Pratiques enseignantes et diversité sexuelle : analyse des pratiques pédagogiques et d'intervention d'enseignants de l'école secondaire québécoise

De grandes enquêtes en milieu scolaire, au Québec comme ailleurs, ont documenté depuis les années 2000 la portée des violences homophobes, particulièrement à l’école secondaire, ainsi que leurs impacts négatifs sur les élèves qui en sont victimes, qu’ils s’identifient ou non comme lesbiennes, gais, bisexuel(le)s ou en questionnement (LGBQ). La diffusion des résultats de ces enquêtes, ainsi que les constats similaires d’acteurs sur le terrain, ont fait accroitre les appels à la vigilance des écoles quant aux discriminations homophobes pouvant prendre forme en leur enceinte. Plusieurs des responsabilités résultant de cette mobilisation ont échoué par défaut aux enseignants, notamment en raison de leur proximité avec leurs élèves. Cependant, malgré la panoplie de publications et de formations visant explicitement à les outiller à ce sujet, les enseignants rapportent de manière consistante manquer de formation, d’habiletés, de soutien et d’aise à l’idée d’intervenir contre l’homophobie ou de parler de diversité sexuelle en classe. Cette thèse de doctorat vise à comprendre les pratiques d’intervention et d’enseignement que rapportent avoir les enseignants de l’école secondaire québécoise, toutes orientations sexuelles confondues, par rapport à la diversité sexuelle et à l’homophobie. Dans une perspective interdisciplinaire, nous avons interrogé la sociologie de l’éducation, les études de genre (gender studies) et les études gaies et lesbiennes, ainsi qu’emprunté aux littératures sur les pratiques enseignantes et sur l’intervention sociale. Les données colligées consistent en des entrevues semi-structurées menées auprès de 22 enseignants du secondaire, validées auprès de 243 enseignants, par le biais d’un questionnaire en ligne. Étayés dans trois articles scientifiques, les résultats de notre recherche permettent de mieux saisir la nature des pratiques enseignantes liées à la diversité sexuelle, mais également les mécanismes par lesquels elles viennent ou non à être adoptées par les enseignants. Les témoignages des enseignants ont permis d’identifier que les enseignants sont globalement au fait des attentes dont ils font l’objet en termes d’intervention contre l’homophobie. Ceci dit, en ce qu’ils sont guidés dans leurs interventions par le concept limité d’homophobie, ils ne paraissent pas toujours à même de saisir les mécanismes parfois subtils par lesquels opèrent les discriminations sur la base de l’orientation sexuelle, mais aussi des expressions de genre atypiques. De même, si la plupart disent condamner vertement l’homophobie dont ils sont témoins, les enseignants peuvent néanmoins adopter malgré eux des pratiques contribuant à reconduire l’hétérosexisme et à alimenter les mêmes phénomènes d’infériorisation que ceux qu’ils cherchent à combattre. Sauf exception, les enseignants tendent à comprendre le genre et l’expression de genre davantage comme des déterminants de type essentialiste avec lesquels ils doivent composer que comme des normes scolaires et sociales sur lesquelles ils peuvent, comme enseignants, avoir une quelconque influence. Les stratégies de gestion identitaire des enseignants LGB influencent les pratiques qu’ils rapportent être en mesure d’adopter. Ceux qui optent pour la divulgation, totale ou partielle, de leur homosexualité ou bisexualité peuvent autant rapporter adopter des pratiques inclusives que choisir de se tenir à distance de telles pratiques, alors que ceux qui favorisent la dissimulation rapportent plutôt éviter autant que possible ces pratiques, de manière à se garder de faire face à des situations potentiellement délicates. Également, alors que les enseignants LGB étaient presque exclusivement vus jusqu’ici comme ceux chez qui et par qui se jouaient ces injonctions à la vie privée, les enseignants hétérosexuels estiment également être appelés à se positionner par rapport à leur orientation sexuelle lorsqu’ils mettent en œuvre de telles pratiques. Nos résultats révèlent un double standard dans l’évocation de la vie privée des enseignants. En effet, la divulgation d’une orientation hétérosexuelle, considérée comme normale, est vue comme conciliable avec la neutralité attendue des enseignants, alors qu’une révélation similaire par un enseignant LGB est comprise comme un geste politique qui n’a pas sa place dans une salle de classe, puisqu’elle se fait au prix du bris d’une présomption d’hétérosexualité. Nos résultats suggèrent qu’il existe de fortes prescriptions normatives relatives à la mise en genre et à la mise en orientation sexuelle à l’école. Les enseignants s’inscrivent malgré eux dans cet environnement hétéronormatif. Ils peuvent être amenés à y jouer un rôle important, que ce soit en contribuant à la reconduction de ces normes (par exemple, en taisant les informations relatives à la diversité sexuelle) ou en les contestant (par exemple, en expliquant que certains stéréotypes accolés à l’homosexualité relèvent d’aprioris non fondés). Les discours des enseignants suggèrent également qu’ils sont traversés par ces normes. Ils peuvent en effet choisir de se conformer aux attentes normatives dont ils font l’objet (par exemple, en affirmant leur hétérosexualité), ou encore d’y résister (par exemple, en divulguant leur homosexualité à leurs élèves, ou en évitant de conforter les attentes dont ils font l’objet) au risque d’être conséquemment pénalisés. Bien entendu, cette influence des normes de genre diffère d’un enseignant à l’autre, mais semble jouer autant sur les enseignants hétérosexuels que LGB. Les enseignants qui choisissent de contester, explicitement ou implicitement, certaines de ces normes dominantes rapportent chercher des appuis formels à leurs démarches. Dans ce contexte, une telle quête de légitimation (par exemple, la référence aux règlements contre l’homophobie, la mobilisation des similitudes entre l’homophobie et le racisme, ou encore le rapprochement de ces enseignements avec les apprentissages prescrits pour leur matière) est à comprendre comme un outillage à la contestation normative. La formation professionnelle des enseignants sur l’homophobie et sur la diversité sexuelle constitue un autre de ces outils. Alors que les enseignants québécois continuent d’être identifiés comme des acteurs clés dans la création et le maintien d’environnements scolaires non-discriminatoires et inclusifs aux réalités de la diversité sexuelle, il est impératif de les appuyer en multipliant les signes formels tangibles sur lesquelles leurs initiatives peuvent prendre appui (politiques explicites, curriculum scolaire inclusif de ces sujets, etc.). Nos résultats plaident en faveur d’une formation enseignante sur la diversité sexuelle, qui ferait partie du tronc commun de la formation initiale des maîtres. Chez les enseignants en exercice, il nous apparait préférable de miser sur une accessibilité accrue des formations et des outils disponibles. En réponse toutefois aux limites que pose à long terme une approche cumulative des formations spécifiques portant sur différents types d’oppressions (l’homophobie, le racisme, le sexisme, etc.), nous argumentons en faveur d’un modèle d’éducation anti-oppressive au sein duquel les élèves seraient invités à considérer, non seulement la multiplicité et le caractère situé des divers types d’oppressions, mais également les mécanismes d’attribution de privilège, de constitution de la normalité et de la marginalité, et de présentation de ces arbitraires culturels comme des ordres naturels.

Patient-specific model of a scoliotic torso for surgical planning

A method for the construction of a patient-specific model of a scoliotic torso for surgical planning via inter- patient registration is presented. Magnetic Resonance Images (MRI) of a generic model are registered to surface topography (TP) and X-ray data of a test patient. A partial model is first obtained via thin-plate spline registration between TP and X-ray data of the test patient. The MRIs from the generic model are then fit into the test patient using articulated model registration between the vertebrae of the generic model’s MRIs in prone position and the test patient’s X-rays in standing position. A non-rigid deformation of the soft tissues is performed using a modified thin-plate spline constrained to maintain bone rigidity and to fit in the space between the vertebrae and the surface of the torso. Results show average Dice values of 0.975 ± 0.012 between the MRIs following inter-patient registration and the surface topography of the test patient, which is comparable to the average value of 0.976 ± 0.009 previously obtained following intra-patient registration. The results also show a significant improvement compared to rigid inter-patient registration. Future work includes validating the method on a larger cohort of patients and incorporating soft tissue stiffness constraints. The method developed can be used to obtain a geometric model of a patient including bone structures, soft tissues and the surface of the torso which can be incorporated in a surgical simulator in order to better predict the outcome of scoliosis surgery, even if MRI data cannot be acquired for the patient.

Multimodal image registration of the scoliotic torso for surgical planning

Background This paper presents a method that registers MRIs acquired in prone position, with surface topography (TP) and X-ray reconstructions acquired in standing position, in order to obtain a 3D representation of a human torso incorporating the external surface, bone structures, and soft tissues. Methods TP and X-ray data are registered using landmarks. Bone structures are used to register each MRI slice using an articulated model, and the soft tissue is confined to the volume delimited by the trunk and bone surfaces using a constrained thin-plate spline. Results The method is tested on 3 pre-surgical patients with scoliosis and shows a significant improvement, qualitatively and using the Dice similarity coefficient, in fitting the MRI into the standing patient model when compared to rigid and articulated model registration. The determinant of the Jacobian of the registration deformation shows higher variations in the deformation in areas closer to the surface of the torso. Conclusions The novel, resulting 3D full torso model can provide a more complete representation of patient geometry to be incorporated in surgical simulators under development that aim at predicting the effect of scoliosis surgery on the external appearance of the patient’s torso.

Articulated Model Registration of MRI/X-Ray Spine Data

This paper presents a method based on articulated models for the registration of spine data extracted from multimodal medical images of patients with scoliosis. With the ultimate aim being the development of a complete geometrical model of the torso of a scoliotic patient, this work presents a method for the registration of vertebral column data using 3D magnetic resonance images (MRI) acquired in prone position and X-ray data acquired in standing position for five patients with scoliosis. The 3D shape of the vertebrae is estimated from both image modalities for each patient, and an articulated model is used in order to calculate intervertebral transformations required in order to align the vertebrae between both postures. Euclidean distances between anatomical landmarks are calculated in order to assess multimodal registration error. Results show a decrease in the Euclidean distance using the proposed method compared to rigid registration and more physically realistic vertebrae deformations compared to thin-plate-spline (TPS) registration thus improving alignment.

Single Frame Image Super Resolution Using Learned Directionlets

In this paper, a new directionally adaptive, learning based, single image super resolution method using multiple direction wavelet transform, called Directionlets is presented. This method uses directionlets to effectively capture directional features and to extract edge information along different directions of a set of available high resolution images .This information is used as the training set for super resolving a low resolution input image and the Directionlet coefficients at finer scales of its high-resolution image are learned locally from this training set and the inverse Directionlet transform recovers the super-resolved high resolution image. The simulation results showed that the proposed approach outperforms standard interpolation techniques like Cubic spline interpolation as well as standard Wavelet-based learning, both visually and in terms of the mean squared error (mse) values. This method gives good result with aliased images also.

Study on period search methods of variable stars: Application to ASAS and CRTS databases

Study on variable stars is an important topic of modern astrophysics. After the invention of powerful telescopes and high resolving powered CCD’s, the variable star data is accumulating in the order of peta-bytes. The huge amount of data need lot of automated methods as well as human experts. This thesis is devoted to the data analysis on variable star’s astronomical time series data and hence belong to the inter-disciplinary topic, Astrostatistics. For an observer on earth, stars that have a change in apparent brightness over time are called variable stars. The variation in brightness may be regular (periodic), quasi periodic (semi-periodic) or irregular manner (aperiodic) and are caused by various reasons. In some cases, the variation is due to some internal thermo-nuclear processes, which are generally known as intrinsic vari- ables and in some other cases, it is due to some external processes, like eclipse or rotation, which are known as extrinsic variables. Intrinsic variables can be further grouped into pulsating variables, eruptive variables and flare stars. Extrinsic variables are grouped into eclipsing binary stars and chromospheri- cal stars. Pulsating variables can again classified into Cepheid, RR Lyrae, RV Tauri, Delta Scuti, Mira etc. The eruptive or cataclysmic variables are novae, supernovae, etc., which rarely occurs and are not periodic phenomena. Most of the other variations are periodic in nature. Variable stars can be observed through many ways such as photometry, spectrophotometry and spectroscopy. The sequence of photometric observa- xiv tions on variable stars produces time series data, which contains time, magni- tude and error. The plot between variable star’s apparent magnitude and time are known as light curve. If the time series data is folded on a period, the plot between apparent magnitude and phase is known as phased light curve. The unique shape of phased light curve is a characteristic of each type of variable star. One way to identify the type of variable star and to classify them is by visually looking at the phased light curve by an expert. For last several years, automated algorithms are used to classify a group of variable stars, with the help of computers. Research on variable stars can be divided into different stages like observa- tion, data reduction, data analysis, modeling and classification. The modeling on variable stars helps to determine the short-term and long-term behaviour and to construct theoretical models (for eg:- Wilson-Devinney model for eclips- ing binaries) and to derive stellar properties like mass, radius, luminosity, tem- perature, internal and external structure, chemical composition and evolution. The classification requires the determination of the basic parameters like pe- riod, amplitude and phase and also some other derived parameters. Out of these, period is the most important parameter since the wrong periods can lead to sparse light curves and misleading information. Time series analysis is a method of applying mathematical and statistical tests to data, to quantify the variation, understand the nature of time-varying phenomena, to gain physical understanding of the system and to predict future behavior of the system. Astronomical time series usually suffer from unevenly spaced time instants, varying error conditions and possibility of big gaps. This is due to daily varying daylight and the weather conditions for ground based observations and observations from space may suffer from the impact of cosmic ray particles. Many large scale astronomical surveys such as MACHO, OGLE, EROS, xv ROTSE, PLANET, Hipparcos, MISAO, NSVS, ASAS, Pan-STARRS, Ke- pler,ESA, Gaia, LSST, CRTS provide variable star’s time series data, even though their primary intention is not variable star observation. Center for Astrostatistics, Pennsylvania State University is established to help the astro- nomical community with the aid of statistical tools for harvesting and analysing archival data. Most of these surveys releases the data to the public for further analysis. There exist many period search algorithms through astronomical time se- ries analysis, which can be classified into parametric (assume some underlying distribution for data) and non-parametric (do not assume any statistical model like Gaussian etc.,) methods. Many of the parametric methods are based on variations of discrete Fourier transforms like Generalised Lomb-Scargle peri- odogram (GLSP) by Zechmeister(2009), Significant Spectrum (SigSpec) by Reegen(2007) etc. Non-parametric methods include Phase Dispersion Minimi- sation (PDM) by Stellingwerf(1978) and Cubic spline method by Akerlof(1994) etc. Even though most of the methods can be brought under automation, any of the method stated above could not fully recover the true periods. The wrong detection of period can be due to several reasons such as power leakage to other frequencies which is due to finite total interval, finite sampling interval and finite amount of data. Another problem is aliasing, which is due to the influence of regular sampling. Also spurious periods appear due to long gaps and power flow to harmonic frequencies is an inherent problem of Fourier methods. Hence obtaining the exact period of variable star from it’s time series data is still a difficult problem, in case of huge databases, when subjected to automation. As Matthew Templeton, AAVSO, states “Variable star data analysis is not always straightforward; large-scale, automated analysis design is non-trivial”. Derekas et al. 2007, Deb et.al. 2010 states “The processing of xvi huge amount of data in these databases is quite challenging, even when looking at seemingly small issues such as period determination and classification”. It will be beneficial for the variable star astronomical community, if basic parameters, such as period, amplitude and phase are obtained more accurately, when huge time series databases are subjected to automation. In the present thesis work, the theories of four popular period search methods are studied, the strength and weakness of these methods are evaluated by applying it on two survey databases and finally a modified form of cubic spline method is intro- duced to confirm the exact period of variable star. For the classification of new variable stars discovered and entering them in the “General Catalogue of Vari- able Stars” or other databases like “Variable Star Index“, the characteristics of the variability has to be quantified in term of variable star parameters.

Clustering compositional data trajectories

Our essay aims at studying suitable statistical methods for the clustering of compositional data in situations where observations are constituted by trajectories of compositional data, that is, by sequences of composition measurements along a domain. Observed trajectories are known as “functional data” and several methods have been proposed for their analysis. In particular, methods for clustering functional data, known as Functional Cluster Analysis (FCA), have been applied by practitioners and scientists in many fields. To our knowledge, FCA techniques have not been extended to cope with the problem of clustering compositional data trajectories. In order to extend FCA techniques to the analysis of compositional data, FCA clustering techniques have to be adapted by using a suitable compositional algebra. The present work centres on the following question: given a sample of compositional data trajectories, how can we formulate a segmentation procedure giving homogeneous classes? To address this problem we follow the steps described below. First of all we adapt the well-known spline smoothing techniques in order to cope with the smoothing of compositional data trajectories. In fact, an observed curve can be thought of as the sum of a smooth part plus some noise due to measurement errors. Spline smoothing techniques are used to isolate the smooth part of the trajectory: clustering algorithms are then applied to these smooth curves. The second step consists in building suitable metrics for measuring the dissimilarity between trajectories: we propose a metric that accounts for difference in both shape and level, and a metric accounting for differences in shape only. A simulation study is performed in order to evaluate the proposed methodologies, using both hierarchical and partitional clustering algorithm. The quality of the obtained results is assessed by means of several indices

GRASS GIS for the distinction of vegetation from buildings using LiDAR altimetric data

La tecnología LiDAR (Light Detection and Ranging), basada en el escaneado del territorio por un telémetro láser aerotransportado, permite la construcción de Modelos Digitales de Superficie (DSM) mediante una simple interpolación, así como de Modelos Digitales del Terreno (DTM) mediante la identificación y eliminación de los objetos existentes en el terreno (edificios, puentes o árboles). El Laboratorio de Geomática del Politécnico de Milán – Campus de Como- desarrolló un algoritmo de filtrado de datos LiDAR basado en la interpolación con splines bilineares y bicúbicas con una regularización de Tychonov en una aproximación de mínimos cuadrados. Sin embargo, en muchos casos son todavía necesarios modelos más refinados y complejos en los cuales se hace obligatorio la diferenciación entre edificios y vegetación. Este puede ser el caso de algunos modelos de prevención de riesgos hidrológicos, donde la vegetación no es necesaria; o la modelización tridimensional de centros urbanos, donde la vegetación es factor problemático. (...)

Los usos políticos del lenguaje y el problema del discurso de género: caso la despenalización del aborto en Colombia

Este trabajo se centra en el análisis del discurso político y desde allí analiza la problemática que tiene el aborto en Colombia, con la intencionalidad de permitir a las mujeres decidir sobre su cuerpo sin que sean notablemente estigmatizadas y penalizadas por llevar a cabo una práctica que desde ciertos puntos de vista debe ser permitida para respetar los derechos de las mujeres. En ese sentido, la despenalización del aborto en Colombia se permite en tres casos específicos, por violación, peligro para la vida de la mujer o malformaciones en el feto; bajo estas premisas que han pasado por una evolución discursiva, que no sólo ha afectado a las mujeres, sino a la sociedad, ya que el problema se ha acrecentado y se ha convertido también, en un problema de salud pública. Es así, que desde autores como Bourdieu, Butler y Austin, se crean actos de palabra que desprenden el cuerpo de su lenguaje, crea fuerza en él y permiten acciones que aumenten el posicionamiento de las mujeres en la lucha reivindicatoria que les permita decidir qué hacer con su cuerpo.

Percentiles de grasa corporal por bioimpedancia eléctrica en niños y adolescentes de Bogotá, Colombia: Estudio FUPRECOL

Objetivo: Recientemente, se han propuesto varios dispositivos de impedancia bioeléctrica (BIA) para la estimación rápida de la grasa corporal. Sin embargo, no han sido publicadas referencias de grasa corporal para niños y adolescentes en población Colombiana. El objetivo de este estudio fue establecer percentiles de grasa corporal por BIA en niños y adolescentes de Bogotá, Colombia de entre 9 y 17.9 años, pertenecientes al estudio FUPRECOL. Métodos: Estudio descriptivo y transversal, realizado en 2.526 niños y 3.324 adolescentes de entre 9 y 17.9 años de edad, pertenecientes a instituciones educativas oficiales de Bogotá, Colombia. El porcentaje de grasa corporal fue medido con Tanita® Analizador de Composición Corporal (Modelo BF-689), según edad y sexo. Se tomaron medidas de peso, talla, circunferencia de cintura, circunferencia de cadera y estado de maduración sexual por auto-reporte. Se calcularon los percentiles (P3, P10, P25, P50, P75, P90 y P97) y curvas centiles por el método LMS según sexo y edad y se realizó una comparación entre los valores de la CC observados con estándares internacionales. Resultados: Se presentan valores de porcentaje de grasa corporal y las curvas de percentiles. En la mayoría de los grupos etáreos la grasa corporal de las chicas fue mayor a la de los chicos. Sujetos cuyo porcentaje de grasa corporal estaba por encima del percentil 90 de la distribución estándar normal se consideró que tenían un elevado riesgo cardiovascular (chicos desde 23,4-28,3 y chicas desde 31,0-34,1). En general, nuestros porcentajes de grasa corporal fueron inferiores a los valores de Turquía, Alemania, Grecia, España y Reino Unido. Conclusiones: Se presentan percentiles del porcentaje de grasa por BIA según edad y sexo que podrán ser usados de referencia en la evaluación del estado nutricional y en la predicción del riesgo cardiovascular desde edades tempranas.

Percentiles de circunferencia de cintura en escolares de Bogotá, Colombia Estudio FUPRECOL

Objetivo: Determinar la distribución por percentiles de la circunferencia de cintura en una población escolar de Bogotá, Colombia, pertenecientes al estudio FUPRECOL. Métodos: Estudio transversal, realizado en 3.005 niños y 2.916 adolescentes de entre 9 y 17,9 años de edad, de Bogotá, Colombia. Se tomaron medidas de peso, talla, circunferencia de cintura, circunferencia de cadera y estado de maduración sexual por auto-reporte. Se calcularon los percentiles (P3, P10, P25, P50, P75, P90 y P97) y curvas centiles según sexo y edad. Se realizó una comparación entre los valores de la circunferencia de cintura observados con estándares internacionales. Resultados: De la población general (n=5.921), el 57,0% eran chicas (promedio de edad 12,7±2,3 años). En la mayoría de los grupos etáreos la circunferencia de cintura de las chicas fue inferior a la de los chicos. El aumento entre el P50-P97 de la circunferencia de cintura , por edad, fue mínimo de 15,7 cm en chicos de 9-9.9 años y de 16,0 cm en las chicas de 11-11.9 años. Al comparar los resultados de este estudio, por grupos de edad y sexo, con trabajos internacionales de niños y adolescentes, el P50 fue inferior al reportado en Perú e Inglaterra a excepción de los trabajos de la India, Venezuela (Mérida), Estados Unidos y España. Conclusiones: Se presentan percentiles de la circunferencia de cintura según edad y sexo que podrán ser usados de referencia en la evaluación del estado nutricional y en la predicción del riesgo cardiovascular desde edades tempranas.

¿Complicamos demasiado las cosas en los contratos financieros internacionales? (Tema Central)

Este es un momento de gran agitación dentro de los mercados de crédito. Durante los últimos seis meses, decenas de billones de dólares de inversiones en papeles o instrumentos de deuda han tenido que ser castigados. Poderosas instituciones financieras han caído. Algunas de ellas se han visto obligadas a vender importantes porciones de su participación accionarial a inversionistas no convencionales con el fin de mantener los porcentajes mínimos de capital requerido.

Phylogeographic analysis of the chloroplast DNA variation in wild common bean (Phaseolus vulgaris L.) in the Americas

The wild common bean (Phaseolus vulgaris) is widely but discontinuously distributed from northern Mexico to northern Argentina on both sides of the Isthmus of Panama. Little is known on how the species has reached its current disjunct distribution. In this research, chloroplast DNA polymorphisms in seven non-coding regions were used to study the history of migration of wild P. vulgaris between Mesoamerica and South America. A penalized likelihood analysis was applied to previously published Leguminosae ITS data to estimate divergence times between P. vulgaris and its sister taxa from Mesoamerica, and divergence times of populations within P. vulgaris. Fourteen chloroplast haplotypes were identified by PCR-RFLP and their geographical associations were studied by means of a Nested Clade Analysis and Mantel Tests. The results suggest that the haplotypes are not randomly distributed but occupy discrete parts of the geographic range of the species. The current distribution of haplotypes may be explained by isolation by distance and by at least two migration events between Mesoamerica and South America: one from Mesoamerica to South America and another one from northern South America to Mesoamerica. Age estimates place the divergence of P. vulgaris from its sister taxa from Mesoamerica at or before 1.3 Ma, and divergence of populations from Ecuador-northern Peru at or before 0.6 Ma. As these ages are taken as minimum divergence times, the influence of past events, such as the closure of the Isthmus of Panama and the final uplift of the Andes, on the migration history and population structure of this species cannot be disregarded.

A hierarchical Bayesian model for predicting the functional consequences of amino-acid polymorphisms

Genetic polymorphisms in deoxyribonucleic acid coding regions may have a phenotypic effect on the carrier, e.g. by influencing susceptibility to disease. Detection of deleterious mutations via association studies is hampered by the large number of candidate sites; therefore methods are needed to narrow down the search to the most promising sites. For this, a possible approach is to use structural and sequence-based information of the encoded protein to predict whether a mutation at a particular site is likely to disrupt the functionality of the protein itself. We propose a hierarchical Bayesian multivariate adaptive regression spline (BMARS) model for supervised learning in this context and assess its predictive performance by using data from mutagenesis experiments on lac repressor and lysozyme proteins. In these experiments, about 12 amino-acid substitutions were performed at each native amino-acid position and the effect on protein functionality was assessed. The training data thus consist of repeated observations at each position, which the hierarchical framework is needed to account for. The model is trained on the lac repressor data and tested on the lysozyme mutations and vice versa. In particular, we show that the hierarchical BMARS model, by allowing for the clustered nature of the data, yields lower out-of-sample misclassification rates compared with both a BMARS and a frequen-tist MARS model, a support vector machine classifier and an optimally pruned classification tree.

Elusive relationships within order fabales: phylogenetic analyses using matK and rbcL sequence data

The order Fabales, including Leguminosae, Polygalaceae, Quillajaceae and Surianaceae, represents a novel hypothesis emerging from angiosperm molecular phylogenies. Despite good support for the order, molecular studies to date have suggested contradictory, poorly supported interfamilial relationships. Our reappraisal of relationships within Fabales addresses past taxon sampling deficiencies, and employs parsimony and Bayesian approaches using sequences from the plastid regions rbcL (166 spp.) and matK (78 spp.). Five alternative hypotheses for interfamilial relationships within Fabales were recovered. The Shimodaira-Hasegawa test found the likelihood of a resolved topology significantly higher than the one calculated for a polytomy, but did not favour any of the alternative hypotheses of relationship within Fabales. In the light of the morphological evidence available and the comparative behavior of rbcL and matK, the topology recovering Polygalaceae as sister to the rest of the order Fabales with Leguminosae more closely related to Quillajaceae + Surianaceae, is considered the most likely hypothesis of interfamilial relationships of the order. Dating of selected crown clades in the Fabales phylogeny using penalized likelihood suggests rapid radiation of the Leguminosae, Polygalaceae, and (Quillajaceae + Surianaceae) crown clades.