Background The second-wave of CVOID-19 pandemic is anticipated to be worse than the initial one and will strain the healthcare systems even more during the winter months. Our aim was to develop a machine learning-based model to predict mortality using the Neo-V framework. We hypothesized this novel machine learning approach could be applied to COVID-19 patients to predict mortality successfully and high accuracy. Methods The current Deep-Neo-V model is built on our previously statistically rigorous machine learning framework [Fahad-Liaqat-Ahmad Intensive Machine (FLAIM) framework] that evaluates the statistically significant risk factors, generate new combined variables and then supply these risk factors to deep neural network to predict mortality in RT-PCR positive COVID-19 patients in the inpatient setting. We analyzed adult patients (≥18 years) admitted to the Aga Khan University Hospital with a working diagnosis of COVID-19 infection (n=1228). We excluded patients that were negative on COVID-19 on RT-PCR, had incomplete or missing health records. The first phase selection of risk factor was done using Cox-regression univariate and multivariate analyses. In the second phase, we generated new variables and tested those statistically significant for mortality and in the third and final phase we applied deep neural networks and other traditional machine learning models like Decision Tree Model, k-nearest neighbor models and others. Results A total of 1228 cases were diagnosed as a COVID-19 infection, we excluded 14 patients after the exclusion criteria and (n=)1214 patients were analyzed. We observed that several clinical and laboratory-based variables were statistically significant for both univariate and multivariate analyses while others were not. With most significant being septic shock (hazard ratio [HR], 4.30; 95% confidence interval [CI], 2.91-6.37), supportive treatment (HR, 3.51; 95% CI, 2.01-6.14), abnormal international normalized ratio (INR) (HR, 3.24; 95% CI, 2.28-4.63), admission to the intensive care unit (ICU) (HR, 3.24; 95% CI, 2.22-4.74), treatment with invasive ventilation (HR, 3.21; 95% CI, 2.15-4.79) and laboratory lymphocytic derangement (HR, 2.79; 95% CI, 1.6-4.86). Machine learning results showed our DNN (Neo-V) model outperformed all conventional models (Neo-V) and Deep-FLAIM models with test set accuracy of 99.53%, sensitivity of 89.87%, and specificity of 95.63%; positive predictive value, 50.00%; negative predictive value, 91.05%; and area under the curve of the receiver-operator curve of 88.5. Conclusion Our novel Deep-Neo-V model outperformed all other machine learning models. The model is easy to implement, user friendly and with high accuracy.
Background Vaccines remain the cornerstone for containing the SARS-CoV-2 pandemic. mRNA vaccines provide protection in clinical trials using a two-dose approach, separated by a three to four week gap. UK policy in 2021 is to extend the dosing interval from three to twelve weeks. There is a paucity of data in the elderly, even though these individuals are the first to receive vaccines due to risk of severe disease. Here we assessed real world immune responses following vaccination with mRNA-based vaccine BNT162b2. Methods: We did a prospective cohort study of individuals presenting for first dose vaccination. Following the first and second doses of the BNT162b2 vaccine, we measured IFNgamma; T cell responses, as well as binding antibody (IgA, IgG and IgG1-4) responses to Spike and Spike RBD. We also measured neutralising antibody responses to Spike in sera using a lentiviral pseudotyping system. We correlated age with immune responses and compared responses after the first and second doses. Findings Median age was 63.5 years amongst 42 participants. Three weeks after the first dose a lower proportion of participants over 80 years old achieved adequate neutralisation titre of >1:20 for 50% neutralisation as compared to those under 80 (8/17 versus 19/24, p=0.03). Geometric mean neutralisation titres in this age group after the first dose were lower than in younger individuals (p<0.001). Binding IgA and IgG1 and 3 responses developed post vaccination, as observed in natural infection. T- cell responses were not different in those above or below 80 years. Following the second dose, 50% neutralising antibody titres were above 1:20 in all individuals and there was no longer a difference by age grouping. Interpretation A high proportion of individuals above the age of 80 have suboptimal neutralising antibody responses following first dose vaccination with BNT162b2, cautioning against extending the dosing interval in this high risk population.
COVID-19 poses a major challenge to care homes, as SARS-CoV-2 is readily transmitted and causes disproportionately severe disease in older people. Here, we report on 6,600 COVID-19 cases from the East of England, 1,167 of which were identified as residents from 337 care homes. Older age and being a care home resident were associated with increased mortality. SARS-CoV-2 genomes were available for 700 residents from 292 care homes. By integrating genomic and temporal data we defined 409 viral clusters within the 292 homes, indicating two different patterns - outbreaks among care home residents and independent introductions with limited onward transmission. Approximately 70% of residents in the genomic analysis were admitted to hospital during the study period, providing extensive opportunities for transmission between care homes and hospitals. Limiting viral transmission between care home residents should be a key target for infection control to reduce COVID-19 mortality in this population.
Here, we develop a simple molecular test for SARS-CoV-2 in saliva based on reverse transcription loop-mediated isothermal amplification (RT-LAMP). The test has two steps: 1) heat saliva with a stabilization solution, and 2) detect virus by incubating with a primer/enzyme mix. After incubation, saliva samples containing the SARS-CoV-2 genome turn bright yellow. Because this test is pH dependent, it can react falsely to some naturally acidic saliva samples. We report unique saliva stabilization protocols that rendered 295 healthy saliva samples compatible with the test, producing zero false positives. We also evaluated the test on 278 saliva samples from individuals who were infected with SARS-CoV-2 but had no symptoms at the time of saliva collection, and from 54 matched pairs of saliva and anterior nasal samples from infected individuals. The Saliva TwoStep test described herein identified infections with 94% sensitivity and >99% specificity in individuals with sub-clinical (asymptomatic or pre-symptomatic) infections.
Study to Evaluate the Safety and Efficacy of a Single Dose of STI-2020 (COVI-AMG™) to Treat COVID-19 - Condition: Covid19
Interventions: Biological: COVI-AMG; Drug: Placebo
Sponsor: Sorrento Therapeutics, Inc.
Not yet recruiting
Study to Evaluate a Single Dose of STI-2020 (COVI-AMG™) in Adults With Mild COVID-19 Symptoms - Condition: Covid19
Interventions: Biological: COVI-AMG; Drug: Placebo
Sponsor: Sorrento Therapeutics, Inc.
Not yet recruiting
An Effectiveness Study of the Sinovac’s Adsorbed COVID-19 (Inactivated) Vaccine - Condition: Covid19
Intervention: Biological: Adsorbed COVID-19 (Inactivated) Vaccine
Sponsor: Butantan Institute
Enrolling by invitation
A Study to Evaluate the Efficacy and Safety of VB-201 in Patients With COVID-19 - Condition: Severe COVID-19
Interventions: Drug: VB-201 + Standard of care; Drug: Standard of care
Sponsor: Vascular Biogenics Ltd. operating as VBL Therapeutics
Recruiting
Effect of Prone Position onV/Q Matching in Non-intubated Patients With COVID-19 - Condition: Covid19
Intervention: Other: prone position
Sponsor: Southeast University, China
Not yet recruiting
Study of the Kinetics of COVID-19 Antibodies for 24 Months in Patients With Confirmed SARS-CoV-2 Infection - Conditions: Covid19; SARS-CoV 2
Intervention: Other: Sampling by venipuncture
Sponsor: Centre Hospitalier Régional d’Orléans
Recruiting
COVID-19 Convalescent Plasma Therapy - Conditions: SARS-CoV-2 Infection; COVID-19 Infection
Intervention: Biological: Convalescent plasma
Sponsors: Angelica Samudio; Consejo Nacional de Ciencias y Tecnología, Paraguay; Ministerio de Salud Pública y Bienestar Social, Paraguay; Centro de información y recursos para el desarrollo, Paraguay
Completed
A Study to Evaluate the Efficacy and Safety of Prothione™ Capsules for Mild to Moderate Coronavirus Disease 2019 (COVID-19) - Condition: Coronavirus Disease 2019 (COVID-19)
Interventions: Drug: Placebo; Drug: Prothione™ (6g)
Sponsor: Prothione, LLC
Not yet recruiting
Effectiveness of Ivermectin in SARS-CoV-2/COVID-19 Patients - Condition: Covid19
Intervention: Drug: Ivermectin
Sponsor: FMH College of Medicine and Dentistry
Completed
Telerehabilitation in Covid-19 After Hospital Discharge - Condition: Covid19
Interventions: Other: Standard Physiotherapy program; Other: Telerehabilitation
Sponsor: Universidad de Granada
Not yet recruiting
AGILE (Early Phase Platform Trial for COVID-19) - Condition: Covid19
Interventions: Drug: CST-2: EIDD-2801; Drug: CST-2: Placebo
Sponsors: University of Liverpool; University of Southampton; Liverpool School of Tropical Medicine; Lancaster University; Liverpool University Hospitals NHS Foundation Trust
Recruiting
Enriched Heparin Anti COVID-19 Trial - Condition: Covid19
Interventions: Drug: Heparin sodium; Drug: Placebo
Sponsor: UPECLIN HC FM Botucatu Unesp
Not yet recruiting
Pulmonary Rehabilitation of Patients With a History of COVID-19 - Condition: Covid19
Intervention: Procedure: Pulmonary rehabilitation
Sponsor: University of Rzeszow
Enrolling by invitation
Respiratory Aerosols in Patients With COVID-19 and Healthy Controls - Conditions: SARS-CoV-2 Infection; Covid19
Interventions: Diagnostic Test: Resp-Aer-Meter; Diagnostic Test: Spirometry; Diagnostic Test: Qualitative and quantitative virus PCR of respiratory secretions in patients with high aerosol concentrations
Sponsors: Johann Wolfgang Goethe University Hospital; Palas GmbH
Recruiting
Community Network-driven COVID-19 Testing of Vulnerable Populations in the Central US - Condition: Covid19
Intervention: Other: Social Network Strategy + COVID-19 messaging
Sponsor: University of Chicago
Not yet recruiting
Effect of Chloroquine and Hydroxychloroquine on COVID-19 Virological Outcomes: An Updated Meta-Analysis - As anti-malarial drugs have been found to inhibit Corona viruses in vitro, studies have evaluated the effect of these drugs inCOVID-19 infection. We conducted an updated meta-analysis of clinical trials and observational studies published till June 2020. Patients with reverse transcription polymerase chain reaction (RT-PCR) confirmed Severe Acute Respiratory Syndrome Coronavirus 2 (COVID-19) infection were included. The drugs used in the intervention group are Chloroquine (CQ)/Hydroxychloroquine…
EGCG, a green tea polyphenol, inhibits human coronavirus replication in vitro - COVID-19 pandemic results in record high deaths in many countries. Although a vaccine for SARS-CoV-2 is now available, effective antiviral drugs to treat coronavirus diseases are not available yet. Recently, EGCG, a green tea polyphenol, was reported to inhibit SARS-CoV-2 3CL-protease, however the effect of EGCG on coronavirus replication is unknown. In this report, human coronavirus HCoV-OC43 (beta coronavirus) and HCoV-229E (alpha coronavirus) were used to examine the effect of EGCG on…
Discovery and structural optimization of 3-O-beta-chacotriosyl oleanane-type triterpenoids as potent entry inhibitors of SARS-CoV-2 virus infections - Currently, SARS-CoV-2 virus is an emerging pathogen that has posed a serious threat to public health worldwide. However, no agents have been approved to treat SARS-CoV-2 infections to date, underscoring the great need for effective and practical therapies for SARS-CoV-2 outbreaks. We reported that a focused screen of OA saponins identified 3-O-β-chacotriosyl OA benzyl ester 2 as a novel small molecule inhibitor of SARS-CoV-2 virus entry, via binding to SARS-CoV-2 glycoprotein (S). We performed…
Neutralizing antibodies targeting the SARS-CoV-2 receptor binding domain isolated from a naive human antibody library - Infection with SARS-CoV-2 elicits robust antibody responses in some patients, with a majority of the response directed at the receptor binding domain (RBD) of the spike surface glycoprotein. Remarkably, many patient-derived antibodies that potently inhibit viral infection harbor few to no mutations from the germline, suggesting that naïve antibody libraries are a viable means for discovery of novel SARS-CoV-2 neutralizing antibodies. Here, we used a yeast surface-display library of human naïve…
Quantitative Assays Reveal Cell Fusion at Minimal Levels of SARS-CoV-2 Spike Protein and Fusion-from-Without - Cell entry of the pandemic virus SARS-CoV-2 is mediated by its spike protein S. As main antigenic determinant, S protein is in focus of various therapeutic strategies. Besides particle-cell fusion, S mediates fusion between infected and uninfected cells resulting in syncytia formation. Here we present sensitive assay systems with a high dynamic range and high signal-to-noise ratios covering not only particle-cell and cell-cell fusion, but also fusion-from-without (FFWO). In FFWO, S-containing…
Transcriptomic profiling of SARS-CoV-2 infected human cell lines identifies HSP90 as target for COVID-19 therapy - Detailed knowledge of the molecular biology of SARS-CoV-2 infection is crucial for understanding of viral replication, host responses and disease progression. Here, we report gene expression profiles of three SARS-CoV and SARS-CoV-2 infected human cell lines. SARS-CoV-2 elicited an approximately two-fold higher stimulation of the innate immune response compared to SARS-CoV in the human epithelial cell line Calu-3, including induction of miRNA-155. Single-cell RNA sequencing of infected cells…
Microsecond MD Simulation and Multiple-Conformation Virtual Screening to Identify Potential Anti-COVID-19 Inhibitors Against SARS-CoV-2 Main Protease - The recent pandemic outbreak of COVID-19, caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), raised global health and economic concerns. Phylogenetically, SARS-CoV-2 is closely related to SARS-CoV, and both encode the enzyme main protease (M(pro)/3CL(pro)), which can be a potential target inhibiting viral replication. Through this work, we have compiled the structural aspects of M^(pro) conformational changes, with molecular modeling and 1-μs MD simulations. Long-scale MD…
Screening of JAK-STAT modulators from the antiviral plants of Indian traditional system of medicine with the potential to inhibit 2019 novel coronavirus using network pharmacology - The majority of the bioactives under investigation were predicted to target TNF receptor-associated factor 5 in the Janus kinase/signal transducers and activators of the transcription pathway. Similarly, druglikeness prediction identified vitexilactone to possess the highest druglikeness score, i.e., 0.88. Furthermore, proteins targeted in the Janus kinase/signal transducers and activators of transcription pathway were also predicted to regulate multiple pathways, i.e., ErbB, AGE-RAGE, NF-kappa…
Development of Plant-Produced Recombinant ACE2-Fc Fusion Protein as a Potential Therapeutic Agent Against SARS-CoV-2 - Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is the causative agent of coronavirus disease (COVID-19) which has recently emerged as a potential threat to global public health. SARS-CoV-2 is the third known human coronavirus that has huge impact on the human population after SARS-CoV and MERS-CoV. Although some vaccines and therapeutic drugs are currently in clinical trials, none of them are approved for commercial use yet. As with SARS-CoV, SARS-CoV-2 utilizes…
Complement Activation in Kidneys of Patients With COVID-19 - Most patients who became critically ill following infection with COVID-19 develop severe acute respiratory syndrome (SARS) attributed to a maladaptive or inadequate immune response. The complement system is an important component of the innate immune system that is involved in the opsonization of viruses but also in triggering further immune cell responses. Complement activation was seen in plasma adsorber material that clogged during the treatment of critically ill patients with COVID-19. Apart…
HIF Prolyl Hydroxylase Inhibitors for COVID-19 Treatment: Pros and Cons - The review analyzes the potential advantages and problems associated with using HIF prolyl hydroxylase inhibitors as a treatment for COVID-19. HIF prolyl hydroxylase inhibitors are known to boost endogenous erythropoietin (Epo) and activate erythropoiesis by stabilizing and activating the hypoxia inducible factor (HIF). Recombinant Epo treatment has anti-inflammatory and healing properties, and thus, very likely, will be beneficial for moderate to severe cases of COVID-19. However, HIF PHD…
Nasal Delivery of Hesperidin/Chitosan Nanoparticles Suppresses Cytokine Storm Syndrome in a Mouse Model of Acute Lung Injury - The cytokine storm or cytokine storm syndrome (CSS) is associated with high mortality in patients with acute lung injury (ALI) and acute respiratory distress syndrome (ARDS), for example following sepsis or infectious diseases including COVID-19. However, there are no effective treatments for CSS-associated ALI or ALI/ARDS. Thus, there remains an urgent need to develop effective drugs and therapeutic strategies against CSS and ALI/ARDS. Nasal and inhaled drug delivery methods represent a…
Computational search for drug repurposing to identify potential inhibitors against SARS-COV-2 using Molecular Docking, QTAIM and IQA methods in viral Spike protein - Human ACE2 interface - With the advancement of the Covid-19 pandemic, this work aims to find molecules that can inhibit the attraction between the Spike proteins of the SARS-COV-2 virus and human ACE2. The results of molecular docking positioned four molecules at the interaction site Tyr-491(Spike)-Glu-37(ACE2) and one at the site Gly-488(Spike)-Lys-353(ACE2). The QTAIM and IQA data showed that the 1629 molecule had a significant inhibitory effect on the Gly488-Ly353 site, decreasing the Laplacian of the electronic…
In silico identification and validation of natural antiviral compounds as potential inhibitors of SARS-CoV-2 methyltransferase - The novel Coronavirus disease 2019 (COVID-19) is potentially fatal and caused by Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2). Due to the unavailability of any proven treatment or vaccination, the outbreak of COVID-19 is wreaking havoc worldwide. Hence, there is an urgent need for therapeutics targeting SARS-CoV-2. Since, botanicals are an important resource for several efficacious antiviral agents, natural compounds gaining significant attention for COVID-19 treatment. In the…
Network Meta-analysis on the Mechanisms Underlying Alcohol Augmentation of COVID-19 Pathologies - CONCLUSIONS: Our meta-analyses demonstrate that EtOH exposure may augment SARS-CoV-2-induced inflammation by altering the activity of key inflammatory mediators. Medical records of COVID-19 patients are sparse for drinking history. Our findings suggest the importance to caution against alcohol consumption, which has increased during the COVID-19 pandemic, and facilitate further investigation into how alcohol exposure may affect viral infections.
Compositions and methods for detecting SARS-CoV-2 spike protein - - link
新冠病毒疫苗表达抗原蛋白的电化学发光免疫检测试剂盒 - 本发明提供一种新冠病毒疫苗表达抗原蛋白的电化学发光免疫检测试剂盒,所述试剂盒至少包含:包被有链霉亲和素的孔板、生物素标记的抗新冠棘突蛋白抗体1、SULFO标记的抗新冠棘突蛋白抗体2、洗涤液、读数液、新冠病毒S蛋白标准品和新冠病毒RBD蛋白标准品。本发明以生物素标记的抗新冠棘突蛋白的抗体1与链霉亲和素板进行连接作为固定相,以新冠S蛋白、RBD蛋白作为参照品,可被SULFO标记的抗体2识别,从而检测新冠抗原的表达情况。该试剂盒能准确灵敏地定量检测不同基质中的新冠S蛋白、RBD蛋白,样品的前处理过程简单,耗时少,可同时检测大量样品。本发明对于大批量样品的新冠病毒疫苗表达抗原的检测具有重要意义。 - link
陶瓷复合涂料、杀毒陶瓷复合涂料及其制备方法和涂层 - 本发明是关于一种陶瓷复合涂料、杀毒陶瓷复合涂料及其制备方法和涂层。该涂料包括3099.9%无机树脂、0.170%氮化硅、010%功能助剂、018%无机颜料和02%其他功能助剂;无机树脂由有机烷氧基硅烷、有机溶剂和硅溶胶混合、反应,抽醇,添加去离子水获得;有机烷氧基硅烷、有机溶剂和硅溶胶的质量比为11.6:0.5~0.8:1。所要解决的技术问题是如何制备一种贮存稳定性好、可常温固化且膜层的物理化学性能优异的涂料;该涂料VOC含量低,具有良好的安全生产性,且涂料成膜过程中的VOC排放很低,利于环保;该膜层的硬度高、柔韧性好,不易开裂,且可以接触性杀灭病毒和细菌;该涂料既可常温固化,也可加热固化,无需现场两个剂型调配,施工方便,成本节约,从而更加适于实用。 - link
SARS-CoV-2 antibodies - - link
SARS-CoV-2 antibodies - - link
病毒核酸提取或保存试剂、引物探针组合、病毒扩增试剂、试剂盒及其应用 - 本发明涉及病毒检测领域,特别涉及病毒核酸提取或保存试剂、引物探针组合、病毒扩增试剂、试剂盒及其应用。本发明病毒检测装置提供了一种简单易行的病毒核酸提取方法,整个过程大约5‑15分钟,回收纯化的核酸,可用于病毒核酸的检测。包括PCR、NASBA、LAMP、RPA等。相比较于传统的病毒提取方法,本方法病毒核酸回收率高、用时少、操作方便、易于临床推广。本发明涉及单管同时检测新型冠状病毒COVID‑19 N和ORF基因以及人源内参基因的等温扩增引物、探针组合序列和反应缓冲液,该体系特异性好,灵敏度高(50 cp/mL),特异性高,只需20 min的检测时间,最快可在10 min左右报阳性。 - link
一种侧链修饰的聚氨基酸及其制备方法和用途 - 本发明提供了一种侧链修饰的聚氨基酸及其制备方法,所述侧链修饰的聚氨基酸具有如下优势:(1)主链和侧链结构及其连接方式都可以灵活选取,使制得的聚合物胶束具有良好生物相容性和靶向递送效率,(2)聚氨基酸主链的电荷极性为电正性,对主链的电荷调节促进胶束的pH值响应,帮助RNA从“溶酶体陷阱”中逃离进入胞浆,(3)通过量化侧链修饰脂肪链的链长、饱和度和脂肪链数量来控制侧链的疏水性部分,精确调节疏水部分的体积和缔合作用强度,(4)由于RNA和DNA在结构和负电性上的相似性,高效构建包裹和递送体,(5)通过双亲性功能高分子的侧链修饰引入不同的生物功能基团,实现递送体系对靶点组织和部位的特异性结合,提高靶向递送效果。 - link
靶向SARS-CoV-2冠状病毒的抗体及其诊断和检测用途 - 本发明涉及靶向SARS‑CoV‑2冠状病毒的抗体及其诊断和检测用途。具体涉及特异性结合冠状病毒S蛋白的抗体或其抗原结合片段和抗体对以及包含所述抗体或其抗原结合片段和抗体对的检测产品。本发明还涉及编码所述抗体或抗原结合片段的核酸及包含其的宿主细胞,以及制备所述抗体或抗原结合片段的方法。此外,本发明涉及所述抗体或其抗原结合片段、抗体对的预防、治疗或诊断用途。相较于常规的IgG/IgM检测,该检测方法直接检测样本中病毒的RBD蛋白,可以有效避免可能的样本中无关IgG/IgM对于检测的干扰,有效提高检测的灵敏度。所述抗体或抗体对可用于诊断和/或检测冠状病毒。 - link
A PHARMACEUTICAL COMPOSITION OF NITAZOXANIDE AND MEFLOQUINE AND METHOD THEREOF - A pharmaceutical composition for treating Covid-19 virus comprising a therapeutically effective amount of a nitazoxanide or its pharmaceutically acceptable salts thereof and an mefloquine or its pharmaceutically acceptable salts thereof is disclosed. The pharmaceutical composition comprises the nitazoxanide in the ratio of 0.05% to 66% w/v and the mefloquine in the ratio of 0.05% to 90% w/v. The composition is found to be effective for the treatment of COVID -19 (SARS-CoV2). The pharmaceutical composition of nitazoxanide and mefloquine has been found to be effective and is unexpectedly well tolerated with a low rate of side-effects, and equally high cure-rates than in comparable treatments. - link
TREATMENT OF COVID-19 WITH REBAMIPIDE - - link