22 research outputs found

    Development of Muscle Disuse Model in Rat: Effect of Denervation and Tenotomization on the Skeletal Muscle Mechanics

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    Denervation refers to the condition that represents loss of nerve connection with the muscle. The term tenotomization or tenotomy refers to the condition where the tendon of the skeletal muscle is damaged. Both these conditions lead towards muscle disuse and then deterioration. It may be caused by some diseases, chemical toxicity, physical injury or intentional surgical interruption. To observe the effects of denervation and tenotomy, it is important to develop an animal model with such pathological conditions for a better understanding and investigation of a possible cure. Current study was designed to develop an animal model in rat for denervation and tenotomy. The objectives were to optimize the anaesthetic dose for rats, to develop muscle disuse models in rats including denervation and tenotomization and to determine the mechanical and physiological properties of the gastrocnemius muscle of the animal model for muscle disuse. Gastrocnemius muscle of the rat was targeted for study. Models were developed by surgical procedures. We succeeded in developing the rat model for both conditions and it was verified by observing the changes in the physiological properties of muscles

    Enhanced Graph Neural Networks with Ego-Centric Spectral Subgraph Embeddings Augmentation

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    Graph Neural Networks (GNNs) have shown remarkable merit in performing various learning-based tasks in complex networks. The superior performance of GNNs often correlates with the availability and quality of node-level features in the input networks. However, for many network applications, such node-level information may be missing or unreliable, thereby limiting the applicability and efficacy of GNNs. To address this limitation, we present a novel approach denoted as Ego-centric Spectral subGraph Embedding Augmentation (ESGEA), which aims to enhance and design node features, particularly in scenarios where information is lacking. Our method leverages the topological structure of the local subgraph to create topology-aware node features. The subgraph features are generated using an efficient spectral graph embedding technique, and they serve as node features that capture the local topological organization of the network. The explicit node features, if present, are then enhanced with the subgraph embeddings in order to improve the overall performance. ESGEA is compatible with any GNN-based architecture and is effective even in the absence of node features. We evaluate the proposed method in a social network graph classification task where node attributes are unavailable, as well as in a node classification task where node features are corrupted or even absent. The evaluation results on seven datasets and eight baseline models indicate up to a 10% improvement in AUC and a 7% improvement in accuracy for graph and node classification tasks, respectively.Comment: 22nd IEEE International Conference on Machine Learning and Applications 202

    NeuroGraph: Benchmarks for Graph Machine Learning in Brain Connectomics

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    Machine learning provides a valuable tool for analyzing high-dimensional functional neuroimaging data, and is proving effective in predicting various neurological conditions, psychiatric disorders, and cognitive patterns. In functional magnetic resonance imaging (MRI) research, interactions between brain regions are commonly modeled using graph-based representations. The potency of graph machine learning methods has been established across myriad domains, marking a transformative step in data interpretation and predictive modeling. Yet, despite their promise, the transposition of these techniques to the neuroimaging domain has been challenging due to the expansive number of potential preprocessing pipelines and the large parameter search space for graph-based dataset construction. In this paper, we introduce NeuroGraph, a collection of graph-based neuroimaging datasets, and demonstrated its utility for predicting multiple categories of behavioral and cognitive traits. We delve deeply into the dataset generation search space by crafting 35 datasets that encompass static and dynamic brain connectivity, running in excess of 15 baseline methods for benchmarking. Additionally, we provide generic frameworks for learning on both static and dynamic graphs. Our extensive experiments lead to several key observations. Notably, using correlation vectors as node features, incorporating larger number of regions of interest, and employing sparser graphs lead to improved performance. To foster further advancements in graph-based data driven neuroimaging analysis, we offer a comprehensive open-source Python package that includes the benchmark datasets, baseline implementations, model training, and standard evaluation.Comment: NeurIPS2

    Knowledge and attitudes toward epilepsy among Malaysian Chinese

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    Background: Epileptics are often socially discriminated due to the negative public attitudes, misconceptions and false beliefs. Thus, the main objective of this study was to assess the knowledge and attitudes toward epilepsy among Malaysian Chinese. Methods: A cross-sectional study by using a 23-item validated, self-administered questionnaire was carried out in urban areas, selected through stratified sampling. A Chinese population was randomly selected in the stratified areas of Penang, Ipoh, Klang valley, and Kuala Lumpur and was asked to complete the questionnaire. Results: Among 382 (74.6%) respondents, 16.2% believed that epilepsy is a type of mental illness. Majority (90.8%) accepted that epileptics can become useful members of the society however, only 16% agreed to marry them. About 57% of respondents recognised epilepsy as nervous system problem. Significant relationships between education level and statements such as, epileptics are as intelligent as everyone else (p=0.009), epilepsy can be successfully treated with drugs (p=0.037) and epileptics can be successful in their chosen career (p=0.009), were found. Conclusions: The general Chinese population in the selected areas of peninsular Malaysia had relatively good knowledge and positive attitudes toward certain aspects of epilepsy at the time of the investigation. However, minority of the study participants demonstrated prejudice and discriminatory behaviour towards people with epilepsy

    Therapeutic potential and bioactive phenolics of locally grown Pakistani and Chinese varieties of ginger in relation to extraction solvents

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    Current study compares the Therapeutic/nutra-pharmaceuticals potential and phenolics profile of Pakistani grown Pakistani and Chinese varieties of ginger. Crude yield of bioactive components from the varieties tested, using different extraction solvents including chloroform, ethyl acetate, ether, methanol, ethanol and distilled water. The crude bioactives varied from 14.1-82.5%. The highest extraction yield was noted for Pakistani species. The HPLC analysis revalued significant amounts of phenolics including vanillin, protocatechuic, vanillic, ferulic, sinapinic and cinnamic acids. The highest anti-inflammatory activity was shown by ethanolic extract of Pakistani variety (IC50: 26.5±1.8) whereas Chinese variety exhibited potent anticancer potential against MCF-7 cell line (Inhibition: 91.38 %). The Chinese variety in general showed higher phenolics and anticancer, while the Pakistani exhibited higher anti-inflammatory activity. Pakistani grown ginger and ethanolic extract of Chinese ginger showed highest antimicrobial activity against Pseudomonas aeruginosa 18.0±0.02 & 15.00±0.02 mm respectively. Minimum results obtained with water for both varieties of ginger with range of 7.2±0.22 and 6±0.07 respectively. Moreover, the phenolics composition, anti-inflammatory, antibacterial and anticancer activities of both tested varieties of ginger were notably affected as a function of extraction solvents. Our findings advocate selection of appropriate solvent for recovery of effective phenolic bioactive compounds from ginger verities to support the Nutra-pharmaceutical formulation

    Patient-reported adverse drug reactions and drug-drug interactions: a cross-sectional study on Malaysian HIV/AIDS patients

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    Objective: This study aimed to explore the adverse drug reactions (ADRs) reported by patients and to identify drug-drug interactions (DDIs) among human immunodeficiency virus/acquired immunodeficiency syndrome (HIV/AIDS) patients. Subjects and Methods: This cross-sectional study was conducted at the Medication Therapy Adherence Clinic, Hospital Sungai Buloh, an HIV/AIDS referral centre. The patients were randomly selected and were encouraged to describe ADRs caused specifically by any of the prescribed antiretroviral drugs (ARDs). Sociodemographic characteristics were recorded from the patients’ medical records. In addition data on antiretroviral treatment (ART), DDIs and other conventional medication were also documented. Results: A total of 325 randomly selected HIV/AIDS patients with a mean age of 22.94 years participated in the study. The most frequently prescribed ARDs were lamivudine (64.6%), zidovudine (40.6%) and efavirenz (42.5%). Commonly reported ADRs were fatigue (54.8%), allergic reactions (41.5%), weight loss (41.5%), dry mouth (35.1%) and memory loss (35.1%). Female (87.8%), non-complementary and alternative medicine (CAM) users (87.3%) and participants below 50 years old (81.1%) were identified as having a higher prevalence of ADRs compared to males (79.6%), CAM users (78.7%) and participants aged 50 years or more (77.5%). Patient age was found to be significantly associated (p = 0.048) with the ADRs. In addition, a total of 44 cases of DDIs belonging to category D were also found in this study. Conclusions: This study enabled us to identify the most common ADRs and DDIs associated with the use of ART. Safe and effective treatment depends on the healthcare providers’ knowledge of the same

    Awareness of school students on sexually transmitted infections (STIs) and their sexual behavior: a cross-sectional study conducted in Pulau Pinang, Malaysia

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    <p>Abstract</p> <p>Background</p> <p>Sexually transmitted Infections (STIs) rank among the most important health issues for the people especially the young adults worldwide. Young people tend to engage in sexual activity at younger ages in the past decade than in the 1970s, and 1980s. Knowledge is an essential precursor of sexual risk reduction. A cross-sectional study was conducted in Pulau Pinang, Malaysia, to produce the baseline information about school students' awareness and perception about sexually transmitted Infections (STIs) and their sexual activity to help establish control and education programmes.</p> <p>Methods</p> <p>Students from form 4 (aged between 15 to 16 years), form 5 (aged between 16 to 17 years) and form 6 (aged between 18 to 20 years) in their class rooms were approached and asked to complete self administered and anonymous pre-validated questionnaires. SPSS for windows version 13 was used to analyze the results statistically and results were presented in tabular form.</p> <p>Results</p> <p>Data was collected from 1139 students aged between 15 to 20 years, 10.6% of which claimed that they never heard about STIs. Sexual experience related significantly with gender, race, and education level. Approximately 12.6% claimed to have sexual experience of which 75.7% had their sexual debut at 15-19 years and 38.2% were having more than 3 partners. Sexual experience was found to be significantly associated with gender (<it>p </it>= 0.003), ethnicity (<it>p </it>= 0.001) and education level (<it>p </it>= 0.030). However, multiple partner behaviour was significantly associated only with gender (<it>p </it>= 0.010). Mean knowledge score was 11.60 ± 8.781 and knowledge level was significantly associated with religion (p = 0.005) education level (<it>p </it>= 0.000), course stream (<it>p </it>= 0.000), socioeconomic class (<it>p </it>= 0.000) and sexual experience (<it>p </it>= 0.022).</p> <p>Conclusions</p> <p>It was concluded that school students have moderate level of knowledge about STIs although they are sexually active. Interventions such as reinforcing the link between STIs and HIV/AIDS, assessing the current status of sexuality education in schools and arranging public talks and seminars focusing on STIs prevention education are needed to improve their awareness.</p

    Mortality from gastrointestinal congenital anomalies at 264 hospitals in 74 low-income, middle-income, and high-income countries: a multicentre, international, prospective cohort study

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    Summary Background Congenital anomalies are the fifth leading cause of mortality in children younger than 5 years globally. Many gastrointestinal congenital anomalies are fatal without timely access to neonatal surgical care, but few studies have been done on these conditions in low-income and middle-income countries (LMICs). We compared outcomes of the seven most common gastrointestinal congenital anomalies in low-income, middle-income, and high-income countries globally, and identified factors associated with mortality. Methods We did a multicentre, international prospective cohort study of patients younger than 16 years, presenting to hospital for the first time with oesophageal atresia, congenital diaphragmatic hernia, intestinal atresia, gastroschisis, exomphalos, anorectal malformation, and Hirschsprung’s disease. Recruitment was of consecutive patients for a minimum of 1 month between October, 2018, and April, 2019. We collected data on patient demographics, clinical status, interventions, and outcomes using the REDCap platform. Patients were followed up for 30 days after primary intervention, or 30 days after admission if they did not receive an intervention. The primary outcome was all-cause, in-hospital mortality for all conditions combined and each condition individually, stratified by country income status. We did a complete case analysis. Findings We included 3849 patients with 3975 study conditions (560 with oesophageal atresia, 448 with congenital diaphragmatic hernia, 681 with intestinal atresia, 453 with gastroschisis, 325 with exomphalos, 991 with anorectal malformation, and 517 with Hirschsprung’s disease) from 264 hospitals (89 in high-income countries, 166 in middleincome countries, and nine in low-income countries) in 74 countries. Of the 3849 patients, 2231 (58·0%) were male. Median gestational age at birth was 38 weeks (IQR 36–39) and median bodyweight at presentation was 2·8 kg (2·3–3·3). Mortality among all patients was 37 (39·8%) of 93 in low-income countries, 583 (20·4%) of 2860 in middle-income countries, and 50 (5·6%) of 896 in high-income countries (p<0·0001 between all country income groups). Gastroschisis had the greatest difference in mortality between country income strata (nine [90·0%] of ten in lowincome countries, 97 [31·9%] of 304 in middle-income countries, and two [1·4%] of 139 in high-income countries; p≤0·0001 between all country income groups). Factors significantly associated with higher mortality for all patients combined included country income status (low-income vs high-income countries, risk ratio 2·78 [95% CI 1·88–4·11], p<0·0001; middle-income vs high-income countries, 2·11 [1·59–2·79], p<0·0001), sepsis at presentation (1·20 [1·04–1·40], p=0·016), higher American Society of Anesthesiologists (ASA) score at primary intervention (ASA 4–5 vs ASA 1–2, 1·82 [1·40–2·35], p<0·0001; ASA 3 vs ASA 1–2, 1·58, [1·30–1·92], p<0·0001]), surgical safety checklist not used (1·39 [1·02–1·90], p=0·035), and ventilation or parenteral nutrition unavailable when needed (ventilation 1·96, [1·41–2·71], p=0·0001; parenteral nutrition 1·35, [1·05–1·74], p=0·018). Administration of parenteral nutrition (0·61, [0·47–0·79], p=0·0002) and use of a peripherally inserted central catheter (0·65 [0·50–0·86], p=0·0024) or percutaneous central line (0·69 [0·48–1·00], p=0·049) were associated with lower mortality. Interpretation Unacceptable differences in mortality exist for gastrointestinal congenital anomalies between lowincome, middle-income, and high-income countries. Improving access to quality neonatal surgical care in LMICs will be vital to achieve Sustainable Development Goal 3.2 of ending preventable deaths in neonates and children younger than 5 years by 2030

    A prospective exploration of people’s experiences of and responses to symptoms in New Zealand and Pakistan

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    Bodily symptoms are a routine aspect of daily life but are usually ignored or treated outside formal healthcare. However, the way people respond to symptoms can affect the progression of serious illnesses as symptoms might be an indication of something serious. Research on symptom prevalence and responses has often relied on data obtained from people recruited from a health care setting or by asking people to recall past illnesses. This will however, miss a substantial proportion of responses for which no or solely lay advice is sought, or which are forgotten due to their transient nature. Furthermore, relatively few studies have been conducted recently, and more seriously, there is a dearth of data outside developed countries and no cross-cultural studies. The thesis aimed to gain insight into symptom prevalence and responses using a prospective design and to adapt such a design in a developing country context with a non-western culture. Additionally, it aimed to measure the extent to which symptom response could be predicted by personal characteristics, attitudes, and beliefs. A telephone sample of randomly selected 152 people from New Zealand (a developed country) and 151 people recruited through stratified intercept method from Pakistan (a developing, non-western country), were used. The participants in the study were healthy individuals aged 18-65 years. The study involved the use of four different study instruments: a computer based test assessing people’s implicit attitudes towards conventional and alternative treatments; an entry questionnaire to collect information on personal characteristics such as demographics, future orientation, impulsivity, beliefs about medicines, and attitudes towards health care providers; email or text messages sent out daily for 30 days asking participants about their level of happiness and wellness and experience of symptoms during the last 24 hours; and a symptom reporting questionnaire to be filled out on the symptomatic days gathering information on type, duration, and severity of symptoms, and the way people responded to them. The questionnaires were originally designed in English and were administered online to the participants in New Zealand. However, for Pakistan, the questionnaires were translated into the national language Urdu and were administered on paper. Symptoms were highly prevalent in both New Zealand and Pakistan, and were likely to include many which may not be recalled in a retrospective study design. Pain was found to be the most commonly experienced symptom followed by respiratory symptoms. The prevalence and frequency of the symptoms was generally higher in Pakistan. Responses to symptoms showed a different pattern in both study settings with ignoring the symptoms as a common response in New Zealand but the least common in Pakistan. Self-medication was a common response in both New Zealand and Pakistan. However, it was limited to OTC medicines in New Zealand but included potentially harmful medicines such as antibiotics in Pakistan. Use of home remedies was a common practice in Pakistan but not in New Zealand. Seeking help for symptoms was not as uncommon in Pakistan as in New Zealand, though doctors were the preferred choice of professional help in both study settings. Personal characteristics, beliefs and attitudes were less useful in predicting responses to symptoms whereas symptom characteristics clearly shaped responses. This prospective study managed to decrease the recall period and was successfully adapted to a developing, non-western country context. The findings highlight the need to improve people’s awareness of self-care through education programmes and media campaigns in order to manage symptoms appropriately and safely. They also underline the need to develop and enforce the laws for prescription only medicines in Pakistan to promote rational use of medicines. I advocate for the importance of transferring health care for day to day symptoms from doctors to pharmacists by increasing public awareness of pharmacists as first port of call for symptoms

    Evaluation of the Management of Sexually Transmitted Infections by Private Practitioners in Pulau Pinang, Malaysia

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    To determine the current practices of private practitioners for the management of STIs in Pulau Pinang, Malaysia, evaluation of pharmacotherapy for STIs in private clinics and to ascertain the management of STIs compared to standard guidelines
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