Predicting Interests of People on Online Social Networks

We introduce a new data set which contains both a self-declared friendship network and self-chosen attributes from a finite list defined by the social networking site. We propose Gaussian Field Harmonic Functions (GFHF), a state-of-the-art graph transduction algorithm, as a novel way of testing the relevance of the friendship network for predicting individual attributes. We show that the underlying self-declared friendship network allows us to predict some but not all attributes. We use Support Vector Machines (SVM) in conjunction with GFHF to show that other attributes such as age or languages spoken are also important

Seroprevalence of Hepatitis A Virus (HAV) and Hepatitis E Virus (HEV) Co-infection in the Patients Presenting with Acute Viral Hepatitis Attending a Tertiary Care Hospital in North India

Introduction: Hepatitis A virus (HAV) and Hepatitis E virus (HEV) are both transmitted enterically, resulting in acute viral hepatitis (AVH) in developing countries like India. HAV has a world-wide distribution and affects infants and young children in developing countries, and its epidemics are not very common. HEV is restricted to tropical countries and affects older children and young adults, and its epidemics are common. Co-infection with both viruses may lead to serious complications. Aim: This study was done to determine prevalence of HAV and HEV in patients presenting with AVH and the co-infection of HAV and HEV in these patients. Materials and Methods: A cross-sectional study of one year’s duration was conducted in the Department of Microbiology, Dr. Ram Manohar Lohia Hospital, New Delhi. 1230 patients presenting with AVH were considered in the study. Serum samples were analyzed for IgM anti-HAV and IgM anti-HEV for the detection of HAV and HEV infection, respectively, using commercially available ELISA kits. Results: The seroprevalence of HAV- and HEV-positive patients was 15.5% and 27.2%, respectively. The seroprevalence of both HAV and HEV in patients with acute viral hepatitis was 5.1%. The prevalence of HAV and HEV among males (14.6% and 29.8%) was higher than in females (16.6% and 23.4%). These infections were predominantly seen during end of monsoons and beginning of winter. Conclusion: The prevalence of HEV is much higher than that of HAV; co-infection rate of 5.1% mandates the screening for HEV which will be of immense importance in pregnant women and improving levels of personal hygiene among lower socio-economic population

Eye Disease Prediction using Ensemble Learning and Attention on OCT Scans

Eye diseases have posed significant challenges for decades, but advancements in technology have opened new avenues for their detection and treatment. Machine learning and deep learning algorithms have become instrumental in this domain, particularly when combined with Optical Coherent Technology (OCT) imaging. We propose a novel method for efficient detection of eye diseases from OCT images. Our technique enables the classification of patients into disease free (normal eyes) or affected by specific conditions such as Choroidal Neovascularization (CNV), Diabetic Macular Edema (DME), or Drusen. In this work, we introduce an end to end web application that utilizes machine learning and deep learning techniques for efficient eye disease prediction. The application allows patients to submit their raw OCT scanned images, which undergo segmentation using a trained custom UNet model. The segmented images are then fed into an ensemble model, comprising InceptionV3 and Xception networks, enhanced with a self attention layer. This self attention approach leverages the feature maps of individual models to achieve improved classification accuracy. The ensemble model's output is aggregated to predict and classify various eye diseases. Extensive experimentation and optimization have been conducted to ensure the application's efficiency and optimal performance. Our results demonstrate the effectiveness of the proposed approach in accurate eye disease prediction. The developed web application holds significant potential for early detection and timely intervention, thereby contributing to improved eye healthcare outcomes.Comment: Full paper accepted at FICC (Springer) 202

Exploring the implications of modified advanced lung cancer inflammation index on outcomes in patients with advanced non-small cell lung cancer

Aim: Sarcopenia and skeletal muscle density (SMD) have been shown to be both predictive and prognostic marker in oncology. Advanced lung cancer inflammation index (ALI) has been shown to predict overall survival (OS) in small cell lung cancer (SCLC). Computed tomography (CT) enables skeletal muscle to be quantified, whereas body mass index (BMI) cannot accurately reflect body composition. The purpose was to evaluate the prognostic value of modified ALI (mALI) using CT-determined third lumbar vertebra (L3) muscle index beyond original ALI and see the interaction between sarcopenia, SMD, neutrophil-lymphocyte ratio (NLR), ALI and mALI at baseline and post 4 cycles of chemotherapy and their effects on OS and progress free survival (PFS) in patients with advanced non-SCLC (NSCLC). Methods: This retrospective study consisted of a total of 285 advanced NSCLC patients. The morphometric parameters such as SMD, skeletal muscle index (SMI) and fat-free mass (FFM) were measured by CT at the L3 vertebra. ALI was defined as BMI × serum albumin/NLR and mALI was defined as SMI × serum albumin/NLR. Results: Sarcopenia was observed in over 70% of patients across all BMI categories. Patients having sarcopenia suffered from a higher incidence of chemotherapeutic drug toxicities but this was not found to be statistically significant. Concordance was seen between ALI and mALI in the pre-treatment setting and this was statistically significant. A significant proportion of patients with poor ALI (90.9%), poor pre-chemotherapy mALI (91.3%) and poor post-chemotherapy mALI (89%) had poor NLR and each of them was statistically significant. Conclusions: In both univariate and multivariate analyses, this study demonstrated the statistical significance of sarcopenia, SMD, and mALI as predictive factors for OS. Additionally, sarcopenia and SMD were also found to be statistically significant factors in predicting PFS. These biomarkers could potentially help triage patients for active nutritional intervention for better outcomes

Cellular Location of HNF4α is Linked With Terminal Liver Failure in Humans

Hepatocyte nuclear factor 4 alpha (HNF4α) is a transcription factor that plays a critical role in hepatocyte function, and HNF4α-based reprogramming corrects terminal liver failure in rats with chronic liver disease. In the livers of patients with advanced cirrhosis, HNF4α RNA expression levels decrease as hepatic function deteriorates, and protein expression is found in the cytoplasm. These findings could explain impaired hepatic function in patients with degenerative liver disease. In this study, we analyzed HNF4α localization and the pathways involved in post-translational modification of HNF4α in human hepatocytes from patients with decompensated liver function. RNA-sequencing analysis revealed that AKT-related pathways, specifically phospho-AKT, is down-regulated in cirrhotic hepatocytes from patients with terminal failure, in whom nuclear levels of HNF4α were significantly reduced, and cytoplasmic expression of HNF4α was increased. cMET was also significantly reduced in failing hepatocytes. Moreover, metabolic profiling showed a glycolytic phenotype in failing human hepatocytes. The contribution of cMET and phospho-AKT to nuclear localization of HNF4α was confirmed using Spearman's rank correlation test and pathway analysis, and further correlated with hepatic dysfunction by principal component analysis. HNF4α acetylation, a posttranslational modification important for nuclear retention, was also significantly reduced in failing human hepatocytes when compared with normal controls. Conclusion: These results suggest that the alterations in the cMET-AKT pathway directly correlate with HNF4α localization and level of hepatocyte dysfunction. This study suggests that manipulation of HNF4α and pathways involved in HNF4α posttranslational modification may restore hepatocyte function in patients with terminal liver failure.Fil: Florentino, Rodrigo M.. Univeristy of Pittsburgh. School of Medicine; Estados Unidos. Universidade Federal de Minas Gerais; BrasilFil: Fraunhoffer Navarro, Nicolas Alejandro. Consejo Nacional de Investigaciones Científicas y Técnicas. Oficina de Coordinación Administrativa Houssay. Centro de Estudios Farmacológicos y Botánicos. Universidad de Buenos Aires. Facultad de Medicina. Centro de Estudios Farmacológicos y Botánicos; ArgentinaFil: Morita, Kazutoyo. University of Pittsburgh at Johnstown; Estados UnidosFil: Takeishi, Kazuki. University of Pittsburgh at Johnstown; Estados UnidosFil: Ostrowska, Alina. University of Pittsburgh at Johnstown; Estados UnidosFil: Achreja, Abhinav. Michigan State University; Estados UnidosFil: Animasahun, Olamide. Michigan State University; Estados UnidosFil: Haep, Nils. University of Pittsburgh at Johnstown; Estados UnidosFil: Arazov, Shohrat. University of Pittsburgh at Johnstown; Estados UnidosFil: Agarwal, Nandini. University of Pittsburgh at Johnstown; Estados UnidosFil: Collin de lHortet, Alexandra. University of Pittsburgh at Johnstown; Estados UnidosFil: Guzman Lepe, Jorge. University of Pittsburgh at Johnstown; Estados UnidosFil: Tafaleng, Edgar N.. University of Pittsburgh at Johnstown; Estados UnidosFil: Mukherjee, Amitava. University of Pittsburgh at Johnstown; Estados UnidosFil: Troy, Kris. University of Pittsburgh at Johnstown; Estados UnidosFil: Banerjee, Swati. University of Pittsburgh at Johnstown; Estados UnidosFil: Paranjpe, Shirish. University of Pittsburgh at Johnstown; Estados UnidosFil: Michalopoulos, George K.. University of Pittsburgh at Johnstown; Estados UnidosFil: Bell, Aaron. University of Pittsburgh at Johnstown; Estados UnidosFil: Nagrath, Deepak. Michigan State University; Estados UnidosFil: Hainer, Sarah J.. University of Pittsburgh at Johnstown; Estados UnidosFil: Fox, Ira J.. University of Pittsburgh at Johnstown; Estados UnidosFil: Soto Gutierrez, Alejandro. University of Pittsburgh at Johnstown; Estados Unido

Pulmonary function tests in type 2 diabetes mellitus

Background: Diabetes mellitus is a chronic disease with microvascular and macrovascular complications. Effect of diabetes on lung capacity has been reported previously but with controversial results. This study will help to reassess whether or not Pulmonary Function Tests should be done in diabetics or not. Aim and Objective: Our study aimed to evaluate pulmonary function testing in patients of type 2 diabetes mellitus (T2DM). Study Design: Randomized Case control study. Materials and Methods: 50 diabetics and 50 matched apparently healthy volunteers taken for this study. After taking an informed consent, all underwent screening with detailed history, anthropometry, blood sugar (fasting and post parandial), and pulmonary functions (using medspiror). Statistical Analysis: Student t test was used to compare PFTs of diabetic and control groups. Frequencies were generated for categorical variables and compared with chi square test. Results: There was significant reduction in all the PFT parameters (FVC%, FEV1% and FEV1/FVC) in diabetics as compared to controls. Thus, mixed obstructive-restrictive pattern of pulmonary dysfunction is seen in diabetics. Also strong positive correlation was seen between fasting blood sugar and FEV1/FVC in diabetics. Although body mass index (BMI) was more in study group versus control group, but the difference was not significant. Conclusion: Lungs are indeed effected in patients of diabetes and pulmonary function testing should be mandatory in diabetics in order to prevent complications thereby improving quality of life

EFFICACY OF THORACIC SEGMENTAL SPINAL ANESTHESIA ALONG WITH UNILATERAL ERECTOR SPINAE BLOCK IN PATIENTS UNDERGOING UNILATERAL MODIFIED RADICAL MASTECTOMY AND AXILLARY DISSECTION: A NOVEL MULTICENTRIC STUDY

Objectives: The aim of the study was to find out the efficacy of thoracic segmental spinal anesthesia combined with unilateral erector spinae block in patients undergoing unilateral modified radical mastectomy and axillary lymph node dissection Methods: This was a prospective cohort study in which 40 patients with carcinoma breast undergoing modified radical mastectomy with axillary dissection under thoracic segmental spinal anesthesia combined with unilateral erector spinae block were included on the basis of a predefined inclusion and exclusion criteria. Erector spinae plane block was given at T5 level and thoracic spinal anesthesia was then given at T5–T6 level in the same position by median or paramedian technique. Patients were assessed for severity of pain by visual analog scale score till 24 h of surgery. Results: The mean age of studied cases was found to be 44.12±10.04 years. Mean weight of studied cases was 54.38±9.8 kg, whereas mean duration of surgery was found to be 98.24±16.86 min. The most common American Society of Anesthesiologists (ASA) grade to which patients belonged was found to be ASA III (55%) followed by ASA II (30%) and ASA I (15%). Eleven patients required rescue analgesia within first 24 h after surgery and mean doses of rescue analgesia in 1st 24 h after surgery was found to be 0.92±0.48. Four (10%) patients developed hypotension, whereas three (7.5%) patients had bradycardia. However, all these 7 (17.5%) had transient bradycardia or hypotension which could be managed by IV Atropine or IV mephentermine and fluid bolus. Conclusion: Thoracic segmental spinal anesthesia combined with unilateral erector spinae block is an excellent option for patients undergoing modified radical mastectomy with axillary dissection

Small Interfering RNAs That Deplete the Cellular Translation Factor eIF4H Impede mRNA Degradation by the Virion Host Shutoff Protein of Herpes Simplex Virus ▿

The herpes simplex virus (HSV) virion host shutoff (Vhs) protein is an endoribonuclease that accelerates decay of many host and viral mRNAs. Purified Vhs does not distinguish mRNAs from nonmessenger RNAs and cuts target RNAs at many sites, yet within infected cells it is targeted to mRNAs and cleaves those mRNAs at preferred sites including, for some, regions of translation initiation. This targeting may result in part from Vhs binding to the translation initiation factor eIF4H; in particular, several mutations in Vhs that abrogate its binding to eIF4H also abolish its mRNA-degradative activity, even though the mutant proteins retain endonuclease activity. To further investigate the role of eIF4H in Vhs activity, HeLa cells were depleted of eIF4H or other proteins by transfection with small interfering RNAs (siRNAs) 48 h prior to infection or mock infection in the presence of actinomycin D. Cellular mRNA levels were then assayed 5 h after infection. In cells transfected with an siRNA for the housekeeping enzyme glyceraldehyde-3-phosphate dehydrogenase, wild-type HSV infection reduced β-actin mRNA levels to between 20 and 30% of those in mock-infected cells, indicative of a normal Vhs activity. In contrast, in cells transfected with any of three eIF4H siRNAs, β-actin mRNA levels were indistinguishable in infected and mock-infected cells, suggesting that eIF4H depletion impeded Vhs-mediated degradation. Depletion of the related factor eIF4B did not affect Vhs activity. The data suggest that eIF4H binding is required for Vhs-induced degradation of many mRNAs, perhaps by targeting Vhs to mRNAs and to preferred sites within mRNAs