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OBJECTIVES: Neurofeedback is a technique that aims to teach a subject to regulate a brain parameter measured by a technical interface to modulate his/her related brain and cognitive activities. However, the use of neurofeedback as a therapeutic tool for psychiatric disorders remains controversial. The aim of this review is to summarize and to comment the level of evidence of electroencephalogram (EEG) neurofeedback and real-time functional magnetic resonance imaging (fMRI) neurofeedback for therapeutic application in psychiatry. METHOD: Literature on neurofeedback and mental disorders but also on brain computer interfaces (BCI) used in the field of neurocognitive science has been considered by the group of expert of the Neurofeedback evaluation & training (NExT) section of the French Association of biological psychiatry and neuropsychopharmacology (AFPBN). RESULTS: Results show a potential efficacy of EEG-neurofeedback in the treatment of attentional-deficit/hyperactivity disorder (ADHD) in children, even if this is still debated. For other mental disorders, there is too limited research to warrant the use of EEG-neurofeedback in clinical practice. Regarding fMRI neurofeedback, the level of evidence remains too weak, for now, to justify clinical use. The literature review highlights various unclear points, such as indications (psychiatric disorders, pathophysiologic rationale), protocols (brain signals targeted, learning characteristics) and techniques (EEG, fMRI, signal processing). CONCLUSION: The field of neurofeedback involves psychiatrists, neurophysiologists and researchers in the field of brain computer interfaces. Future studies should determine the criteria for optimizing neurofeedback sessions. A better understanding of the learning processes underpinning neurofeedback could be a key element to develop the use of this technique in clinical practice.
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Neurorretroalimentación/métodos , Psiquiatría/métodos , Psiquiatría/tendencias , Encéfalo/fisiopatología , Mapeo Encefálico/métodos , Electroencefalografía , Humanos , Imagen por Resonancia Magnética , Trastornos Mentales/diagnóstico , Trastornos Mentales/fisiopatología , Trastornos Mentales/psicología , Neurorretroalimentación/fisiologíaRESUMEN
Standardized neurofeedback (NF) protocols have been extensively evaluated in attention-deficit/hyperactivity disorder (ADHD). However, such protocols do not account for the large EEG heterogeneity in ADHD. Thus, individualized approaches have been suggested to improve the clinical outcome. In this direction, an open-label pilot study was designed to evaluate a NF protocol of relative upper alpha power enhancement in fronto-central sites. Upper alpha band was individually determined using the alpha peak frequency as an anchor point. 20 ADHD children underwent 18 training sessions. Clinical and neurophysiological variables were measured pre- and post-training. EEG was recorded pre- and post-training, and pre- and post-training trials within each session, in both eyes closed resting state and eyes open task-related activity. A power EEG analysis assessed long-term and within-session effects, in the trained parameter and in all the sensors in the (1-30) Hz spectral range. Learning curves over sessions were assessed as well. Parents rated a clinical improvement in children regarding inattention and hyperactivity/impulsivity. Neurophysiological tests showed an improvement in working memory, concentration and impulsivity (decreased number of commission errors in a continuous performance test). Relative and absolute upper alpha power showed long-term enhancement in task-related activity, and a positive learning curve over sessions. The analysis of within-session effects showed a power decrease ("rebound" effect) in task-related activity, with no significant effects during training trials. We conclude that the enhancement of the individual upper alpha power is effective in improving several measures of clinical outcome and cognitive performance in ADHD. This is the first NF study evaluating such a protocol in ADHD. A controlled evaluation seems warranted due to the positive results obtained in the current study.
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Ritmo alfa/fisiología , Trastorno por Déficit de Atención con Hiperactividad/terapia , Corteza Cerebral/fisiopatología , Neurorretroalimentación/métodos , Desempeño Psicomotor/fisiología , Adolescente , Niño , Protocolos Clínicos/normas , Femenino , Humanos , Masculino , Proyectos Piloto , Resultado del TratamientoRESUMEN
BACKGROUND AND OBJECTIVES: Pneumonectomy for non small cell lung cancer (NSCLC) after induction radio-chemotherapy (IT) has been associated with high peri-operative risk and its safety and efficacy is still debated. The aim of this retrospective study was to compare short and long-term results of pneumonectomy in patients treated with and without IT (radiotherapy plus chemotherapy) for NSCLC. MATERIALS AND METHODS: From 1995 to 2008, 85 consecutive patients underwent pneumonectomy: 49 received pre-operative radiotherapy and chemotherapy (IT group), and 36 patients did not (non-IT group). Peri-operative and long-term outcomes were compared. RESULTS: Major complications rate was 14.3% for IT group and 16.7% for non-IT group (p = n.s.). Mortality rate was 2% in IT group and 5.5% in non-IT group (p = n.s.). Post-operative hospital stay was significantly longer in the IT group (p < 0.0001) as the need for blood transfusion (p = 0.002). Indeed, the mortality rate was similar in the left- and right-sided operations. 5 years survival was 45.3% for IT group and 38.4% for non-IT group (p = n.s.) and 5 year disease free survival rates were 42.3% vs. 37.8% for the two groups, respectively (p = n.s.). Among the clinical, surgical and pathological features no differences on long term outcomes were found with regards to IT. DISCUSSION: Pneumonectomy is a feasible and safe procedure even after pre-operative IT. Our results showed a prolonged hospitalization and the need for blood transfusion in the IT group.
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Carcinoma de Pulmón de Células no Pequeñas/terapia , Quimioradioterapia , Neoplasias Pulmonares/terapia , Neumonectomía , Anciano , Carcinoma de Pulmón de Células no Pequeñas/mortalidad , Femenino , Humanos , Tiempo de Internación , Neoplasias Pulmonares/mortalidad , Masculino , Persona de Mediana Edad , Estudios RetrospectivosRESUMEN
OBJECTIVES: The heterogeneity of tinnitus in terms of etiology, presentation and sometimes severe impact on quality of life hinders treatment and clinical research. The European School for Interdisciplinary Tinnitus Research Screening Questionnaire (ESIT-SQ) collects standardized tinnitus characteristics for patient subtyping. A validated French translation of the ESIT-SQ is presented here. METHOD: On the initiative of the French Interdisciplinary Tinnitus Association (AFREPA), 3 translators (1 professional translator, 1 clinician and 1 researcher) were missioned to translate the English version of the ESIT-SQ into French, adhering to good practice guidelines. Nine patients were recruited with the help of the France-Acouphènes patient association, to test and validate the translation. Lastly, an exploratory survey of responses to the French questionnaire was conducted online via the Siopi mobile phone application. RESULTS: The French translation of the ESIT-SQ was successfully validated. 105 patients responded to the exploratory survey, and their characteristics are presented here. CONCLUSION: This new validated French translation of the ESIT-SQ will enable epidemiological and clinical data to be collected in French-speaking populations, and thus compiled and compared with data collected with other versions of this questionnaire already published in other languages.
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Calidad de Vida , Acúfeno , Humanos , Acúfeno/diagnóstico , Lenguaje , Traducciones , Encuestas y Cuestionarios , Francia , Reproducibilidad de los ResultadosRESUMEN
OBJECTIVE: The aim of this study is to compare two positioning techniques of 12-French (Fr) thoracic drains in terms of efficacy, safety, and patient comfort. PATIENTS AND METHODS: This is a prospective, non-randomized, competitive, non-inferiority study comparing the Seldinger vs. Trocar technique. The primary endpoint was an analysis of the factors that led to unsuccessful drainage positioning. Between the two groups, clinical variables, procedure times, pain, and complications were compared. RESULTS: Seventy-two patients were enrolled in group 1 (Seldinger) and 45 in group 2 (Trocar). The mean procedural time was 7.93±3.02 min vs. 7.09±3.67 min, respectively (p: 0.33). The mean VAS for procedural pain was 2.22±1.47 vs. 2.80±1.88, p: 0.07, and the mean at day 2 was 3.6±1.2 in the SBWGD group vs. 2.7±1.1 in the Unico Group (p: 0.04). There was no difference in terms of complications, residual effusion, and pneumothorax at the first post-procedural chest X-ray. Four days after the procedure, the drain removal rate was 11.6% in group 1 vs. 25% in group 2 p: 0.063). The chest tube was removed after a mean period of 8.87±7.20 days after resolution of pleural effusion or tube dislodgement (7 cases in group 1 vs. 11 in group 2, p: 0.053). CONCLUSIONS: The two techniques resulted in comparable pain and complication rates. Both drains are well-tolerated and efficient at draining pleural effusion, with very low rates of complications and failure. We recommend inserting a longer tube for patients who require chest drainage for an extended period of time.
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Derrame Pleural , Neumotórax , Humanos , Estudios Prospectivos , Drenaje/métodos , Derrame Pleural/cirugía , Neumotórax/etiología , Tubos Torácicos/efectos adversos , Instrumentos Quirúrgicos/efectos adversosRESUMEN
Solitary fibrous tumors are very rare neoplasms that seldomly appear in extra-serosal soft tissues. In such cases, an accurate preoperative diagnosis is often difficult and challenging, especially in extrapleural ones. Traditionally, extrapleural solitary fibrous tumours have been regarded as indolent neoplasms similar to their intra-thoracic counterparts, although there has been some evidence that this subgroup could be a subset of more aggressive malignant tumours. For these reasons, surgical excision is mandatory and represents, to date, the best therapeutic option. In this article we report a case of a malignant solitary fibrous tumor of the chest wall in a 58-year-old man. Problems related to differential diagnosis and the possible pitfalls that can be encountered in the diagnostic process of such rare tumors are discussed.
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Tumores Fibrosos Solitarios/patología , Pared Torácica/patología , Humanos , Masculino , Persona de Mediana EdadRESUMEN
AIM: Postoperative air leaks and in particular persistent air leaks (>5 days) after pulmonary resection still represent a common complication and the first cause of hospital stay delay. Aim of this experimental trial was to investigate the efficacy of the use of bovine pericardium strips (in terms of reduction of postoperative leakage and hospital stay) in "critical" patients (COPD, emphysema etc.) who underwent pulmonary resection. METHODS: From October 2010 to February 2011, eight patients (experimental group, Group A) were preoperative selected and underwent pulmonary resection with bovine pericardium strips (Peri-Strips Dry; Synovis ). The inclusion criteria of a "frail patient" were established by a dedicate pneumologist according with clinical and functional data (predicted postoperative FEV1 ranging from 35% and 80% of the theorical predicted value). For comparison, from January 2010 to September 2010, we retrospectively reviewed the data of 28 patients who satisfied the same inclusion criteria and underwent pulmonary resection with standard surgical procedures. This group of patients represents our control group (Group B). RESULTS: There were no significant differences between the two groups in age, gender, preoperative risk factors for developing a postoperative air leak, preop FEV1 and type of resection. No technical deficiencies in the use of bovine pericardium strips were observed in Group A. Postoperative leakage was significant different in the two groups being persistent air leak detected in 0% in Group A versus 17.8% of Group B (P=0.046). Consequently, chest tube duration (6.75±0.84 days [Group A] vs. 9.70±1.26 days (Group B), P=0.019) and hospital stay (10.13±0.83 days [Group A] vs. 12.95±1.37 days [Group B], P=0.013) were lower in the experimental group. CONCLUSION: Bovine pericardium strips are safe and easy-to-do technique to reduce postoperative air leaks after pulmonary resection in "critical" patients.
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Anciano Frágil , Neoplasias Pulmonares/cirugía , Pericardio/trasplante , Neumonectomía/efectos adversos , Grapado Quirúrgico/métodos , Anciano , Anciano de 80 o más Años , Animales , Estudios de Casos y Controles , Bovinos , Humanos , Tiempo de Internación , Neumonectomía/métodos , Enfisema Pulmonar/etiología , Enfisema Pulmonar/cirugía , Procedimientos Quirúrgicos Pulmonares/métodos , Factores de Riesgo , Factores de Tiempo , Trasplante Heterólogo , Resultado del TratamientoRESUMEN
BACKGROUND: Anti-angiogenic therapy with bevacizumab (an anti-vascular endothelial growth factor (VEGF) antibody) predominantly targets immature blood vessels. Bevacizumab has shown a survival benefit in non-small cell lung carcinoma (NSCLC) and has recently been demonstrated to be safe in patients with brain metastases. However, it is not known whether bevacizumab is effective against brain metastases or whether metastases are representative of their primary in terms of VEGF expression, hypoxia, proliferation and vascular phenotype. The aim of this study was to evaluate these factors in a series of matched primary NSCLCs and brain metastases. METHODS AND RESULTS: Immunohistochemistry showed strong correlation of carbonic anhydrase 9 expression (a marker of hypoxia) in primary and secondary cancers (P=0.0002). However, the proliferation index, VEGF expression, microvessel density and the proportion of mature vessels were discordant between primary and secondary cancers. The mean proportion of mature vessels was 63.2% higher in the brain metastases than the primary tumours (P=0.004). Moreover, the vascular pattern of the primary tumour was not representative of the metastasis. CONCLUSIONS: Brain metastases have a significantly higher proportion of mature vasculature, suggesting that they may be refractory to anti-VEGF therapy. These findings may have implications for clinical trials and biomarker studies evaluating anti-angiogenic agents in brain metastases.
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Neoplasias Encefálicas/secundario , Carcinoma de Pulmón de Células no Pequeñas/irrigación sanguínea , Neoplasias Pulmonares/irrigación sanguínea , Inhibidores de la Angiogénesis/uso terapéutico , Antígenos de Neoplasias/análisis , Anhidrasa Carbónica IX , Anhidrasas Carbónicas/análisis , Carcinoma de Pulmón de Células no Pequeñas/tratamiento farmacológico , Carcinoma de Pulmón de Células no Pequeñas/patología , Hipoxia de la Célula , Proliferación Celular , Humanos , Neoplasias Pulmonares/tratamiento farmacológico , Neoplasias Pulmonares/patología , Fenotipo , Factor A de Crecimiento Endotelial Vascular/análisisRESUMEN
Dementia is a terminal disease, associated with great suffering and difficult decisions in the severe stage. The decision-making process is characterized by uncertainty because of lack of scientific evidence in treatments and by the need to reconcile conflicting points of view. In intercurrent diseases, aggressive interventions are used without consideration of its futility; in comparison with cancer, several consequences of physicians' attitude not to consider dementia as a terminal disease have been reported, especially concerning pain relief. Lack of evidence of artificial nutrition and hydration effectiveness makes advance care planning relevant.
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Demencia/terapia , Cuidados Paliativos/ética , Cuidado Terminal/ética , Toma de Decisiones , Humanos , Cuidados Paliativos/métodos , Guías de Práctica Clínica como Asunto , Cuidado Terminal/métodosRESUMEN
This pilot open-label study is aimed to assess clinical response in psoriasis patients receiving diverse dose regimens of etanercept, consisting of the same global cumulative dose of etanercept administered over different treatment periods. Eligible patients were assigned sequentially in a 1:1 ratio to receive: etanercept 50 mg once weekly (QW) or 50 mg twice weekly (BIW) for 12 weeks. The final analysis included a total of 72 patients. At week 12 the Psoriasis Area and Severity Index (PASI) and Skindex-29 scores notably improved in both treatment arms, without significant differences between the two groups. The rate of patients attaining a PASI improvement >or= 50% (PASI 50) at week 12 was 92% in the high-dose group. In these patients, etanercept dosage was decreased to 50 mg QW from week 13, with persistence of the PASI 50 response at week 24 in all cases. Thereafter, treatment was discontinued up to week 36 and almost 30 % of patients experienced a gradual relapse of their psoriasis within this period. In the low-dose group, the PASI 50 response was observed in 75% of patients. These responders continued to be treated with etanercept 50 mg QW up to week 36 with persistence of the PASI 50 in 100% of cases at week 24 and 93% at week 36. In the low-dose regimen, 8 patients who did not respond at week 12 underwent dose escalation to 50 mg BIW for a further 12 weeks. At week 24, six of these patients gained the PASI 50 response, 4 of whom maintained the response up to week 36, after treatment discontinuation from week 24. Our results confirm that etanercept is very effective and well-tolerated in psoriasis and that the drug dosages and treatment duration may be modulated and adapted to clinical needs in a flexible way.
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Inmunoglobulina G/administración & dosificación , Inmunoglobulina G/uso terapéutico , Inmunosupresores/administración & dosificación , Inmunosupresores/uso terapéutico , Psoriasis/tratamiento farmacológico , Receptores del Factor de Necrosis Tumoral/administración & dosificación , Receptores del Factor de Necrosis Tumoral/uso terapéutico , Adulto , Anciano , Relación Dosis-Respuesta a Droga , Determinación de Punto Final , Etanercept , Femenino , Humanos , Inmunoglobulina G/efectos adversos , Inmunosupresores/efectos adversos , Masculino , Persona de Mediana Edad , Proyectos Piloto , Psoriasis/patología , Psoriasis/psicología , Piel/patología , Adulto JovenRESUMEN
INTRODUCTION: Cosmetic products contain a wide range of chemicals to which we are exposed every day. The aim of the study was to determine the presence of potential dangerous substances which can cause adverse health effects by examining product labels. MATERIALS AND METHODS: A total of 283 products were collected from various shops in Lecce (Italy) and divided into 3 categories: rinse-off, leave-on and make-up. The label of every product was examined and a list including fragrances, preservatives and other chemicals of concern was created. RESULTS: Fragrances were present in 52.3% of the examined products, mostly limonene (76.9%) and linalool (64.6%) but also citronellol (34.1%), geraniol (31.5%), coumarin (30%) and hexyl cinnamal (29.2%). Preservatives showed a rate of 60% and the most frequently identified were phenoxyethanol (48.7%), sodium benzoate (35.6%), potassium sorbate (22%), methylparaben (15.2%) and MI/MCI (9.9%). The other chemicals of concern were detected in 58% of products; included PEGs (62.3%), acrylate copolymer (34%), petrolatum (17.2%), polysorbates (14,8%), BHT (14.7%), ethylhextyl methoxycinnamate (13.6%), benzophenone-1 (3.7%), benzophenone-3 (4.9%), BHA (1.6%), cocamide DEA and toluene (1.2%). CONCLUSIONS: The use of many of these substances is allowed within certain limits, due to their toxicity at higher concentrations. Other important aspects should be considered as, for instance, the possibility of long-term effects. On the other hand, other substances may induce several acute adverse side-effects, i.e. contact dermatitis and allergic reactions. For these reasons, an enhancement of the criteria used for cosmetics formulation is required since many chemicals used singularly or combined are potentially unsafe.
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Alérgenos/efectos adversos , Cosméticos/química , Odorantes , Conservadores Farmacéuticos/efectos adversos , Enfermedades de la Piel/inducido químicamente , HumanosRESUMEN
OBJECTIVE: To assess the safety and feasibility of computed tomography-guided radiofrequency ablation (CT-guided RFA) in unresectable lung neoplasms, using a new 15G monopolar internally cooled wet electrode. PATIENTS AND METHODS: 15 consecutive patients with lung neoplasms (< 4 cm), both primary and secondary, unsuitable for or refusing surgery, underwent percutaneous CT-guided RFA using a 15G electrode with a 3-cm exposed tip. The prevalence and grade of adverse events and technical success were evaluated, as well as the extension of the ablation zone, the complete response rates, and the time to progression, determined at CT examination performed 1, 6, and 12 months after the procedure. RESULTS: A total of 22 lung neoplasms were treated (mean diameter: 28 mm; range: 20-39 mm). Technical success was obtained in all patients, without major complications or intraprocedural deaths. Mild or moderate pneumothorax was registered in 46.7% of patients, while a perilesional hemorrhage was observed in 5/15 cases. During the follow-up period, a complete response was obtained in 19 out of 22 lesions (86.4%) with three partial response, two of them successfully retreated with the same technique. CONCLUSIONS: Percutaneous RFA using a 15G internally cooled wet electrode is a safe and feasible treatment for unresectable lung neoplasms, with high complete response rates.
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Carcinoma de Pulmón de Células no Pequeñas/cirugía , Ablación por Catéter/instrumentación , Neoplasias Pulmonares/cirugía , Neumotórax/epidemiología , Hemorragia Posoperatoria/epidemiología , Anciano , Anciano de 80 o más Años , Carcinoma de Pulmón de Células no Pequeñas/diagnóstico por imagen , Carcinoma de Pulmón de Células no Pequeñas/mortalidad , Ablación por Catéter/efectos adversos , Ablación por Catéter/métodos , Electrodos , Estudios de Factibilidad , Femenino , Estudios de Seguimiento , Humanos , Estimación de Kaplan-Meier , Pulmón/diagnóstico por imagen , Pulmón/cirugía , Neoplasias Pulmonares/diagnóstico por imagen , Neoplasias Pulmonares/mortalidad , Masculino , Persona de Mediana Edad , Neumotórax/diagnóstico , Neumotórax/etiología , Hemorragia Posoperatoria/diagnóstico , Hemorragia Posoperatoria/etiología , Estudios Prospectivos , Radiografía Intervencional , Índice de Severidad de la Enfermedad , Tomografía Computarizada por Rayos X , Resultado del TratamientoRESUMEN
Adalimumab is a fully human monoclonal antibody directed against tumor necrosis factor (TNF)-alpha, which is effective for the treatment of psoriasis and psoriatic arthritis (PsA). The aim of this study is to determine whether the response of psoriasis to adalimumab treatment might be influenced by certain particular factors, such as body mass index (BMI), history of biologic therapy, blood hypertension and metabolic comorbidities. For this reason, an exploratory analysis was conducted on 144 patients with psoriasis and concomitant PsA treated with adalimumab 40 mg every other week, evaluating the influence of such factors on the Psoriasis Area and Severity Index (PASI) response rate at week 12. Our preliminary results suggest that the response rate at week 12, in terms of both PASI-50 and PASI-75, appeared to be independent of the presence of hypertension and/or metabolic comorbidities. The PASI-50 response was observed more frequently in patients with BMI less than 30 as compared to obese patients (79% vs 58%, p = 0.02). Previous use of anti-TNF biologics did not appear to affect per se the rate of responders, although it was associated with a lower PASI-75 rate among responders.
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Anticuerpos Monoclonales/uso terapéutico , Psoriasis/terapia , Adalimumab , Adulto , Anciano , Anticuerpos Monoclonales Humanizados , Artritis Psoriásica/complicaciones , Artritis Psoriásica/patología , Artritis Psoriásica/terapia , Productos Biológicos/uso terapéutico , Índice de Masa Corporal , Femenino , Humanos , Hipertensión/complicaciones , Masculino , Persona de Mediana Edad , Psoriasis/complicaciones , Psoriasis/patología , Resultado del Tratamiento , Factor de Necrosis Tumoral alfa/antagonistas & inhibidores , Adulto JovenRESUMEN
Autoimmune polyendocrinopathy-candidiasis-ectodermal dystrophy (APECED) is an autosomal recessive syndrome characterised by chronic mucocutaneous candidiasis (CMC) and multiple endocrine failures. While the spectrum and modalities of autoimmunity are the main objects of current research into APECED, unequivocal data on the efficiency of immune responses to infectious agents are still elusive. The in vitro ability of monocytes and polymorphonuclear leucocytes to phagocytise and kill bacteria and fungi, and the degree of activation of lymphocytes cultured with mitogens and Candida albicans were investigated by flow cytometry in 11 APECED patients and healthy subjects. In addition, a comparison of gamma-globulin and immunoglobulin (Ig) concentrations was performed, and a correlation was sought between oral fungal load and the anti-Candida antibody titre. No difference between APECED patients and healthy subjects was observed in the phagocyte function, although the patients had a larger number of monocytes. Similarly, cultured lymphocytes were equally activated in the two groups. The concentration of gamma-globulins was higher among APECED patients, and anti-Candida IgM and IgG correlated with current and past oral candidiasis respectively. APECED patients have efficient innate and adaptive immune responses against exogenous stimuli, and currently, the mechanisms of mucocutaneous anergy leading to the high prevalence of CMC in this syndrome remain to be elucidated.
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Autoanticuerpos/análisis , Candidiasis Mucocutánea Crónica/inmunología , Poliendocrinopatías Autoinmunes/inmunología , Adolescente , Adulto , Autoinmunidad , Femenino , Humanos , Inmunidad Innata , Inmunoglobulina G , Inmunoglobulina M , Masculino , Poliendocrinopatías Autoinmunes/complicaciones , Poliendocrinopatías Autoinmunes/genéticaRESUMEN
OBJECTIVE: Most current electroencephalography (EEG)-based brain-computer interfaces (BCIs) are based on machine learning algorithms. There is a large diversity of classifier types that are used in this field, as described in our 2007 review paper. Now, approximately ten years after this review publication, many new algorithms have been developed and tested to classify EEG signals in BCIs. The time is therefore ripe for an updated review of EEG classification algorithms for BCIs. APPROACH: We surveyed the BCI and machine learning literature from 2007 to 2017 to identify the new classification approaches that have been investigated to design BCIs. We synthesize these studies in order to present such algorithms, to report how they were used for BCIs, what were the outcomes, and to identify their pros and cons. MAIN RESULTS: We found that the recently designed classification algorithms for EEG-based BCIs can be divided into four main categories: adaptive classifiers, matrix and tensor classifiers, transfer learning and deep learning, plus a few other miscellaneous classifiers. Among these, adaptive classifiers were demonstrated to be generally superior to static ones, even with unsupervised adaptation. Transfer learning can also prove useful although the benefits of transfer learning remain unpredictable. Riemannian geometry-based methods have reached state-of-the-art performances on multiple BCI problems and deserve to be explored more thoroughly, along with tensor-based methods. Shrinkage linear discriminant analysis and random forests also appear particularly useful for small training samples settings. On the other hand, deep learning methods have not yet shown convincing improvement over state-of-the-art BCI methods. SIGNIFICANCE: This paper provides a comprehensive overview of the modern classification algorithms used in EEG-based BCIs, presents the principles of these methods and guidelines on when and how to use them. It also identifies a number of challenges to further advance EEG classification in BCI.
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Algoritmos , Interfaces Cerebro-Computador/tendencias , Encéfalo/fisiología , Electroencefalografía/tendencias , Procesamiento de Señales Asistido por Computador , Animales , Aprendizaje Profundo/tendencias , Electroencefalografía/métodos , Humanos , Factores de TiempoRESUMEN
In this paper we review classification algorithms used to design brain-computer interface (BCI) systems based on electroencephalography (EEG). We briefly present the commonly employed algorithms and describe their critical properties. Based on the literature, we compare them in terms of performance and provide guidelines to choose the suitable classification algorithm(s) for a specific BCI.
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Algoritmos , Inteligencia Artificial , Encéfalo/fisiología , Electroencefalografía/métodos , Potenciales Evocados/fisiología , Reconocimiento de Normas Patrones Automatizadas/métodos , Interfaz Usuario-Computador , Equipos de Comunicación para Personas con DiscapacidadRESUMEN
Coping is defined by Perlin and Shooler as "... that behavior that protects people from psychological pressure due to social situations and problems". This intention Lazarus and Folkman affirm: "... the coping allows people to use different abilities to manage the difficulties (stressors) that they experience in daily existence..." When the stressor is diabetes, the requirements and pressures due to the illness and its physiological and psychosocial consequences are continuous and become chronic. In numerous studies, the coping, suitable or not, has been linked to different medical consequences of the diabetes: changes in glycosylated hemoglobin levels, in the physiological functionality, in the specific symptomatology, in body weight and body mass index. In other research, as in the present contribution, the coping and specific socio-cognitive dimensions have been correlated with the psychosocial consequences of the diabetes, particularly with quality of life and psychological and social adaptation (PSA). This last concept refers, within the illness process, to the attainment of the characteristic behavioral and psychological objectives of recovery. The purpose of the present work is to individualize the coping styles and to note the correlations with socio-cognitive dimensions in diabetic patients, and to measure their incidence on the APS, answering to a series of questions, such as: "What are the modalities of a more functional coping? Are they correlated with the socio-cognitive dimensions? Together do they influence the APS processes?". To 123 diabetic patients (51 with diabetes type 1; 72 with diabetes type 2), with a middle age of 63.7 and 54.9, respectively, have been administered, in sequence, two questionnaires: an adaptation of the Bernese Coping Modes (BECOMO) of Heim et coll. and the Multidimensional Diabetes Questionnaire (MDQ) of Talbot et coll. The results, by using descriptive statistics and data analysis techniques, seem to point out that, in the two groups of diabetic patients, it is possible to identify different modalities of coping that favors both different levels of APS and categories of dissimilar APS.
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Adaptación Psicológica , Diabetes Mellitus Tipo 1/psicología , Diabetes Mellitus Tipo 2/psicología , Ajuste Social , Biomarcadores/sangre , Índice de Masa Corporal , Peso Corporal , Diabetes Mellitus Tipo 1/sangre , Diabetes Mellitus Tipo 1/metabolismo , Diabetes Mellitus Tipo 2/sangre , Diabetes Mellitus Tipo 2/metabolismo , Femenino , Hemoglobina Glucada/metabolismo , Humanos , Masculino , Persona de Mediana Edad , Calidad de Vida , Apoyo Social , Encuestas y CuestionariosRESUMEN
Riemannian geometry has been found accurate and robust for classifying multidimensional data, for instance, in brain-computer interfaces based on electroencephalography. Given a number of data points on the manifold of symmetric positive-definite matrices, it is often of interest to embed these points in a manifold of smaller dimension. This is necessary for large dimensions in order to preserve accuracy and useful in general to speed up computations. Geometry-aware methods try to accomplish this task while respecting as much as possible the geometry of the original data points. We provide a closed-form solution for this problem in a fully unsupervised setting. Through the analysis of three brain-computer interface data bases we show that our method allows substantial dimensionality reduction without affecting the classification accuracy.
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Concienciación , Algoritmos , Bases de Datos Factuales , ElectroencefalografíaRESUMEN
OBJECTIVE: We aim to present clinical features, imaging findings, treatment aspects of the elastofibroma dorsi (ED), which is a benign tumor arising from connective tissue at the scapular region, and long-term outcomes after surgical resection. PATIENTS AND METHODS: We evaluated retrospectively 82 patients (55 females, 27 males; mean age, 60 years; age range, 23-78 years) with ED who underwent surgery between January 1994 and May 2014; subsequently all patients were invited for follow-up, which consisted of physical and US examinations. RESULTS: Subscapular location was almost constant (79/82 patients). Right, left and bilateral location was noted in 39, 28 and 15 cases, respectively. 52/82 patients were symptomatic. The diagnosis was made on physical examination and imaging studies: 49 ultrasound, 43 computed tomography and 54 magnetic resonance examinations were performed overall. Surgical treatment consisted in marginal excision; in all cases diagnosis was confirmed by histological examination. The mean hospitalization was 3 days, with minor complications. Out of the 82 patients, only 25 gave their consent to follow-up; mean time passed after surgery was 64.7 months; 1 case of local recurrence was suspected by ultrasound and, then, confirmed by magnetic resonance imaging. CONCLUSIONS: In our series, clinical features and imaging findings of ED are consistent with current evidence; however, results of our follow-up group marks a difference from the literature, according to which there is no evidence of local recurrence after complete resection. Diagnosis of ED is based on clinical and imaging features; treatment is surgical, especially in symptomatic cases. Prolonging the clinical and US follow-up period may be useful in identifying local recurrence.
Asunto(s)
Fibroma/diagnóstico , Imagen por Resonancia Magnética/métodos , Neoplasias de los Tejidos Blandos/diagnóstico , Tomografía Computarizada por Rayos X/métodos , Adulto , Anciano , Femenino , Fibroma/cirugía , Humanos , Masculino , Persona de Mediana Edad , Recurrencia Local de Neoplasia , Estudios Retrospectivos , Neoplasias de los Tejidos Blandos/cirugía , Adulto JovenRESUMEN
OBJECTIVE: To develop a new score (CATH-score) for predicting intra-procedural risk in patients undergoing CT-guided percutaneous needle pulmonary biopsy. PATIENTS AND METHODS: 100 CT-guided lung biopsies performed with a 18 Gauge (G) needle (Pilot Group) were reviewed to analyse patient-, lesion- and procedure-related variables to identify risk factors for procedural complications (pneumothorax and parenchymal bleeding) and diagnosis failure. A scoring system for predicting complications and choosing the right needle (16 G, 18 G, 21 G) was developed using risk factors weighting and prospectively applied to 153 consecutive biopsies (CATH-score Group); complications and diagnostic rates obtained were compared with a group of patients (Control Group) that underwent lung biopsy; in this group of patients the choice of the calliper of the needle was based on the operator experience. RESULTS: lesion diameter (p=0.03), central location of lesion (p=0.02), centrilobular emphysema (p=0.04) and trans-pulmonary needle route (p=0.002) were associated with a higher complications rate in Pilot Group and were selected as risk factors to include in the CATH-score definition. Risk factors "cut-off" values were identified (Receiver Operating Characteristics curves) and risk-stratification groups were classified as follows: low (16 G, score 1), intermediate (18 G, score 2), and high procedural risk score (21 G, score 3). CATH-score usage limited complications rate despite a higher number of 16 G needle employed, with a diagnostic performance rising respect to Control Group. CONCLUSIONS: CATH-score seems to be a valuable tool for predicting the risk of complications and choosing the right needle, in order to increase diagnostic performance in patients undergoing TTNA.