Supervised machine learning algorithms deployed in acute healthcare settings use data describing historical episodes to predict clinical outcomes. Clinical settings are dynamic environments and the underlying data distributions characterising episodes can change with time (a phenomenon known as data drift), and so can the relationship between episode characteristics and associated clinical outcomes (so-called, concept drift). We demonstrate how explainable machine learning can be used to monitor data drift in a predictive model deployed within a hospital emergency department. We use the COVID-19 pandemic as an exemplar cause of data drift, which has brought a severe change in operational circumstances. We present a machine learning classifier trained using (pre-COVID-19) data, to identify patients at high risk of admission to hospital during an emergency department attendance. We evaluate our model9s performance on attendances occurring pre-pandemic (AUROC 0.856 95%CI [0.852, 0.859]) and during the COVID-19 pandemic (AUROC 0.826 95%CI [0.814, 0.837]). We demonstrate two benefits of explainable machine learning (SHAP) for models deployed in healthcare settings: (1) By tracking the variation in a feature9s SHAP value relative to its global importance, a complimentary measure of data drift is found which highlights the need to retrain a predictive model. (2) By observing the relative changes in feature importance emergent health risks can be identified.
The effectiveness of COVID-19 vaccination in preventing new SARS-CoV-2 infections in the general community is still unclear. Here, we used the Office for National Statistics (ONS) COVID-19 Infection Survey, a large community-based survey of individuals living in randomly selected private households across the UK, to assess the effectiveness of BNT162b2 (Pfizer-BioNTech) and ChAdOx1 nCoV-19 (Oxford-AstraZeneca; ChAdOx1) vaccines against any new SARS-CoV-2 PCR-positive tests, split according to self-reported symptoms, cycle threshold value (<30 versus ≥30) as a surrogate for viral load, and gene positivity pattern (compatible with B.1.1.7 or not). Using 1,945,071 RT-PCR results from nose and throat swabs taken from 383,812 participants between 1 December 2020 and 8 May 2021, we found that vaccination with the ChAdOx1 or BNT162b2 vaccines already reduced SARS-CoV-2 infections ≥21 days after the first dose (61%, 95% CI 54 to 68% versus 66%, 95% CI 60 to 71%, respectively) with greater reductions observed after a second dose (79%, 95% CI 65 to 88% versus 80%, 95% CI 73 to 85%, respectively). Largest reductions were observed for symptomatic infections and/or infections with a higher viral burden. Overall, COVID-19 vaccination reduced the number of new SARS-CoV-2 infections, with the largest benefit received after two vaccinations and against symptomatic and high viral burden infections, and with no evidence of difference between the BNT162b2 and ChAdOx1 vaccines.
Collecting Respiratory Sound Samples From Corona Patients to Extend the Diagnostic Capability of VOQX Electronic Stethoscope to Diagnose COVID-19 Patients - Condition: COVID-19
Intervention: Diagnostic Test: Electronic stethoscope
Sponsor: Sanolla
Recruiting
A Global Phase III Clinical Trial of Recombinant COVID- 19 Vaccine (Sf9 Cells) - Condition: COVID-19
Interventions: Biological: Recombinant COVID-19 vaccine (Sf9 cells); Other: Placebo control
Sponsors: WestVac Biopharma Co., Ltd.; West China Hospital
Not yet recruiting
A Clinical Trial of Immunobridging and Lot-to-lot Consistency of COVID-19 Vaccine (Ad5-nCoV) in Different Age Groups. - Condition: COVID-19
Interventions: Biological: Recombinant Novel Coronavirus Vaccine (Adenovirus Type 5 Vector) 0.5ml; Biological: Recombinant Novel Coronavirus Vaccine (Adenovirus Type 5 Vector) 0.3ml
Sponsors: CanSino Biologics Inc.; Jiangsu Province Centers for Disease Control and Prevention
Recruiting
Safety of an Inactivated SARS-CoV-2 Vaccine for Prevention of COVID-19 in Adults - Condition: COVID-19
Intervention: Biological: Experimental Group
Sponsor: Sinovac Research and Development Co., Ltd.
Not yet recruiting
Mineralocorticoid Receptor Antagonist and Pulmonary Fibrosis in COVID-19. - Condition: COVID-19 Pneumonia
Interventions: Drug: Canrenoate Potassium; Drug: Normal Saline
Sponsor: Pomeranian Medical University Szczecin
Recruiting
Study of Allogeneic Adipose-Derived Mesenchymal Stem Cells for Treatment of COVID-19 Acute Respiratory Distress - Condition: Covid19
Interventions: Biological: COVI-MSC; Drug: Placebo
Sponsor: Sorrento Therapeutics, Inc.
Not yet recruiting
Study to Evaluate a Single Intranasal Dose of STI-2099 (COVI-DROPS™) in Outpatient Adults With COVID-19 (US) - Condition: Covid19
Interventions: Biological: COVI-DROPS; Drug: Placebo
Sponsor: Sorrento Therapeutics, Inc.
Not yet recruiting
Immuno-bridging Study of Inactivated SARS-CoV-2 Vaccine in Healthy Population Aged 3-17 vs Aged 18 Years Old and Above - Conditions: COVID-19 Pneumonia; COVID-19
Intervention: Biological: SARS-CoV-2 Vaccine (Vero Cell), Inactivated
Sponsors: China National Biotec Group Company Limited; Beijing Institute of Biological Products Co Ltd.
Not yet recruiting
Bifido- and Lactobacilli in Symptomatic Adult COVID-19 Outpatients - Condition: COVID-19 Respiratory Infection
Intervention: Other: Dietary Supplement
Sponsor: Nordic Biotic Sp. z o.o.
Not yet recruiting
To Evaluate the Safety and Efficacy of TQ Formula in Covid-19 Participants - Condition: Covid19
Intervention: Drug: Black Seed Oil Cap/Tab
Sponsor: Novatek Pharmaceuticals
Recruiting
Study of Allogeneic Adipose-Derived Mesenchymal Stem Cells to Treat Post COVID-19 “Long Haul” Pulmonary Compromise - Condition: Covid19
Intervention: Biological: COVI-MSC
Sponsor: Sorrento Therapeutics, Inc.
Not yet recruiting
Study of Monovalent and Bivalent Recombinant Protein Vaccines Against COVID-19 in Adults 18 Years of Age and Older - Condition: COVID-19 (Healthy Volunteers)
Interventions: Biological: SARS-CoV-2 adjuvanted recombinant protein vaccine (monovalent); Biological: SARS-CoV-2 adjuvanted recombinant protein vaccine (bivalent); Biological: Placebo
Sponsors: Sanofi Pasteur, a Sanofi Company; GlaxoSmithKline
Recruiting
Study on the Performance and Safety of Sentinox in COVID-19 Patients - Condition: COVID-19 (SARS-CoV-2 Infection)
Interventions: Device: Sentinox–Group A; Device: Sentinox–Group B
Sponsor: APR Applied Pharma Research s.a.
Recruiting
Intramuscular VIR-7831 (Sotrovimab) for Mild/Moderate COVID-19 - Condition: Covid19
Intervention: Biological: VIR-7831
Sponsors: Vir Biotechnology, Inc.; GlaxoSmithKline
Not yet recruiting
Low-Dose Radiation Therapy to Lungs in Moderate COVID-19 Pneumonitis: A Case-Control Pilot Study - Conditions: COVID-19; Pneumonia
Intervention: Radiation: Low dose radiotherapy
Sponsor: Mahatma Gandhi Institute of Medical Sciences
Recruiting
Simple rapid in vitro screening method for SARS-CoV-2 anti-virals that identifies potential cytomorbidity-associated false positives - CONCLUSIONS: We describe the methodology for a simple in vitro drug screening assay that identifies potential anti-viral drugs via their ability to inhibit SARS-CoV-2-induced CPE. The additional growth assay illustrated how several drugs display anti-viral activity at concentrations that induce cytomorbidity. For instance, hydroxychloroquine showed anti-viral activity at concentrations that slow cell growth, arguing that its purported in vitro anti-viral activity arises from non-specific…
N-(4-Hydroxyphenyl) retinamide suppresses SARS-CoV-2 spike protein-mediated cell-cell fusion by a dihydroceramide delta4-desaturase 1-independent mechanism - The membrane fusion between the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and host cells is essential for the initial step of infection; therefore, the host cell membrane components, including sphingolipids, influence the viral infection. We assessed several inhibitors of the enzymes pertaining to sphingolipid metabolism, against SARS-CoV-2 spike protein (S)-mediated cell-cell fusion and viral infection. N-(4-hydroxyphenyl) retinamide (4-HPR), an inhibitor of dihydroceramide…
Investigating the active compounds and mechanism of HuaShi XuanFei formula for prevention and treatment of COVID-19 based on network pharmacology and molecular docking analysis - Traditional Chinese medicine (TCM) has exerted positive effects in controlling the COVID-19 pandemic. HuaShi XuanFei Formula (HSXFF) was developed to treat patients with mild and general COVID-19 in Zhejiang Province, China. The present study seeks to explore its potentially active compounds and pharmacological mechanisms against COVID-19 based on network pharmacology, molecular docking, and molecular dynamics (MD) simulation. All components of HSXFF were harvested from the pharmacology database…
Convalescent plasma therapy in patients with moderate-to-severe COVID-19: A study from Indonesia for clinical research in low- and middle-income countries - BACKGROUND: We explored the outcome of convalescent plasma (CP) treatment in patients with moderate and severe coronavirus disease 2019 (COVID-19) and investigated variables for the design of further trials in Indonesia.
Is there any role of intermittent fasting in the prevention and improving clinical outcomes of COVID-19?: intersection between inflammation, mTOR pathway, autophagy and calorie restriction - The coronavirus disease 2019 (COVID-19) pandemic is provoking a global public health crisis. Even though the academic world is intensively pursuing new therapies, there is still no “game changer” in the management of COVID 19. The Mammalian Target of Rapamycin (mTOR) is an ancient signaling system that has been proposed as a molecular tool used by coronaviruses and other RNA and DNA viruses in order to replicate and persist in the host cell. In recent years, Intermittent Fasting (IF), a practice…
Screening of world approved drugs against highly dynamical spike glycoprotein of SARS-CoV-2 using CaverDock and machine learning - The new severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) causes pathological pulmonary symptoms. Most efforts to develop vaccines and drugs against this virus target the spike glycoprotein, particularly its S1 subunit, which is recognised by angiotensin-converting enzyme 2. Here we use the in-house developed tool CaverDock to perform virtual screening against spike glycoprotein using a cryogenic electron microscopy structure (PDB-ID: 6VXX) and the representative structures of five…
Alkaloids as Potential Phytochemicals against SARS-CoV-2: Approaches to the Associated Pivotal Mechanisms - Since its inception, the coronavirus disease 2019 (COVID-19) pandemic has infected millions of people around the world. Therefore, it is necessary to find effective treatments against Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2), as it is the viral source of COVID-19. Alkaloids are one of the most widespread plant-derived natural compounds with prominent antiviral effects. Accordingly, these phytochemicals have been promising candidates towards discovering effective treatments…
Comparative phytochemistry of flavaglines (= rocaglamides), a group of highly bioactive flavolignans from Aglaia species (Meliaceae) - Flavaglines are formed by cycloaddition of a flavonoid nucleus with a cinnamic acid moiety representing a typical chemical character of the genus Aglaia of the family Meliaceae. Based on biosynthetic considerations 148 derivatives are grouped together into three skeletal types representing 77 cyclopenta[b]benzofurans, 61 cyclopenta[bc]benzopyrans, and 10 benzo[b]oxepines. Apart from different hydroxy, methoxy, and methylenedioxy groups of the aromatic rings, important structural variation is…
SARS-CoV-2 infection activates a subset of intrinsic pathways to inhibit type I interferons in vitro and in vivo - SARS-CoV-2 infection poses a global challenge to human health. Upon viral infection, host cells initiate the innate antiviral response, which primarily involves type I interferons (I-IFNs), to enable rapid elimination of the invading virus. Previous studies revealed that SARS-CoV-2 infection limits the expression of I-IFNs in vitro and in vivo, but the underlying mechanism remains incompletely elucidated. In the present study, we performed data mining and longitudinal data analysis using…
A tale of two diseases: Sarcoidosis, COVID-19 and new therapeutic options with dual RAS inhibition and tetanus-diphtheria vaccine - Sars Cov-2, the pathogen which belongs to the beta coronavirus family that is responsible for COVID-19, uses Angiotensin Converting Enzyme 2 (ACE2) as a receptor, which is responsible for controlling the actions of renin-angiotensin system (RAS). Sars Cov-2 - ACE2 binding leads to a RAS mediated immune response, which targets especially lungs to form ARDS, which in turn, is the most important cause of mortality in COVID-19. CD8^(+) T cell response dominates over CD4^(+) T cell response and…
Active components in Ephedra sinica Stapf disrupt the interaction between ACE2 and SARS-CoV-2 RBD: potent COVID-19 therapeutic agents - CONCLUSION: These findings suggested that quinoline-2-carboxylic acids in Ephedra sinica could be considered as potential therapeutic agents for COVID-19. Further, this study provided some justification for the ethnomedicinal use of Ephedra sinica for COVID-19.
Changes in Language Style and Topics in an Online Eating Disorder Community at the Beginning of the Global COVID-19 Pandemic: Observational Study - CONCLUSIONS: While we observed a reduction in discussions about ED symptoms an increase of mental health and treatment-related topics was observed at the same time. This points to a change in the focus of the ED community from promoting potentially harmful weight loss methods to bringing attention to mental health and treatments for ED. These results together with heightened cognitive processing, increased social references, and reduced inhibition of negative emotions detected in discussions…
SARS-CoV-2 sensing by RIG-I and MDA5 links epithelial infection to macrophage inflammation - SARS-CoV-2 infection causes broad-spectrum immunopathological disease, exacerbated by inflammatory co-morbidities. A better understanding of mechanisms underpinning virus-associated inflammation is required to develop effective therapeutics. Here we discover that SARS-CoV-2 replicates rapidly in lung epithelial cells despite triggering a robust innate immune response through activation of cytoplasmic RNA-sensors RIG-I and MDA5. The inflammatory mediators produced during epithelial cell infection…
Immunomodulatory role and potential utility of various nutrients and dietary components in SARS-CoV-2 infection - Recently, the outbreak of severe acute respiratory syndrome cornoavirus-2 (SARS-CoV-2), causing coronavirus disease 2019 (COVID-19), has become a great perturbation all around the globe and has many devastating effects on every aspect of life. Apart from the oxygen therapy and extracorporeal membrane oxygenation, Remdesivir and Dexamethasone have been proven to be efficacious against COVID-19, along with various vaccine candidates and monoclonal antibody cocktail therapy for Regeneron. All of…
Synergistic inhibition of two host factors that facilitate entry of Severe Acute Respiratory Syndrome Coronavirus 2 - Repurposing FDA-approved inhibitors able to prevent infection by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) could provide a rapid path to establish new therapeutic options to mitigate the effects of coronavirus disease 2019 (COVID-19). Proteolytic cleavages of the spike S protein of SARS-CoV-2, mediated by the host cell proteases cathepsin and TMPRSS2, alone or in combination, are key early activation steps required for efficient infection. The PIKfyve kinase inhibitor apilimod…
폐마스크 밀봉 회수기 - 본 발명은 마스크 착용 후 버려지는 일회용 폐마스크를 비닐봉지에 넣은 후 밀봉하여 배출함으로써, 2차 감염을 예방하고 일반 생활폐기물과 선별 분리 배출하여 환경오염을 방지하는 데 그 목적이 있다. - link
COST EFFECTIVE PORTABLE OXYGEN CONCENTRATOR FOR COVID-19 - - link
METHOD OF IDENTIFYING SEVERE ACUTE RESPIRATORY SYNDROME CORONA VIRUS 2 (SARS-COV-2) RIBONUCLEIC ACID (RNA) - - link
IMPROVEMENTS RELATED TO PARTICLE, INCLUDING SARS-CoV-2, DETECTION AND METHODS THEREFOR - - link
DEEP LEARNING BASED SYSTEM FOR DETECTION OF COVID-19 DISEASE OF PATIENT AT INFECTION RISK - The present invention relates to Deep learning based system for detection of covid-19 disease of patient at infection risk. The objective of the present invention is to solve the problems in the prior art related to technologies of detection of covid-19 disease using CT scan image processing. - link
Wiederverwendbare Maske, mit einem Maskenkörper (100), einem Fixierband (300) zum Befestigen des Maskenkörpers (100) an einem menschlichen Gesicht, einer auswechselbaren Schicht (200), die zwischen dem menschlichen Gesicht und dem Maskenkörper (100) angeordnet ist, und einem Fixierteil (400) zum Fixieren der auswechselbaren Schicht auf dem Maskenkörper (100).
A COMPREHENSIVE DISINFECTION SYSTEM DURING PANDEMIC FOR PERSONAL ITEMS AND PROTECTIVE EQUIPMENT (PPE) TO SAFEGUARD PEOPLE - The current Covid-19 pandemic has led to an enormous demand for gadgets / objects for personal protection. To prevent the spread of virus, it is important to disinfect commonly touched objects. One of the ways suggested is to use a personal UV-C disinfecting box that is “efficient and effective in deactivating the COVID-19 virus. The present model has implemented the use of a UV transparent material (fused silica quartz glass tubes) as the medium of support for the objects to be disinfected to increase the effectiveness of disinfection without compromising the load bearing capacity. Aluminum foil, a UV reflecting material, was used as the inner lining of the box for effective utilization of the UVC light emitted by the UVC lamps. Care has been taken to prevent leakage of UVC radiation out of the system. COVID-19 virus can be inactivated in 5 minutes by UVC irradiation in this disinfection box - link
UBIQUITOUS COMPUTING SYSTEM FOR MENTAL HEALTH MONITORING OF PERSON DURING THE PANDEMIC OF COVID-19 - - link
一种预判重症新冠肺炎(COVID-19)的标志物及其产品和用途 - 本发明提供了一种预判重症疾病的标志物,所述的预判重症疾病的标志物为S100A12,序列为SEQ ID NO.1,所述的重症疾病为重症新冠肺炎、重症感染中的一种。S100A12基因作为标志物,在预判重症疾病时对全血中的S100A12基因的表达水平进行检测即可,无需对白细胞进行分离,简化检测流程。S100A12的表达水平可以指导感染类疾病包括新冠肺炎重症的预判,从而及早施治,降低病死率,具有很好的临床应用前景。 - link
一种新型冠状病毒COVID-19-S1蛋白的表达和纯化方法 - 本发明属于生物技术领域,具体涉及一种新型冠状病毒COVID‑19‑S1蛋白的表达和纯化方法。本发明提供的方法,主要包括构建COVID‑19‑S1蛋白表达质粒、将COVID‑19‑S1蛋白表达质粒转化、培养表达COVID‑19‑S1蛋白、纯化COVID‑19‑S1蛋白等过程。本发明将能在293F细胞中高分泌表达蛋白的信号肽与Kozak区和编码人COVID‑19‑S1蛋白的基因进行重组,来提高目的蛋白的表达量和分泌量。采用本发明提供的方法,可以解决新型冠状病毒COVID‑19‑S1蛋白分泌量低、纯度低的问题,为免疫学快速诊断、制备单抗、开展解析蛋白结构研究等提供物质基础。 - link