Tensor Regression with Applications in Neuroimaging Data Analysis

Classical regression methods treat covariates as a vector and estimate a corresponding vector of regression coefficients. Modern applications in medical imaging generate covariates of more complex form such as multidimensional arrays (tensors). Traditional statistical and computational methods are proving insufficient for analysis of these high-throughput data due to their ultrahigh dimensionality as well as complex structure. In this article, we propose a new family of tensor regression models that efficiently exploit the special structure of tensor covariates. Under this framework, ultrahigh dimensionality is reduced to a manageable level, resulting in efficient estimation and prediction. A fast and highly scalable estimation algorithm is proposed for maximum likelihood estimation and its associated asymptotic properties are studied. Effectiveness of the new methods is demonstrated on both synthetic and real MRI imaging data.Comment: 27 pages, 4 figure

Data acquisition software for the CMS strip tracker

The CMS silicon strip tracker, providing a sensitive area of approximately 200 m2 and comprising 10 million readout channels, has recently been completed at the tracker integration facility at CERN. The strip tracker community is currently working to develop and integrate the online and offline software frameworks, known as XDAQ and CMSSW respectively, for the purposes of data acquisition and detector commissioning and monitoring. Recent developments have seen the integration of many new services and tools within the online data acquisition system, such as event building, online distributed analysis, an online monitoring framework, and data storage management. We review the various software components that comprise the strip tracker data acquisition system, the software architectures used for stand-alone and global data-taking modes. Our experiences in commissioning and operating one of the largest ever silicon micro-strip tracking systems are also reviewed

Selenoamides modulate dipole-dipole interactions in hydrogen bonded supramolecular polymers of 1,3,5-substituted benzenes

We report the synthesis and self-assembly behavior of a chiral C3-symmetrical benzene-tricarboselenoamide. The introduction of the selenoamide moiety enhances the dipolar character of the supramolecular interaction and confers a remarkable thermal stability to the supramolecular polymers obtained

Factors that favor cervical cancer screening in women aged 12 to 49: sub-analysis of the 2019 demographic and family health survey, Peru

Introducción: La prueba de Papanicolau ayuda a detectar de manera oportuna en la intervención de rutina el cáncer de cuello uterino. Objetivo: Analizar factores asociados al tamizaje para cáncer de cuello uterino en mujeres de 12 a 49 años en Perú durante el año 2019. Metodología: Se realizó un estudio observacional, analítico-transversal de un análisis secundario de datos de la Encuesta Demográfica y de Salud Familiar del 2019. Muestreo bietápico, probabilístico, equilibrado y estratificado. Se utilizó estadística descriptiva y analítica (nivel de inferencia p<0,05). Para el análisis bivariado y multivariado se utilizaron razones de prevalencia con intervalo de confianza de 95 % y p<0,05. Resultados: La frecuencia de tamizaje de cáncer de cuello uterino en las regiones políticas con menores valores de prevalencia fueron Pasco (0,52 %) y Tumbes (0,55 %). Discusión: Los factores asociados al tamizaje de cáncer de cuello uterino son la edad, tener pareja, nivel educación superior, nivel socioeconómico pobre, residir en área rural, tener seguro de salud, edad de inicio de relaciones sexuales y haber escuchado del cáncer de cuello uterino.Introduction: The Papanicolaou test smear helps detect cervical cancer in a timely manner in routine intervention. Objective: To analyze factors associated with screening for cervical cancer in women aged 12 to 49 years in Peru in 2019. Methods: An observational, analytical-cross-sectional study of a secondary analysis of data from 2019 Demographic and Family Health Survey was carried out. Two-stage, probabilistic, balanced, and stratified sampling. Descriptive and analytical statistics were used (level of inference p<0.05). For the bivariate and multivariate analysis, prevalence ratios were used with a 95% confidence interval and p<0.05. Results: The frequency of cervical cancer screening in the political regions with the lowest prevalence values were Pasco (0.52%) and Tumbes (0.55%). Discussion: The factors associated with cervical cancer screening are age, having a partner, higher education level, poor socioeconomic level, residing in a rural area, having health insurance, age at the start of sexual relations, and having heard of cervical cancer

Isomorphic diffuse glioma is a morphologically and molecularly distinct tumour entity with recurrent gene fusions of MYBL1 or MYB and a benign disease course

The “isomorphic subtype of diffuse astrocytoma” was identified histologically in 2004 as a supratentorial, highly differentiated glioma with low cellularity, low proliferation and focal diffuse brain infiltration. Patients typically had seizures since childhood and all were operated on as adults. To define the position of these lesions among brain tumours, we histologically, molecularly and clinically analysed 26 histologically prototypical isomorphic diffuse gliomas. Immunohistochemically, they were GFAP-positive, MAP2-, OLIG2- and CD34-negative, nuclear ATRX-expression was retained and proliferation was low. All 24 cases sequenced were IDH-wildtype. In cluster analyses of DNA methylation data, isomorphic diffuse gliomas formed a group clearly distinct from other glial/glio-neuronal brain tumours and normal hemispheric tissue, most closely related to paediatric MYB/MYBL1-altered diffuse astrocytomas and angiocentric gliomas. Half of the isomorphic diffuse gliomas had copy number alterations of MYBL1 or MYB (13/25, 52%). Gene fusions of MYBL1 or MYB with various gene partners were identified in 11/22 (50%) and were associated with an increased RNA-expression of the respective MYB-family gene. Integrating copy number alterations and available RNA sequencing data, 20/26 (77%) of isomorphic diffuse gliomas demonstrated MYBL1 (54%) or MYB (23%) alterations. Clinically, 89% of patients were seizure-free after surgery and all had a good outcome. In summary, we here define a distinct benign tumour class belonging to the family of MYB/MYBL1-altered gliomas. Isomorphic diffuse glioma occurs both in children and adults, has a concise morphology, frequent MYBL1 and MYB alterations and a specific DNA methylation profile. As an exclusively histological diagnosis may be very challenging and as paediatric MYB/MYBL1-altered diffuse astrocytomas may have the same gene fusions, we consider DNA methylation profiling very helpful for their identification

Biology of moderately halophilic aerobic bacteria

The moderately halophilic heterotrophic aerobic bacteria form a diverse group of microorganisms. The property of halophilism is widespread within the bacterial domain. Bacterial halophiles are abundant in environments such as salt lakes, saline soils, and salted food products. Most species keep their intracellular ionic concentrations at low levels while synthesizing or accumulating organic solutes to provide osmotic equilibrium of the cytoplasm with the surrounding medium. Complex mechanisms of adjustment of the intracellular environments and the properties of the cytoplasmic membrane enable rapid adaptation to changes in the salt concentration of the environment. Approaches to the study of genetic processes have recently been developed for several moderate halophiles, opening the way toward an understanding of haloadaptation at the molecular level. The new information obtained is also expected to contribute to the development of novel biotechnological uses for these organisms