Investigação da qualidade de farinhas enriquecidas utilizando Análise por Componentes Principais (PCA)

Alguns países, incluindo o Brasil (RDC 344, 2002), instituíram uma regulamentação indicando que farinhas de milho e trigo devem ser enriquecidas com ácido fólico e ferro. O principal objetivo deste trabalho foi a avaliação de algumas características de farinhas enriquecidas usando a Análise por Componentes Principais (PCA). Parâmetros como o teor de ácido fólico, ferro, proteína, lipídios, umidade, cinzas e carboidratos foram avaliados em 30 embalagens de farinhas adquiridas em comércio local. As farinhas de trigo e milho apresentaram, em média, composição centesimal aceitável de acordo com a Legislação Brasileira. Para as farinhas de trigo, a concentração de ácido fólico estava, em média, próxima ao esperado. As farinhas de milho continham quantidade superior da vitamina. Para os dois tipos de farinha, constatou-se teor de ferro acima do valor declarado no rótulo dos produtos. Uma matriz com 30 linhas (amostras) e 7 colunas (variáveis) foi organizada e os dados foram autoescalados. A primeira informação observada foi uma clara diferenciação entre os tipos de farinhas. As farinhas de trigo foram caracterizadas por maior quantidade de proteínas, umidade e cinzas. Por outro lado, as farinhas de milho apresentaram maior concentração de ferro, lipídios, carboidratos e ácido fólico. Foi possível notar também que farinhas acondicionadas em embalagens de plástico apresentaram menor quantidade de ácido fólico (152 µg.100 g-1, em média), quando comparadas às amostras armazenadas em embalagens de papel (259 µg.100 g-1, em média). Esse estudo pode fornecer ferramentas importantes para a avaliação dos programas de enriquecimento de alimentos com ácido fólico, principalmente, por apontar, preliminarmente, para a importância do tipo de embalagem para o acondicionamento das farinhas enriquecidas com a vitamina.

Notes on PCA, Regularization, Sparsity and Support Vector Machines

We derive a new representation for a function as a linear combination of local correlation kernels at optimal sparse locations and discuss its relation to PCA, regularization, sparsity principles and Support Vector Machines. We first review previous results for the approximation of a function from discrete data (Girosi, 1998) in the context of Vapnik"s feature space and dual representation (Vapnik, 1995). We apply them to show 1) that a standard regularization functional with a stabilizer defined in terms of the correlation function induces a regression function in the span of the feature space of classical Principal Components and 2) that there exist a dual representations of the regression function in terms of a regularization network with a kernel equal to a generalized correlation function. We then describe the main observation of the paper: the dual representation in terms of the correlation function can be sparsified using the Support Vector Machines (Vapnik, 1982) technique and this operation is equivalent to sparsify a large dictionary of basis functions adapted to the task, using a variation of Basis Pursuit De-Noising (Chen, Donoho and Saunders, 1995; see also related work by Donahue and Geiger, 1994; Olshausen and Field, 1995; Lewicki and Sejnowski, 1998). In addition to extending the close relations between regularization, Support Vector Machines and sparsity, our work also illuminates and formalizes the LFA concept of Penev and Atick (1996). We discuss the relation between our results, which are about regression, and the different problem of pattern classification.

Correlación entre saturación venosa, ruptura de anastomosis y formación de fístulas en pacientes con trauma abdominal en el Hospital Occidente de Kennedy

El manejo del trauma abdominal supone el reto de realizar una anastomosis o sutura intestinal en pacientes comprometidos hemodinámicamente. La decisión de cirugía de control de daños ante la presencia de acidosis, hipotermia y coagulopatía es evidente, sin embargo la situación no siempre es tan clara. En individuos con trauma se desarrollan cambios moleculares e inflamatorios por inadecuado balance entre aporte y demanda de oxígeno, que afectan el proceso de reparación de los tejidos con el riesgo de aparición de fístulas. Una forma rápida y práctica de detectar esta hipoperfusión es midiendo la saturación venosa de oxígeno (SVO2) y el Lactato Sérico. OBJETIVOS: Establecer correlación entre los valores de SVO2 transoperatorio y la aparición de fístulas intestinales en pacientes intervenidos por trauma abdominal. MATERIALES Y METODOS: Estudio de cohorte prospectivo que analiza diferentes variables en relación con la aparición de fistulas en pacientes con trauma abdominal que requieren suturas en el tracto gastrointestinal, haciendo énfasis en los niveles de SVO2. RESULTADOS: Los pacientes con falla anastomótica, presentaron un promedio de SVO2 más baja (60.0% ± 2.94%), versus los no fistulizados (69.89% ± 7.21%) (p =0.010). Todos los pacientes de la cohorte expuesta (SVO2<65%), presentaron dehiscencia de la anastomosis (RR =39.8, IC95%: 2.35,659.91, p<0.001, Test exacto de Fisher). El valor predictivo positivo de la saturación (<65%) fue de 57.14% (IC 95%: 13.34%, 100%) y el valor predictivo negativo fue de 100% (IC 95%:81.75%, 100%). La sensibilidad fue de 100% (IC 95%:87.50%, 100%) y especificidad de 91.89% (IC 95%: 81.75%, 100%). En el análisis bivariante determinó que el índice de trauma abdominal, el nivel de hemoglobina y el requerimiento de transfusión de glóbulos rojos, son factores de riesgo directamente relacionados con la falla de la anastomosis en pacientes con trauma abdominal CONCLUSIONES: - Hay una fuerte relación entre la falla en la reparación intestinal y SVO2 < 65%. - El pronóstico de una anastomosis intestinal está directamente relacionada con el estado hemodinámico y la perfusión tisular al momento de la intervención quirúrgica. - El nivel de SVO2 puede apoyar al cirujano en la decisión de realizar o no una reparación en víscera hueca al momento de intervención quirúrgica en un paciente con trauma abdominal.

Uretero-uretero anastomosis: una alternativa para pacientes con patología asociada a doble sistema colector

Introducción El doble sistema colector es la alteración renal más frecuente y presenta una incidencia 1/500 individuos. Hay varias opciones de tratamiento para el uréter con reflujo o severamente dilatado cuando se asocia a un sistema duplicado, entre ellas la uretero-uretero anastomosis. El objetivo es dar a conocer nuestra experiencia en la realización de este procedimiento para pacientes pediátricos. Materiales y métodos: Se presenta una serie de casos entre Enero 2010 y Abril 2014, se revisaron 214 historias clínicas de pacientes con doble sistema colector y patologías asociadas; 10 fueron sometidos a uretero-uretero anastomosis. El Seguimiento posopertorio fue de 12 meses promedio. Resultados: Se incluyeron 10 pacientes. El 70% fueron género femenino, la edad promedio al momento de la cirugía fue 5 años . Todos cursaban con infección urinaria y 10% presentaban incontinencia urinaria. En el postoperatorio, en 40% se encontró uréter ectópico, 30% ureterocele intravesical y 30% reflujo vesicoureteral al sistema inferior. Se realizaron siete anastomosis del sistema superior al inferior y tres del inferior al superior, todos por una incisión de 2cm a nivel inguinal y fueron derivados con catéter doble J sin complicaciones postoperatorias. Al tiempo de seguimiento la totalidad de los pacientes se encontraron sin profilaxis antibiótica, con dilatación resuelta, sin infecciones urinarias ni incontinencia. Conclusión: La uretero-uretero anastomosis es una alternativa fiable, segura y con mínima morbilidad para el tratamiento de pacientes con patología asociada a doble sistema colector. Estudios adicionales, con mayor número de pacientes y seguimiento serán necesarios para ver evolución a largo plazo.

Guía para la elaboración del Plan de Convivencia Anual (PCA).

Este artículo continua con 'Guía para la elaboración del Plan de Convivencia Anual (PCA) II' publicado por los mismos autores en el número 5 de 2006 de la revista Organización y Gestión Educativa, p. I-VIII

Guía para la evaluación del Plan de Convivencia Anual (PCA) II.

Este artículo es continuación de 'Guía para la elaboración del Plan de Convivencia Anual (PCA)' publicado por los mismos autores en el número 4 de 2006 de la revista Organización y Gestión Educativa, p. I-XII

PCA Tomography: how to extract information from data cubes

Astronomy has evolved almost exclusively by the use of spectroscopic and imaging techniques, operated separately. With the development of modern technologies, it is possible to obtain data cubes in which one combines both techniques simultaneously, producing images with spectral resolution. To extract information from them can be quite complex, and hence the development of new methods of data analysis is desirable. We present a method of analysis of data cube (data from single field observations, containing two spatial and one spectral dimension) that uses Principal Component Analysis (PCA) to express the data in the form of reduced dimensionality, facilitating efficient information extraction from very large data sets. PCA transforms the system of correlated coordinates into a system of uncorrelated coordinates ordered by principal components of decreasing variance. The new coordinates are referred to as eigenvectors, and the projections of the data on to these coordinates produce images we will call tomograms. The association of the tomograms (images) to eigenvectors (spectra) is important for the interpretation of both. The eigenvectors are mutually orthogonal, and this information is fundamental for their handling and interpretation. When the data cube shows objects that present uncorrelated physical phenomena, the eigenvector`s orthogonality may be instrumental in separating and identifying them. By handling eigenvectors and tomograms, one can enhance features, extract noise, compress data, extract spectra, etc. We applied the method, for illustration purpose only, to the central region of the low ionization nuclear emission region (LINER) galaxy NGC 4736, and demonstrate that it has a type 1 active nucleus, not known before. Furthermore, we show that it is displaced from the centre of its stellar bulge.

3D face computational photography using PCA spaces

In this paper, we present a 3D face photography system based on a facial expression training dataset, composed of both facial range images (3D geometry) and facial texture (2D photography). The proposed system allows one to obtain a 3D geometry representation of a given face provided as a 2D photography, which undergoes a series of transformations through the texture and geometry spaces estimated. In the training phase of the system, the facial landmarks are obtained by an active shape model (ASM) extracted from the 2D gray-level photography. Principal components analysis (PCA) is then used to represent the face dataset, thus defining an orthonormal basis of texture and another of geometry. In the reconstruction phase, an input is given by a face image to which the ASM is matched. The extracted facial landmarks and the face image are fed to the PCA basis transform, and a 3D version of the 2D input image is built. Experimental tests using a new dataset of 70 facial expressions belonging to ten subjects as training set show rapid reconstructed 3D faces which maintain spatial coherence similar to the human perception, thus corroborating the efficiency and the applicability of the proposed system.

Chemotaxonomic relationships in Celastraceae inferred from principal component analysis (PCA) and partial least squares (PLS)

This paper describes a chemotaxonomic analysis of a database of triterpenoid compounds from the Celastraceae family using principal component analysis (PCA). The numbers of occurrences of thirty types of triterpene skeleton in different tribes of the family were used as variables. The study shows that PCA applied to chemical data can contribute to an intrafamilial classification of Celastraceae, once some questionable taxa affinity was observed, from chemotaxonomic inferences about genera and they are in agreement with the phylogeny previously proposed. The inclusion of Hippocrateaceae within Celastraceae is supported by the triterpene chemistry.

O percurso curricular alternativo, um desafio à inovação pedagógica?: uma abordagem etnográfica aos cenários de aprendizagem de uma turma de 5º ano com proposta de PCA

Este estudo pretendeu descrever, compreender e interpretar a cultura emergente de uma turma de 5º Ano de Escolaridade com proposta de Percurso Curricular Alternativo (PCA) em que se procurou esclarecer, à luz do conceito de inovação de que forma o PCA se constitui um desafio à Inovação Pedagógica. Ao debruçar-se sobre os padrões culturais da turma procura conhecer e avaliar o impacto desta proposta alternativa, na vida dos alunos, através do conhecimento das representações de todos os envolvidos no projeto. Além de pretender situar as práticas pedagógicas em termos de inovação ou o contínuo de práticas tradicionais, procura compreender que ambientes são emergentes da utilização das TIC. A presente investigação insere-se numa abordagem metodológica de natureza qualitativa, de cariz etnográfico, justificada pela natureza do estudo. Desenvolve-se através da imersão da investigadora no ambiente natural dos sujeitos, com vista à descrição pormenorizada e facetada da vida do grupo e o acesso a formas de entendimento e compreensão da realidade estudada a partir dos padrões culturais e significados vividos no interior da turma. Foram utilizadas diversas formas de recolha de dados, com destaque para a observação participante e a entrevista, que constituíram os principais recursos da investigação empírica, ainda que complementada com registos de cariz etnográfico como notas de campo, conversas informais e dados de opinião, recolhidos durante a permanência no contexto do estudo. As conclusões desta investigação apontam para o reconhecimento do PCA como uma medida positiva para o aluno na construção do seu projeto de vida pessoal, valorização, integração social e profissional, plenas. A utilização da tecnologia permitiu instituir novos contextos de aprendizagem ao nível micro, da sala de aula e romper com princípios, crenças e atitudes estruturantes da escola tradicional, prefigurando um desafio à Inovação Pedagógica, ou seja, à mudança e transformação da escola.

Reduction capability of soil humic substances from the Rio Negro basin, Brazil, towards Hg(II) studied by a multimethod approach and principal component analysis (PCA)

This paper characterizes humic substances (HS) extracted from soil samples collected in the Rio Negro basin in the state of Amazonas, Brazil, particularly investigating their reduction capabilities towards Hg(II) in order to elucidate potential mercury cycling/volatilization in this environment. For this reason, a multimethod approach was used, consisting of both instrumental methods (elemental analysis, EPR, solid-state NMR, FIA combined with cold-vapor AAS of Hg(0)) and statistical methods such as principal component analysis (PCA) and a central composite factorial planning method. The HS under study were divided into groups, complexing and reducing ones, owing to different distribution of their functionalities. The main functionalities (cor)related with reduction of Hg(II) were phenolic, carboxylic and amide groups, while the groups related with complexation of Hg(II) were ethers, hydroxyls, aldehydes and ketones. The HS extracted from floodable regions of the Rio Negro basin presented a greater capacity to retain (to complex, to adsorb physically and/or chemically) Hg(II), while nonfloodable regions showed a greater capacity to reduce Hg(II), indicating that HS extracted from different types of regions contribute in different ways to the biogeochemical mercury cycle in the basin of the mid-Rio Negro, AM, Brazil. (c) 2007 Published by Elsevier B.V.

Highly polymorphic in silico-derived microsatellite loci in the potato-infecting fungal pathogen Rhizoctonia solani anastomosis group 3 from the Colombian Andes

Fourteen polymorphic microsatellite DNA markers derived from the draft genome sequence of Rhizoctonia solani anastomosis group 3 (AG-3), strain Rhs 1AP, were designed and characterized from the potato-infecting soil fungus R. solani AG-3. All loci were polymorphic in two field populations collected from Solanum tuberosum and S. phureja in the Colombian Andes. The total number of alleles per locus ranged from two to seven, while gene diversity (expected heterozygosity) varied from 0.11 to 0.81. Considering the variable levels of genetic diversity observed, these markers should be useful for population genetic analyses of this important dikaryotic fungal pathogen on a global scale.

Genetic structure of populations of Rhizoctonia solani anastomosis group-1 IA from soybean in Brazil

The Basidiomycete fungus Rhizoctonia solani anastomosis group (AG)-1 IA is a major pathogen of soybean in Brazil, where the average yield losses have reached 30 to 60% in some states in Northern Brazil. No information is currently available concerning levels of genetic diversity and population structure for this pathogen in Brazil. A total of 232 isolates of R. solani AG1 IA were collected from five soybean fields in the most important soybean production areas in central-western, northern, and northeastern Brazil. These isolates were genotyped using 10 microsatellite loci. Most of the multilocus genotypes (MLGTs) were site-specific, with few MLGTs shared among populations. Significant population subdivision was evident. High levels of admixture were observed for populations from Mato Grosso and Tocantins. After removing admixed genotypes, three out of five field populations (Maranhao, Mato Grosso, and Tocantins), were in Hardy-Weinberg (HW) equilibrium, consistent with sexual recombination. HW and gametic disequilibrium were found for the remaining soybean-infecting populations. The findings of low genotypic diversity, departures from HW equilibrium, gametic disequilibrium, and high degree of population subdivision in these R. solani AG-1 IA populations from Brazil are consistent with predominantly asexual reproduction, short-distance dispersal of vegetative propagules (mycelium or sclerotia), and limited long-distance dispersal, possibly via contaminated seed. None of the soybean-infecting populations showed a reduction in population size (bottleneck effect). We detected asymmetric historical migration among the soybean-infecting populations, which could explain the observed levels of subdivision.

Highly polymorphic microsatellite loci in the rice- and maize-infecting fungal pathogen Rhizoctonia solani anastomosis group 1 IA

Ten polymorphic microsatellite loci were isolated and characterized from the rice- and maize-infecting Basidiomycete fungus Rhizoctonia solani anastomosis group AG-1 IA. All loci were polymorphic in two populations from Louisiana in USA and Venezuela. The total number of alleles per locus ranged from four to eight. All 10 loci were also useful for genotyping soybean-infecting R. solani AG-1 isolates from Brazil and USA. One locus, TC06, amplified across two other AG groups representing different species, showing species-specific repeat length polymorphism. This marker suite will be used to determine the global population structure of this important pathogenic fungus.