Special issue on advances in data mining and its applications

Data mining is the process to identify valid, implicit, previously unknown, potentially useful and understandable information from large databases. It is an important step in the process of knowledge discovery in databases, (Olaru & Wehenkel, 1999). In a data mining process, input data can be structured, seme-structured, or unstructured. Data can be in text, categorical or numerical values. One of the important characteristics of data mining is its ability to deal data with large volume, distributed, time variant, noisy, and high dimensionality. A large number of data mining algorithms have been developed for different applications. For example, association rules mining can be useful for market basket problems, clustering algorithms can be used to discover trends in unsupervised learning problems, classification algorithms can be applied in decision-making problems, and sequential and time series mining algorithms can be used in predicting events, fault detection, and other supervised learning problems (Vapnik, 1999). Classification is among the most important tasks in the data mining, particularly for data mining applications into engineering fields. Together with regression, classification is mainly for predictive modelling. So far, there have been a number of classification algorithms in practice. According to (Sebastiani, 2002), the main classification algorithms can be categorized as: decision tree and rule based approach such as C4.5 (Quinlan, 1996); probability methods such as Bayesian classifier (Lewis, 1998); on-line methods such as Winnow (Littlestone, 1988) and CVFDT (Hulten 2001), neural networks methods (Rumelhart, Hinton & Wiliams, 1986); example-based methods such as k-nearest neighbors (Duda & Hart, 1973), and SVM (Cortes & Vapnik, 1995). Other important techniques for classification tasks include Associative Classification (Liu et al, 1998) and Ensemble Classification (Tumer, 1996).

Locke, on freedom and will

This article aims to discuss Locke`s compatibilism, that is, the lokean thesis that freedom is compatible with the natural necessity. To this end, it is analized the chapter Of The Power (XXI, book II of the An Essay concerning Human Understanding), in which Locke clarifies the concepts of freedom and will. Although Locke, at times, involves himself with the incongruent thesis on compatibilism, he is a compatibilist. The impression that Locke would defend incompatibilists` theories ends up being abandoned when we analyze carefully his general argument about will and freedom. Locke literally defends that the volunteer does not differ from the necessary. As a compatibilist, Locke maintains that will is not free. Thus, the free man can not be the one that is free to want. A man regarded as a free agent is the one that has freedom of action, not freedom of will.

Differential Persistence of Transmitted HIV-1 Drug Resistance Mutation Classes

Methods. We studied participants with acute and/or early HIV infection and TDR in 2 cohorts (San Francisco, California, and Sao Paulo, Brazil). We followed baseline mutations longitudinally and compared replacement rates between mutation classes with use of a parametric proportional hazards model. Results. Among 75 individuals with 195 TDR mutations, M184V/I became undetectable markedly faster than did nonnucleoside reverse-transcriptase inhibitor (NNRTI) mutations (hazard ratio, 77.5; 95% confidence interval [CI], 14.7-408.2; P < .0001), while protease inhibitor and NNRTI replacement rates were similar. Higher plasma HIV-1 RNA level predicted faster mutation replacement, but this was not statistically significant (hazard ratio, 1.71 log(10) copies/mL; 95% CI, .90-3.25 log(10) copies/mL; P = .11). We found substantial person-to-person variability in mutation replacement rates not accounted for by viral load or mutation class (P < .0001). Conclusions. The rapid replacement of M184V/I mutations is consistent with known fitness costs. The long-term persistence of NNRTI and protease inhibitor mutations suggests a risk for person-to-person propagation. Host and/or viral factors not accounted for by viral load or mutation class are likely influencing mutation replacement and warrant further study.

Current Patient Management of Chronic Myeloid Leukemia in Latin America A Study by the Latin American Leukemia Net (LALNET)

BACKGROUND: Treatment recommendations have been developed for management of patients with chronic myeloid leukemia (CML). METHODS: A 30-item multiple-choice questionnaire was administered to 435 hematologists and oncohematologists in 16 Latin American countries. Physicians self-reported their diagnostic, therapeutic, and disease management strategies. RESULTS: Imatinib is available as initial therapy to 92% of physicians, and 42% of physicians have access to both second-generation tyrosine kinase inhibitors. Standard-dose imatinib is the preferred initial therapy for most patients, but 20% would manage a young patient initially with an allogeneic stem cell transplant from a sibling donor, and 10% would only offer hydroxyurea to an elderly patient. Seventy-two percent of responders perform routine cytogenetic analysis for monitoring patients on therapy, and 59% routinely use quantitative polymerase chain reaction. For patients who fail imatinib therapy, 61% would increase the dose of imatinib before considering change to a second-generation tyrosine kinase inhibitor, except for patients aged 60 years, for whom a switch to a second-generation tyrosine kinase inhibitor was the preferred choice. CONCLUSIONS: The answers to this survey provide insight into the management of patients with CML in Latin America. Some deviations from current recommendations were identified. Understanding the treatment patterns of patients with CML in broad population studies is important to identify needs and improve patient care. Cancer 2010;116:4991-5000. (C) 2070 American Cancer Society.

Study of spontaneous recurrent seizures and morphological alterations after status epilepticus induced by intrahippocampal injection of pilocarpine

Epileptic seizures are clinical manifestations of neuronal discharges characterized by hyperexcitability and/or hypersynchrony in the cortex and other subcortical regions. The pilocarpine (PILO) model of epilepsy mimics temporal lobe epilepsy (TLE) in humans. In the present study, we used a more selective approach: microinjection of PILO into the hilus of the dentate gyrus (H-PILO). Our main goal was to evaluate the behavioral and morphological alterations present in this model of TLE. Seventy-six percent of all animals receiving H-PILO injections had continuous seizures called status epilepticus (SE). A typical pattern of evolution of limbic seizures during the SE with a latency of 29.3 +/- 16.3 minutes was observed using an analysis of behavioral sequences. During the subsequent 30 days, 71% of all animals exhibited spontaneous recurrent seizures (SRSs) during a daily 8-hour videotaping session. These SRSs had a very conspicuous and characteristic pattern detected by behavioral sequences or neuroethological analysis. Only the animals that had SE showed positive Neo-Timm staining in the inner molecular layer of the dentate gyrus (sprouting) and reduced cell density in Ammon`s horn pyramidal cell subfield CA1. However, no correlation between the intensity of sprouting and the mean number and total number of SRSs was found. Additionally, using Fluoro-Jade staining, we observed neurodegeration in the hilus and pyramidal cell subfields CA3 and CM 24 hours after SE. These data indicate that H-PILO is a reliable, selective, efficient, low-mortality model that mimics the acute and chronic behavioral and morphological aspects of TLE. (C) 2010 Elsevier Inc. All rights reserved.

The neurobiological substrates of behavioral manifestations during temporal lobe seizures: A neuroethological and ictal SPECT correlation study

Ictal behavior coupled with SPECT findings during 28 seizures in patients with temporal lobe epilepsy (TLE) with unilateral hippocampal sclerosis (13 left; 15 right) was displayed as flowcharts from right-sided (RTLE) plus left-sided (LTLE) seizures. Ictal SPECT was classified blind to neuroethology. Behaviors were categorized as ipsilateral to the epileptogenic zone (IL), contralateral to the epileptogenic zone (CL), or bilateral. SPECT intensity and region were categorized as IL or CL to the epileptogenic zone. All patients developed automatisms and had hyperperfusion in their temporal lobes. Patients` verbal responses to questions had statistical interactions in RTLE but not in LTLE sum. Most CL dystonic posturing was correlated to IL basal ganglia hyperperfusion. Basal ganglia activation occurred in seizures without dystonic posturing and CL manual automatisms, and lack of IL dystonic posturing and the presence of CL cerebellar hemispheric hyperperfusion were also observed. Coupling of neuroethology and SPECT findings reliably evaluates ictal behavior and functionality of associated brain areas. (C) 2010 Elsevier Inc. All rights reserved.

Role of the superior colliculus in the expression of acute and kindled audiogenic seizures in Wistar audiogenic rats

P>Purpose: The role of the superior colliculus (SC) in seizure expression is controversial and appears to be dependent upon the epilepsy model. This study shows the effect of disconnection between SC deep layers and adjacent tissues in the expression of acute and kindling seizures. Methods: Subcollicular transections, ablation of SC superficial and deep layers, and ablation of only the cerebral cortex were evaluated in the Wistar audiogenic rat (WAR) strain during acute and kindled audiogenic seizures. The audiogenic seizure kindling protocol started 4 days after surgeries, with two acoustic stimuli per day for 10 days. Acute audiogenic seizures were evaluated by a categorized seizure severity midbrain index (cSI) and kindled seizures by a severity limbic index (LI). Results: All subcollicular transections reaching the deep layers of the SC abolished audiogenic seizures or significantly decreased cSI. In the unlesioned kindled group, a reciprocal relationship between limbic and brainstem pattern of seizures was seen. The increased number of stimuli provoked an audiogenic kindling phenomenon. Ablation of the entire SC (ablation group) or of the cerebral cortex only (ctx-operated group) hampered the acquisition of limbic behaviors. There was no difference in cSI and LI between the ctx-operated and ablation groups, but there was a difference between ctx-operated and the unlesioned kindled group. There was also no difference in cSI between SC deep layer transection and ablation groups. Results of histologic analyses were similar for acute and kindled audiogenic seizure groups. Conclusions: SC deep layers are involved in the expression of acute and kindled audiogenic seizure, and the cerebral cortex is essential for audiogenic kindling development.

Sexual differentiation of cortical spreading depression propagation after acute and kindled audiogenic seizures in the Wistar audiogenic rat (WAR)

Brain excitability diseases like epilepsy constitute one factor that influences brain electrophysiological features. Cortical spreading depression (CSD) is a phenomenon that can be altered by changes in brain excitability. CSD propagation was presently characterized in adult mate and female rats from a normal Wistar strain and from a genetically audiogenic seizure-prone strain, the Wistar audiogenic rat (WAR), both previously submitted (RAS(+)), or not (RAS(-)), to repetitive acoustic stimulation, to provoke audiogenic kindling in the WAR-strain. A gender-specific change in CSD-propagation was found. Compared to seizure-resistant animals, in the RAS- condition, mate and female WARs, respectively, presented CSD-propagation impairment and facilitation, characterized, respectively, by lower and higher propagation velocities (P<0.05). In contraposition, in the RAS(+) condition, mate and female WARs displayed, respectively, higher and tower CSD-propagation rates, as compared to the corresponding controls. In some Wistar and WAR females, we determined estrous cycle status on the day of the CSD-recording as being either estrous or diestrous; no cycle-phase-related differences in CSD-propagation velocities were detected. In contrast to other epilepsy models, such as Status Epilepticus induced by pilocarpine, despite the CSD-velocity reduction, in no case was CSD propagation blocked in WARs. The results suggest a gender-related, estrous cycle-phase-independent modification in the CSD-susceptibility of WAR rats, both in the RAS(+) and RAS(-) situation. (C) 2008 Elsevier B.V. All rights reserved.

The neural histogenetic origin of the oral granular cell tumor: An immunohistochemical evidence

Aims: Granular cell tumor (GCT) is a rare neoplasm that can appear in any site of the body, but most are located intraorally. Its histogenetic origin remains unclear. This report analyzes the immunoprofile of 15 cases of granular cell tumors, occurring in 13 women and 2 men and the lesions were located on the tongue or upper lip. Patient age ranged from 7 to 52. Methods: The patients demographic data and the cytological and architectural features of the lesions were analyzed in oral GCTs (n = 15). The lesions were also submitted to a panel of immunohistochemical stains with antibodies against S-100, p75, NSE, CD-68, Ki-67, Synaptofisin, HHF-35, SMA, EMA, Chromogranin, Progesterone, Androgen and Estrogen. Results: Among the fifteen cases analyzed, the most common location was the tongue (84.6%). Histologically, the tumors exhibited cellular proliferation composed mainly by polygonal cells presenting an abundant granular eosinophilic cytoplasm. The nuclei were central, and the cell membranes were moderately clear. No mitotic figures were observed. The immunohistochemical analysis showed positivity in all cases for S-100, p75, NSE and CD-68, and no immunoreactivity for Ki-67, Synaptofisin, HHF-35, SMA, EMA, Chromogranin, Progesterone, Androgen and Estrogen. Conclusion: The immunoprofile of granular cell tumors showed nerve sheath differentiation - lending support to their neural origin - and helping to establish a differential diagnosis between this lesion and other oral granular cell tumors, whether benign or malignant.

Valores e decis??es dif??ceis

Logo no in??cio do caso, o leitor ?? colocado no papel de membro de um conselho respons??vel por uma ag??ncia rural de sa??de (??rg??o da realidade p??blica canadense) com um grande d??ficit or??ament??rio. Cabe ao conselho examinar a proposta de or??amento para o pr??ximo ano fiscal, levando em considera????o uma s??rie de fatores importantes para a adequada presta????o de servi??os de sa??de para a regi??o. O caso apresenta um hist??rico dos servi??os prestados pela ag??ncia, vis??o e valores do ??rg??o, servi??os prestados, desafios, detalhes or??ament??rios, demandas p??blicas e contexto pol??tico. Ao final, o leitor ?? incitado a tomar decis??es referentes a cortes no or??amento. O caso presta-se ao ensino de temas como gest??o or??ament??ria, planejamento e processo decis??rio

Estudo da Influência do Número de Acidez Total e Teor de Enxofre Total nas Frações Destiladas no Processo de Corrosão em Aços do Tipo AISI 1020 e AISI 316

Os danos causados pelos processos corrosivos em equipamentos presentes nas refinarias de petróleo, durante as destilações, foram descritos inicialmente em 1920. Inúmeras são as referências reportando estudos de processos corrosivos envolvendo tanto os ácidos naftênicos como os compostos sulfurados; em contrapartida, raras são as fontes de estudo envolvendo simultaneamente ambos. Neste trabalho, escolheram-se dois tipos de óleos: um óleo A - com alto teor de enxofre e um petróleo B com elevada acidez. Fez-se então um blend 50/50 em volume obtendo assim o óleo C para verificar a influência tanto da acidez quanto dos teores de enxofre nos processos corrosivos pelos cortes destes óleos. Após a destilação das três amostras, os derivados obtidos foram caracterizados e submetidos aos testes laboratoriais de corrosão. Os cortes do petróleo A apresentaram teores de enxofre e taxas de corrosão crescentes em função do aumento da temperatura final dos derivados, apresentando uma corrosão máxima de 1,66 mm/ano e produtos de corrosão como troilita (FeS) e pirrota (Fe1-xS). As frações de B apresentaram altos valores de NAT na faixa de temperatura de 220-400 °C, enquanto as taxas de corrosão foram de 0,83 mm/ano para esta faixa de temperatura; os produtos de corrosão encontrados foram o óxido de ferro (Fe2O3) e goetite (α-FeOOH). Por fim, os derivados do blend C, apresentaram propriedades intermediárias aos cortes anteriores o que corroborou para taxas de corrosão menores de 0,50 mm/ano até uma temperatura de 300 °C, expondo assim, a eficiência em utilizar a técnica de misturas de petróleos para o refino.

Entre imagens cinema e imagens escola, movimentando o pensamento com a formação de professores

A presente pesquisa aborda o estudo dos movimentos do pensamento nas redes formação com professores no Ensino Fundamental. Procura problematizar a constituição de processos formativos não dogmáticos nos cotidianos escolares, pela articulação de imagens cinema e imagens escola, exibidas, compartilhadas e criadas nas redes de conversações em uma escola municipal de Vitória/ES, entre os anos de 2013 a 2014. Apresenta um campo problemático que se dedica a compreender que movimentos do pensamento são produzidos a partir do uso de imagens cinema nas redes de conversações com professores em formação continuada, a partir de uma cartografia de pesquisa que articula o mapeamento de virtualidades presentes no banco de teses da CAPES e as cinecartografias do cotidiano escolar em duas dobras do tempo. Tece um debate teórico que se compõe pelas linhas de pensamento, principalmente, de Bergson (2006a; 2006b), Carvalho (2008; 2009; 2010; 2012) Deleuze (1988; 1991; 1992; 1995; 1996; 2003; 2006; 2007; 2010; 2011), Foucault (1979; 1999. 2006a; 2006b; 2008), Guéron (2010; 2011), Pelbart (2011), Sauvagnargues (2009), dentre outros. As opções teórico-metodológicas estabelecem uma pesquisa de campo na intercessão entre os estudos com o cotidiano escolar e os da pesquisa cartográfica, tomando o plano de imanência como mundo material para a ocorrência de acontecimentos. Utiliza, para a produção de dados a observação participante, os registros em diário de campo, considerados como uma descrição cristalina, assim como, as narrativas cristalinas que emergiam nas redes de conversações com as personagens-escolas (docentes), que se configuram como imagensnarrativas de pesquisa. Organiza o debate dos dados produzidos em sete capítulos. Apresenta como considerações três principais agrupamentos do movimento do pensamento nas redes de conversações com professores provocados pelas imagens cinema: cinescola-clichês, imagensformação docente e cristaisescolas. Destaca que não há uma realidade que comporte uma só verdade sobre a formação com professores, mas o que existe são cortes, percepções, afecções e produções de verdades que entrelaçam os diferentes modos de existir e reexistir na educação brasileira. As telasescolas, assim como as telas do cinema, apresentam e nos cercam com um mundo que articula um cinescola-clichê, imagensformação docente e cristaisescolas, que para além do pensamento reto e dogmático, exibem entre imagens cinema e imagens escolas, outros movimentos do pensamento com a formação de professores, sendo capazes de potencializar as pesquisas educacionais a não ir em ‘busca de um tempo perdido, mas de um tempo a ser redescoberto’, fazendo crer ainda mais nesse mundo e na educação.

Estudo da morfo e citodiferenciação da glândula submandibular remanescente de ratos após excisão parcial de um de seus lobos

Manter uma boa saúde depende, entre outros fatores, de um fluxo salivar adequado1-3. Os danos causados por obstrução, traumas ou remoção cirúrgica das glândulas salivares poderão acarretar alteração na produção salivar. Qualquer diminuição no fluxo salivar trará conseqüências danosas ao organismo. Desenvolveu-se este trabalho com o objetivo de aprofundar o conhecimento nos mecanismos que envolvem a regeneração da Glândula Submandibular (GSM) de ratos submetida à excisão parcial de um de seus lobos. FORMA DE ESTUDO: Experimental. MATERIAL E MÉTODO: Foram utilizadas lâminas referentes ao desenvolvimento glandular de ratos aos 15, 16, 17, 18 e 19 dias de vida fetal, e 20 ratos machos de 30 ou 60 dias. Após conveniente anestesia foi removido o terço inferior do lobo esquerdo da GSM de cada animal. Após a remoção, foram deixados a se recuperar por 2, 3, 7 e 15 dias. Nestes tempos determinados foram eutanaziados, as glândulas removidas, fixadas em Methacarn, incluídas em parafina, e cortes de 5 ¼m efetuados. Foi realizada coloração ou com hematoxilina/eosina ou com ácido Periódico Reativo de Schiff (PAS). RESULTADOS: Observou-se que o processo regenerativo se instalou precocemente e em todos os espécimes estudados. Foi semelhante ao aspecto verificado no desenvolvimento glandular normal e mais acentuado no rato de 30 dias. A citodiferenciação representada pela marcação das mucinas neutras pelo PAS foi discreta inicialmente, logo após atingindo sua produção máxima, então finalmente reduzindo a expressão, sendo mudada a sua localização inicial. CONCLUSÃO: Baseados nos resultados obtidos, concluiu-se que o processo regenerativo da GSM de ratos excisada é estável, permanente e gradual, seguindo etapas definidas.

Imunofluorescência para neuropeptídeos na mucosa nasal humana: avaliação de técnica para peptídeo intestinal vasoativo (VIP)

Os neuropeptídeos são neurotransmissores relevantes na fisiologia nasal e o conhecimento crescente acerca de seu papel na fisiopatologia de doenças nasais abre novas perspectivas. A sua investigação na mucosa nasal humana baseia-se em grande parte em marcação imunológica, método complexo e sujeito a inúmeros fatores de erro. Com o intuito de viabilizar este tipo de pesquisa em nosso meio, um método de imunofluorescência para peptídeo intestinal vasoativo (VIP) na mucosa nasal humana é proposto e avaliado. FORMA DE ESTUDO: Coorte transversal. MATERIAL E MÉTODO: Oito pacientes submetidos a cirurgia funcional do nariz têm um fragmento de mucosa coletado da concha inferior. O tecido foi fixado em solução de Zamboni (paraformaldeído 4% tamponado e ácido pícrico 0,4%), congelado em nitrogênio líquido e armazenado. Cortes de 14 µm foram realizados e submetidos à reação de imunofluorescência para VIP (Península Laboratories). As imagens microscópicas foram documentadas em fotografia convencional. A especificidade, sensibilidade e reprodutibilidade de execução foram avaliadas. A reprodutibilidade de interpretação de resultados foi avaliada através da comparação de graus de marcação (0 a 4) atribuídos às fotos por seis observadores. RESULTADOS: Os resultados mostraram ser o método suficientemente específico, sensível, além de reprodutível em sua execução. A interpretação de resultados mostrou depender do perfeito esclarecimento do observador no julgamento das imagens de imunofluorescência, mas mostrou uniformidade. CONCLUSÃO: O método proposto foi considerado útil na pesquisa de neuropeptídeos na mucosa nasal humana.