16 research outputs found
MeshfreeFlowNet: A Physics-Constrained Deep Continuous Space-Time Super-Resolution Framework
We propose MeshfreeFlowNet, a novel deep learning-based super-resolution framework to generate continuous (grid-free) spatio-temporal solutions from the low-resolution inputs. While being computationally efficient, MeshfreeFlowNet accurately recovers the fine-scale quantities of interest. MeshfreeFlowNet allows for: (i) the output to be sampled at all spatio-temporal resolutions, (ii) a set of Partial Differential Equation (PDE) constraints to be imposed, and (iii) training on fixed-size inputs on arbitrarily sized spatio-temporal domains owing to its fully convolutional encoder.
We empirically study the performance of MeshfreeFlowNet on the task of super-resolution of turbulent flows in the Rayleigh-Benard convection problem. Across a diverse set of evaluation metrics, we show that MeshfreeFlowNet significantly outperforms existing baselines.
Furthermore, we provide a large scale implementation of MeshfreeFlowNet and show that it efficiently scales across large clusters, achieving 96.80% scaling efficiency on up to 128 GPUs and a training time of less than 4 minutes.
We provide an open-source implementation of our method that supports arbitrary combinations of PDE constraints
Concomitant pulmonary tuberculosis and tuberculous appendicitis in a recipient of a renal transplant: a case report
<p>Abstract</p> <p>Introduction</p> <p>Tuberculosis is still a serious infection among recipients of renal transplants. Although the ileocecal region is the most affected part in intestinal tuberculosis, acute tuberculous appendicitis is quite a rare entity. We report a case of concomitant pulmonary tuberculosis and tuberculous appendicitis in a recipient of a renal transplant.</p> <p>Case presentation</p> <p>A 27-year-old Iranian woman, who had been the recipient of a renal transplant five years earlier, presented with a two-week history of coughing, fever and weight loss. The cause of her end-stage renal disease was chronic pyelonephritis. There were fine crackles noted during a chest examination, and a plain chest radiography showed fine miliary nodules throughout her entire lung fields. Sputum and bronchial aspirate examination was positive for acid-fast bacilli, suggestive of <it>Mycobacterium tuberculosis </it>infection. A chest computed tomography scan revealed widespread miliary nodules, compatible with miliary tuberculosis. She developed severe abdominal pain and abdominal surgery disclosed a perforated appendicitis. Histopathological examination of the resected appendix revealed widespread caseating epithelioid granulomas, suggestive of tuberculosis.</p> <p>Conclusion</p> <p>Our case report highlights a rare presentation of tuberculosis in a patient who has undergone renal transplant. Such unusual presentation of tuberculosis, particularly among patients receiving potent immunosuppressive protocols, should be considered by clinicians.</p
Multiple etiologies of axonal sensory motor polyneuropathy in a renal transplant recipient: a case report
<p>Abstract</p> <p>Introduction</p> <p>Neurological complications leading to morbidity and mortality are not frequent in renal transplant recipients. Here, we report a renal transplant recipient who presented with diminished strength in his limbs probably due to multiple etiologies of axonal sensorimotor polyneuropathy, which resolved with intravenous immunoglobulin.</p> <p>Case presentation</p> <p>A 49-year-old Iranian male renal transplant recipient with previous history of autosomal dominant polycystic kidney disease presented with diminished strength in his limbs one month after surgery. Our patient was on cyclosporine A, mycophenolate mofetil and prednisone. Although a detected hypophosphatemia was corrected with supplemental phosphate, the loss of strength was still slowly progressive and diffuse muscular atrophy was remarkable in his trunk, upper limb and pelvic girdle. Meanwhile, his cranial nerves were intact. Post-transplant diabetes mellitus was diagnosed and insulin therapy was initiated. In addition, as a high serum cyclosporine level was detected, the dose of cyclosporine was reduced. Our patient was also put on intravenous ganciclovir due to positive serum cytomegalovirus immunoglobulin M antibody. Despite the reduction of oral cyclosporine dose along with medical therapy for the cytomegalovirus infection and diabetes mellitus, his muscular weakness and atrophy did not improve. One week after administration of intravenous immunoglobulin, a significant improvement was noted in his muscular weakness.</p> <p>Conclusion</p> <p>A remarkable response to intravenous immunoglobulin is compatible with an immunological basis for the present condition (post-transplant polyneuropathy). In cases of post-transplant polyneuropathy with a high clinical suspicion of immunological origin, administration of intravenous immunoglobulin may be recommended.</p
Evaluation of educational needs in patients with diabetes mellitus in respect of medication use in Austria
Effective control of diabetes mellitus type 1 (DM1) and type 2 (DM2) can reduce the development and progression of diabetic complications. Therefore, patient education should be considered as an integral part of diabetes management. Objective The aim of the study was to assess DM patientsā perception of knowledge for their medication and attitude towards self management and pharmacistās role. Setting The study was conducted at the diabetes out-patient clinic at the Vienna General Hospital (AKH), Division of Endocrinology and Metabolism, Department of Internal Medicine III, Austria. The study was a cross sectional survey using patient data from a validated patient questionnaire and medical records. Medical records were evaluated by applying a medication assessment tool. Main outcome measure To assess the quality of diabetes self management the following outcome measures are considered: HbA1c levels, pre- and post-prandial blood glucose levels, prevention of acute episodes of hypo- and hyperglycaemia, reduction of macrovascular risk factors, short term quality of life, adverse effects and treatment tolerance. Results The present study comprised 225 patients with DM1 and 201 patients with DM2, respectively. In comparison to DM2 patients, cardio- and cerebrovascular diseases were diagnosed very rarely in patients with DM1. The risk for these diseases was higher in patients with other factors of the metabolic syndrome, in addition. Overall, 118 of these patients participated in the questionnaire. The level of positive response on diabetes self-care and knowledge with respect to medication for the prevention of diabetes complications, glycaemic control, and treatment goals in diabetes was 81.8 %. The comparison of patientsā perceptions of diabetes self-care and knowledge showed differences among subgroups. Higher perceived knowledge and selfcare apparently was associated with DM1. Additional ļ¬ndings of this study indicate that patients do not expect community pharmacists to be integrated in a multidisciplinary diabetes care team. Although the level of positive response was found to be high there is still a minority of patients whose level of comprehension appears to be insufļ¬cient. Intense pharmaceutical care including patientsā education within a multidisciplinary team could contribute to improvements in those patients
Risk Factors for Breast Cancer and Expression of Insulin-Like Growth Factor-2 (IGF-2) in Women with Breast Cancer in Wuhan City, China
PURPOSE: The purpose of this study was to explore the risk factors for breast cancer and establish the expression rate of IGF-2 in female patients. METHODS: A case control study with 500 people in case group and 500 people in control group. A self-administered questionnaire was used to investigate risk factors for breast cancer. All cases were interviewed during a household survey. Immune-histochemical method was used to inspect the expression of IGF-2 in different tissues (benign breast lesions, breast cancer and tumor-adjacent tissue). RESULTS: Multivariate adjusted odds ratios and 95% confidence intervals were calculated using unconditional logistic regression. High body mass index (ORā=ā1.012,95%CIā=ā1.008-1.016), working attributes (ORā=ā1.004, 95%CIā=ā1.002ā=ā1.006), long menstrual period (ORā=ā1.007, 95%CIā=ā1.005-1.009), high parity ORā=ā1.003, 95%CIā=ā1.001-1.005) , frequent artificial abortion (ORā=ā1.004, 95%CIā=ā1.001-1.005), family history of cancer (ORā=ā1.003, 95%CIā=ā1.000-1.005), period of night shift (ORā=ā1.003, 95%CIā=ā1.001-1.006), live in high risk environment (ORā=ā1.005, 95%CIā=ā1.002-1.008), and family problems (ORā=ā1.010, 95%CIā=ā1.005-1.014) were associated with increased risk for breast cancer. In this study, good sleeping status, positive coping strategies, subjective support, and utility degree of social support were associated with reduced risk for breast cancer (ORā=ā0.998, 0.997, 0.985, 0.998 respectively; 95%CIā=ā0.996-1.000, 0.994-1.000, 0.980-0.989, 0.996-1.000, respectively). In benign breast lesions, breast cancer and tumor-adjacent tissue, IGF-2 was mainly expressed in the cytoplasm, but its expression rate was different (p<0.05). CONCLUSIONS: The incidence of breast cancer is a common result of multiple factors. IGF-2 is involved in the development of breast cancer, and its expression varies in different tissues (benign breast lesions, breast cancer and tumor-adjacent tissue)
Study of the chemotactic response of multicellular spheroids in a microfluidic device
YesWe report the first application of a microfluidic device to observe chemotactic migration in
multicellular spheroids. A microfluidic device was designed comprising a central microchamber
and two lateral channels through which reagents can be introduced. Multicellular
spheroids were embedded in collagen and introduced to the microchamber. A gradient of
fetal bovine serum (FBS) was established across the central chamber by addition of growth
media containing serum into one of the lateral channels. We observe that spheroids of oral
squamous carcinoma cells OSCā19 invade collectively in the direction of the gradient of
FBS. This invasion is more directional and aggressive than that observed for individual cells
in the same experimental setup. In contrast to spheroids of OSCā19, U87-MG multicellular
spheroids migrate as individual cells. A study of the exposure of spheroids to the chemoattractant
shows that the rate of diffusion into the spheroid is slow and thus, the chemoattractant
wave engulfs the spheroid before diffusing through it.This work has been supported by National Research Program of Spain (DPI2011-28262-c04-01) and by the project "MICROANGIOTHECAN" (CIBERBBN, IMIBIC and SEOM). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript