Modelling and Analysis of Recurrent Event Data with Multiple Causes

This thesis Entitled “modelling and analysis of recurrent event data with multiple causes.Survival data is a term used for describing data that measures the time to occurrence of an event.In survival studies, the time to occurrence of an event is generally referred to as lifetime.Recurrent event data are commonly encountered in longitudinal studies when individuals are followed to observe the repeated occurrences of certain events. In many practical situations, individuals under study are exposed to the failure due to more than one causes and the eventual failure can be attributed to exactly one of these causes.The proposed model was useful in real life situations to study the effect of covariates on recurrences of certain events due to different causes.In Chapter 3, an additive hazards model for gap time distributions of recurrent event data with multiple causes was introduced. The parameter estimation and asymptotic properties were discussed .In Chapter 4, a shared frailty model for the analysis of bivariate competing risks data was presented and the estimation procedures for shared gamma frailty model, without covariates and with covariates, using EM algorithm were discussed. In Chapter 6, two nonparametric estimators for bivariate survivor function of paired recurrent event data were developed. The asymptotic properties of the estimators were studied. The proposed estimators were applied to a real life data set. Simulation studies were carried out to find the efficiency of the proposed estimators.

MicroRNA–mRNA interaction network using TSK-type recurrent neural fuzzy network

MicroRNAs are short non-coding RNAs that can regulate gene expression during various crucial cell processes such as differentiation, proliferation and apoptosis. Changes in expression profiles of miRNA play an important role in the development of many cancers, including CRC. Therefore, the identification of cancer related miRNAs and their target genes are important for cancer biology research. In this paper, we applied TSK-type recurrent neural fuzzy network (TRNFN) to infer miRNA–mRNA association network from paired miRNA, mRNA expression profiles of CRC patients. We demonstrated that the method we proposed achieved good performance in recovering known experimentally verified miRNA–mRNA associations. Moreover, our approach proved successful in identifying 17 validated cancer miRNAs which are directly involved in the CRC related pathways. Targeting such miRNAs may help not only to prevent the recurrence of disease but also to control the growth of advanced metastatic tumors. Our regulatory modules provide valuable insights into the pathogenesis of cancer

Construction of recurrent fractal interpolation surfaces(RFISs) on rectangular grids

A recurrent iterated function system (RIFS) is a genaralization of an IFS and provides nonself-affine fractal sets which are closer to natural objects. In general, it's attractor is not a continuous surface in R3. A recurrent fractal interpolation surface (RFIS) is an attractor of RIFS which is a graph of bivariate continuous interpolation function. We introduce a general method of generating recurrent interpolation surface which are at- tractors of RIFSs about any data set on a grid.

Image compression predicated on recurrent iterated function systems

Recurrent iterated function systems (RIFSs) are improvements of iterated function systems (IFSs) using elements of the theory of Marcovian stochastic processes which can produce more natural looking images. We construct new RIFSs consisting substantially of a vertical contraction factor function and nonlinear transformations. These RIFSs are applied to image compression.

Using Recurrent Networks for Dimensionality Reduction

This report explores how recurrent neural networks can be exploited for learning high-dimensional mappings. Since recurrent networks are as powerful as Turing machines, an interesting question is how recurrent networks can be used to simplify the problem of learning from examples. The main problem with learning high-dimensional functions is the curse of dimensionality which roughly states that the number of examples needed to learn a function increases exponentially with input dimension. This thesis proposes a way of avoiding this problem by using a recurrent network to decompose a high-dimensional function into many lower dimensional functions connected in a feedback loop.

Exact Solution of the Nonlinear Dynamics of Recurrent Neural Mechanisms for Direction Selectivity

Different theoretical models have tried to investigate the feasibility of recurrent neural mechanisms for achieving direction selectivity in the visual cortex. The mathematical analysis of such models has been restricted so far to the case of purely linear networks. We present an exact analytical solution of the nonlinear dynamics of a class of direction selective recurrent neural models with threshold nonlinearity. Our mathematical analysis shows that such networks have form-stable stimulus-locked traveling pulse solutions that are appropriate for modeling the responses of direction selective cortical neurons. Our analysis shows also that the stability of such solutions can break down giving raise to a different class of solutions ("lurching activity waves") that are characterized by a specific spatio-temporal periodicity. These solutions cannot arise in models for direction selectivity with purely linear spatio-temporal filtering.

Análisis de polimorfismos genéticos del receptor beta-2 adrenérgico en pacientes pediátricos asmáticos y controles sanos en una muestra de la ciudad de Bogotá

El asma bronquial es una enfermedad inflamatoria crónica, se asocia a hiperrespuesta de la vía aérea, la cual lleva a episodios recurrentes de sibilancias, tos y disnea. La entidad se ha correlacionado con una gran variedad de genes involucrados en su fisiopatología, dentro de los cuales se encuentran genes localizados en el cromosoma 5 (5q23-31), como el del Receptor ß2 Adrenérgico (RB2A). En el presente trabajo se realizó una estimación de las frecuencias de los polimorfismos Arg16Gly, Gln27Glu y Thr164Ile de este receptor, y se estudió la relación existente entre los diferentes polimorfismos y asma, así como su relación con respecto a la severidad de la enfermedad, finalmente se estimó la relación de los haplotipos conformados por estos tres polimorfismos y su asociación con la enfermedad y severidad del fenotipo asmático.

Comparación entre los pacientes con diagnóstico clínico de EPOC vs los confirmados por Espirometría en un hospital de segundo nivel en Bogotá DC, 2011

Introducción: La enfermedad pulmonar obstructiva crónica (EPOC), está caracterizada por la limitación del flujo aéreo, de forma progresiva y casi irreversible, asociada a la reacción inflamatoria atribuida a diferentes factores, principalmente a la exposición al humo de tabaco. Es considerada un problema de salud pública en Colombia y en el mundo, con un aumento acelerado de la condición crónica en la actualidad. Objetivo: Identificar las diferencias sociodemográficas, clínicas y de tratamiento, entre los pacientes con diagnóstico clínico y espirométricos de EPOC vs los pacientes con diagnóstico clínico y descartados por espirometría en el Hospital de Suba. Material y Métodos: Estudio observacional, descriptivo, retrospectivo como un componente exploratorio para comparar los grupos con diagnóstico de EPOC clínico y confirmado o descartado por espirometría, entre Enero y Agosto del 2011. Se utilizó estadística descriptiva para calcular las medidas de tendencia central, los datos cuantitativos se expresaron como la media de la variable ± desviación estándar, y los cualitativos como porcentaje, la t de Student para analizar diferencia de las variables cuantitativas de medias entre grupos y la prueba de Pearson para analizar la relación entre los datos cualitativos para aquellos con valores esperados menores a 5 se aplicó test exacto de Fisher, tuvimos en cuenta un α de 0.05 para el análisis bivariado y medidas de asociación. Todos los análisis se realizaron con el paquete estadístico SPSS 19,0 Versión corporativa. Resultados: De los 398 pacientes, solo 287 cumplían con criterios de inclusión. El promedio de edad del total de los pacientes fue de 70,29 + 11,18 años, y 59,5% de la población fue de sexo femenino. Del total de pacientes evaluados, 171 pacientes (59.6%) se descartó el diagnóstico de EPOC (VEF1/ VEC > 0,70). Al comparar los grupos de pacientes a los que se les confirmo el diagnóstico de EPOC contras los descartados por espirometría se encontró que no hay diferencias estadísticamente significativas entre la edad; en los pacientes con EPOC predomino el sexo femenino (p 0.02); en los factores de riesgo existe clara asociación entre EPOC y la exposición a humo de leña (p <0.001), y en cuanto al tabaquismo solo se encontró asociación con ex fumador (p 0,011). Para analizar las diferencias en el tratamiento se estratifico por las posible combinaciones de inhaladores con o sin teofilina, encontrando una diferencia estadísticamente significativa para los tratamientos de tres inhaladores (p 0,015), dos inhaladores + teofilina (p 0,05), tres inhaladores + teofilina (p <0.001), y en los pacientes no tratados (p <0,001).

Factores relacionados con el manejo quirúrgico de estrechez de la unión pieloureteral en niños

Objetivo: Describir los factores relacionados con la toma de decisión de manejo quirúrgico en pacientes con hidronefrosis secundaria a estrechez de la unión pieloureteral en el servicio de Urología Pediátrica de una institución de IV nivel. Materiales y Métodos: Se realizó un estudio descriptivo retrospectivo. Se seleccionaron por conveniencia a 100 pacientes con diagnóstico antenatal de hidronefrosis, 37 fueron llevados a manejo quirúrgico por estrechez de la unión pieloureteral (EUPU) entre los años 2009 y 2012. Se evaluaron los factores que llevaron a la toma| de esta decisión. Resultados: Los pacientes con diagnóstico postnatal de EUPU representaron el 37% de la población, la indicación de manejo quirúrgico en 13 pacientes (35,1%) fue dilatación caliceal (SFU 3), en 21 pacientes (56,8%) de deterioro de la función renal y en los restantes (8,1%) infección urinaria recurrente. Se encontró una progresión de 30% en la severidad de la dilatación en el periodo postnatal, habían 9 pacientes (24% de la muestra) SFU de 3 y 4 en el periodo prenatal y 20 (54%) en el periodo postnatal que fueron llevados a manejo quirúrgico. De los pacientes que disponíamos de datos precisos de valores de variación porcentual de gammagrafía 16% de la muestra, se encontró que había una variación del 50% en deterioro de la función renal. Conclusión: En el grupo de pacientes colombianos de la consulta externa del servicio de urología pediátrica estudiado se encontró que la decisión de manejo quirúrgico en pacientes con EUPU, está en concordancia con lo encontrado en la literatura mundial, siendo estos la presencia de dilatación caliceal deterioro de la función renal en gammagrafía DMSA.

Frequency of Low-level Mosaicism in X-Cromosome in Couples with Antecedent of Recurrent Miscarriages

Recurrent miscarriage occurs in around 1 to 7 percent of couples. The etiology involves genetic, immunologic, anatomic, hormonal, metabolic, thrombophilic and infectious factors. With the aim of establishing the frequency of low-level mosaicism in the X-chromosome, in a population of couples with prior recurrent miscarriages, a prospective case-control cytogenetic study took place on 20 couples, at the biogenetic laboratory in CECOLFES (Colombian Center of Fertility and Sterility). Clinical pathologic evaluation, anatomic, hormonal, infectious, andrologic and genetic studies were performed. As a conventional method in cytogenetic techniques, banding GTG was used for the study of structural and numeric chromosomal abnormalities whereas the molecular method of Fluorescence In Situ Hybridization (FISH) was used to confirm the mosaicism in sexual chromosomes. According to paraclinic results from the participating couples, diagnosis showed immunologic (75%), anatomic (30%), hormonal (25%), male (25%), infectious (25%), genetic (15%) and idiophatic factors (10%). Results from the cytogenetic analysis, were 10% of low-level mosaicism in the X-chromosome in two women whose final diagnosis included genetic and infectious factors for one and genetic and immunologic factors for the other. Only 10 % of the total miscarriages from the couples were evaluated. Conclusions include aspects such as multifactorial evidence of pathogenesis in recurrent miscarriage, the sub-diagnosis of genetic factors and the need to focus future investigations on cytogenetic interpretation and the clinicalpathological association between low-level mosaicism in the X-cromosome and recurrent miscarriage.

Gerunda i els ausetans: una qüestió recurrent

Article que tracta del tema recurrent de la pertinença o no de Gerunda a la tribu ibèrica dels ausetans

Mutations in H5N1 influenza virus hemagglutinin that confer binding to human tracheal airway epithelium

The emergence in 2009 of a swine-origin H1N1 influenza virus as the first pandemic of the 21st Century is a timely reminder of the international public health impact of influenza viruses, even those associated with mild disease. The widespread distribution of highly pathogenic H5N1 influenza virus in the avian population has spawned concern that it may give rise to a human influenza pandemic. The mortality rate associated with occasional human infection by H5N1 virus approximates 60%, suggesting that an H5N1 pandemic would be devastating to global health and economy. To date, the H5N1 virus has not acquired the propensity to transmit efficiently between humans. The reasons behind this are unclear, especially given the high mutation rate associated with influenza virus replication. Here we used a panel of recombinant H5 hemagglutinin (HA) variants to demonstrate the potential for H5 HA to bind human airway epithelium, the predominant target tissue for influenza virus infection and spread. While parental H5 HA exhibited limited binding to human tracheal epithelium, introduction of selected mutations converted the binding profile to that of a current human influenza strain HA. Strikingly, these amino-acid changes required multiple simultaneous mutations in the genomes of naturally occurring H5 isolates. Moreover, H5 HAs bearing intermediate sequences failed to bind airway tissues and likely represent mutations that are an evolutionary "dead end." We conclude that, although genetic changes that adapt H5 to human airways can be demonstrated, they may not readily arise during natural virus replication. This genetic barrier limits the likelihood that current H5 viruses will originate a human pandemic.

Infection of human airway epithelium by human and avian strains of influenza a virus

We describe the characterization of influenza A virus infection of an established in vitro model of human pseudostratified mucociliary airway epithelium (HAE). Sialic acid receptors for both human and avian viruses, alpha-2,6- and alpha-2,3-linked sialic acids, respectively, were detected on the HAE cell surface, and their distribution accurately reflected that in human tracheobronchial tissue. Nonciliated cells present a higher proportion of alpha-2,6-linked sialic acid, while ciliated cells possess both sialic acid linkages. Although we found that human influenza viruses infected both ciliated and nonciliated cell types in the first round of infection, recent human H3N2 viruses infected a higher proportion of nonciliated cells in HAE than a 1968 pandemic-era human virus, which infected proportionally more ciliated cells. In contrast, avian influenza viruses exclusively infected ciliated cells. Although a broad-range neuraminidase abolished infection of HAE by human parainfluenza virus type 3, this treatment did not significantly affect infection by influenza viruses. All human viruses replicated efficiently in HAE, leading to accumulation of nascent virus released from the apical surface between 6 and 24 h postinfection with a low multiplicity of infection. Avian influenza A viruses also infected HAE, but spread was limited compared to that of human viruses. The nonciliated cell tropism of recent human H3N2 viruses reflects a preference for the sialic acid linkages displayed on these cell types and suggests a drift in the receptor binding phenotype of the H3 hemagglutinin protein as it evolves in humans away from its avian virus precursor.

The adrenal secretory serine protease AsP is a short secretory isoform of the transmembrane airway trypsin-like protease

To further elucidate the role of proteases capable of cleaving N-terminal proopiomelanocortin (N-POMC)-derived peptides, we have cloned two cDNAs encoding isoforms of the airway trypsin-like protease (AT) from mouse (MAT) and rat ( RAT), respectively. The open reading frames comprise 417 amino acids (aa) and 279 aa. The mouse AT gene was located at chromosome 5E1 and contains 10 exons. The longer isoform, which we designated MAT1 and RAT1, has a simple type II transmembrane protein structure, consisting of a short cytoplasmic domain, a transmembrane domain, a SEA (63-kDa sea urchin sperm protein, enteropeptidase, agrin) module, and a serine protease domain. The human homolog of MAT1 and RAT1 is the human AT ( HAT). The shorter isoform, designated MAT2 and RAT2, which contains an alternative N terminus, was formerly described in the rat as adrenal secretory serine protease (AsP) and has been shown to be involved in the processing of N-POMC-derived peptides. In contrast to the long isoform, neither MAT2 and RAT2 ( AsP) contain a transmembrane domain nor a SEA domain but an N-terminal signal peptide to direct the enzyme to the secretory pathway. The C terminus, covering the catalytic triad, is identical in both isoforms. Immunohistochemically, MAT/RAT was predominantly expressed in tissues of the upper gastrointestinal and the respiratory tract - but also in the adrenal gland. Moreover, isoform-specific RT-PCR and quantitative PCR analysis revealed a complex expression pattern of the two isoforms with differences between mice and rats. These findings indicate a multifunctional role of these proteases beyond adrenal proliferation.