Automatic classification of breast density

A recent trend in digital mammography is computer-aided diagnosis systems, which are computerised tools designed to assist radiologists. Most of these systems are used for the automatic detection of abnormalities. However, recent studies have shown that their sensitivity is significantly decreased as the density of the breast increases. This dependence is method specific. In this paper we propose a new approach to the classification of mammographic images according to their breast parenchymal density. Our classification uses information extracted from segmentation results and is based on the underlying breast tissue texture. Classification performance was based on a large set of digitised mammograms. Evaluation involves different classifiers and uses a leave-one-out methodology. Results demonstrate the feasibility of estimating breast density using image processing and analysis techniques

Caracterització i diagnosi de masses en imatges de mamografia

Els objectius del projecte es divideixen en tres blocs: Primerament, realitzar unasegmentació automàtica del contorn d'una imatge on hi ha una massa central. Tot seguit, a partir del contorn trobat, caracteritzar la massa. I finalment, utilitzant les característiques anteriors classificar la massa en benigne o maligne. En el projecte s'utilitza el Matlab com a eina de programació. Concretament les funcions enfocades al processat de imatges del toolbox de Image processing (propi de Matlab) i els classificadors de la PRTools de la Delft University of Technology

Funcionalització regioselectiva d'una cetona amb metal·lacarborans polianiònics

L’ús de metal·lacarborans en la síntesi de compostos polianiònics amb un alt contingut en bor i amb bons rendiments és un tema d’alt interès i estudi al grup de Síntesi Inorgànica i Catàlisi de l’ICMAB. Els metal·lacarborans presenten diverses aplicacions innovadores com la BNCT (Boron Neutron Capture Therapy),1 tractament d’aigües residuals,2 activitats catalítiques3 i com a agents dopants de membranes polimèriques conductores.4 Amb la perspectiva d’emprar clústers de bor per materials moleculars funcionalitzats, hem iniciat una investigació que busca la síntesi de productes híbrids amb múltiples elements electroactius (metal·lacarborans) i el grup funcional carbonil, que gràcies a la seva reactivitat coneguda ens permetrà aplicar les molècules sintetitzades a futures reaccions i aplicacions. Una de les condicions inicials plantejades en aquesta investigació és l’ús de productes químics assequibles i de gran disponibilitat, per tal de poder assegurar l’obtenció de precursors per a futures aplicacions amb bons rendiments i ràpids de sintetitzar. Per assolir aquest objectiu es van iniciar les investigacions amb la cetona més simple coneguda, l’acetona (CH3-CO-CH3) (pKa = 19.3) com a producte de partida. A partir de la reacció d’aquesta amb una base forta no nucleòfila es genera CH3-COCH2 (-). Si s’aconsegueix prevenir o minimitzar la reacció d’addició aldòlica, l’anió CH3- CO-CH2 (-) pot atacar nucleofílicament al carboni contigu al catió oxoni5 de la molècula de cobaltabisdicarballur dioxanat (cosà dioxanat), [3,3’-Co(8-(OCH2CH2)2-1,2- C2B9H10)(1’,2’-C2B9H11)], generant un derivat del cosà dioxanat que conté un grup carbonil. Aquest procediment pot ser repetit per introduir diverses unitats de metal·lacarborans (cosà, fesà, etc.), tot i que aquest procés presenta una gran dispersió de subproductes, fet que fa baixar el rendiment global i li resta interès. Un procediment molt més efectiu i que dóna un control de la regioselectivitat molt major dels centres electroactius incorporats és la síntesi acetoacètica (pKa H intercarbonílic = 10.7). Múltiples molècules homo i hetero polianiòniques amb metal·lacarborans han estat sintetitzades amb èxit en aquest treball, amb un control regioselectiu molt precís mitjançant aquest mètode sintètic, i caracteritzades per mètodes electroquímics.

Desarrollo de un método para acoplar arenos a metalacarboranos

El uso de metalacarboranos en la síntesis de compuestos aril-cobaltobis(dicarballuro) ha despertado un nuevo tema de interés y de estudio en el grupo de Síntesi Inorgànica i Catàlisi del ICMAB-CSIC. Los metalacarboranos presentan diversas aplicaciones innovadoras como la BNCT (Boron Neutron Capture Therapy), el tratamiento de aguas residuales, actividades catalíticas, como agentes dopantes en membranas poliméricas conductoras, y como integrantes en sensores potenciométricos, entre otros. El principal objetivo de este trabajo de investigación ha consistido en desarrollar un método de acoplamiento B–C sobre el anión sándwich [3,3’-Co-(1,2-C2B9H11)2]- para la formación de nuevos derivados aril-cobalto-bis(dicarballuro); éstos se han sintetizado por su posible capacidad fotoactiva. Este acoplamiento transcurre mediante una reacción de sustitución electrófila aromática (SEAr) sobre el anillo aromático o desde la óptica del metalacarborano, mediante una sustitución nucleófila inducida electrofilicamente (EINS). Dicha reacción requiere el uso de un ácido de Lewis como catalizador. El hecho que se haya utilizado AlCl3 como catalizador, hace que la reacción que se desarrolla en este trabajo recuerde de alguna manera a una reacción de Friedel-Crafts, pese a que la reacción está dirigida a la formación de un enlace B–C mediado por un ácido de Lewis. El principal problema de las reacciones de Friedel-Crafts es la elevada cantidad de areno que se precisa para llevar a cabo la reacción, debido a que el disolvente empleado puede actuar como fuente de electrófilos. El procedimiento empleado en nuestro caso utiliza el mesitileno como disolvente, el cual posee un gran impedimento estérico y un alto punto de ebullición. De esta manera, se puede realizar esta reacción utilizando entre 1.5 y 10 equivalentes de areno respecto al cobalto-bis(dicarballuro) sin que el disolvente actúe como reactivo. Se han estudiado y optimizado las condiciones experimentales para que el método sintético que genera el enlace B–C sea lo más universal posible para cualquier tipo de anillo aromático. Se han probado una gran diversidad de anillos aromáticos, desde anillos aromáticos fuertemente activados a los más desactivados, así como anillos aromáticos heterocíclicos. Finalmente, las condiciones de síntesis extraídas de este estudio son muy satisfactorias para los anillos activados probados y para los anillos débilmente desactivados. En cambio, para los arenos fuertemente desactivados, los rendimientos de la reacción han sido bajos. Por otro lado, las pruebas realizadas sobre los anillos heterocíclicos no han sido exitosas y no se ha producido el acoplamiento B–C.

A Novel Breast Tissue Density Classification Methodology

It has been shown that the accuracy of mammographic abnormality detection methods is strongly dependent on the breast tissue characteristics, where a dense breast drastically reduces detection sensitivity. In addition, breast tissue density is widely accepted to be an important risk indicator for the development of breast cancer. Here, we describe the development of an automatic breast tissue classification methodology, which can be summarized in a number of distinct steps: 1) the segmentation of the breast area into fatty versus dense mammographic tissue; 2) the extraction of morphological and texture features from the segmented breast areas; and 3) the use of a Bayesian combination of a number of classifiers. The evaluation, based on a large number of cases from two different mammographic data sets, shows a strong correlation ( and 0.67 for the two data sets) between automatic and expert-based Breast Imaging Reporting and Data System mammographic density assessment

Munchausen's syndrome simulating reflex sympathetic dystrophy

A 15 year old girl who had pain, oedema of her left hand, and fever of four months' duration is described. Marked demineralisation of her hand was shown by radiography, and increased articular uptake by technetium-99m bone scan. All these changes were indistinguishable from reflex sympathetic dystrophy. After two admissions to hospital and multiple explorations we discovered that she had induced her symptoms herself and a diagnosis of Munchausen's syndrome was made. As far as we know this presentation has not been previously reported and might help to explain the physiopathology of some signs of reflex sympathetic dystrophy.

Cation distribution and magnetization of BaFe12-2xCoxSnxO19 (x=0.9,1.28) single crystals

The distribution of Sn4+ cations within the five crystallographic sites of the magnetoplumbite (M) ‐like compound BaFe12−2xCoxSnxO19 has been analyzed using single‐crystal x‐ray‐diffraction data. The species Fe3+ and Co2+ cannot be distinguished using x rays because of their very similar atomic numbers; however, the calculation of the apparent valencies for the different sites allows an insight into the Co2+ cation segregation. The use of previous data from neutron powder diffraction allows a precise picture of the cation distribution, which indicates a pronounced site selectivity for both Sn4+ and Co2+ cations. The Sn4+ cations prefer the 4f2 sites and to a much lower extent the 12k sites, while they do not enter the octahedral 2a sites at all. Co2+ cations are distributed among tetrahedral and octahedral sites displaying a clear preference for the tetrahedral 4f1 sites. Magnetic measurements indicate that the compound still exhibits uniaxial anisotropy with the easy direction parallel to the c axis. Nevertheless, the magnetic structure shows a considerable degree of noncolinearity. A strong reduction of the magnetic anisotropy regarding that of the undoped compound is also detected.

Lattice-dynamical study of the premartensitic state of the Cu-Al-Be alloys

Neutron-scattering techniques have been used to study the premartensitic state of a family of Cu-Al-Be alloys, which transform from the bcc phase to an 18R martensitic structure. We find that the phonon modes of the TA2[110] branch have very low energies with anomalous temperature dependence. A slight anomaly at q=2/3 was observed; this anomaly, however, does not change significantly with temperature. No elastic peaks, related to the martensite structure, were found in the premartensitic state of these alloys. The results are compared with measurements, performed under the same instrumental conditions, on two Cu-Al-Ni and a Cu-Zn-Al martensitic alloy.

Elastic constants of bcc Cu-Al-Ni alloys

We have measured the adiabatic elastic constants of two Cu-Al-Ni martensitic alloys using ultrasonic methods and we have compared the results to recent neutron-scattering experiments. It is shown that the elastic behavior of Cu-Al-Ni alloys follows the same trends exhibited by other Cu-based alloys; in particular, the TA2 long-wavelength acoustic modes are softer than all other modes.

Vibrational behaviour of bcc Cu-based shape memory alloys close to the martensitic transition

Experimental data from ultrasonic and inelastic neutron scattering measurements are analyzed for different families of Cu-based shape-memory alloys. It is shown that the transition occurs at a value, independent of composition and alloy family, of the ratio between the elastic constants associated with the two shears necessary to accomplish the lattice distortion from the bcc to the close-packed structure. The zone boundary frequency of the TA2[110] branch evaluated at the transition point (TM), weakly depends, for each family, on composition. A linear relationship between this frequency and the inverse of the elastic constant C', both quantities evaluated at TM, has been found, in agreement with the prediction of a Landau model proposed for martensitic transformations.

Magnetic superelasticity and inverse magnetocaloric effect in Ni-Mn-In

Applying a magnetic field to a ferromagnetic Ni50Mn34In16 alloy in the martensitic state induces a structural phase transition to the austenitic state. This is accompanied by a strain which recovers on removing the magnetic field, giving the system a magnetically superelastic character. A further property of this alloy is that it also shows the inverse magnetocaloric effect. The magnetic superelasticity and the inverse magnetocaloric effect in Ni-Mn-In and their association with the first-order structural transition are studied by magnetization, strain, and neutron-diffraction studies under magnetic field.

Pauli distorted double folded potential

The enhancement in the production of even-Z nuclei observed in nuclear fission has also been observed in fragments produced from heavy ion collsions. Beams of 40Ar, 40Cl, and 40Ca at 25 MeV/nucleon were impinged on 58Fe and 58Ni targets. The resulting fragments were detected using the MSU 4pi detector array, which had additional silicon detectors for better isotopic resolution. Comparison of the ratios of yields for each element showed enhancement of even-Z fragment production. The enhancement was more pronounced for reactions with a greater difference in the N/Z of the compound system. However, this effect was less for systems that were more neutron rich. The average N/Z for fragments also displayed an odd-even effect with a lower average N/Z for the even-Z fragments. This is related to the greater availability of neutron-poor isotopes for even-Z nuclei

Hypernuclear structure with the new Nijmegen potentials

Information on level density for nuclei with mass numbers A?20250 is deduced from discrete low-lying levels and neutron resonance data. The odd-mass nuclei exhibit in general 47 times the level density found for their neighboring even-even nuclei at the same excitation energy. This excess corresponds to an entropy of ?1.7kB for the odd particle. The value is approximately constant for all midshell nuclei and for all ground state spins. For these nuclei it is argued that the entropy scales with the number of particles not coupled in Cooper pairs. A simple model based on the canonical ensemble theory accounts qualitatively for the observed properties.

Superheavy nuclei in relativistic effective Lagrangian model

Isotopic and isotonic chains of superheavy nuclei are analyzed to search for spherical double shell closures beyond Z=82 and N=126 within the new effective field theory model of Furnstahl, Serot, and Tang for the relativistic nuclear many-body problem. We take into account several indicators to identify the occurrence of possible shell closures, such as two-nucleon separation energies, two-nucleon shell gaps, average pairing gaps, and the shell correction energy. The effective Lagrangian model predicts N=172 and Z=120 and N=258 and Z=120 as spherical doubly magic superheavy nuclei, whereas N=184 and Z=114 show some magic character depending on the parameter set. The magicity of a particular neutron (proton) number in the analyzed mass region is found to depend on the number of protons (neutrons) present in the nucleus.

Nuclear incompressibility in the quasilocal density functional theory

We explore the ability of the recently established quasilocal density functional theory for describing the isoscalar giant monopole resonance. Within this theory we use the scaling approach and perform constrained calculations for obtaining the cubic and inverse energy weighted moments (sum rules) of the RPA strength. The meaning of the sum rule approach in this case is discussed. Numerical calculations are carried out using Gogny forces and an excellent agreement is found with HF+RPA results previously reported in literature. The nuclear matter compression modulus predicted in our model lies in the range 210230 MeV which agrees with earlier findings. The information provided by the sum rule approach in the case of nuclei near the neutron drip line is also discussed.