•Investigated emotion classification in texts in a multilingual (ML) context.•Assessed two ML strategies to compensate losses due to automatic translation.•Assessed data pre-processing options and ...classification algorithms for emotion classification.•Compared results of ML emotion and polarity classification.
The importance of emotion mining is acknowledged in a wide range of new applications, thus broadening the potential market already proven for opinion mining. However, the lack of resources for languages other than English is even more critical for emotion mining. In this article, we investigate whether Multilingual Sentiment Analysis delivers reliable and effective results when applied to emotions. For this purpose, we developed experiments involving machine translations over corpora originally written in two languages. Our experimental framework for emotion classification assesses variations on (i) the language of the original text and its translations; (ii) strategies to combine multiple languages to overcome losses due to translation; (iii) options for data pre-processing (tokenization, feature representation and feature selection); and (iv) classification algorithms, including meta-classifiers. The results show that emotion classification performance improve significantly with the use of texts in multiple languages, particularly by adopting a stacking of weak monolingual classifiers. Our study also sheds light into the impacts of data preparation strategies and their combination with classification algorithms, and compares differences between polarity and emotion classification according to the same experimental settings.
In the Antarctic environment, yeasts are versatile eukaryotes that have shown wide dispersion in different substrates, producing active enzymes in extreme conditions, but their relevance in ...biotechnological applications is largely unknown. The aim of this study was to evaluate the production of extracellular hydrolases by yeasts isolated from Antarctic lichens and molecularly identify these isolates. From a total of 144 isolates on the screening, 109 (76%) produced at least one of the hydrolases tested, with most activities for proteases 59 (41%), cellulases 58 (40%), esterases 57 (39%), lipases 29 (20%), amylases 23 (16%) and pectinases 20 (14%). Among these isolates, 76 were identified, most belonged to the phylum Basidiomycota (n=73) with the dominance of Vishniacozyma victoriae (n=27), Cystobasidium alpinum (n=3), Mrakia niccombsii (n=3), Cystobasidium laryngis (n=2), Bannozyma yamatoana (n=2), Holtermanniella nyarrowii (n=2), and Glaciozyma martinii (n=2). This study is the first one reporting extracellular enzyme production by yeasts isolated from thallus of the species of Antarctic lichens Lecania brialmontii, Polycauliona candelaria, Usnea capillacea, Cladonia metacorallifera, and Polycauliona regalis. With these data, it's possible to confirm lichens as a source of hydrolase-producing yeasts, reinforcing the potential of these microorganisms in bioprospecting studies of catalytic molecules from polar regions that may be useful in promising biotechnological applications.
The ocean is considered to be a great reservoir of biodiversity. Microbial communities in marine environments are ecologically relevant as intermediaries of energy, and play an important role in ...nutrient regeneration cycles as decomposers of dead and decaying organic matter. In this sense, marine-derived fungi can be considered as a source of enzymes of industrial and/or environmental interest. Fungal strains isolated from different substrates, such as invertebrates, decaying wood, seawater, sediments, and mangrove detritus, have been reported to be producers of hydrolytic and/or oxidative enzymes, with alginate lyase, amylase, cellulase, chitinase, glucosidase, inulinase, keratinase, ligninase, lipase, nuclease, phytase, protease, and xylanase being among the enzymes produced by fungi of marine origin. These enzymes present temperature and pH optima ranging from 35 to 70(∘)C, and 3.0 to 11.0, respectively. High-level production in bioreactors is mainly performed using submerged-state fermentation. Certain marine-derived fungal strains present enzymes with alkaline and cold-activity characteristics, and salinity is considered an important condition in screening and production processes. The adaptability of marine-derived fungi to oceanic conditions can be considered an attractive point in the field of fungal marine biotechnology. In this review, we focus on the advances in discovering enzymes from marine-derived fungi and their biotechnological relevance.
Photodynamic therapy (PDT) has become a promising alternative for treatment of skin lesions such as squamous cell carcinoma. We propose a method to monitor the effects of PDT in a noninvasive way by ...using the optical attenuation coefficient (OAC) calculated from optical coherence tomography (OCT) images. We conducted a study on mice with chemically induced neoplastic lesions and performed PDT on these lesions using homemade photosensitizers. The response of neoplastic lesions to therapy was monitored using, at the same time, macroscopic clinical visualization, histopathological analysis, OCT imaging, and OCT-based attenuation coefficient measurement. Results with all four modalities demonstrated a positive response to treatment. The attenuation coefficient was found to be 1.4 higher in skin lesions than in healthy tissue and it decreased after therapy. This study shows that the OAC is a potential tool to noninvasively assess the evolution of skin neoplastic lesions with time after treatment.
Several advanced data management applications, such as data integration, data deduplication, and similarity querying rely on the application of similarity functions. A similarity function requires ...the definition of a threshold value in order to decide whether two different data instances match, i.e., if they represent the same real world object. In this context, threshold definition is a central problem. This paper proposes a method for estimating the quality of a similarity function. Quality is measured in terms of recall and precision calculated at several different thresholds. Based on the results of the proposed estimation process and the requirements of a specific application, a user is able to choose a suitable threshold value. The estimation process is based on a clustering phase performed over a data collection (or a sample thereof) and requires no human intervention since the choice of similarity threshold is based on the silhouette coefficient, which is an internal quality measure for clusters. An extensive set of experiments on artificial and real datasets demonstrates the effectiveness of the proposed approach. The results of the experiments show that in most cases the estimation error was below 10% in terms of precision and recall.
Oxidative stress can induce complex alterations of membrane proteins in red blood cells (RBCs) eventually leading to hemolysis. RBCs represent a good model to investigate the damage induced by ...oxidizing agents. Literature data have reported that chalcogen compounds can present pro-oxidant properties with potent inhibitory effects on cell growth, causing tissue damage and inhibit a variety of enzymes. In this study, human erythrocytes were incubated
in vitro with various chalcogen compounds at 37
°C: diphenyl ditelluride (
1), dinaphthalen diteluride (
2), diphenyl diselenide (
3), (
S)-
tert-butyl 1-diselenide-3-methylbutan-2-ylcarbamate (
4), (
S)-
tert-butyl 1-diselenide-3-phenylpropan-2-ylcarbamate (
5), selenium dioxide (
6) and sodium selenite (
7) in order to investigate their potential
in vitro toxicity. After 6
h of incubation, all the tested compounds increased the hemolysis rate, when compared to control and compound (
2) had the most potent hemolytic effect. The addition of reduced glutathione (GSH) or glucose to the incubation medium enhanced hemolysis caused by chalcogen compounds. The thiol oxidase activity of these compounds was evaluated by measuring the rate of cysteine (CYS) and dithiotreitol (DTT) oxidation. DTT and cysteine oxidation was increased by all the compounds tested. The results suggest a relationship between the oxidation of intracellular GSH and subsequent generation of free radicals with the hemolysis by chalcogen compounds.
Abstract In this study we have examined the in vivo toxic effects of various organochalcogens on hepatic, renal, glycemic and lipid profile. Diorganotellurium dichloride phosphonate (C1) at all ...tested doses did not modify serum alanine aminotransferase (ALT) activity in mice. While, 2-butyltellurium furan (C2) and dinaphthalene ditelluride (C3) at a dose of 0.75 and 0.125 mmol/kg caused an increase in aspartate aminotransferase (AST) and ALT activities. Our data showed that C1 caused an increase in urea content at different doses while treatment with C2 and C3 did not modify urea content. Treatment with C2 caused a significant alteration in serum glucose and fructosamine levels which explains the possible toxicity of these compounds. No significant changes were observed for cholesterol and triglycerides levels. These results suggest that organochalcogen compounds presented liver and renal toxicity and also altered glycemic profile which may leads to various clinical complications.
Previous literature reports have demonstrated that a number of human diseases, including inflammation and cancer, can be caused by environmental and occupational exposure to toxic compounds, via DNA ...damage, protein modifications, or lipid peroxidation. The present study was undertaken to screen the toxicity of a variety of chalcogens using erythrocytes as a model of cell injury. The toxicity of these compounds was evaluated via quantification of hemolysis and lipid peroxidation. The present investigation shows that diphenyl ditelluride and phenyl tellurides are toxic to erythrocytes. The organoselenium compounds were not toxic to erythrocytes even when tested at high concentrations and with a hematocrit of 45%. The hemolytic effect of tellurides was not positively correlated with thiobarbituric acid-reactive substance (TBARS) production suggesting that lipid peroxidation is not involved in the hemolysis provoked by organotellurium compounds. The results suggest that chalcogen compounds may be toxic to human erythrocytes, depending on their structure.
ABSTRACT This study aimed to evaluate the efficiency of the parameters fresh leaf mass and stomatal density in the estimation of ploidy and pre-selection of putative banana autotetraploids. Young ...plants of the diploid cultivar Ouro (AA), previously subjected to in vitro polyploidization with the antimitotic amiprofos-methyl - APM (0, 10, 20, 30, 40, and 60 µM L-1) and colchicine (2.5 mM L-1) were evaluated for survival, height, number of leaves, pseudostem diameter, leaf disc fresh mass, and stomatal density. Ploidy was determined by flow cytometry in a random sample of 200 plants to find the relationship between the genomic content and the analyzed variables. Spearman’s correlation analysis showed a strong correlation (0.84**) between leaf disc fresh mass and tetraploid plants, as well as an absence of significant correlation between stomatal density and ploidy levels. Thus, the pre-selection of plants was carried out using a reference value of leaf disc fresh mass and resulted in 688 plants pre-selected as putative tetraploids. Among them, 318 were confirmed as tetraploids, 291 as diploids, and 79 as mixoploids after flow cytometry analysis. The pre-selection efficiency was 46.2% of tetraploid plants from the total pre-selected. The results indicate that the use of leaf disc fresh mass is a simple, practical, and promising method to estimate ploidy when a high number of plants is obtained in in vitro banana polyploidization studies, reducing the total number of plants to have confirmed ploidy.
RESUMO Este estudo objetivou avaliar a eficiência dos parâmetros massa fresca foliar e densidade estomática na estimativa da ploidia e pré-seleção de autotetraploides putativos de bananeira. Plantas jovens da cultivar diploide Ouro (AA), previamente submetidas à poliploidização in vitro com os antimitóticos amiprofos-metil - APM (0, 10, 20, 30, 40 e 60 µM L-1) e colchicina (2,5 mM L-1) foram avaliadas quanto à sobrevivência, altura, número de folhas, diâmetro do pseudocaule, massa fresca de disco foliar e densidade estomática. Determinou-se a ploidia, via citometria de fluxo, numa amostra aleatória de 200 plantas, a fim de encontrar relação entre o conteúdo genômico e as variáveis analisadas. Por meio da análise de correlação de Spearman, verificou-se forte correlação (0,84**) entre a massa fresca de disco foliar e as plantas tetraploides, bem como ausência de correlação significativa entre a densidade estomática e os níveis de ploidia. Assim, a pré-seleção das plantas foi feita mediante um valor de referência de massa fresca de disco foliar e resultou em 688 plantas pré-selecionadas como tetraploides putativos. Destas, 318 foram confirmadas como tetraploides, 291 como diploides e 79 mixoploides, após análise de citometria de fluxo. A eficiência de pré-seleção foi de 46,2% de plantas tetraploides do total pré-selecionado. Os resultados indicam que o uso da massa fresca de disco foliar é um método simples, prático e promissor para estimar a ploidia quando é obtido um elevado número de plantas em trabalhos de poliploidização in vitro da bananeira, reduzindo o total de plantas a ter a ploidia confirmada.
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