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A large amount of digital image material is routinely captured during esophagogastroduodenoscopies but, for the most part, is not used for confirming the diagnosis process of celiac disease which is primarily based on histological examination of biopsies. Recently, considerable effort has been undertaken to make use of image material by developing semi- or fully-automated systems to improve the diagnostic workup. Recently, focus was especially laid on developing state-of-the-art deep learning architectures, exploiting the endoscopist's expert knowledge and on making systems fully automated and thereby completely observer independent. In this work, we summarize recent trends in the field of computer-aided celiac disease diagnosis based on upper endoscopy and discuss about recent progress, remaining challenges, limitations currently prohibiting a deployment in clinical practice and future efforts to tackle them.
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Enfermedad Celíaca/diagnóstico por imagen , Aprendizaje Profundo , Diagnóstico por Computador/métodos , Endoscopía , Procesamiento de Imagen Asistido por Computador/métodos , Algoritmos , Automatización , Biopsia , Toma de Decisiones , Duodeno/diagnóstico por imagen , Gastroscopía , Humanos , Interpretación de Imagen Asistida por Computador/métodos , Aprendizaje Automático , Redes Neurales de la Computación , Variaciones Dependientes del Observador , Reconocimiento de Normas Patrones AutomatizadasRESUMEN
Vascular cell adhesion molecule-1 (VCAM-1) is strongly upregulated in hearts of mice with coxsackie virus-induced as well as in patients with viral infection-triggered dilated cardiomyopathy. Nevertheless, the role of its soluble form as a biomarker in inflammatory heart diseases remains unclear. Therefore, we investigated whether plasma levels of soluble VCAM-1 (sVCAM-1) directly correlated with disease activity and progression of cardiac dysfunction in the mouse model of experimental autoimmune myocarditis (EAM). EAM was induced by immunization of BALB/c mice with heart-specific myosin-alpha heavy chain peptide together with complete Freund`s adjuvant. ELISA revealed strong expression of cardiac VCAM-1 (cVCAM-1) throughout the course of EAM in immunized mice compared to control animals. Furthermore, sVCAM-1 was elevated in the plasma of immunized compared to control mice at acute and chronic stages of the disease. sVCAM-1 did not correlate with the degree of acute cardiac inflammation analyzed by histology or cardiac cytokine expression investigated by ELISA. Nevertheless, heart to body weight ratio correlated significantly with sVCAM-1 at chronic stages of EAM. Cardiac systolic dysfunction studied with positron emission tomography indicated a weak relationship with sVCAM-1 at the chronic stage of the disease. Our data provide evidence that plasma levels of sVCAM-1 are elevated throughout all stages of the disease but showed no strong correlation with the severity of EAM.
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Enfermedades Autoinmunes/diagnóstico , Biomarcadores/sangre , Modelos Animales de Enfermedad , Inflamación/diagnóstico , Miocarditis/diagnóstico , Molécula 1 de Adhesión Celular Vascular/sangre , Animales , Enfermedades Autoinmunes/sangre , Enfermedades Autoinmunes/inmunología , Citocinas/metabolismo , Inmunización , Inflamación/sangre , Inflamación/inmunología , Masculino , Ratones , Ratones Endogámicos BALB C , Miocarditis/sangre , Miocarditis/inmunologíaRESUMEN
Passive grain boundaries (GBs) are essential for polycrystalline solar cells to reach high efficiency. However, the GBs in Cu2ZnSn(S,Se)4 have less favorable defect chemistry compared to CuInGaSe2. Here, using scanning probe microscopy we show that lithium doping of Cu2ZnSn(S,Se)4 changes the polarity of the electric field at the GB such that minority carrier electrons are repelled from the GB. Solar cells with lithium-doping show improved performance and yield a new efficiency record of 11.8% for hydrazine-free solution-processed Cu2ZnSn(S,Se)4. We propose that lithium competes for copper vacancies (forming benign isoelectronic LiCu defects) decreasing the concentration of ZnCu donors and competes for zinc vacancies (forming a LiZn acceptor that is likely shallower than CuZn). Both phenomena may explain the order of magnitude increase in conductivity. Further, the effects of lithium doping reported here establish that extrinsic species are able to alter the nanoscale electric fields near the GBs in Cu2ZnSn(S,Se)4. This will be essential for this low-cost Earth abundant element semiconductor to achieve efficiencies that compete with CuInGaSe2 and CdTe.
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Due to the optics used in endoscopes, a typical degradation observed in endoscopic images are barrel-type distortions. In this work we investigate the impact of methods used to correct such distortions in images on the classification accuracy in the context of automated celiac disease classification. For this purpose we compare various different distortion correction methods and apply them to endoscopic images, which are subsequently classified. Since the interpolation used in such methods is also assumed to have an influence on the resulting classification accuracies, we also investigate different interpolation methods and their impact on the classification performance. In order to be able to make solid statements about the benefit of distortion correction we use various different feature extraction methods used to obtain features for the classification. Our experiments show that it is not possible to make a clear statement about the usefulness of distortion correction methods in the context of an automated diagnosis of celiac disease. This is mainly due to the fact that an eventual benefit of distortion correction highly depends on the feature extraction method used for the classification.
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Automatización , Enfermedad Celíaca/clasificación , Enfermedad Celíaca/diagnóstico , HumanosRESUMEN
A novel approach to the design of a semantic, low-dimensional, encoding for endoscopic imagery is proposed. This encoding is based on recent advances in scene recognition, where semantic modeling of image content has gained considerable attention over the last decade. While the semantics of scenes are mainly comprised of environmental concepts such as vegetation, mountains or sky, the semantics of endoscopic imagery are medically relevant visual elements, such as polyps, special surface patterns, or vascular structures. The proposed semantic encoding differs from the representations commonly used in endoscopic image analysis (for medical decision support) in that it establishes a semantic space, where each coordinate axis has a clear human interpretation. It is also shown to establish a connection to Riemannian geometry, which enables principled solutions to a number of problems that arise in both physician training and clinical practice. This connection is exploited by leveraging results from information geometry to solve problems such as (1) recognition of important semantic concepts, (2) semantically-focused image browsing, and (3) estimation of the average-case semantic encoding for a collection of images that share a medically relevant visual detail. The approach can provide physicians with an easily interpretable, semantic encoding of visual content, upon which further decisions, or operations, can be naturally carried out. This is contrary to the prevalent practice in endoscopic image analysis for medical decision support, where image content is primarily captured by discriminative, high-dimensional, appearance features, which possess discriminative power but lack human interpretability.
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Algoritmos , Inteligencia Artificial , Endoscopía/métodos , Interpretación de Imagen Asistida por Computador/métodos , Imagenología Tridimensional/métodos , Reconocimiento de Normas Patrones Automatizadas/métodos , Humanos , Aumento de la Imagen/métodos , Reproducibilidad de los Resultados , Sensibilidad y EspecificidadRESUMEN
In this work we propose a method to extract shape-based features from endoscopic images for an automated classification of colonic polyps. This method is based on the density of pits as used in the pit pattern classification scheme which is commonly used for the classification of colonic polyps. For the detection of pits we employ a noise-robust variant of the LBP operator. To be able to be robust against local texture variations we extend this operator by an adaptive thresholding. Based on the detected pit candidates we compute a Delaunay triangulation and use the edge lengths of the resulting triangles to construct histograms. These are then used in conjunction with the k-NN classifier to classify images. We show that, compared to a previously developed method, we are not only able to almost always get higher classification results in our application scenario, but that the proposed method is also able to significantly outperform the previously developed method in terms of the computational demand.
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Pólipos del Colon/diagnóstico , Colonoscopía/métodos , Anciano , Algoritmos , Automatización , Pólipos del Colon/patología , Simulación por Computador , Endoscopios , Endoscopía/métodos , Humanos , Procesamiento de Imagen Asistido por Computador/métodos , Informática Médica , Persona de Mediana Edad , Modelos Estadísticos , Distribución Normal , Reconocimiento de Normas Patrones Automatizadas/métodos , Pólipos , Reproducibilidad de los ResultadosRESUMEN
In this work we propose a novel method to describe local texture properties within color images with the aim of automated classification of endoscopic images. In contrast to comparable Local Binary Patterns operator approaches, where the respective texture operator is almost always applied to each color channel separately, we construct a color vector field from an image. Based on this field the proposed operator computes the similarity between neighboring pixels. The resulting image descriptor is a compact 1D-histogram which we use for a classification using the k-nearest neighbors classifier. To show the usability of this operator we use it to classify magnification-endoscopic images according to the pit pattern classification scheme. Apart from that, we also show that compared to previously proposed operators we are not only able to get competitive classification results in our application scenario, but that the proposed operator is also able to outperform the other methods either in terms of speed, feature compactness, or both.
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Algoritmos , Pólipos del Colon/patología , Color , Colorimetría/métodos , Endoscopía Gastrointestinal/métodos , Interpretación de Imagen Asistida por Computador/métodos , Reconocimiento de Normas Patrones Automatizadas/métodos , Inteligencia Artificial , Humanos , Aumento de la Imagen/métodos , Reproducibilidad de los Resultados , Sensibilidad y EspecificidadRESUMEN
A series of five alumina-supported palladium catalysts have previously been prepared and characterised by a combination of CO chemisorption and infrared spectroscopy. The reactive attributes of these catalysts are examined using the hydrogenation of crotonaldehyde as a test reaction, using a modified infrared gas cell as a batch reactor. Periodic scanning of the infrared spectrum of the gaseous phase present over the Pd/Al(2)O(3) catalysts was used to construct reaction profiles. Four of the catalysts were able to facilitate a 2-stage hydrogenation process (crotonaldehyde â butanal â butanol), whilst one catalyst was totally selective for the first stage hydrogenation process (crotonaldehyde â butanal). Rate coefficients for the first and second stage hydrogenation processes are normalised to the number of surface palladium atoms for the particular catalyst. Correlation of these kinetic parameters as a function of mean particle size indicates the first stage process to be structure insensitive, whilst the second stage hydrogenation is structure sensitive. Chlorine residues associated with the preparative process of one of the catalysts is seen to selectively poison the second stage hydrogenation process for that catalyst. Structure/activity relationships are considered to explain the observed trends.
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Automated classification of duodenal texture patches with histological ground truth in case of pediatric celiac disease is proposed. The classical focus of classification in this context is a two-class problem: mucosa affected by celiac disease and unaffected duodenal tissue. We extend this focus and apply classification according to a modified Marsh scheme into four classes. In addition to other techniques used previously for classification of endoscopic imagery, we apply local binary pattern (LBP) operators and propose two new operator types, one of which adapts to the different properties of wavelet transform subbands. The achieved results are promising in that operators based on LBP turn out to achieve better results compared to many other texture classification techniques as used in earlier work. Specifically, the proposed wavelet-based LBP scheme achieved the best overall accuracy of all feature extraction techniques considered in the two-class case and was among the best in the four-class scheme. Results also show that a classification into four classes is feasible in principle however when compared to the two-class case we note that there is still room for improvement due to various reasons discussed.
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Enfermedad Celíaca/clasificación , Enfermedad Celíaca/patología , Diagnóstico por Computador/métodos , Procesamiento de Imagen Asistido por Computador/métodos , Algoritmos , Estudios de Casos y Controles , Niño , Bases de Datos Factuales , Endoscopía Gastrointestinal , Humanos , Mucosa Intestinal/patologíaRESUMEN
The Al(2)O(3)/Ni(3)Al(111) surface has been used as a template for the nucleation and growth of rhodium clusters using an organometallic precursor: Rh(CO)(2)(acac). When Rh(CO)(2)(acac) is deposited on the Al(2)O(3)/Ni(3)Al(111) surface, the molecule is observed to bind preferentially to specific sites associated with the film superstructure (known as the dot structure) and appears to be stable at temperatures up to 473 K at which point some sintering and aggregation processes begin. Annealing the sample to 673 K results in further sintering of the metal deposits as well as an apparent loss in the coverage of rhodium species possibly due to a combination of desorption and deligation. After annealing to 873 K the coverage of rhodium species decreases by about 50% with respect to the initial deposited coverage. Our results suggest that using an organometallic precursor rather than metal atoms to form deposited metal particles on oxide substrates may result in increased resistance to sintering processes.
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OBJECTIVES: Our aim was to estimate the number of non-satisfied instutionalization requests for inpatients and to describe the strategies elaborated to compensate for the waiting time. METHODS: This prospective follow-up study concerning all requests for institution admission for inpatients aged 75 years or older hospitalized in acute care and rehabilitation wards. Descriptive data were gathered throughout the social support process conducted during the hospitalization. A three months follow-up was conducted. RESULTS: Among 5200 hospitalizations, a social support process was initiated for 270 patients aged 75 years and over. Two thirds of the sample were women (n=163). Mean age was 82 years. Fifty-two percent of the subjects met the criteria for iso-resource grades (IRG) 1 to 2 and 90% in IRG 1 to 4. The mean length of hospitalized stay (MLOS) was 56.8+/-10.2 days; the MLOS of unjustified stay of 23.5+/-5.6 (n=222). The average time before the social worker was informed of the patient's situation was 13.6+/-2.0 days; in addition, the time required to establish the administrative documents necessary for initiation of the social support progress was 15.0+/-1.8. The principal reasons for social support were physical dependence (77%), mental dependence (60%), insufficient family support (36%) and/or disease progression (21%). At three months, 104 patients were institutionalized, 128 were still on institution waiting list (in hospital: 48%; at home: 16%) and 38 had died (14%). The estimated annual institutional deficit for disabled elderly people was 512 beds. CONCLUSION: In light of demographical perspectives, an overall re-organization of the geriatric network is absolutely necessary. A simple increase in the capacity to fulfil the institutional beds deficit would be insufficient.
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Personas con Discapacidad/estadística & datos numéricos , Unidades Hospitalarias , Admisión del Paciente/estadística & datos numéricos , Anciano , Anciano de 80 o más Años , Femenino , Francia , Humanos , Masculino , Estudios Prospectivos , Servicio Social , Listas de EsperaRESUMEN
We discuss computationally efficient techniques for confidential storage and transmission of medical image data. Two types of partial encryption techniques based on AES are proposed. The first encrypts a subset of bitplanes of plain image data whereas the second encrypts parts of the JPEG2000 bitstream. We find that encrypting between 20% and 50% of the visual data is sufficient to provide high confidentiality.
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Confidencialidad , Procesamiento de Imagen Asistido por Computador/métodos , Almacenamiento y Recuperación de la Información/métodos , HumanosRESUMEN
OBJECTIVE: Although the elimination half-life of most glucocorticoids is short, they are usually administered once daily, or even on alternate days. Our hypothesis was that this practice might compromise the immunosuppressive effect of those drugs during the second part of the administration interval. METHODS: Eight healthy male volunteers were randomly assigned to receive intravenous methylprednisolone either 32 mg in the morning, or 16 mg in the morning and 16 mg in the evening in a cross-over design. Methylprednisolone concentrations were determined in plasma by high-pressure liquid chromatography. The total number of CD3+ lymphocytes, and CD4+ and CD8+ T-cell subpopulations was measured in blood. The suppression of these cells was used as a surrogate parameter for the immunosuppressive response, and expressed as reduction of the area under the effect time curve (AUETC). Possible adverse effects on blood pressure, glucose, insulin, and endogenous cortisol levels were monitored. RESULTS: There were no significant differences in methylprednisolone half-life (2.2 +/- 0.4 h), clearance (575 +/- 113 mL/min), volume of distribution (106 +/- 22 l), concentration producing the half-maximum effect on CD4+ T-cells (1.5 +/- 0.7 ng/mL), and Hill-coefficient (1.2 +/- 0.1), after single or divided dose. However, the total 24 h effect area (AUETC) of lymphocytes, and mainly CD4+ T-cells was significantly more suppressed (P = 0.008) with the divided dosage regimen than after the single dose (8422 +/- 2163 vs. 11,545 +/- 3020 h cells/microL). The surrogate markers for adverse events were not different, except for cortisol. CONCLUSION: Within a 24-h interval, two dose fractions of methylprednisolone produce a stronger and more sustained immunosuppressive response than one single bolus dose.
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Glucocorticoides/farmacología , Glucocorticoides/farmacocinética , Terapia de Inmunosupresión , Metilprednisolona/farmacología , Adulto , Recuento de Linfocito CD4 , Esquema de Medicación , Glucocorticoides/administración & dosificación , Semivida , Humanos , Inyecciones Intravenosas , Masculino , Metilprednisolona/administración & dosificaciónRESUMEN
OBJECTIVE: To test the hypothesis that a prototype LED light curing unit, (LCU), a commercial LED LCU and a halogen LCU achieve similar cure depths, using two shades of a camphorquinone photoinitiated dental composite. To measure the LCUs' outputs and the frequency of the LED LCU's pulsed light, using a blue LED array as a photodetector. DESIGN: Cure depth and light output characterisation to compare the LCUs. SETTING: An in vitro laboratory study conducted in the UK. MATERIALS AND METHODS: The LCUs cured A2 and A4 composite shades. A penetrometer measured the depth of cure. Analysis was by one-way ANOVA, two-way univariate ANOVA and Fisher's LSD test with a 95% confidence interval. A power meter and spectrograph characterised the LCUs' emissions. A blue LED array measured the pulsed light frequency from an LED LCU. RESULTS: Statistically significant different LCU irradiances (119 mW/cm2 to 851 mW/cm2) and cure depths (3.90 mm SD +/- 0.08 to 6.68 mm SD +/- 0.07) were achieved. Composite shade affected cure depth. A blue LED array detected pulsed light at 12 Hz from the commercial LED LCU. CONCLUSIONS: The prototype LED LCU achieved a greater or equal depth of cure when compared with the commercial LCUs. LEDs may have a potential in dentistry for light detection as well as emission.
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Resinas Compuestas/efectos de la radiación , Equipo Dental , Tecnología Odontológica/instrumentación , Resinas Compuestas/química , Halógenos , Luz , Ensayo de Materiales , SemiconductoresRESUMEN
AIMS: To investigate the quality of heroin seized in Vienna between 1987 and 1995 and to examine whether there was a relationship between the quality of heroin and the rate of drug-related deaths. DESIGN: Reports of heroin seizure analysis and post-mortem reports of heroin-related deaths in Vienna from 1987 to 1995 were analysed. RESULTS: There were 386 seizures of heroin comprising a total weight of 25 640.12 g heroin. All the seizures were in the base form. All seizures also contained a diluent, mainly lactose. Additionally, in 95 seizures caffeine, in four seizures paracetamol and in three seizures metaqualon were detected. Of a total of 764 drug-related deaths 506 cases were classified as heroin-related deaths. In 336 cases other central nervous system-depressant drugs and/or alcohol could be detected in the blood in addition to morphine (polydrug heroin-related deaths). There was evidence of a trend towards greater polydrug involvement during the study period. The age of victims of polydrug heroin-related deaths remained unchanged over time while the age of victims of pure heroin-related deaths decreased significantly. The morphine concentration in the medulla oblongata in heroin-related deaths decreased significantly. Finally, there was no statistically significant relationship between the rate of heroin-related deaths per year and the diacetylmorphine concentration of heroin seizures in that year. CONCLUSION: The results did not substantiate the widely held belief that increases in heroin-related deaths could be explained by an increase in the quality of heroin.
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Contaminación de Medicamentos , Dependencia de Heroína/mortalidad , Heroína/química , Heroína/envenenamiento , Adolescente , Adulto , Austria/epidemiología , Femenino , Humanos , Masculino , Persona de Mediana Edad , Estudios Retrospectivos , Distribución por SexoRESUMEN
Selective Image Compression (SeLIC) is a compression technique where explicitly defined regions of interest (RoI) are compressed in a lossless way whereas image regions containing unimportant information are compressed in a lossy manner. Such techniques are of great interest in telemedicine or medical imaging applications with large storage requirements. In this paper we introduce and compare techniques with different functionalities. Moreover, we investigate the impact of using wavelet transforms and JPEG as underlying lossy compression algorithm.
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Sistemas de Información Radiológica , Telerradiología , Algoritmos , Gráficos por Computador , Humanos , Programas InformáticosRESUMEN
A xylanase has been found in the archaeon Thermococcus zilligii strain AN1 (DSM 2770), which grows optimally at 75 degrees C. The enzyme had a molecular mass of 95 kDa and a unique N-terminal sequence. It had activity against all five xylans tested and against xylose oligomers, but not against other carbohydrate polymers. The K(m) values found for xylans were typical of those found for bacterial xylanases. The pH optimum for activity was pH 6, and the enzyme half-life at 100 degrees C was 8 min. This is the first description of any archaeal hemicellulase.
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Glicósido Hidrolasas/química , Glicósido Hidrolasas/metabolismo , Thermococcus/enzimología , Secuencia de Aminoácidos , Cromatografía Líquida de Alta Presión , Cromatografía en Capa Delgada , Glicósido Hidrolasas/aislamiento & purificación , Calor , Espectrometría de Masas , Datos de Secuencia Molecular , Peso Molecular , Fragmentos de Péptidos/química , Especificidad por Sustrato , Thermococcus/crecimiento & desarrollo , Xilanos/aislamiento & purificación , Xilanos/metabolismoRESUMEN
Conversion of the three mapped threonine phosphorylation sites in the myosin II heavy chain tail to alanines results in a mutant (3XALA) in Dictyostelium discoideum, which displays constitutive myosin overassembly in the cytoskeleton and increased cortical tension. To assess the importance of myosin phosphorylation in cellular translocation and chemotaxis, 3XALA mutant cells have been analyzed by 2D and 3D computer-assisted methods in buffer, in a spatial gradient of cAMP, and after the rapid addition of cAMP. 3XALA cells crawling in buffer exhibit distinct abnormalities in cellular shape, the maintenance of polarity and the complexity of the pseudopod perimeter. 3XALA cells crawling in buffer also exhibit a decrease in directionality. In a spatial gradient of cAMP, the behavioral defects are accentuated. In a spatial gradient, 3XALA cells exhibit a repeating 1- to 2-min behavior cycle in which the shape of each cell changes abnormally from elongate to extremely wide with lateral, opposing pseudopods. At the end of each cycle, 3XALA cells turn 90 degrees into the left or right lateral pseudopod, resulting in a dramatic depression in chemotactic efficiency, even though 3XALA cells are chemotactically responsive to cAMP. These results demonstrate that the phosphorylation of myosin II heavy chain plays a critical role in the maintenance of cell shape and in persistent translocation in a spatial gradient of chemoattractant.