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).

Oxygen transport capacity in the air-breathing fish, Megalops cyprinoides: compensations for strenuous exercise

Tarpon have high resting or routine hematocrits (Hct) (37.6+/-3.4%) and hemoglobin concentrations (120.6+/-7.3 g 1(-1)) that increased significantly following bouts of angling-induced exercise (51.9+/-3.7% and 142.8+/-13.5 g 1(-1), respectively). Strenuous exercise was accompanied by an approximately tenfold increase in blood lactate and a muscle metabolite profile indicative of a high energy demand teleost. Routine blood values were quickly restored only when this facultative air-breathing fish was given access to atmospheric air. In vitro studies of oxygen transport capacity, a function of carrying capacity and viscosity, revealed that the optimal Hct range corresponded to that observed in fish under routine behaviour. During strenuous exercise however, further increase in viscosity was largely offset by a pronounced reduction in the shear-dependence of blood which conformed closely to an ideal Newtonian fluid. The mechanism for this behaviour of the erythrocytes appears to involve the activation of surface adrenergic receptors because pre-treatment with propranolol abolished the response. High levels of activity in tarpon living in hypoxic habitats are therefore supported by an elevated Hct with adrenergically mediated viscosity reduction, and air-breathing behaviour that enables rapid metabolic recovery. (C) 2002 Elsevier Science Inc. All rights reserved.

In vitro study of CD133 human stem cells labeled with superparamagnetic iron oxide nanoparticles

Superparamagnetic iron oxide nanoparticles (SPIONs) are applied in stem cell labeling because of their high magnetic susceptibility as compared with ordinary paramagnetic species, their low toxicity, and their ease of magnetic manipulation. The present work is the study of CD133(+) stem cell labeling by SPIONs coupled to a specific antibody (AC133), resulting in the antigenic labeling of the CD133+ stem cell, and a method was developed for the quantification of the SPION content per cell, necessary for molecular imaging optimization. Flow cytometry analysis established the efficiency of the selection process and helped determine that the CD133 cells selected by chromatographic affinity express the transmembrane glycoprotein CD133. The presence of antibodies coupled to the SPION, expressed in the cell membrane, was observed by transmission electron microscopy. Quantification of the SPION concentration in the marked cells using the ferromagnetic resonance technique resulted in a value of 1.70 x 10 (13) mol iron (9.5 pg) or 7.0 x 10 (6) nanoparticles per cell ( the measurement was carried out in a volume of 2 mu L containing about 6.16 x 10 5 pg iron, equivalent to 4.5 x 10 (11) SPIONs). (c) 2008 Elsevier Inc. All rights reserved.

Quantitative ferromagnetic resonance analysis of CD133 stem cells labeled with iron oxide nanoparticles

The aim of this work is to provide a quantitative method for analysis of the concentration of superparamagnetic iron oxide nanoparticles (SPION), determined by means of ferromagnetic resonance (FMR), with the nanoparticles coupled to a specific antibody (AC133), and thus to express the antigenic labeling evidence for the stem cells C D133(+). The FMR efficiency and sensitivity were proven adequate for detecting and quantifying the low amounts of iron content in the C D133(+) cells (similar to 6.16 x 10(5) pg in the volume of 2 mu l containing 4.5 x 1011 SPION). The quantitative method led to the result of 1.70 x 10(-13) mol of Fe (9.5 pg), or 7.0 x 10(6) nanoparticles per cell. For the quantification analysis via the FMR technique it was necessary to carry out a preliminary quantitative visualization of iron oxide-labeled cells in order to ensure that the nanoparticles coupled to the antibodies are indeed tied to the antigen at the stem cell surface and that the cellular morphology was conserved, as proof of the validity of this method. The quantitative analysis by means of FMR is necessary for determining the signal intensity for the study of molecular imaging by means of magnetic resonance imaging (MRI).

Lymphocyte proliferation testing in chromium allergic contact dermatitis

Background. Lymphocyte proliferation testing (LPT) has some advantages over patch testing to diagnose allergic contact dermatitis. It is harmless, objective and can be used in clinical situations where patch testing is not recommended. Unfortunately, significant success has only been achieved with nickel. There are few studies on chromium LPT and they were performed with different methods, leading to inconsistent results. Methods. To determine the best parameters for chromium LPT, we tested 20 patients with allergic contact dermatitis to the metal and 20 controls, using various protocols. Results. The best sensitivity and specificity ratios were achieved with 6-day cultures stimulated with a range from 7.5 x 10(-4) to 5 x 10(-3) mol/L of nonfiltered chromium chloride solutions. The sensitivity, specificity and accuracy values found within this range were 65%, 95% and 80%, respectively. Conclusion. Further investigation is necessary to achieve better sensitivity values.

Micromorphology of Resin-Dentin Interfaces Using One-Bottle Etch&Rinse and Self-Etching Adhesive Systems on Laser-Treated Dentin Surfaces: A Confocal Laser Scanning Microscope Analysis

Background and Objectives: This study evaluated the hybrid layer (HL) morphology created by three adhesive systems (AS) on dentin surfaces treated with Er:YAG laser using two irradiation parameters. Study Design: Occlusal flat dentin surfaces of 36 human third molars were assigned into nine groups (n = 4) according to the following ASs: one bottle etch&rinse Single Bond Plus (3M ESPE), two-step Clearfil Protect Bond (Kuraray), and all-in-one S3 Bond (Kuraray) self-etching, which were labeled with rhodamine B or fluorescein isothiocyanate dextran and were applied to dentin surfaces that were irradiated with Er:YAG laser at either 120 (38.7 J/cm(2)) or 200 mJ/pulse (64.5 J/cm(2)), or were applied to untreated dentin surfaces (control group). The ASs were light-activated following MI and the bonded surfaces were restored with resin composite Z250 (3M ESPE). After 24 hours of storage in vegetable oil, the restored teeth were vertically, serially sectioned into 1-mm thick slabs, which had the adhesive interfaces analyzed with confocal laser microscope (CLSM-LSM 510 Meta). CLSM images were recorded in the fluorescent mode from three different regions along each bonded interface. Results: Non-uniform HL was created on laser-irradiated dentin surfaces regardless of laser irradiation protocol for all AS, while regular and uniform HL was observed in the control groups. ""Stretch mark""-like red lines were found within the HL as a result of resin infiltration into dentin microfissures, which were predominantly observed in 200 mJ/pulse groups regardless of AS. Poor resin infiltration into peritubular dentin was observed in most regions of adhesive interfaces created by all ASs on laser-irradiated dentin, resulting in thin resin tags with neither funnel-shaped morphology nor lateral resin projections. Conclusion: Laser irradiation of dentin surfaces at 120 or 200 mJ/pulse resulted in morphological changes in HL and resin tags for all ASs evaluated in the study. Lasers Surg. Med. 42:662-670, 2010. (C) 2010 Wiley-Liss, Inc.

Adoptive transfer of autologous Epstein-Barr virus-specific cytotoxic T cells for nasopharyngeal carcinoma

Tumor cells from NPC patients are regularly and latently infected with EBV. To examine whether the virus serves as target for immune intervention of the cancer, we determined levels of EBV-specific CTLp in peripheral blood from NPC patients, long-term survivors of the cancer and healthy subjects. CTLp levels of test subjects varied between 3-3,000/10(6) PBMCs. The plasma EBV burden increased when the CTLp level fell below 150, whereas the EBV burden of PBMCs was not correlated with CTLp level. Compared with healthy carriers, CTLp levels of patients were lower and varied over a wider range, between 3-1,500/10(6) PBMCs. The quantitative immune deficit was probably attributed to the tumor because, first, CTLp in survivors was restored to levels similar to those in healthy carriers after the tumor had been successfully treated. Second, the CTLp level changed as disease progressed, being lower in local disease, increased in locoregional disease and decreased again when the tumor metastasized. Based on these findings, 4 patients with advanced disease were infused with 5 x 10(7)-3 x 10(8) autologous EBV CTLs. The treatment was safe and unaccompanied by inflammatory or other complications, but whether it improved tumor control could not be discerned from the large tumor bulk. Nevertheless, the treatment regularly increased CTLp levels of patients, maintained it at higher levels for protracted periods and, in 3 patients, restored host surveillance of EBV replication, reducing the plasma EBV burden. Taken together, these results provided a rationale to further explore EBV as a target of immune intervention of NPC. (C) 2001 Wiley-Liss, Inc.

Horizontal transmission of entomopathogenic fungi by the diamondback moth

The relative potential of the pathogenic fungi Beauveria bassiana and Zoophthora radicans for use as autodisseminated biological control agents of the diamondback moth (Plutella xylostella) was compared. The LC50 of B. bassiana conidia to third instar larvae was 499 conidia/mm(2) of leaf surface and individual cadavers of mycosed fourth instar larvae yielded a mean of 67.5 X 10(6) (+/- 7.5 x 10(6)) conidia. All concentrations of B. bassiana tested in inoculation chambers (0.24, 2.4, and 6.2 mug/mm(2)) induced 100% mortality in adult male moths within 7 days. The times to death and sporulation were concentration and exposure duration dependent. A standard procedure for inoculating male moths resulted in > 85% mortality from Z. radicans and > 93% mortality from B. bassiana. Pairing of inoculated males with clean moths of both sexes yielded higher rates of passive transmission of B. bassiana than Z. radicans, but there was no evidence for sexual transmission of either pathogen. Similarly, B. bassiana was more effectively transmitted from inoculated male moths to larvae foraging on whole plants. Single sporulating cadavers producing B. bassiana or Z. radicans conidia placed on plants infested with larvae resulted in a similar rate of transmission for both pathogens. However, an increase of the density of sporulating cadavers from one to three/plant increased Z. radicans transmission (greater than fourfold) but had no effect on B. bassiana transmission. Simultaneous inoculations of larvae with conidia of both fungi reduced the mortality induced by each pathogen, the reduction being most acute for B. bassiana-induced mortality. Inoculation of adults with both fungi showed that, at concentrations required for effective passive transmission to larvae, B. bassiana severely inhibited Z. radicans mycosis in adults. (C) 2001 Academic Press.

Volumes de substratos comerciais, solo e composto orgânico afetando a formação de mudas de maracujazeiro-amarelo em diferentes ambientes de cultivo

Este trabalho teve como objetivo avaliar o crescimento de mudas de maracujazeiro- amarelo em três diferentes tamanhos de recipientes, em três condições de cultivo protegido, utilizando seis diferentes substratos. Foram empregados três ambientes de cultivo: (A1) estufa em arco, coberta de filme de polietileno de 150 μm, abertura zenital e tela termorrefletora de 50% sob o filme; (A2) viveiro agrícola de tela de monofilamento, com 50% de sombra; e (A3) viveiro agrícola de tela termorrefletora, com 50% de sombra. Foram testados três volumes (V1 = xx cm³ -sacolas de polietileno de 7,5 x 11,5 cm; V2 = xx cm33 - sacolas de polietileno 10,0 x 16,5 cm; e V3 = xx cm33 -sacolas de polietileno de 15,0 x 21,5 cm) e seis substratos (S1 = solo; S2 = Plantmax®; S3 = vermiculita; S4 = fibra de coco; S5 = fibra de coco chips; e S6 = Organosuper®, composto orgânico comercial). O delineamento experimental foi inteiramente casualizado, em esquema de parcelas subsubdivididas, em que os ambientes foram as parcelas, os recipientes de diferentes volumes as subparcelas e os substratos as subsubparcelas. Aos 50 dias após a semeadura, foram medidos a altura das plantas, o comprimento da raiz, a massa de matéria seca da parte aérea e das raízes. A partir das massas de matéria seca determinaram-se a relação massa de matéria seca de parte aérea e raiz e massa de matéria seca total. A estufa foi o melhor ambiente quando se utilizou o recipiente de XX cm33 o qual proporcionou mudas maiores, com maior biomassa seca aérea, radicular e total. A vermiculita foi o melhor substrato, porém o solo adubado é uma alternativa menos dispendiosa para a região.

Capacidade de combinação de genitores de batata para caracteres de aparência e rendimento de tubérculos

O objetivo deste trabalho foi estimar as capacidades de combinação de genitores de batata, em gerações iniciais de seleção. Os experimentos foram realizados em Pelotas e Canoinhas. Foram estudadas 12 famílias, derivadas de dois grupos de genitores, cruzados em esquema dialelo parcial (3 x 4) 'Eliza', 'C-1730-7-94' e 'C-1742-8-95'; 'Shepody', 'Asterix', 'White Lady' e 'Caesar'. As famílias foram avaliadas, na geração de plântula e na primeira geração de campo, para caracteres componentes de aparência e rendimento de tubérculos. Os dados foram submetidos às análises de variância e dialélica parcial. No conjunto de caracteres avaliados, verificou-se superioridade de efeitos significativos para a capacidade geral de combinação, em relação à capacidade específica de combinação, indicando predominância de efeitos aditivos dos genes, no controle dos caracteres. Em relação à capacidade geral de combinação, 'White Lady' é o genitor mais destacado positivamente, contribuindo com genes de ação aditiva para a melhoria, tanto dos caracteres que compõem a aparência dos tubérculos, quanto dos caracteres de rendimento. Quanto à capacidade específica de combinação, o cruzamento ('C1730-7-94' x 'White Lady') é o mais indicado para a geração de famílias superiores quanto a caracteres de aparência e a caracteres componentes do rendimento de tubérculos.

Pesquisa de alguns microrganismos em saladas com maionese adquiridas em restaurantes, lanchonetes e "rotisseries"

Em vinte amostras de saladas com maionese foram efetuadas as contagens de bactérias mesófilas e psicrófilas, Staphylococcus aureus, Bacillus cereus, bolores e leveduras, a determinação do Número Mais Provável (NMP) de bactérias coliforme totais de Escherichia coli e de estreptococos fecais, bem como a pesquisa de salmonelas. A contagem de bactérias mesófilas variou de 2,64 x 10(4) a ³3 x 10(7)/g do produto. Quanto às bactérias psicrófilas, as contagens variaram de < 10 a ³ 3 x 10(7)/g. Para S. aureus, as contagens oscilaram de < 10² a 4 x 10(5)/g do alimento, enquanto que para B. cereus os números mínimo e máximo foram < 10² e ³ 3 x 10(4)/g, respectivamente. Para bolores e leveduras, as contagens variaram de 7,1 x 10² a 3,7 x 10(6)/g. Com relação ao NMP de coliformes totais e estreptococos fecais, os resultados obtidos mostraram-se compreendidos entre < 0,03 e ³ 4,3 x 10(5)/g. Quanto ao NMP de E. coli os números mínimo e máximo obtidos foram respectivamente de < 0,03 e ³ 2,4 x 10(4)/g de salada com maionese. Tais constatações indicam a ocorrência de contaminação inclusive por microrganismos de origem fecal. Todas as amostras revelaram-se negativas para bactérias do gênero Salmonella.

Merenda no dia alimentar de crianças matriculadas em Centros de Educação e Alimentação do Pré-Escolar

Estudou-se o papel da merenda no comportamento alimentar de 346 pré-escolares (PE) matriculados em Centros de Educação e Alimentação do Pré-Escolar (CEAPEs) de seis municípios do Estado de São Paulo, Brasil. Em entrevista domiciliar com a mãe ou responsável pela alimentação do PE, obteve-se o número e a quantidade dos alimentos ingeridos pela criança antes e após sua participação no CEAPE. Verificou-se que essa refeição escolar interfere tanto na quantidade dos alimentos consumidos quanto no número das refeições diárias feitas no lar. Os resultados mostraram que 178 (51,4%) PE reduziram a ingestão alimentar de casa, mediante exclusão de refeições e/ou diminuição da quantidade de alimentos habitualmente ingerida, após receberem a merenda no CEAPE. Destas, 115 (64,6%) apresentaram dieta insuficiente em energia; 48 (13,9%) aumentaram a quantidade dos alimentos habituais e/ou incluíram refeições. Ainda assim, 23 (47,9%) apresentaram consumo energético deficiente. Entre os 120 (34,7%) que não tiveram nenhuma modificação em seu dia alimentar, 61 (51,7%) mostraram ingestão calórica inadequada. Concluiu-se ser necessário orientar a família sobre o papel da merenda como suplemento alimentar e não como substituto de refeições no lar.

On the solubility of three disperse anthraquinone dyes in supercritical carbon dioxide: new experimental data and correlation

Solubility measurements of quinizarin. (1,4-dihydroxyanthraquinone), disperse red 9 (1-(methylamino) anthraquinone), and disperse blue 14 (1,4-bis(methylamino)anthraquinone) in supercritical carbon dioxide (SC CO2) were carried out in a flow type apparatus, at a temperature range from (333.2 to 393.2) K and at pressures from (12.0 to 40.0) MPa. Mole fraction solubility of the three dyes decreases in the order quinizarin (2.9 x 10(-6) to 2.9.10(-4)), red 9 (1.4 x 10(-6) to 3.2 x 10(-4)), and blue 14 (7.8 x 10(-8) to 2.2 x 10(-5)). Four semiempirical density based models were used to correlatethe solubility of the dyes in the SC CO2. From the correlation results, the total heat of reaction, heat of vaporization plus the heat of solvation of the solute, were calculated and compared with the results presented in the literature. The solubilities of the three dyes were correlated also applying the Soave-Redlich-Kwong cubic equation of state (SRK CEoS) with classical mixing rules, and the physical properties required for the modeling were estimated and reported.

Unified transform architecture for AVC, AVS, VC-1 and HEVC high-performance codecs

A unified architecture for fast and efficient computation of the set of two-dimensional (2-D) transforms adopted by the most recent state-of-the-art digital video standards is presented in this paper. Contrasting to other designs with similar functionality, the presented architecture is supported on a scalable, modular and completely configurable processing structure. This flexible structure not only allows to easily reconfigure the architecture to support different transform kernels, but it also permits its resizing to efficiently support transforms of different orders (e. g. order-4, order-8, order-16 and order-32). Consequently, not only is it highly suitable to realize high-performance multi-standard transform cores, but it also offers highly efficient implementations of specialized processing structures addressing only a reduced subset of transforms that are used by a specific video standard. The experimental results that were obtained by prototyping several configurations of this processing structure in a Xilinx Virtex-7 FPGA show the superior performance and hardware efficiency levels provided by the proposed unified architecture for the implementation of transform cores for the Advanced Video Coding (AVC), Audio Video coding Standard (AVS), VC-1 and High Efficiency Video Coding (HEVC) standards. In addition, such results also demonstrate the ability of this processing structure to realize multi-standard transform cores supporting all the standards mentioned above and that are capable of processing the 8k Ultra High Definition Television (UHDTV) video format (7,680 x 4,320 at 30 fps) in real time.