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1.
Sensors (Basel) ; 24(18)2024 Sep 12.
Article in English | MEDLINE | ID: mdl-39338670

ABSTRACT

Volume reconstruction techniques are gaining increasing interest in medical domains due to their potential to learn complex 3D structural information from sparse 2D images. Recently, neural radiance fields (NeRF), which implicitly model continuous radiance fields based on multi-layer perceptrons to enable volume reconstruction of objects at arbitrary resolution, have gained traction in natural image volume reconstruction. However, the direct application of NeRF to medical volume reconstruction presents unique challenges due to differences in imaging principles, internal structure requirements, and boundary delineation. In this paper, we evaluate different NeRF techniques developed for natural images, including sampling strategies, feature encoding, and the use of complimentary features, by applying them to medical images. We evaluate three state-of-the-art NeRF techniques on four datasets of medical images of different complexity. Our goal is to identify the strengths, limitations, and future directions for integrating NeRF into the medical domain.


Subject(s)
Algorithms , Imaging, Three-Dimensional , Humans , Imaging, Three-Dimensional/methods , Image Processing, Computer-Assisted/methods , Neural Networks, Computer , Magnetic Resonance Imaging/methods
2.
Front Plant Sci ; 15: 1437276, 2024.
Article in English | MEDLINE | ID: mdl-39157509

ABSTRACT

Chromium (Cr) toxicity hampers ornamental crops' growth and post-harvest quality, especially in cut flower plants. Nano-enabled approaches have been developing with phenomenal potential towards improving floricultural crop production under heavy metal-stressed conditions. The current pot experiment aims to explore the ameliorative impact of silicon nanoparticles (Si-NPs; 10 mM) and indole butyric acid (IBA; 20 mM) against Cr stress (0.8 mM) in Freesia refracta. The results showed that Cr stress significantly reduced morphological traits, decreased roots-stems biomass, abridged chlorophyll (14.7%) and carotenoid contents (27.2%), limited gas exchange attributes (intercellular CO2 concentration (Ci) 24.8%, stomatal conductance (gs) 19.3% and photosynthetic rate (A) 28.8%), condensed proline (39.2%) and total protein (40%) contents and reduced vase life (15.3%) of freesia plants by increasing oxidative stress. Contrarily, antioxidant enzyme activities, MDA and H2O2 levels, and Cr concentrations in plant parts were remarkably enhanced in Cr-stressed plants than in the control. However, foliar supplementation of Si-NPs + IBA (combined form) to Cr-stressed plants increased defense mechanism and tolerance as revealed by improved vegetative and reproductive traits, increased biomass, photosynthetic pigments (chlorophyll 30.3%, carotenoid 57.2%) and gaseous exchange attributes (Ci 33.3%, gs 25.6%, A 31.1%), proline (54.5%), total protein (55.1%), and vase life (34.9%) of metal contaminated plants. Similarly, the improvement in the activities of peroxidase, catalase, and superoxide dismutase was recorded by 30.8%, 52.4%, and 60.8%, respectively, compared with Cr-stressed plants. Meanwhile, MDA (54.3%), H2O2 (32.7%) contents, and Cr levels in roots (43.3), in stems (44%), in leaves (52.8%), and in flowers (78.5%), were remarkably reduced due to combine application of Si-NPs + IBA as compared with Cr-stressed nontreated freesia plants. Thus, the hypothesis that the synergistic application of Si-NPs + IBA will be an effective approach in ameliorating Cr stress is authenticated from the results of this experiment. Furthermore, the study will be significant since it will demonstrate how Si-NPs and IBA can work synergistically to combat Cr toxicity, and even when added separately, they can improve growth characteristics both under stressed and un-stressed conditions.

3.
Mol Biol Cell ; 35(8): ar114, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-38985514

ABSTRACT

Idiopathic pulmonary fibrosis (IPF), one of the most common forms of interstitial lung disease, is a poorly understood, chronic, and often fatal fibroproliferative condition with only two FDA-approved medications. Understanding the pathobiology of the fibroblast in IPF is critical to evaluating and discovering novel therapeutics. Using a decellularized lung matrix derived from patients with IPF, we generate three-dimensional hydrogels as in vitro models of lung physiology and characterize the phenotype of fibroblasts seeded into the hydrogels. When cultured in IPF extracellular matrix hydrogels, IPF fibroblasts display differential contractility compared with their normal counterparts, lose the classical myofibroblast marker α-smooth muscle actin, and increase expression of proinflammatory cytokines compared with fibroblasts seeded two-dimensionally on tissue culture dishes. We validate this proinflammatory state in fibroblast-conditioned media studies with monocytes and monocyte-derived macrophages. These findings add to a growing understanding of the lung microenvironment effect on fibroblast phenotypes, shed light on the potential role of fibroblasts as immune signaling hubs during lung fibrosis, and suggest intervention in fibroblast-immune cell cross-talk as a possible novel therapeutic avenue.


Subject(s)
Extracellular Matrix , Fibroblasts , Hydrogels , Idiopathic Pulmonary Fibrosis , Lung , Humans , Idiopathic Pulmonary Fibrosis/metabolism , Idiopathic Pulmonary Fibrosis/pathology , Fibroblasts/metabolism , Lung/pathology , Lung/metabolism , Extracellular Matrix/metabolism , Cytokines/metabolism , Macrophages/metabolism , Myofibroblasts/metabolism , Inflammation/metabolism , Inflammation/pathology , Cells, Cultured , Culture Media, Conditioned/pharmacology , Actins/metabolism , Monocytes/metabolism
4.
Heliyon ; 10(10): e31701, 2024 May 30.
Article in English | MEDLINE | ID: mdl-38831809

ABSTRACT

Purpose: Grounding on relative deprivation theory, this study aimed to investigate the relationship between perceived overqualification (POQ) and knowledge hiding. Furthermore, this study investigated the mediating role of job boredom and the moderating effect of job crafting. Design: /Methodology/Approach: This study employs Hayes' PROCESS model to analyze data obtained from 374 employees working in the hospitality and tourism industry. Findings: The results indicate a positive relationship between POQ, job boredom, and knowledge hiding. These findings suggest that job boredom mediates the relationship between POQ and knowledge hiding. Furthermore, the study showed a moderated mediation path wherein the interaction effect of POQ and job crafting on knowledge hiding was mediated by job boredom. Research limitations/implications: Data were collected from the hospitality and tourism industry, limiting the generalizability of the findings to other sectors. Additionally, the study relied on self-reported measures, which may have resulted in a bias. Practical implications: Conduct thorough job fit assessments during the hiring process to ensure that candidates' qualifications align closely with job requirements. By matching employees' skills and experiences to their job, organizations can reduce perceived overqualification, which may lower job boredom and knowledge hiding tendencies. Originality/value: This study's focus on person-job misfits adds a new layer of insight into employee experiences in the workplace. By examining how mismatches between individuals and their roles contribute to job boredom and knowledge hiding, this study highlights the importance of aligning job responsibilities with employee skills, qualifications, and preferences.

5.
Environ Pollut ; 356: 124299, 2024 Sep 01.
Article in English | MEDLINE | ID: mdl-38848958

ABSTRACT

The coexistence of polystyrene microplastics (PSMPs) and copper (Cu) has become a pressing issue for croplands. However, limited literature is available regarding the interaction of PSMPs with essential micronutrients in Cu-contaminated soils. Therefore, the present study aimed to analyze the immobilization potential of PSMPs for micronutrient bioavailability in soil and Cu toxicity in maize (Zea mays L.). A pot experiment was conducted with maize variety "Islamabad gold" exposed to varying Cu concentrations (0, 50, 100, 200, and 400 mg/kg) and PSMPs (150-250 µm size, 0, 1, and 3% w/w) via soil spiking for 60 days. The concentrations of essential micronutrients (Zn, Cu, Mn, Fe) in soil and plant tissues were measured using an atomic absorption spectrophotometer. Moreover, malondialdehyde (MDA) and antioxidant activities (superoxide dismutase, ascorbate peroxidase, catalase, and peroxidase) were recorded. The concentration of Cu showed significant reduction in post-harvesting soil by 21, 24.8, 27.6, 29.2, and 30.2% from Cu0 to Cu400 mg/kg respectively from pre-sowing soil. On the other hand, the addition of 1%PSMPs and 3%PSMPs declined Cu by 16, 21.6, 24.4, 25.9, 27.8, and 12.6, 16.5, 19.9, 23.2, 25% from Cu0 to Cu400 mg/kg respectively. Maize showed significant improvement in growth under combined exposure of Cu and 3% PSMPs compared to individual exposure. The MDA level was decreased under the combined presence of Cu and PSMPs compared to individual Cu exposure. The percentage difference with 1%PSMPs was 98.1, 95.0, 92.0, 90.0, and 89.6%, while with 3%PSMPs was 93.2, 93.2, 87.7, 81.4, and 79.2% from Cu0 to Cu400 mg/kg respectively. Moreover, the impact of PSMPs was more prominent at a 3% dose compared to a 1% dose. The findings provided significant knowledge about the potential of PSMPs to mitigate Cu toxicity in maize. Future research should incorporate a variety of particle size distributions at natural conditions for variety-specific differences.


Subject(s)
Copper , Microplastics , Polystyrenes , Soil Pollutants , Zea mays , Zea mays/metabolism , Zea mays/drug effects , Copper/toxicity , Polystyrenes/toxicity , Soil Pollutants/metabolism , Soil Pollutants/toxicity , Microplastics/toxicity , Biological Availability , Soil/chemistry , Malondialdehyde/metabolism , Superoxide Dismutase/metabolism , Antioxidants/metabolism
6.
Eur J Pharm Sci ; 198: 106797, 2024 Jul 01.
Article in English | MEDLINE | ID: mdl-38735401

ABSTRACT

The multicomponent etiology, complex clinical implications, dose-based side effect and degree of pain mitigation associated with the current pharmacological therapy is incapable in complete resolution of chronic neuropathic pain patients which necessitates the perpetual requirement of novel medication therapy. Therefore, this study explored the ameliorative aptitude of two novel methanimine imitative like (E)-N-(4-nitrobenzylidene)-4­chloro-2-iodobenzamine (KB 09) and (E)-N-(4-methylbenzylidene)-4­chloro-2-iodobenzamine (KB 10) in chronic constriction injury (CCI) of sciatic nerve induced neuropathic pain in rat model. Standard behavioral tests like dynamic and static allodynia, cold, thermal and mechanical hyperalgesia along with rotarod activity were performed at various experimental days like 0, 3, 7, 14 and 21. Enzyme linked immunosorbent assay (ELISA) on spinal tissue and antioxidant assays on sciatic nerve were executed accompanied by molecular docking and simulation studies. Prolonged ligation of sciatic nerve expressively induced hyperalgesia as well as allodynia in rats. KB 09 and KB 10 substantially attenuated the CCI elicited hyperalgesia and allodynia. They significantly reduced the biomarkers of pain and inflammation like Interleukin-6 (IL-6) and tumor necrosis factor-alpha (TNF-α) in ELISA and while enhanced the GSH, SOD and CAT and diminished the MDA levels during antioxidant assays. KB 09 displayed -9.62 kcal/mol with TNF-α and -7.68 kcal/mol binding energy with IL-6 whereas KB 10 exhibited binding energy of -8.20 kcal/mol with IL-6 while -11.68 kcal/mol with TNF-α and hence both trial compounds ensured stable interaction with IL-6 and TNF-α during computational analysis. The results advocated that both methanimine derivatives might be novel candidates for attenuation of CCI-induced neuropathic pain prospects via anti-nociceptive, anti-inflammatory and antioxidant mechanisms.


Subject(s)
Hyperalgesia , Molecular Docking Simulation , Neuralgia , Sciatic Nerve , Animals , Neuralgia/drug therapy , Neuralgia/metabolism , Male , Hyperalgesia/drug therapy , Sciatic Nerve/injuries , Sciatic Nerve/drug effects , Rats , Rats, Wistar , Disease Models, Animal , Tumor Necrosis Factor-alpha/metabolism , Interleukin-6/metabolism , Analgesics/pharmacology , Analgesics/therapeutic use , Analgesics/chemistry , Antioxidants/pharmacology , Antioxidants/chemistry , Computer Simulation , Constriction , Imines/chemistry , Imines/pharmacology
7.
Acta Psychol (Amst) ; 246: 104243, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38663340

ABSTRACT

This study examines the effect of gamification on workplace thriving and employee well-being in the hospitality and tourism organizations, investigating the mediating effects of conflict resolution and working relationships while assessing the moderating influence of top management support. We conducted a time-lagged study with 451 employees from various hospitality and tourism organizations. Our research aimed to understand how gamification affects workplace thriving and employee well-being, with a focus on the mediating roles of conflict resolution and working relationships. We also examined the moderating effect of top management support. Our results demonstrate a positive link between gamification and workplace thriving, as well as a connection between gamification and employee well-being. Conflict resolution was found to mediate the relationship between gamification and workplace thriving, while working relationships mediated the connection between gamification and employee well-being. Additionally, top management support significantly moderated the relationships between gamification, conflict resolution, and workplace thriving.


Subject(s)
Workplace , Humans , Adult , Male , Female , Workplace/psychology , Negotiating , Job Satisfaction , Middle Aged
8.
Psychol Res Behav Manag ; 17: 553-566, 2024.
Article in English | MEDLINE | ID: mdl-38374936

ABSTRACT

Purpose: This study delves into the intricate interplay between perceived overqualification, job search behavior, psychological well-being, and proactive behavior, within two distinct and diverse work settings. Methods: Drawing upon the Person-Job Fit theory, we investigated these dynamics in two unique samples: Sample 1 encompassed corporate sector employees in the United Arab Emirates (N=409), while Sample 2 comprised IT sector workers in Pakistan (N=337). Hayes PROCESS macro were used to examine the proposed hypotheses and AMOS (Version 28) were conducted to examine model fitness. Results: In Study 1, we established a positive association between perceived overqualification and job search behavior among employees in the UAE corporate sector. Notably, this relationship was mediated by psychological well-being, suggesting that the impact of perceived overqualification on job search behavior is, in part, channeled through its effects on individuals' psychological well-being. Study 2 showed that proactive behavior exhibited a moderating effect on the negative link between perceived overqualification and psychological well-being. Specifically, employees displaying higher levels of proactive behavior demonstrated a less adverse influence of perceived overqualification on psychological well-being. Importantly, this adaptive effect of proactive behavior was found to indirectly influence job search behavior. Discussion: The findings highlight the nature of perceived overqualification in the workplace and its varying impact on employee behavior and well-being across different cultural and work settings. The mediation by psychological well-being and moderation by proactive behavior in these relationships underscores the importance of individual responses to perceived job fit issues. These insights are crucial for understanding employee behavior in diverse work environments and can inform practices for managing perceived overqualification.

9.
Diabetes Metab Syndr ; 18(1): 102938, 2024 Jan.
Article in English | MEDLINE | ID: mdl-38194827

ABSTRACT

OBJECTIVES: To evaluate the association between non-alcoholic fatty liver disease (NAFLD) and cardiovascular outcomes, including angina, coronary artery disease (CAD), coronary artery calcification (CAC), myocardial infarction (MI), and calcified coronary plaques. METHODS: A comprehensive search of databases, including PubMed, EMBASE, and Cochrane Library, was conducted up to January 2023. Studies were included investigating the relationship between NAFLD and cardiovascular outcomes in adult populations. Exclusion criteria were studies on animals, pediatric populations, and those not published in English. Two reviewers assessed the risk of bias in the included studies using the Newcastle-Ottawa Scale. Pooled odds ratios (ORs) and 95% confidence intervals (CIs) were calculated using random-effects models. RESULTS: The meta-analysis included 32 studies with a total of 5,610,990 participants. NAFLD demonstrated significant associations with increased risks of angina (Relative Risk (RR): 1.45, 95% CI: 1.17, 1.79), CAD (RR: 1.21, 95% CI: 1.07, 1.38), CAC >0 (RR: 1.39, 95% CI: 1.15, 1.69), and calcified coronary plaques (RR: 1.55, 95% CI: 1.05, 2.27). However, no significant association was found between NAFLD and CAC >100 (RR: 1.16, 95% CI: 0.97, 1.38) or MI (RR: 1.70, 95% CI: 0.16, 18.32). CONCLUSION: The meta-analysis demonstrated a significant association between NAFLD and cardiovascular outcomes independent of conventional cardiovascular disease (CVD) risk factors. These findings emphasize the importance of prevention, early detection, and proper management of NAFLD.


Subject(s)
Coronary Artery Disease , Myocardial Infarction , Non-alcoholic Fatty Liver Disease , Adult , Humans , Coronary Artery Disease/epidemiology , Coronary Artery Disease/etiology , Non-alcoholic Fatty Liver Disease/complications , Non-alcoholic Fatty Liver Disease/epidemiology , Risk
10.
Chemosphere ; 349: 140970, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38114020

ABSTRACT

Per- and polyfluoroalkyl substances (PFASs) are a group of emerging contaminants, that have a wide range of applications in industrial and commercial products. The direct discharge of untreated industrial and domestic wastewater into freshwater bodies is a common practice in developing countries, which are the main contributors to PFASs in the aquatic environment. The situation is further worsened due to poor wastewater treatment facilities and weak enforcement of environmental regulations in countries like Pakistan. The current study was designed to assess PFASs contamination in muscle tissues of edible fish species from major tributaries of the Indus System, including Head Panjnad (HP), Head Trimmu (HT), Chashma Barrage (CB), Head Blloki (HB) and Head Qadirabad (HQ). The analysis of target PFAS was performed using ultrahigh-performance liquid chromatography coupled with a quadrupole Orbitrap high-resolution mass spectrometry. The highest levels of ∑17PFASs were observed in S. seenghala, C. mirigala from HB, and C. mirigala from HQ with a mean value of 45.4 ng g-1, 43.7 ng g-1, and 40.8 ng g-1, respectively. Overall, the compositional profile of fish samples was predominated by long-chain PFASs such as PFOA, PFOS, PFHpS, and PFDS. The accumulation of PFASs in fish species is dependent on the physiochemical properties of PFASs, characteristics of the aquatic environment, and fish species. Significant associations of PFASs with isotopic composition (p < 0.05), feeding habits (p < 0.05), and zones (p < 0.05) indicate that dietary proxies could be an important predictor of PFASs distribution among species. The C7-C10 PFASs exhibited bio-accumulative tendency with an accumulation factor ranging from 0.5 to 3.4. However, none of the fish samples had sufficiently high levels of PFOS to cause human health risk (HR < 1). For future studies, it is s recommended to conduct seasonal monitoring and the bioaccumulation pattern along trophic levels of both legacy and emerging PFASs.


Subject(s)
Alkanesulfonic Acids , Fluorocarbons , Water Pollutants, Chemical , Animals , Humans , Water/analysis , Alkanesulfonic Acids/analysis , Pakistan , Fluorocarbons/analysis , Water Pollutants, Chemical/analysis , Fishes , Environmental Monitoring
11.
Eur Cardiol ; 18: e48, 2023.
Article in English | MEDLINE | ID: mdl-37655134

ABSTRACT

Chronic total occlusion (CTO) of the coronary arteries is a relatively common finding in routine coronary angiography. Of late, there has been considerable improvement in the success rate of percutaneous intervention for coronary CTO, attributed to technological advancement and skills development. CT coronary angiogram (CTCA) is a simple, non-invasive, and cost-effective test that aids in the diagnosis and management of coronary artery disease, including CTOs. The development of multi-slice CT and the use of 3D volume rendering images has revolutionised the diagnostic abilities of CTCA, with improvements in imaging quality and detailed anatomical and morphological characterisation of the plaque disease. In CTO percutaneous intervention, CTCA is used in pre-procedural planning, applying scoring systems to predict the likely success of the intervention as well as the post-procedural evaluation and follow-up. This review examines the different uses of CTCA in CTO intervention, its impact on successful recanalisation and the areas for future consideration.

12.
Cureus ; 15(6): e40912, 2023 Jun.
Article in English | MEDLINE | ID: mdl-37496555

ABSTRACT

The systematic review aims to evaluate the efficacy and safety of endobronchial stent placement for malignant airway obstruction.  A comprehensive search was conducted across multiple databases to identify relevant studies. Cohort studies, randomized controlled trials, and case-control studies examining the outcomes of endobronchial stent placement in patients with malignant airway obstruction were included. Data on pre-treatment evaluation, such as pulmonary function testing, dyspnea severity scoring systems, arterial blood gas parameters, imaging, and degree of obstruction, were also collected. Primary outcomes of interest included post-procedure stenosis, pulmonary function testing evaluation, blood gas parameters, and survival outcomes. Secondary outcomes encompassed improvements in clinical status, dyspnea grade, and procedure-related complications. A total of 27 studies met the inclusion criteria and were included in the systematic review. The included studies demonstrated promising outcomes of endobronchial stent placement in managing malignant airway obstruction. Post-procedure airway diameters, pulmonary function testing, and blood gas parameters improved significantly. Survival outcomes varied among studies. Furthermore, endobronchial stent placement was associated with improvements in clinical status and dyspnea grade. Procedure-related complications ranged from pain, hemoptysis and mucus plugging to stent obstruction, migration and pneumothorax.  This systematic review suggests that endobronchial stent placement is an effective and safe intervention for managing malignant airway obstruction. It offers significant improvements in post-procedure stenosis, pulmonary function testing, blood gas parameters, and clinical outcomes. However, further studies with larger sample sizes and standardized reporting are warranted to better evaluate the long-term efficacy and safety of endobronchial stent placement for malignant airway obstruction.

13.
Heliyon ; 9(5): e15543, 2023 May.
Article in English | MEDLINE | ID: mdl-37139294

ABSTRACT

Objective: Grounding on social learning theory (SLT), this study examines the effect of public leadership on project management effectiveness (PME). Further, this study examines the mediating role of goal clarity and moderating role of top management support. Methodology: Hierarchical linear regressions were used to investigate the relationships. PROCESS Hayes (2003) Model 7 was used for the moderation and mediation analysis. The data was collected from 322 Pakistani public sector developmental project employees. Findings: The results show that public leadership positively affects goal clarity (ß = 0.049, p < 0.001) and project management effectiveness (0.032, p < 0.001). In addition, goal clarity mediates the association between public leadership and project management effectiveness (0.36, p < 0.001). Furthermore, the strength of the mediated relationship between public leadership and project management effectiveness (via goal clarity) depends on top management support. The indirect effect of public leadership on project management effectiveness is high when top management support is high (compared to low). Conclusion: The role of public leadership contributes significantly to the project's success. The project leader recognises, enlists, and promotes the organisation's core competencies, identifies, corrects, and controls key rigidities, places a high value on goal clarity, and continually lines up procedures with the project's overarching goals. Implications: Public leadership is crucial in project management effectiveness, especially in the public sector, where projects often involve multiple stakeholders, limited resources, and complex regulatory requirements. Effective public leadership ensures that projects are aligned with the organization's mission and goals and carried out efficiently, on time, and within budget.

14.
Cureus ; 15(1): e34434, 2023 Jan.
Article in English | MEDLINE | ID: mdl-36874755

ABSTRACT

Endobronchial malignancies with significant airway obstruction can lead to multiple complications including pneumonia, and atelectasis over a period of time. Various intraluminal treatments have proven their value in palliative treatment for advanced malignancies. Nd:YAG (neodymium-doped yttrium aluminum garnet; Nd:Y3Al5O12) laser has established its role as a major palliative intervention due to its minimal side effects and improvement in quality of life by relieving local symptoms. The systematic review was conducted with the goal of elucidating the patient characteristics, pre-treatment parameters, clinical outcomes, and possible complications resulting from the use of the Nd:YAG laser. A thorough literature search for relevant studies was conducted on PubMed, Embase, and Cochrane Library from the inception of the idea to November 24, 2022. Our study included all original studies including retrospective studies and prospective trials, but excluded case reports, case series with less than 10 patients, and studies with incomplete or irrelevant data. A total of 11 studies were included in the analysis. The primary outcomes focused on the evaluation of pulmonary functional tests, postprocedural stenosis, blood gas parameters after the procedure, and survival outcomes. Improvement in clinical status, improvement in objective scale for dyspnea, and complications were the secondary outcomes. Our study shows that Nd:YAG laser treatment is an effective form of palliative treatment to provide subjective and objective improvement in patients with advanced and inoperable endobronchial malignancies. Due to the heterogeneous study populations in the studies reviewed and the presence of many limitations, more studies are still warranted to reach a definitive conclusion.

16.
Sensors (Basel) ; 23(4)2023 Feb 05.
Article in English | MEDLINE | ID: mdl-36850381

ABSTRACT

Monkeypox disease is caused by a virus that causes lesions on the skin and has been observed on the African continent in the past years. The fatal consequences caused by virus infections after the COVID pandemic have caused fear and panic among the public. As a result of COVID reaching the pandemic dimension, the development and implementation of rapid detection methods have become important. In this context, our study aims to detect monkeypox disease in case of a possible pandemic through skin lesions with deep-learning methods in a fast and safe way. Deep-learning methods were supported with transfer learning tools and hyperparameter optimization was provided. In the CNN structure, a hybrid function learning model was developed by customizing the transfer learning model together with hyperparameters. Implemented on the custom model MobileNetV3-s, EfficientNetV2, ResNET50, Vgg19, DenseNet121, and Xception models. In our study, AUC, accuracy, recall, loss, and F1-score metrics were used for evaluation and comparison. The optimized hybrid MobileNetV3-s model achieved the best score, with an average F1-score of 0.98, AUC of 0.99, accuracy of 0.96, and recall of 0.97. In this study, convolutional neural networks were used in conjunction with optimization of hyperparameters and a customized hybrid function transfer learning model to achieve striking results when a custom CNN model was developed. The custom CNN model design we have proposed is proof of how successfully and quickly the deep learning methods can achieve results in classification and discrimination.


Subject(s)
COVID-19 , Mpox (monkeypox) , Humans , COVID-19/diagnosis , Benchmarking , Culture , Machine Learning
17.
Life (Basel) ; 13(2)2023 Jan 28.
Article in English | MEDLINE | ID: mdl-36836705

ABSTRACT

Brain MR images are the most suitable method for detecting chronic nerve diseases such as brain tumors, strokes, dementia, and multiple sclerosis. They are also used as the most sensitive method in evaluating diseases of the pituitary gland, brain vessels, eye, and inner ear organs. Many medical image analysis methods based on deep learning techniques have been proposed for health monitoring and diagnosis from brain MRI images. CNNs (Convolutional Neural Networks) are a sub-branch of deep learning and are often used to analyze visual information. Common uses include image and video recognition, suggestive systems, image classification, medical image analysis, and natural language processing. In this study, a new modular deep learning model was created to retain the existing advantages of known transfer learning methods (DenseNet, VGG16, and basic CNN architectures) in the classification process of MR images and eliminate their disadvantages. Open-source brain tumor images taken from the Kaggle database were used. For the training of the model, two types of splitting were utilized. First, 80% of the MRI image dataset was used in the training phase and 20% in the testing phase. Secondly, 10-fold cross-validation was used. When the proposed deep learning model and other known transfer learning methods were tested on the same MRI dataset, an improvement in classification performance was obtained, but an increase in processing time was observed.

18.
BMJ Case Rep ; 16(2)2023 Feb 07.
Article in English | MEDLINE | ID: mdl-36750298

ABSTRACT

We describe the case of a woman in her 60s with mitral stenosis, rate-controlled atrial fibrillation and a history of childhood rheumatic fever. She successfully underwent elective percutaneous transvenous mitral commissurotomy (PTMC), also described as balloon mitral valvuloplasty, for severe, symptomatic mitral stenosis. This was completed via right femoral vein access, trans-septal puncture and commissural separation guided by real-time three-dimensional (3D) transoesophageal echocardiography under general anaesthesia.Balloon mitral valvuloplasty is being completed more frequently in the UK due to the population having a higher incidence of mitral valve disease as a result of migration and as a palliative measure in those considered too high risk for mitral valve replacement cardiothoracic surgery.Rheumatic mitral stenosis is known to be a disease prevalent in countries of low and middle income and with increased migration to the UK, resulting in an increased prevalence of rheumatic mitral valve disease in the UK. It is estimated that within the UK, one in seven persons are migrants, and as such, we believe it is important to pay attention to diseases which affect the evolving population of the UK.Technological advancements, including availability and use of 3D transoesophageal cardiac ultrasound/echocardiography, have made PTMC much safer and more effective than previously. Additionally, the multidisciplinary team approach to PTMC is very important to its success. The procedure was completed successfully, with no complications.


Subject(s)
Balloon Valvuloplasty , Mitral Valve Stenosis , Female , Humans , Mitral Valve Stenosis/surgery , Echocardiography, Transesophageal , Treatment Outcome , Echocardiography
19.
Environ Sci Pollut Res Int ; 30(10): 25059-25068, 2023 Feb.
Article in English | MEDLINE | ID: mdl-34254244

ABSTRACT

Climate action got attention from the United Nation's Sustainable Development Goals (SDGs). Although a large number of studies are investigating the said phenomenon, however, the literature on the top five responsible countries is unable to evaluate the role of environment-related technologies (ERTs) and institutional quality (IQ). The top five consumption-based carbon dioxide (CBCO2) emitting economies, i.e., China, India, Japan, Russia, and the USA, are considerable stakeholders in this challenge. To fill this void, with the latest data available from 1992 to 2017, short- and long-run relationships are estimated with dynamic common correlated effects estimator and augmented mean group in the framework of EKC hypothesis. Reported results indicate the negative effect of ERTs and IQ towards CBCO2, which means that adoption of ERTs and better IQ is supportive in controlling environmental degradation. Findings are also robust to the policy implications for the UN's SDGs.


Subject(s)
Carbon Dioxide , Economic Development , Carbon Dioxide/analysis , Technology , China , India , Renewable Energy
20.
Sci Total Environ ; 856(Pt 2): 159144, 2023 Jan 15.
Article in English | MEDLINE | ID: mdl-36183770

ABSTRACT

Per- and polyfluoroalkyl substances (PFASs) are a large group of chemicals reported in global environment and are responsible for various adverse impacts on humans and environment. We report a comprehensive study on occurrence of PFASs, including legacy, substitute and emerging ones, from Pakistan. Surface water samples were collected from five ecologically important freshwater reservoirs in Pakistan, namely, Head Panjnad (HP), Head Trimmu (HT), Chashma Barrage (CB), Head Blloki (HB), and Head Qadirabad (HQ). The detection frequencies of PFASs ranged between 37 %-100 %. The highest concentration of ∑15PFASs was detected at HP (114.1 ng L-1), whereas the lowest at HQ (19.9 ng L-1). Among the analyzed PFASs, 6:2 fluorotelomer sulfonic acid (6:2 FTS) and perfluorooctanoic acid (PFOA) showed maximum mean concentrations of 9.1 ng L-1 and 7 ng L-1 at HP, followed by Perfluorooctane sulfonic acid (PFOS) with level of 0.99 ng L-1 at HT. The ecological risk assessment for selected species i.e., daphnid, mysid, fish and green algae showed that PFOS, perfluorononanoic acid (PFNA), perfluorodecanoic acid (PFDA) exhibited moderate risk i.e., Hazard Quotients (HQs) < 1 to the modeled organisms, whereas perfluorobutane sulfonic acid (PFBS) showed the high risk to green algae (HQs = 8.6) and PFOA presented a high risk to all the organisms (HQs ranged between 1.04 and 7.38). The level of ∑PFASs at HP (114.1 ng L-1) exceed the EU guideline value of ∑PFASs in water (100 ng L-1), however the risk quotient (RQmix) values of all age groups were < 1 implying that the detected PFASs in water do not pose risk to human health. Source apportionment through Positive Matrix Factorization (PMF) showed that industrial effluent is the main source of PFASs in freshwater reservoirs. Comparable concentrations of legacy and substitute PFASs in this study indicate that legacy PFASs are still in use adjacent to ecologically important water reservoirs.


Subject(s)
Alkanesulfonic Acids , Fluorocarbons , Water Pollutants, Chemical , Animals , Humans , Fluorocarbons/analysis , Environmental Monitoring , Water Pollutants, Chemical/analysis , Pakistan , Alkanesulfonic Acids/analysis , Fresh Water , Sulfonic Acids , Water , China
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