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We study how to perform effective Bayesian inference in high-dimensional sparse Factor Analysis models with a zero-norm, sparsity-inducing prior on the model parameters. Such priors represent a methodological ideal, but Bayesian inference in such models is usually regarded as impractical. We test this view. After empirically characterising the properties of existing algorithmic approaches, we use techniques from statistical mechanics to derive a theory of optimal learning in the restricted setting of sparse PCA with a single factor. Finally, we describe a novel `Dense Message Passing' algorithm (DMP) which achieves near-optimal performance on synthetic data generated from this model.DMP exploits properties of high-dimensional problems to operate successfully on a densely connected graphical model. Similar algorithms have been developed in the statistical physics community and previously applied to inference problems in coding and sparse classification. We demonstrate that DMP out-performs both a newly proposed variational hybrid algorithm and two other recently published algorithms (SPCA and emPCA) on synthetic data while it explains at least the same amount of variance, for a given level of sparsity, in two gene expression datasets used in previous studies of sparse PCA.A significant potential advantage of DMP is that it provides an estimate of the marginal likelihood which can be used for hyperparameter optimisation. We show that, for the single factor case, this estimate exhibits good qualitative agreement both with theoretical predictions and with the hyperparameter posterior inferred by a collapsed Gibbs sampler. Preliminary work on an extension to inference of multiple factors indicates its potential for selecting an optimal model from amongst candidates which differ both in numbers of factors and their levels of sparsity.

The COVID-19 pandemic affected regular health care for patients with chronic diseases. However, the impact of the pandemic on primary care for patients with coronary artery disease (CAD) who are enrolled in a structured disease management program (DMP) in Germany is not clear. We investigated whether the pandemic affected primary care and health outcomes of DMP-CAD patients (n = 750) by using a questionnaire assessing patients’ utilization of medical care, CAD symptoms, as well as health behavior and mental health since March 2020. We found that out of concern about getting infected with COVID-19, 9.1% of the patients did not consult a medical practitioner despite having CAD symptoms. Perceived own influence on infection risk was lower and anxiety was higher in these patients compared to symptomatic CAD patients who consulted a physician. Among the patients who reported chest pain lasting longer than 30 min, one third did not consult a medical practitioner subsequently. These patients were generally more worried about COVID-19. Patients with at least one worsening CAD symptom (chest pain, dyspnea, perspiration, or nausea without apparent reason) since the pandemic showed more depressive symptoms, higher anxiety scores, and were less likely to consult a doctor despite having CAD symptoms out of fear of infection. Our results provide evidence that the majority of patients received sufficient medical care during the COVID-19 pandemic in Germany. However, one in ten patients could be considered particularly at risk for medical undersupply and adverse health outcomes. The perceived infection risk with COVID-19 might have facilitated the decision not to consult a medical doctor.

INTRODUÇÃO: O hiperparatireoidismo secundário (HPTS) é uma complicação da doença renal crônica que compromete a integridade do esqueleto. Pacientes com HPS submetidos à paratireoidectomia (PTX) passam de uma condição de níveis séricos de paratormônio (PTH) muito elevados para outra, onde esses níveis hormonais caem drasticamente. Os efeitos da PTX no tecido ósseo são mal compreendidos, especialmente no que se refere às proteínas expressas por osteócitos, como o fator de crescimento de fibroblastos 23 (FGF23), dentin matrix protein 1 (DMP-1), fosfoglicoproteína de matriz extracelular (MEPE), esclerostina, Fator nuclear Kappa beta ligante (RANKL) e osteoprotegerina (OPG), que regulam a remodelação e a mineralização óssea. OBJETIVOS: Caracterizar a expressão óssea dessas proteínas por imuno-histoquímica e estabelecer relações com os dados da histomorfometria do tecido ósseo em pacientes com HPS, antes e após a PTX. MÉTODOS: Estudamos biópsias ósseas obtidas de um banco de biópsias de 23 pacientes com DRC e HPTS, que foram realizadas antes e 12 meses após a PTX. RESULTADOS: A avaliação dos parâmetros histomorfométricos demonstrou uma melhora da microarquitetura óssea, porém com um maior retardo em sua mineralização após a PTX. A análise da expressão das proteínas osteocíticas revelou um aumento significativo na expressão da esclerostina e da OPG e uma diminuição da relação RANKL/OPG após a PTX, sugerindo a participação dessas proteínas na melhora das lesões ósseas decorrentes do HPTS. Observamos um aumento significativo na expressão da OPG no grupo de pacientes que evoluiu com defeito de mineralização somente após a cirurgia, sugerindo a participação dessa proteína no retardo de mineralização óssea desses pacientes. A expressão das proteínas osteocíticas que participam da formação e mineralização óssea apresentou correlação com parâmetros envolvidos na remodelação óssea. CONCLUSÕES: Mudanças significativas na expressão óssea de proteínas osteocíticas que podem potencialmente regular a remodelação e a mineralização óssea foram observadas após a PTX / INTRODUCTION: Secondary hyperparathyroidism (SHPT) is a complication of chronic kidney disease that compromises skeletal integrity. Patients with SHPT undergoing parathyroidectomy (PTX) go from a very high serum parathyroid hormone (PTH) condition to another, where these hormonal levels dramatically fall. The effects of PTX on bone tissue are poorly understood, especially as regards proteins expressed by osteocytes, such as fibroblast growth factor 23 (FGF23), dentin matrix protein 1 (DMP-1), extracellular matrix phosphoglycoprotein (MEPE), sclerostin, Kappa beta ligand nuclear factor (RANKL) and osteoprotegerin (OPG), which regulate bone remodeling and mineralization. OBJECTIVES: Characterize bone expression of these proteins by immunohistochemistry and establish relations with bone tissue histomorphometry data in SHPT patients, before and after PTX. METHODS: We studied bone biopsies obtained from a biopsy database of 23 patients with CKD and SHPT, which were performed before PTX and 12 months after PTX. RESULTS: Evaluation of histomorphometric parameters showed improvement of bone microarchitecture, but with longer delay in mineralization after PTX. Analysis of osteocyte protein expression revealed significant increase in sclerostin and OPG expression and decrease in RANKL/OPG ratio after PTX, suggesting participation of these proteins in improvement of bone lesions due to SHPT. We observed significant increase in OPG expression in the group of patients who evolved with mineralization defect only after surgery, suggesting participation of this protein in bone mineralization delay of these patients. Expression of osteocyte proteins that participate in bone formation and mineralization correlated with parameters involved in bone remodeling. CONCLUSIONS: Significant changes in bone expression of osteocyte proteins that can potentially regulate bone remodeling and mineralization were observed after PTX

INTRODUÇÃO: O hiperparatireoidismo secundário (HPTS) é uma complicação da doença renal crônica que compromete a integridade do esqueleto. Pacientes com HPS submetidos à paratireoidectomia (PTX) passam de uma condição de níveis séricos de paratormônio (PTH) muito elevados para outra, onde esses níveis hormonais caem drasticamente. Os efeitos da PTX no tecido ósseo são mal compreendidos, especialmente no que se refere às proteínas expressas por osteócitos, como o fator de crescimento de fibroblastos 23 (FGF23), dentin matrix protein 1 (DMP-1), fosfoglicoproteína de matriz extracelular (MEPE), esclerostina, Fator nuclear Kappa beta ligante (RANKL) e osteoprotegerina (OPG), que regulam a remodelação e a mineralização óssea. OBJETIVOS: Caracterizar a expressão óssea dessas proteínas por imuno-histoquímica e estabelecer relações com os dados da histomorfometria do tecido ósseo em pacientes com HPS, antes e após a PTX. MÉTODOS: Estudamos biópsias ósseas obtidas de um banco de biópsias de 23 pacientes com DRC e HPTS, que foram realizadas antes e 12 meses após a PTX. RESULTADOS: A avaliação dos parâmetros histomorfométricos demonstrou uma melhora da microarquitetura óssea, porém com um maior retardo em sua mineralização após a PTX. A análise da expressão das proteínas osteocíticas revelou um aumento significativo na expressão da esclerostina e da OPG e uma diminuição da relação RANKL/OPG após a PTX, sugerindo a participação dessas proteínas na melhora das lesões ósseas decorrentes do HPTS. Observamos um aumento significativo na expressão da OPG no grupo de pacientes que evoluiu com defeito de mineralização somente após a cirurgia, sugerindo a participação dessa proteína no retardo de mineralização óssea desses pacientes. A expressão das proteínas osteocíticas que participam da formação e mineralização óssea apresentou correlação com parâmetros envolvidos na remodelação óssea. CONCLUSÕES: Mudanças significativas na expressão óssea de proteínas osteocíticas que podem potencialmente regular a remodelação e a mineralização óssea foram observadas após a PTX / INTRODUCTION: Secondary hyperparathyroidism (SHPT) is a complication of chronic kidney disease that compromises skeletal integrity. Patients with SHPT undergoing parathyroidectomy (PTX) go from a very high serum parathyroid hormone (PTH) condition to another, where these hormonal levels dramatically fall. The effects of PTX on bone tissue are poorly understood, especially as regards proteins expressed by osteocytes, such as fibroblast growth factor 23 (FGF23), dentin matrix protein 1 (DMP-1), extracellular matrix phosphoglycoprotein (MEPE), sclerostin, Kappa beta ligand nuclear factor (RANKL) and osteoprotegerin (OPG), which regulate bone remodeling and mineralization. OBJECTIVES: Characterize bone expression of these proteins by immunohistochemistry and establish relations with bone tissue histomorphometry data in SHPT patients, before and after PTX. METHODS: We studied bone biopsies obtained from a biopsy database of 23 patients with CKD and SHPT, which were performed before PTX and 12 months after PTX. RESULTS: Evaluation of histomorphometric parameters showed improvement of bone microarchitecture, but with longer delay in mineralization after PTX. Analysis of osteocyte protein expression revealed significant increase in sclerostin and OPG expression and decrease in RANKL/OPG ratio after PTX, suggesting participation of these proteins in improvement of bone lesions due to SHPT. We observed significant increase in OPG expression in the group of patients who evolved with mineralization defect only after surgery, suggesting participation of this protein in bone mineralization delay of these patients. Expression of osteocyte proteins that participate in bone formation and mineralization correlated with parameters involved in bone remodeling. CONCLUSIONS: Significant changes in bone expression of osteocyte proteins that can potentially regulate bone remodeling and mineralization were observed after PTX

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