most of the public health screening, assessment, and interventions.


Assuntos
Transtornos de Estresse Pós-Traumáticos , Transtornos de Ansiedade , Conflitos Armados , Humanos , Saúde Mental , Avaliação de Resultados em Cuidados de Saúde , Transtornos de Estresse Pós-Traumáticos/epidemiologia
6.
PLoS One ; 16(4): e0249407, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-33798215

RESUMO

Threatening stimuli seem to capture attention more swiftly than neutral stimuli. This attention bias has been observed under different experimental conditions and with different types of stimuli. It remains unclear whether this adaptive behaviour reflects the function of automatic or controlled attention mechanisms. Additionally, the spatiotemporal dynamics of its neural correlates are largely unknown. The present study investigates these issues using an Emotional Flanker Task synchronized with EEG recordings. A group of 32 healthy participants saw response-relevant images (emotional scenes from IAPS or line drawings of objects) flanked by response-irrelevant distracters (i.e., emotional scenes flanked by line drawings or vice versa). We assessed behavioural and ERP responses drawn from four task conditions (Threat-Central, Neutral-Central, Threat-Peripheral, and Neutral-Peripheral) and subjected these responses to repeated-measures ANOVA models. When presented as response-relevant targets, threatening images attracted faster and more accurate responses. They did not affect response accuracy to targets when presented as response-irrelevant flankers. However, response times were significantly slower when threatening images flanked objects than when neutral images were shown as flankers. This result replicated the well-known Emotional Flanker Effect. Behavioural responses to response-relevant threatening targets were accompanied by significant modulations of ERP activity across all time-windows and regions of interest and displayed some meaningful correlations. The Emotional Flanker Effect was accompanied by a modulation over parietal and central-parietal regions within a time-window between 550-690ms. Such a modulation suggests that the attentional disruption to targets caused by response-irrelevant threatening flankers appears to reflect less neural resources available, which are seemingly drawn away by distracting threatening flankers. The observed spatiotemporal dynamics seem to concur with understanding of the important adaptive role attributed to threat-related attention bias.


Assuntos
Viés de Atenção/fisiologia , Fenômenos Eletrofisiológicos , Emoções/fisiologia , Adulto , Feminino , Humanos , Masculino , Estimulação Luminosa , Tempo de Reação , Percepção Visual/fisiologia , Adulto Jovem
7.
Neuroimage ; 225: 117443, 2021 01 15.
Artigo em Inglês | MEDLINE | ID: mdl-33059052

RESUMO

Traditional magnetoencephalographic (MEG) brain imaging scanners consist of a rigid sensor array surrounding the head; this means that they are maximally sensitive to superficial brain structures. New technology based on optical pumping means that we can now consider more flexible and creative sensor placement. Here we explored the magnetic fields generated by a model of the human hippocampus not only across scalp but also at the roof of the mouth. We found that simulated hippocampal sources gave rise to dipolar field patterns with one scalp surface field extremum at the temporal lobe and a corresponding maximum or minimum at the roof of the mouth. We then constructed a fitted dental mould to accommodate an Optically Pumped Magnetometer (OPM). We collected data using a previously validated hippocampal-dependant task to test the empirical utility of a mouth-based sensor, with an accompanying array of left and right temporal lobe OPMs. We found that the mouth sensor showed the greatest task-related theta power change. We found that this sensor had a mild effect on the reconstructed power in the hippocampus (~10% change) but that coherence images between the mouth sensor and reconstructed source images showed a global maximum in the right hippocampus. We conclude that augmenting a scalp-based MEG array with sensors in the mouth shows unique promise for both basic scientists and clinicians interested in interrogating the hippocampus.


Assuntos
Hipocampo/diagnóstico por imagem , Magnetoencefalografia/instrumentação , Magnetoencefalografia/métodos , Neuroimagem Funcional , Hipocampo/fisiologia , Humanos , Masculino , Pessoa de Meia-Idade , Boca , Palato Duro
9.
Cereb Cortex ; 30(10): 5204-5217, 2020 09 03.
Artigo em Inglês | MEDLINE | ID: mdl-32427284

RESUMO

Two important theories in cognitive neuroscience are predictive coding (PC) and the global workspace (GW) theory. A key research task is to understand how these two theories relate to one another, and particularly, how the brain transitions from a predictive early state to the eventual engagement of a brain-scale state (the GW). To address this question, we present a source-localization of EEG responses evoked by the local-global task-an experimental paradigm that engages a predictive hierarchy, which encompasses the GW. The results of our source reconstruction suggest three phases of processing. The first phase involves the sensory (here auditory) regions of the superior temporal lobe and predicts sensory regularities over a short timeframe (as per the local effect). The third phase is brain-scale, involving inferior frontal, as well as inferior and superior parietal regions, consistent with a global neuronal workspace (GNW; as per the global effect). Crucially, our analysis suggests that there is an intermediate (second) phase, involving modulatory interactions between inferior frontal and superior temporal regions. Furthermore, sedation with propofol reduces modulatory interactions in the second phase. This selective effect is consistent with a PC explanation of sedation, with propofol acting on descending predictions of the precision of prediction errors; thereby constraining access to the GNW.


Assuntos
Encéfalo/fisiologia , Estado de Consciência/fisiologia , Potenciais Evocados Auditivos/fisiologia , Aceleração , Adulto , Compreensão/fisiologia , Humanos , Masculino , Lobo Parietal/fisiologia , Lobo Temporal/fisiologia , Adulto Jovem
10.
Neuroimage ; 199: 598-608, 2019 10 01.
Artigo em Inglês | MEDLINE | ID: mdl-31141737

RESUMO

Optically Pumped Magnetometers (OPMs) have emerged as a viable and wearable alternative to cryogenic, superconducting MEG systems. This new generation of sensors has the advantage of not requiring cryogenic cooling and as a result can be flexibly placed on any part of the body. The purpose of this review is to provide a neuroscience audience with the theoretical background needed to understand the physical basis for the signal observed by OPMs. Those already familiar with the physics of MRI and NMR should note that OPMs share much of the same theory as the operation of OPMs rely on magnetic resonance. This review establishes the physical basis for the signal equation for OPMs. We re-derive the equations defining the bounds on OPM performance and highlight the important trade-offs between quantities such as bandwidth, sensor size and sensitivity. These equations lead to a direct upper bound on the gain change due to cross-talk for a multi-channel OPM system.


Assuntos
Fenômenos Magnéticos , Magnetoencefalografia/instrumentação , Fenômenos Ópticos , Humanos , Magnetoencefalografia/métodos
11.
Curr Med Imaging Rev ; 15(2): 184-193, 2019.
Artigo em Inglês | MEDLINE | ID: mdl-31975664

RESUMO

BACKGROUND: Electrical signals are generated inside human brain due to any mental or physical task. This causes activation of several sources inside brain which are localized using various optimization algorithms. METHODS: Such activity is recorded through various neuroimaging techniques like fMRI, EEG, MEG etc. EEG signals based localization is termed as EEG source localization. The source localization problem is defined by two complementary problems; the forward problem and the inverse problem. The forward problem involves the modeling how the electromagnetic sources cause measurement in sensor space, while the inverse problem refers to the estimation of the sources (causes) from observed data (consequences). Usually, this inverse problem is ill-posed. In other words, there are many solutions to the inverse problem that explains the same data. This ill-posed problem can be finessed by using prior information within a Bayesian framework. This research work discusses source reconstruction for EEG data using a Bayesian framework. In particular, MSP, LORETA and MNE are compared. RESULTS: The results are compared in terms of variational free energy approximation to model evidence and in terms of variance accounted for in the sensor space. The results are taken for real time EEG data and synthetically generated EEG data at an SNR level of 10dB. CONCLUSION: In brief, it was seen that MSP has the highest evidence and lowest localization error when compared to classical models. Furthermore, the plausibility and consistency of the source reconstruction speaks to the ability of MSP technique to localize active brain sources.


Assuntos
Algoritmos , Encéfalo/fisiologia , Eletroencefalografia/métodos , Imageamento por Ressonância Magnética/métodos , Magnetoencefalografia/métodos , Teorema de Bayes , Mapeamento Encefálico/métodos , Potenciais Evocados P300 , Humanos , Modelos Neurológicos , Reprodutibilidade dos Testes
12.
Sensors (Basel) ; 18(4)2018 Apr 05.
Artigo em Inglês | MEDLINE | ID: mdl-29621156

RESUMO

The consequences of a fall on an elderly person can be reduced if the accident is attended by medical personnel within the first hour. Independent elderly people often stay alone for long periods of time, being in more risk if they suffer a fall. The literature offers several approaches for detecting falls with embedded devices or smartphones using a triaxial accelerometer. Most of these approaches have not been tested with the target population or cannot be feasibly implemented in real-life conditions. In this work, we propose a fall detection methodology based on a non-linear classification feature and a Kalman filter with a periodicity detector to reduce the false positive rate. This methodology requires a sampling rate of only 25 Hz; it does not require large computations or memory and it is robust among devices. We tested our approach with the SisFall dataset achieving 99.4% of accuracy. We then validated it with a new round of simulated activities with young adults and an elderly person. Finally, we give the devices to three elderly persons for full-day validations. They continued with their normal life and the devices behaved as expected.


Assuntos
Acidentes por Quedas , Acelerometria , Idoso , Algoritmos , Marcha , Humanos , Smartphone
13.
Sensors (Basel) ; 17(1)2017 Jan 20.
Artigo em Inglês | MEDLINE | ID: mdl-28117691

RESUMO

Research on fall and movement detection with wearable devices has witnessed promising growth. However, there are few publicly available datasets, all recorded with smartphones, which are insufficient for testing new proposals due to their absence of objective population, lack of performed activities, and limited information. Here, we present a dataset of falls and activities of daily living (ADLs) acquired with a self-developed device composed of two types of accelerometer and one gyroscope. It consists of 19 ADLs and 15 fall types performed by 23 young adults, 15 ADL types performed by 14 healthy and independent participants over 62 years old, and data from one participant of 60 years old that performed all ADLs and falls. These activities were selected based on a survey and a literature analysis. We test the dataset with widely used feature extraction and a simple to implement threshold based classification, achieving up to 96% of accuracy in fall detection. An individual activity analysis demonstrates that most errors coincide in a few number of activities where new approaches could be focused. Finally, validation tests with elderly people significantly reduced the fall detection performance of the tested features. This validates findings of other authors and encourages developing new strategies with this new dataset as the benchmark.


Assuntos
Movimento , Atividades Cotidianas , Algoritmos , Humanos , Pessoa de Meia-Idade , Monitorização Ambulatorial , Smartphone
14.
Neuroimage Clin ; 11: 252-263, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-26958464

RESUMO

Electrical source imaging of interictal spikes observed in EEG recordings of patients with refractory epilepsy provides useful information to localize the epileptogenic focus during the presurgical evaluation. However, the selection of the time points or time epochs of the spikes in order to estimate the origin of the activity remains a challenge. In this study, we consider a Bayesian EEG source imaging technique for distributed sources, i.e. the multiple volumetric sparse priors (MSVP) approach. The approach allows to estimate the time courses of the intensity of the sources corresponding with a specific time epoch of the spike. Based on presurgical averaged interictal spikes in six patients who were successfully treated with surgery, we estimated the time courses of the source intensities for three different time epochs: (i) an epoch starting 50 ms before the spike peak and ending at 50% of the spike peak during the rising phase of the spike, (ii) an epoch starting 50 ms before the spike peak and ending at the spike peak and (iii) an epoch containing the full spike time period starting 50 ms before the spike peak and ending 230 ms after the spike peak. To identify the primary source of the spike activity, the source with the maximum energy from 50 ms before the spike peak till 50% of the spike peak was subsequently selected for each of the time windows. For comparison, the activity at the spike peaks and at 50% of the peaks was localized using the LORETA inversion technique and an ECD approach. Both patient-specific spherical forward models and patient-specific 5-layered finite difference models were considered to evaluate the influence of the forward model. Based on the resected zones in each of the patients, extracted from post-operative MR images, we compared the distances to the resection border of the estimated activity. Using the spherical models, the distances to the resection border for the MSVP approach and each of the different time epochs were in the same range as the LORETA and ECD techniques. We found distances smaller than 23 mm, with robust results for all the patients. For the finite difference models, we found that the distances to the resection border for the MSVP inversions of the full spike time epochs were generally smaller compared to the MSVP inversions of the time epochs before the spike peak. The results also suggest that the inversions using the finite difference models resulted in slightly smaller distances to the resection border compared to the spherical models. The results we obtained are promising because the MSVP approach allows to study the network of the estimated source-intensities and allows to characterize the spatial extent of the underlying sources.


Assuntos
Mapeamento Encefálico , Ondas Encefálicas/fisiologia , Epilepsia/fisiopatologia , Adolescente , Adulto , Eletroencefalografia , Epilepsia/diagnóstico por imagem , Feminino , Humanos , Processamento de Imagem Assistida por Computador , Imageamento por Ressonância Magnética , Pessoa de Meia-Idade , Modelos Teóricos , Estudos Retrospectivos , Fatores de Tempo , Adulto Jovem
15.
Rev. ADM ; 72(4): 189-197, jul.-ago. 2015. tab, ilus
Artigo em Espanhol | LILACS | ID: lil-775318

RESUMO

Objetivo: determinar la disminución de la carga bacteriana en dentina de cavidades clase I posterior a la aplicación de clorhexidina 2 por ciento en comparación con la aplicación de solución de superoxidación con pH neutro. Material y métodos: Se realizó un estudio transversal clínico, a 30 pacientes en el Área de Clínicas de la Facultad de Estomatología en la Universidad Autónoma de San Luis Potosí, de los cuales se obtuvieron 60 muestras en cavidades clase I en primeros y segundos molares inferiores permanentes, previas al tratamiento y 60 posteriores que se dividieron en tres grupos, grupo control (n = 20), grupo A correspondiente a clorhexidina al 2 por ciento (n = 20) y grupo B correspondiente a solución de superoxidación con pH neutro (n = 20), posteriormente las muestras fueron llevadas al laboratorio donde se realizó una dilución seriada, para posteriormente sembrar las muestras en placas de agar soya tripticaseina y hacer el conteo de UFC después de haber sido incubadas 24 horas. Resultados: Se realizó una comparación de todos los grupos en cuanto a la disminución de carga bacteriana pretratamiento y postratamiento. Se observó diferencia es tadística significativa en el grupo tratado con clorhexidina al 2 por ciento (p < 0.01) mientras que en los grupos tratados con agua destilada y solución de superoxidación con pH neutro no fueron significativas, ambas con una (p > 0.05) entre las muestras pretratamiento y postratamiento. Conclusiones: Se logró obtener muestras en primeros y segundos molares inferiores en las que se cuantificaron microorganismos previos y posteriores al tratamiento mediante la cuantificación de UFC. Se encontraron diferencias significativas entre grupos, por lo que podemos decir de acuerdo con nuestros resultados que la clorhexidina al 2 por ciento tiene mayor efecto antimicrobiano en la desinfección de cavidades clase I que la solución de superoxidación con pH neutro.


background: Dental caries is a disease characterized by demineralization of the hard tissues of the tooth. If left untreated, it leads to cavitation, discomfort, pain, and the eventual loss of the tooth. A range of antiseptics have been used to eliminate microorganisms from cavities, one of the most common being chlorhexidine, due to the advantages it offers. Nowadays there are products available that offer not only the same microbicidal capacity, but also a greater half-life and superior tissue compatibility. One new option for cavity disinfection is pH neutral super-oxidation solution. Objective: To determine the decrease in bacterial load in the dentin of class I cavities following the application of 2% chlorhexidine compared to a neutral pH over-super-oxidized solution. Material and methods:A clinical cross-sectional study was conducted involving a total of 30 patients at the Faculty of Stomatology Clinics of the Autonomous University of San Luis Potosí, from whom 60 samples were obtained from class I cavities in first and second permanent lower molars prior to treatment and 60 following...


Assuntos
Humanos , Masculino , Adolescente , Adulto , Feminino , Adulto Jovem , Pessoa de Meia-Idade , Antissépticos Bucais/uso terapêutico , Biofilmes , Concentração de Íons de Hidrogênio , Preparo da Cavidade Dentária/métodos , Aderência Bacteriana , Estudos Transversais , Meios de Cultura , Cárie Dentária/tratamento farmacológico , Clorexidina/uso terapêutico , Faculdades de Odontologia , México , Contagem de Colônia Microbiana/métodos , Interpretação Estatística de Dados
16.
Sci Rep ; 5: 11899, 2015 Jul 08.
Artigo em Inglês | MEDLINE | ID: mdl-26152329

RESUMO

Impairments of action language have been documented in early stage Parkinson's disease (EPD). The action-sentence compatibility effect (ACE) paradigm has revealed that EPD involves deficits to integrate action-verb processing and ongoing motor actions. Recent studies suggest that an abolished ACE in EPD reflects a cortico-subcortical disruption, and recent neurocognitive models highlight the role of the basal ganglia (BG) in motor-language coupling. Building on such breakthroughs, we report the first exploration of convergent cortical and subcortical signatures of ACE in EPD patients and matched controls. Specifically, we combined cortical recordings of the motor potential, functional connectivity measures, and structural analysis of the BG through voxel-based morphometry. Relative to controls, EPD patients exhibited an impaired ACE, a reduced motor potential, and aberrant frontotemporal connectivity. Furthermore, motor potential abnormalities during the ACE task were predicted by overall BG volume and atrophy. These results corroborate that motor-language coupling is mainly subserved by a cortico-subcortical network including the BG as a key hub. They also evince that action-verb processing may constitute a neurocognitive marker of EPD. Our findings suggest that research on the relationship between language and motor domains is crucial to develop models of motor cognition as well as diagnostic and intervention strategies.


Assuntos
Gânglios da Base/fisiologia , Idioma , Doença de Parkinson/fisiopatologia , Idoso , Gânglios da Base/diagnóstico por imagem , Comportamento , Mapeamento Encefálico , Estudos de Casos e Controles , Cognição , Demografia , Eletroencefalografia , Potenciais Evocados , Feminino , Humanos , Imageamento por Ressonância Magnética , Masculino , Pessoa de Meia-Idade , Método de Monte Carlo , Córtex Motor/diagnóstico por imagem , Córtex Motor/fisiologia , Radiografia
17.
Neuroimage ; 102 Pt 2: 885-93, 2014 Nov 15.
Artigo em Inglês | MEDLINE | ID: mdl-25038441

RESUMO

Typically MEG source reconstruction is used to estimate the distribution of current flow on a single anatomically derived cortical surface model. In this study we use two such models representing superficial and deep cortical laminae. We establish how well we can discriminate between these two different cortical layer models based on the same MEG data in the presence of different levels of co-registration noise, Signal-to-Noise Ratio (SNR) and cortical patch size. We demonstrate that it is possible to make a distinction between superficial and deep cortical laminae for levels of co-registration noise of less than 2mm translation and 2° rotation at SNR > 11 dB. We also show that an incorrect estimate of cortical patch size will tend to bias layer estimates. We then use a 3D printed head-cast (Troebinger et al., 2014) to achieve comparable levels of co-registration noise, in an auditory evoked response paradigm, and show that it is possible to discriminate between these cortical layer models in real data.


Assuntos
Córtex Cerebral/fisiologia , Magnetoencefalografia , Humanos , Masculino , Razão Sinal-Ruído
18.
Neuroimage ; 100: 715-24, 2014 Oct 15.
Artigo em Inglês | MEDLINE | ID: mdl-25014435

RESUMO

We revisit the multiple sparse priors (MSP) algorithm implemented in the statistical parametric mapping software (SPM) for distributed EEG source reconstruction (Friston et al., 2008). In the present implementation, multiple cortical patches are introduced as source priors based on a dipole source space restricted to a cortical surface mesh. In this note, we present a technique to construct volumetric cortical regions to introduce as source priors by restricting the dipole source space to a segmented gray matter layer and using a region growing approach. This extension allows to reconstruct brain structures besides the cortical surface and facilitates the use of more realistic volumetric head models including more layers, such as cerebrospinal fluid (CSF), compared to the standard 3-layered scalp-skull-brain head models. We illustrated the technique with ERP data and anatomical MR images in 12 subjects. Based on the segmented gray matter for each of the subjects, cortical regions were created and introduced as source priors for MSP-inversion assuming two types of head models. The standard 3-layered scalp-skull-brain head models and extended 4-layered head models including CSF. We compared these models with the current implementation by assessing the free energy corresponding with each of the reconstructions using Bayesian model selection for group studies. Strong evidence was found in favor of the volumetric MSP approach compared to the MSP approach based on cortical patches for both types of head models. Overall, the strongest evidence was found in favor of the volumetric MSP reconstructions based on the extended head models including CSF. These results were verified by comparing the reconstructed activity. The use of volumetric cortical regions as source priors is a useful complement to the present implementation as it allows to introduce more complex head models and volumetric source priors in future studies.


Assuntos
Encéfalo/anatomia & histologia , Encéfalo/fisiologia , Eletroencefalografia/métodos , Adulto , Potenciais Evocados/fisiologia , Humanos , Imageamento por Ressonância Magnética , Processamento de Sinais Assistido por Computador
19.
Neuroimage ; 93 Pt 1: 11-22, 2014 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-24582919

RESUMO

Several EEG source reconstruction techniques have been proposed to identify the generating neuronal sources of electrical activity measured on the scalp. The solution of these techniques depends directly on the accuracy of the forward model that is inverted. Recently, a parametric empirical Bayesian (PEB) framework for distributed source reconstruction in EEG/MEG was introduced and implemented in the Statistical Parametric Mapping (SPM) software. The framework allows us to compare different forward modeling approaches, using real data, instead of using more traditional simulated data from an assumed true forward model. In the absence of a subject specific MR image, a 3-layered boundary element method (BEM) template head model is currently used including a scalp, skull and brain compartment. In this study, we introduced volumetric template head models based on the finite difference method (FDM). We constructed a FDM head model equivalent to the BEM model and an extended FDM model including CSF. These models were compared within the context of three different types of source priors related to the type of inversion used in the PEB framework: independent and identically distributed (IID) sources, equivalent to classical minimum norm approaches, coherence (COH) priors similar to methods such as LORETA, and multiple sparse priors (MSP). The resulting models were compared based on ERP data of 20 subjects using Bayesian model selection for group studies. The reconstructed activity was also compared with the findings of previous studies using functional magnetic resonance imaging. We found very strong evidence in favor of the extended FDM head model with CSF and assuming MSP. These results suggest that the use of realistic volumetric forward models can improve PEB EEG source reconstruction.


Assuntos
Encéfalo/fisiologia , Eletroencefalografia/métodos , Modelos Neurológicos , Teorema de Bayes , Humanos
20.
Neuroimage ; 94: 89-95, 2014 Jul 01.
Artigo em Inglês | MEDLINE | ID: mdl-24636880

RESUMO

There are now a number of non-invasive methods to image human brain function in-vivo. However, the accuracy of these images remains unknown and can currently only be estimated through the use of invasive recordings to generate a functional ground truth. Neuronal activity follows grey matter structure and accurate estimates of neuronal activity will have stronger support from accurate generative models of anatomy. Here we introduce a general framework that, for the first time, enables the spatial distortion of a functional brain image to be estimated empirically. We use a spherical harmonic decomposition to modulate each cortical hemisphere from its original form towards progressively simpler structures, ending in an ellipsoid. Functional estimates that are not supported by the simpler cortical structures have less inherent spatial distortion. This method allows us to compare directly between magnetoencephalography (MEG) source reconstructions based upon different assumption sets without recourse to functional ground truth.


Assuntos
Algoritmos , Mapeamento Encefálico/métodos , Substância Cinzenta/anatomia & histologia , Substância Cinzenta/fisiologia , Magnetoencefalografia/métodos , Modelos Anatômicos , Modelos Neurológicos , Simulação por Computador , Humanos , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
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