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1.
J Infect Dev Ctries ; 18(4): 520-531, 2024 Apr 30.
Article in English | MEDLINE | ID: mdl-38728643

ABSTRACT

INTRODUCTION: The coronavirus disease 2019 (COVID-19) pandemic caused global health, economic, and population loss. Variants of the coronavirus contributed to the severity of the disease and persistent rise in infections. This study aimed to identify potential drug candidates from fifteen approved antiviral drugs against SARS-CoV-2 (6LU7), SARS-CoV (5B6O), and SARS-CoV-2 spike protein (6M0J) using virtual screening and pharmacokinetics to gain insights into COVID-19 therapeutics. METHODOLOGY: We employed drug repurposing approach to analyze binding performance of fifteen clinically approved antiviral drugs against the main protease of SARS-CoV-2 (6LU7), SARS-CoV (5B6O), and SARS-CoV-2 spike proteins bound to ACE-2 receptor (6M0J), to provide an insight into the therapeutics of COVID-19. AutoDock Vina was used for docking studies. The binding affinities were calculated, and 2-3D structures of protein-ligand interactions were drawn. RESULTS: Rutin, hesperidin, and nelfinavir are clinically approved antiviral drugs with high binding affinity to proteins 6LU7, 5B6O, and 6M0J. These ligands have excellent pharmacokinetics, ensuring efficient absorption, metabolism, excretion, and digestibility. Hesperidin showed the most potent interaction with spike protein 6M0J, forming four H-bonds. Nelfinavir had a high human intestinal absorption (HIA) score of 0.93, indicating maximum absorption in the body and promising interactions with 6LU7. CONCLUSIONS: Our results indicated that rutin, hesperidin, and nelfinavir had the highest binding results against the proposed drug targets. The computational approach effectively identified SARS-CoV-2 inhibitors. COVID-19 is still a recurrent threat globally and predictive analysis using natural compounds might serve as a starting point for new drug development against SARS-CoV-2 and related viruses.


Subject(s)
Antiviral Agents , COVID-19 , Drug Repositioning , Molecular Docking Simulation , SARS-CoV-2 , Spike Glycoprotein, Coronavirus , SARS-CoV-2/drug effects , Humans , Antiviral Agents/pharmacokinetics , Antiviral Agents/pharmacology , Antiviral Agents/chemistry , Spike Glycoprotein, Coronavirus/metabolism , COVID-19/virology , Pandemics , Betacoronavirus/drug effects , COVID-19 Drug Treatment , Coronavirus 3C Proteases/antagonists & inhibitors , Coronavirus 3C Proteases/metabolism , Coronavirus 3C Proteases/chemistry
2.
Can J Rural Med ; 29(2): 71-79, 2024 Apr 01.
Article in English, French | MEDLINE | ID: mdl-38709017

ABSTRACT

INTRODUCTION: The COVID-19 pandemic presented an unprecedented challenge for rural family physicians. The lessons learned over the course of 2 years have potential to help guide responses to future ecosystem disruption. This qualitative study aims to explore the leadership experiences of rural Canadian family physicians during the COVID-19 pandemic as both local care providers and community health leaders and to identify potential supports and barriers to physician leadership. METHODS: Semi-structured, virtual, qualitative interviews were completed with participants from rural communities in Canada from December 2021 to February 2022 inclusive. Participant recruitment involved identifying seed contacts and conducting snowball sampling. Participants were asked about their experiences during the COVID-19 pandemic, including the role of physician leadership in building community resilience. Data collection was completed on theoretical saturation. Data were thematically analysed using NVivo 12. RESULTS: Sixty-four participants took part from 22 rural communities in 4 provinces. Four key factors were identified that supported physician leadership towards rural resilience during ecosystem disruption: (1) continuity of care, (2) team-based care models, (3) physician well-being and (4) openness to innovative care models. CONCLUSION: Healthcare policy and practice transformation should prioritise developing opportunities to strengthen physician leadership, particularly in rural areas that will be adversely affected by ecosystem disruption. INTRODUCTION: La pandémie de COVID-19 a représenté un défi sans précédent pour les médecins de famille en milieu rural. Les leçons tirées au cours des deux années écoulées peuvent aider à orienter les réponses aux futures perturbations de l'écosystème. Cette étude qualitative vise à explorer les expériences de leadership des médecins de famille ruraux canadiens pendant la pandémie de COVID-19, en tant que prestataires de soins locaux et chefs de file de la santé communautaire, et à identifier les soutiens et les obstacles potentiels au leadership des médecins. MTHODES: Des entretiens qualitatifs virtuels semi-structurés ont été réalisés avec des participants issus de communautés rurales du Canada entre décembre 2021 et février 2022 inclus. Le recrutement des participants a consisté à identifier des contacts de base et à procéder à un échantillonnage boule de neige. Les participants ont été interrogés sur leurs expériences durant la pandémie de COVID-19, notamment sur le rôle du leadership des médecins dans le renforcement de la résilience des communautés. La collecte des données s'est achevée après saturation théorique. Les données ont été analysées thématiquement à l'aide de NVivo 12. RSULTATS: Soixante-quatre participants provenant de 22 communautés rurales de quatre provinces ont pris part à l'étude. Quatre facteurs clés ont été identifiés pour soutenir le leadership des médecins en faveur de la résilience rurale en cas de perturbation de l'écosystème: (1) la continuité des soins, (2) les modèles de soins en équipe, (3) le bien-être des médecins et (4) l'ouverture à des modèles de soins novateurs. CONCLUSION: La politique de santé et la transformation des pratiques devraient donner la priorité au développement d'opportunités pour renforcer le leadership des médecins, en particulier dans les zones rurales qui seront négativement affectées par la perturbation de l'écosystème.


Subject(s)
COVID-19 , Leadership , Pandemics , Qualitative Research , Rural Health Services , SARS-CoV-2 , Humans , COVID-19/epidemiology , Canada , Rural Health Services/organization & administration , Pneumonia, Viral/epidemiology , Physicians, Family , Female , Coronavirus Infections/epidemiology , Betacoronavirus , Ecosystem , Male , Rural Population
3.
Biol Pharm Bull ; 47(5): 930-940, 2024.
Article in English | MEDLINE | ID: mdl-38692871

ABSTRACT

The coronavirus disease 2019 (COVID-19) is caused by the etiological agent severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). COVID-19, with the recurrent epidemics of new variants of SARS-CoV-2, remains a global public health problem, and new antivirals are still required. Some cholesterol derivatives, such as 25-hydroxycholesterol, are known to have antiviral activity against a wide range of enveloped and non-enveloped viruses, including SARS-CoV-2. At the entry step of SARS-CoV-2 infection, the viral envelope fuses with the host membrane dependent of viral spike (S) glycoproteins. From the screening of cholesterol derivatives, we found a new compound 26,27-dinorcholest-5-en-24-yne-3ß,20-diol (Nat-20(S)-yne) that inhibited the SARS-CoV-2 S protein-dependent membrane fusion in a syncytium formation assay. Nat-20(S)-yne exhibited the inhibitory activities of SARS-CoV-2 pseudovirus entry and intact SARS-CoV-2 infection in a dose-dependent manner. Among the variants of SARS-CoV-2, inhibition of infection by Nat-20(S)-yne was stronger in delta and Wuhan strains, which predominantly invade into cells via fusion at the plasma membrane, than in omicron strains. The interaction between receptor-binding domain of S proteins and host receptor ACE2 was not affected by Nat-20(S)-yne. Unlike 25-hydroxycholesterol, which regulates various steps of cholesterol metabolism, Nat-20(S)-yne inhibited only de novo cholesterol biosynthesis. As a result, plasma membrane cholesterol content was substantially decreased in Nat-20(S)-yne-treated cells, leading to inhibition of SARS-CoV-2 infection. Nat-20(S)-yne having a new mechanism of action may be a potential therapeutic candidate for COVID-19.


Subject(s)
Antiviral Agents , COVID-19 , Cholesterol , SARS-CoV-2 , Spike Glycoprotein, Coronavirus , SARS-CoV-2/drug effects , Antiviral Agents/pharmacology , Humans , COVID-19/virology , Cholesterol/metabolism , Vero Cells , Chlorocebus aethiops , Spike Glycoprotein, Coronavirus/metabolism , Animals , Virus Internalization/drug effects , Betacoronavirus/drug effects , Pandemics , COVID-19 Drug Treatment , Coronavirus Infections/drug therapy , Coronavirus Infections/virology , Angiotensin-Converting Enzyme 2/metabolism , Pneumonia, Viral/drug therapy , Pneumonia, Viral/virology
4.
Neurosciences (Riyadh) ; 29(2): 133-138, 2024 May.
Article in English | MEDLINE | ID: mdl-38740405

ABSTRACT

Bilateral femoral neuropathy is rare, especially that caused by bilateral compressive iliopsoas, psoas, or iliacus muscle hematomas. We present a case of bilateral femoral neuropathy due to spontaneous psoas hematomas developed during COVID-19 critical illness. A 41-year-old patient developed COVID-19 pneumonia, and his condition deteriorated rapidly. A decrease in the hemoglobin level prompted imaging studies during his intensive care unit (ICU) stay. Bilateral psoas hematomas were identified as the source of bleeding. Thereafter, the patient complained of weakness in both upper and lower limbs and numbness in the lower limb. He was considered to have critical illness neuropathy and was referred to rehabilitation. Electrodiagnostic testing suggested bilateral femoral neuropathy because of compression due to hematomas developed during the course of his ICU stay. The consequences of iliopsoas hematomas occurring in the critically ill can be catastrophic, ranging from hemorrhagic shock to severe weakness, highlighting the importance of recognizing this entity.


Subject(s)
COVID-19 , Femoral Neuropathy , Hematoma , Psoas Muscles , SARS-CoV-2 , Humans , COVID-19/complications , Hematoma/diagnostic imaging , Hematoma/etiology , Hematoma/complications , Male , Adult , Femoral Neuropathy/etiology , Psoas Muscles/diagnostic imaging , Critical Illness , Pneumonia, Viral/complications , Pneumonia, Viral/diagnostic imaging , Coronavirus Infections/complications , Coronavirus Infections/diagnostic imaging , Pandemics , Betacoronavirus
5.
Anal Chem ; 96(19): 7360-7366, 2024 May 14.
Article in English | MEDLINE | ID: mdl-38697955

ABSTRACT

During the coronavirus disease 2019 (COVID-19) pandemic, which has witnessed over 772 million confirmed cases and over 6 million deaths globally, the outbreak of COVID-19 has emerged as a significant medical challenge affecting both affluent and impoverished nations. Therefore, there is an urgent need to explore the disease mechanism and to implement rapid detection methods. To address this, we employed the desorption separation ionization (DSI) device in conjunction with a mass spectrometer for the efficient detection and screening of COVID-19 urine samples. The study encompassed patients with COVID-19, healthy controls (HC), and patients with other types of pneumonia (OP) to evaluate their urine metabolomic profiles. Subsequently, we identified the differentially expressed metabolites in the COVID-19 patients and recognized amino acid metabolism as the predominant metabolic pathway involved. Furthermore, multiple established machine learning algorithms validated the exceptional performance of the metabolites in discriminating the COVID-19 group from healthy subjects, with an area under the curve of 0.932 in the blind test set. This study collectively suggests that the small-molecule metabolites detected from urine using the DSI device allow for rapid screening of COVID-19, taking just three minutes per sample. This approach has the potential to expand our understanding of the pathophysiological mechanisms of COVID-19 and offers a way to rapidly screen patients with COVID-19 through the utilization of machine learning algorithms.


Subject(s)
COVID-19 , SARS-CoV-2 , Humans , COVID-19/diagnosis , COVID-19/urine , COVID-19/virology , SARS-CoV-2/isolation & purification , Pandemics , Male , Pneumonia, Viral/diagnosis , Pneumonia, Viral/urine , Pneumonia, Viral/virology , Middle Aged , Coronavirus Infections/diagnosis , Coronavirus Infections/urine , Female , Betacoronavirus/isolation & purification , Mass Spectrometry/methods , Adult , Metabolomics/methods , Aged , Machine Learning
6.
Med ; 5(5): 401-413.e4, 2024 May 10.
Article in English | MEDLINE | ID: mdl-38574739

ABSTRACT

BACKGROUND: The recently circulating Omicron variants BA.2.86 and JN.1 were identified with more than 30 amino acid changes on the spike protein compared to BA.2 or XBB.1.5. This study aimed to comprehensively assess the immune escape potential of BA.2.86, JN.1, EG.5, and EG.5.1. METHODS: We collected human and murine sera to evaluate serological neutralization activities. The participants received three doses of coronavirus disease 2019 (COVID-19) vaccines or a booster dose of the ZF2022-A vaccine (Delta-BA.5 receptor-binding domain [RBD]-heterodimer immunogen) or experienced a breakthrough infection (BTI). The ZF2202-A vaccine is under clinical trial study (ClinicalTrials.gov: NCT05850507). BALB/c mice were vaccinated with a panel of severe acute respiratory syndrome coronavirus 2 RBD-dimer proteins. The antibody evasion properties of these variants were analyzed with 41 representative human monoclonal antibodies targeting the eight RBD epitopes. FINDINGS: We found that BA.2.86 had less neutralization evasion than EG.5 and EG.5.1 in humans. The ZF2202-A booster induced significantly higher neutralizing titers than BTI. Furthermore, BA.2.86 and JN.1 exhibited stronger antibody evasion than EG.5 and EG.5.1 on RBD-4 and RBD-5 epitopes. Compared to BA.2.86, JN.1 further lost the ability to bind to several RBD-1 monoclonal antibodies and displayed further immune escape. CONCLUSIONS: Our data showed that the currently dominating sub-variant, JN.1, showed increased immune evasion compared to BA.2.86 and EG.5.1, which is highly concerning. This study provides a timely risk assessment of the interested sub-variants and the basis for updating COVID-19 vaccines. FUNDING: This work was funded by the National Key R&D Program of China, the National Natural Science Foundation of China, the Beijing Life Science Academy, the Bill & Melinda Gates Foundation, and the Postdoctoral Fellowship Program of China Postdoctoral Science Foundation (CPSF).


Subject(s)
Antibodies, Monoclonal , Antibodies, Neutralizing , COVID-19 Vaccines , COVID-19 , Mice, Inbred BALB C , SARS-CoV-2 , Spike Glycoprotein, Coronavirus , Vaccines, Subunit , Humans , Animals , Antibodies, Monoclonal/immunology , SARS-CoV-2/immunology , Mice , COVID-19 Vaccines/immunology , COVID-19 Vaccines/administration & dosage , Antibodies, Neutralizing/immunology , Antibodies, Neutralizing/blood , COVID-19/prevention & control , COVID-19/immunology , Spike Glycoprotein, Coronavirus/immunology , Spike Glycoprotein, Coronavirus/chemistry , Vaccines, Subunit/immunology , Vaccines, Subunit/administration & dosage , Female , Antibodies, Viral/blood , Antibodies, Viral/immunology , Betacoronavirus/immunology , Male , Immune Sera/immunology , Adult , Immune Evasion , Neutralization Tests , Epitopes/immunology
7.
Int J Biol Macromol ; 267(Pt 1): 131427, 2024 May.
Article in English | MEDLINE | ID: mdl-38583833

ABSTRACT

Due to the health emergency created by SARS-CoV-2, the virus that causes the COVID-19 disease, the rapid implementation of a new vaccine technology was necessary. mRNA vaccines, being one of the cutting-edge new technologies, attracted significant interest and offered a lot of hope. The potential of these vaccines in preventing admission to hospitals and serious illness in people with comorbidities has recently been called into question due to the vaccines' rapidly waning immunity. Mounting evidence indicates that these vaccines, like many others, do not generate sterilizing immunity, leaving people vulnerable to recurrent infections. Additionally, it has been discovered that the mRNA vaccines inhibit essential immunological pathways, thus impairing early interferon signaling. Within the framework of COVID-19 vaccination, this inhibition ensures an appropriate spike protein synthesis and a reduced immune activation. Evidence is provided that adding 100 % of N1-methyl-pseudouridine (m1Ψ) to the mRNA vaccine in a melanoma model stimulated cancer growth and metastasis, while non-modified mRNA vaccines induced opposite results, thus suggesting that COVID-19 mRNA vaccines could aid cancer development. Based on this compelling evidence, we suggest that future clinical trials for cancers or infectious diseases should not use mRNA vaccines with a 100 % m1Ψ modification, but rather ones with the lower percentage of m1Ψ modification to avoid immune suppression.


Subject(s)
COVID-19 , Neoplasms , Pseudouridine , SARS-CoV-2 , Humans , COVID-19/immunology , COVID-19/prevention & control , SARS-CoV-2/immunology , Neoplasms/immunology , Pseudouridine/metabolism , COVID-19 Vaccines/immunology , Animals , mRNA Vaccines , Pandemics , Pneumonia, Viral/immunology , Pneumonia, Viral/virology , Pneumonia, Viral/prevention & control , Betacoronavirus/immunology , Coronavirus Infections/prevention & control , Coronavirus Infections/immunology , Coronavirus Infections/virology
8.
JAMA Netw Open ; 7(4): e247965, 2024 Apr 01.
Article in English | MEDLINE | ID: mdl-38652474

ABSTRACT

Importance: Numerous studies have provided evidence for the negative associations of the COVID-19 pandemic with mental health, but data on the use of psychotropic medication in children and adolescents after the onset of the COVID-19 pandemic are lacking. Objective: To assess the rates and trends of psychotropic medication prescribing before and over the 2 years after the onset of the COVID-19 pandemic in children and adolescents in France. Design, Setting, and Participants: This cross-sectional study used nationwide interrupted time-series analysis of outpatient drug dispensing data from the IQVIA X-ponent database. All 8 839 143 psychotropic medication prescriptions dispensed to children (6 to 11 years of age) and adolescents (12 to 17 years of age) between January 2016 and May 2022 in France were retrieved and analyzed. Exposure: Onset of COVID-19 pandemic. Main outcomes and Measures: Monthly rates of psychotropic medication prescriptions per 1000 children and adolescents were analyzed using a quasi-Poisson regression before and after the pandemic onset (March 2020), and percentage changes in rates and trends were assessed. After the pandemic onset, rate ratios (RRs) were calculated between estimated and expected monthly prescription rates. Analyses were stratified by psychotropic medication class (antipsychotic, anxiolytic, hypnotic and sedative, antidepressant, and psychostimulant) and age group (children, adolescents). Results: In total, 8 839 143 psychotropic medication prescriptions were analyzed, 5 884 819 [66.6%] for adolescents and 2 954 324 [33.4%] for children. In January 2016, the estimated rate of monthly psychotropic medication prescriptions was 9.9 per 1000 children and adolescents, with the prepandemic rate increasing by 0.4% per month (95% CI, 0.3%-0.4%). In March 2020, the monthly prescription rate dropped by 11.5% (95% CI, -17.7% to -4.9%). During the 2 years following the pandemic onset, the trend changed significantly, and the prescription rate increased by 1.3% per month (95% CI, 1.2%-1.5%), reaching 16.1 per 1000 children and adolescents in May 2022. Monthly rates of psychotropic medication prescriptions exceeded the expected rates by 11% (RR, 1.11 [95% CI, 1.08-1.14]). Increases in prescribing trends were observed for all psychotropic medication classes after the pandemic onset but were substantial for anxiolytics, hypnotics and sedatives, and antidepressants. Prescription rates rose above those expected for all psychotropic medication classes except psychostimulants (RR, 1.12 [95% CI, 1.09-1.15] in adolescents and 1.06 [95% CI, 1.05-1.07] in children for antipsychotics; RR, 1.30 [95% CI, 1.25-1.35] in adolescents and 1.11 [95% CI, 1.09-1.12] in children for anxiolytics; RR, 2.50 [95% CI, 2.23-2.77] in adolescents and 1.40 [95% CI, 1.30-1.50] in children for hypnotics and sedatives; RR, 1.38 [95% CI, 1.29-1.47] in adolescents and 1.23 [95% CI, 1.20-1.25] in children for antidepressants; and RR, 0.97 [95% CI, 0.95-0.98] in adolescents and 1.02 [95% CI, 1.00-1.04] in children for psychostimulants). Changes were more pronounced among adolescents than children. Conclusions and Relevance: These findings suggest that prescribing of psychotropic medications for children and adolescents in France significantly and persistently increased after the COVID-19 pandemic onset. Future research should identify underlying determinants to improve psychological trajectories in young people.


Subject(s)
COVID-19 , Pandemics , Psychotropic Drugs , SARS-CoV-2 , Humans , Child , Adolescent , COVID-19/epidemiology , Psychotropic Drugs/therapeutic use , Male , Female , Cross-Sectional Studies , France/epidemiology , Drug Prescriptions/statistics & numerical data , Practice Patterns, Physicians'/statistics & numerical data , Practice Patterns, Physicians'/trends , Interrupted Time Series Analysis , Pneumonia, Viral/drug therapy , Pneumonia, Viral/epidemiology , Coronavirus Infections/drug therapy , Coronavirus Infections/epidemiology , Betacoronavirus , Anti-Anxiety Agents/therapeutic use , Mental Disorders/drug therapy , Mental Disorders/epidemiology
9.
JAMA Netw Open ; 7(4): e247818, 2024 Apr 01.
Article in English | MEDLINE | ID: mdl-38652477

ABSTRACT

Importance: Self-report surveys suggest that long-lasting taste deficits may occur after SARS-CoV-2 infection, influencing nutrition, safety, and quality of life. However, self-reports of taste dysfunction are inaccurate, commonly reflecting deficits due to olfactory not taste system pathology; hence, quantitative testing is needed to verify the association of post-COVID-19 condition with taste function. Objective: To use well-validated self-administered psychophysical tests to investigate the association of COVID-19 with long-term outcomes in taste and smell function. Design, Setting, and Participants: This nationwide cross-sectional study included individuals with and without a prior history of COVID-19 recruited from February 2020 to August 2023 from a social media website (Reddit) and bulletin board advertisements. In the COVID-19 cohort, there was a mean of 395 days (95% CI, 363-425 days) between diagnosis and testing. Exposure: History of COVID-19. Main Outcomes and Measures: The 53-item Waterless Empirical Taste Test (WETT) and 40-item University of Pennsylvania Smell Identification Test (UPSIT) were used to assess taste and smell function. Total WETT and UPSIT scores and WETT subtest scores of sucrose, citric acid, sodium chloride, caffeine, and monosodium glutamate were assessed for groups with and without a COVID-19 history. The association of COVID-19 with taste and smell outcomes was assessed using analysis of covariance, χ2, and Fisher exact probability tests. Results: Tests were completed by 340 individuals with prior COVID-19 (128 males [37.6%] and 212 females [62.4%]; mean [SD] age, 39.04 [14.35] years) and 434 individuals with no such history (154 males [35.5%] and 280 females [64.5%]; mean (SD) age, 39.99 [15.61] years). Taste scores did not differ between individuals with and without previous COVID-19 (total WETT age- and sex-adjusted mean score, 33.41 [95% CI, 32.37-34.45] vs 33.46 [95% CI, 32.54-34.38]; P = .94). In contrast, UPSIT scores were lower in the group with previous COVID-19 than the group without previous COVID-19 (mean score, 34.39 [95% CI, 33.86-34.92] vs 35.86 [95% CI, 35.39-36.33]; P < .001]); 103 individuals with prior COVID-19 (30.3%) and 91 individuals without prior COVID-19 (21.0%) had some degree of dysfunction (odds ratio, 1.64 [95% CI, 1.18-2.27]). The SARS-CoV-2 variant present at the time of infection was associated with smell outcomes; individuals with original untyped and Alpha variant infections exhibited more loss than those with other variant infections; for example, total to severe loss occurred in 10 of 42 individuals with Alpha variant infections (23.8%) and 7 of 52 individuals with original variant infections (13.5%) compared with 12 of 434 individuals with no COVID-19 history (2.8%) (P < .001 for all). Conclusions and Relevance: In this study, taste dysfunction as measured objectively was absent 1 year after exposure to COVID-19 while some smell loss remained in nearly one-third of individuals with this exposure, likely explaining taste complaints of many individuals with post-COVID-19 condition. Infection with earlier untyped and Alpha variants was associated with the greatest degree of smell loss.


Subject(s)
COVID-19 , Olfaction Disorders , SARS-CoV-2 , Taste Disorders , Humans , COVID-19/complications , COVID-19/epidemiology , Female , Male , Cross-Sectional Studies , Adult , Taste Disorders/etiology , Taste Disorders/epidemiology , Middle Aged , Olfaction Disorders/etiology , Olfaction Disorders/epidemiology , Taste/physiology , Smell/physiology , Pandemics , Betacoronavirus , Coronavirus Infections/complications , Coronavirus Infections/physiopathology , Coronavirus Infections/epidemiology , Pneumonia, Viral/complications , Pneumonia, Viral/physiopathology , Pneumonia, Viral/epidemiology , Self Report , Aged
10.
J Virol ; 98(5): e0176223, 2024 May 14.
Article in English | MEDLINE | ID: mdl-38563762

ABSTRACT

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) emerged at the end of 2019 and is responsible for the largest human pandemic in 100 years. Thirty-four vaccines are currently approved for use worldwide, and approximately 67% of the world population has received a complete primary series of one, yet countries are dealing with new waves of infections, variant viruses continue to emerge, and breakthrough infections are frequent secondary to waning immunity. Here, we evaluate a measles virus (MV)-vectored vaccine expressing a stabilized prefusion SARS-CoV-2 spike (S) protein (MV-ATU3-S2PΔF2A; V591) with demonstrated immunogenicity in mouse models (see companion article [J. Brunet, Z. Choucha, M. Gransagne, H. Tabbal, M.-W. Ku et al., J Virol 98:e01693-23, 2024, https://doi.org/10.1128/jvi.01693-23]) in an established African green monkey model of disease. Animals were vaccinated with V591 or the control vaccine (an equivalent MV-vectored vaccine with an irrelevant antigen) intramuscularly using a prime/boost schedule, followed by challenge with an early pandemic isolate of SARS-CoV-2 at 56 days post-vaccination. Pre-challenge, only V591-vaccinated animals developed S-specific antibodies that had virus-neutralizing activity as well as S-specific T cells. Following the challenge, V591-vaccinated animals had lower infectious virus and viral (v) RNA loads in mucosal secretions and stopped shedding virus in these secretions earlier. vRNA loads were lower in these animals in respiratory and gastrointestinal tract tissues at necropsy. This correlated with a lower disease burden in the lungs as quantified by PET/CT at early and late time points post-challenge and by pathological analysis at necropsy.IMPORTANCESevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is responsible for the largest human pandemic in 100 years. Even though vaccines are currently available, countries are dealing with new waves of infections, variant viruses continue to emerge, breakthrough infections are frequent, and vaccine hesitancy persists. This study uses a safe and effective measles vaccine as a platform for vaccination against SARS-CoV-2. The candidate vaccine was used to vaccinate African green monkeys (AGMs). All vaccinated AGMs developed robust antigen-specific immune responses. After challenge, these AGMs produced less virus in mucosal secretions, for a shorter period, and had a reduced disease burden in the lungs compared to control animals. At necropsy, lower levels of viral RNA were detected in tissue samples from vaccinated animals, and the lungs of these animals lacked the histologic hallmarks of SARS-CoV-2 disease observed exclusively in the control AGMs.


Subject(s)
COVID-19 Vaccines , COVID-19 , Measles virus , SARS-CoV-2 , Spike Glycoprotein, Coronavirus , Animals , Spike Glycoprotein, Coronavirus/immunology , Spike Glycoprotein, Coronavirus/genetics , Chlorocebus aethiops , SARS-CoV-2/immunology , SARS-CoV-2/genetics , COVID-19/prevention & control , COVID-19/immunology , COVID-19/virology , Measles virus/immunology , Measles virus/genetics , COVID-19 Vaccines/immunology , Humans , Antibodies, Viral/immunology , Antibodies, Viral/blood , Antibodies, Neutralizing/immunology , Antibodies, Neutralizing/blood , Genetic Vectors , Vero Cells , Pandemics/prevention & control , Female , Betacoronavirus/immunology , Betacoronavirus/genetics , Pneumonia, Viral/prevention & control , Pneumonia, Viral/virology , Pneumonia, Viral/immunology , Coronavirus Infections/prevention & control , Coronavirus Infections/immunology , Coronavirus Infections/virology , Coronavirus Infections/veterinary , Viral Vaccines/immunology , Viral Vaccines/genetics , Viral Vaccines/administration & dosage , Disease Models, Animal
11.
J Virol ; 98(5): e0045124, 2024 May 14.
Article in English | MEDLINE | ID: mdl-38591877

ABSTRACT

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has a wide range of hosts, including hippopotami, which are semi-aquatic mammals and phylogenetically closely related to Cetacea. In this study, we characterized the binding properties of hippopotamus angiotensin-converting enzyme 2 (hiACE2) to the spike (S) protein receptor binding domains (RBDs) of the SARS-CoV-2 prototype (PT) and variants of concern (VOCs). Furthermore, the cryo-electron microscopy (cryo-EM) structure of the SARS-CoV-2 PT S protein complexed with hiACE2 was resolved. Structural and mutational analyses revealed that L30 and F83, which are specific to hiACE2, played a crucial role in the hiACE2/SARS-CoV-2 RBD interaction. In addition, comparative and structural analysis of ACE2 orthologs suggested that the cetaceans may have the potential to be infected by SARS-CoV-2. These results provide crucial molecular insights into the susceptibility of hippopotami to SARS-CoV-2 and suggest the potential risk of SARS-CoV-2 VOCs spillover and the necessity for surveillance. IMPORTANCE: The hippopotami are the first semi-aquatic artiodactyl mammals wherein SARS-CoV-2 infection has been reported. Exploration of the invasion mechanism of SARS-CoV-2 will provide important information for the surveillance of SARS-CoV-2 in hippopotami, as well as other semi-aquatic mammals and cetaceans. Here, we found that hippopotamus ACE2 (hiACE2) could efficiently bind to the RBDs of the SARS-CoV-2 prototype (PT) and variants of concern (VOCs) and facilitate the transduction of SARS-CoV-2 PT and VOCs pseudoviruses into hiACE2-expressing cells. The cryo-EM structure of the SARS-CoV-2 PT S protein complexed with hiACE2 elucidated a few critical residues in the RBD/hiACE2 interface, especially L30 and F83 of hiACE2 which are unique to hiACE2 and contributed to the decreased binding affinity to PT RBD compared to human ACE2. Our work provides insight into cross-species transmission and highlights the necessity for monitoring host jumps and spillover events on SARS-CoV-2 in semi-aquatic/aquatic mammals.


Subject(s)
Angiotensin-Converting Enzyme 2 , Cryoelectron Microscopy , Protein Binding , SARS-CoV-2 , Spike Glycoprotein, Coronavirus , Angiotensin-Converting Enzyme 2/metabolism , Angiotensin-Converting Enzyme 2/chemistry , Angiotensin-Converting Enzyme 2/genetics , Spike Glycoprotein, Coronavirus/metabolism , Spike Glycoprotein, Coronavirus/chemistry , Spike Glycoprotein, Coronavirus/genetics , SARS-CoV-2/genetics , SARS-CoV-2/metabolism , Animals , Humans , Artiodactyla/virology , COVID-19/virology , COVID-19/metabolism , Binding Sites , Betacoronavirus/genetics , Betacoronavirus/metabolism
12.
J Virol ; 98(5): e0034924, 2024 May 14.
Article in English | MEDLINE | ID: mdl-38639488

ABSTRACT

The coronavirus disease 2019 (COVID-19) pandemic, caused by the novel coronavirus severe acute respiratory syndrome coronavirus type 2 (SARS-CoV-2), has rapidly spread worldwide since its emergence in late 2019. Its ongoing evolution poses challenges for antiviral drug development. Coronavirus nsp6, a multiple-spanning transmembrane protein, participates in the biogenesis of the viral replication complex, which accommodates the viral replication-transcription complex. The roles of its structural domains in viral replication are not well studied. Herein, we predicted the structure of the SARS-CoV-2 nsp6 protein using AlphaFold2 and identified a highly folded C-terminal region (nsp6C) downstream of the transmembrane helices. The enhanced green fluorescent protein (EGFP)-fused nsp6C was found to cluster in the cytoplasm and associate with membranes. Functional mapping identified a minimal membrane-associated element (MAE) as the region from amino acids 237 to 276 (LGV-KLL), which is mainly composed of the α-helix H1 and the α-helix H2; the latter exhibits characteristics of an amphipathic helix (AH). Mutagenesis studies and membrane flotation experiments demonstrate that AH-like H2 is required for MAE-mediated membrane association. This MAE was functionally conserved across MERS-CoV, HCoV-OC43, HCoV-229E, HCoV-HKU1, and HCoV-NL63, all capable of mediating membrane association. In a SARS-CoV-2 replicon system, mutagenesis studies of H2 and replacements of H1 and H2 with their homologous counterparts demonstrated requirements of residues on both sides of the H2 and properly paired H1-H2 for MAE-mediated membrane association and viral replication. Notably, mutations I266A and K274A significantly attenuated viral replication without dramatically affecting membrane association, suggesting a dual role of the MAE in viral replication: mediating membrane association as well as participating in protein-protein interactions.IMPORTANCESevere acute respiratory syndrome coronavirus type 2 (SARS-CoV-2) assembles a double-membrane vesicle (DMV) by the viral non-structural proteins for viral replication. Understanding the mechanisms of the DMV assembly is of paramount importance for antiviral development. Nsp6, a multiple-spanning transmembrane protein, plays an important role in the DMV biogenesis. Herein, we predicted the nsp6 structure of SARS-CoV-2 and other human coronaviruses using AlphaFold2 and identified a putative membrane-associated element (MAE) in the highly conserved C-terminal regions of nsp6. Experimentally, we verified a functionally conserved minimal MAE composed of two α-helices, the H1, and the amphipathic helix-like H2. Mutagenesis studies confirmed the requirement of H2 for MAE-mediated membrane association and viral replication and demonstrated a dual role of the MAE in viral replication, by mediating membrane association and participating in residue-specific interactions. This functionally conserved MAE may serve as a novel anti-viral target.


Subject(s)
SARS-CoV-2 , Viral Nonstructural Proteins , Virus Replication , SARS-CoV-2/genetics , SARS-CoV-2/physiology , SARS-CoV-2/metabolism , Humans , Viral Nonstructural Proteins/metabolism , Viral Nonstructural Proteins/genetics , Viral Nonstructural Proteins/chemistry , COVID-19/virology , Cell Membrane/metabolism , Animals , Chlorocebus aethiops , Betacoronavirus/genetics , Betacoronavirus/physiology , Betacoronavirus/metabolism , HEK293 Cells , Vero Cells , Pandemics , Amino Acid Sequence
13.
An Acad Bras Cienc ; 96(1): e20230791, 2024.
Article in English | MEDLINE | ID: mdl-38656058

ABSTRACT

Although control of Covid-19 has improved, the virus continues to cause infections, such as tuberculosis, that is still endemic in many countries, representing a scenario of coinfection. To compare Covid-19 clinical manifestations and outcomes between patients with active tuberculosis infection and matched controls. This is a matched case-control study based on data from the Brazilian Covid-19 Registry, in hospitalized patients aged 18 or over with laboratory confirmed Covid-19 from March 1, 2020, to March 31, 2022. Cases were patients with tuberculosis and controls were Covid-19 patients without tuberculosis. From 13,636 Covid-19, 36 also had active tuberculosis (0.0026%). Pulmonary fibrosis (5.6% vs 0.0%), illicit drug abuse (30.6% vs 3.0%), alcoholism (33.3% vs 11.9%) and smoking (50.0% vs 9.7%) were more common among patients with tuberculosis. They also had a higher frequency of nausea and vomiting (25.0% vs 10.4%). There were no significant differences in in-hospital mortality, mechanical ventilation, need for dialysis and ICU stay. Patients with TB infection presented a higher frequency of pulmonary fibrosis, abuse of illicit drugs, alcoholism, current smoking, symptoms of nausea and vomiting. The outcomes were similar between them.


Subject(s)
COVID-19 , Coinfection , Hospitalization , SARS-CoV-2 , Humans , COVID-19/complications , Male , Brazil/epidemiology , Case-Control Studies , Female , Middle Aged , Coinfection/epidemiology , Hospitalization/statistics & numerical data , Adult , Registries , Tuberculosis/complications , Tuberculosis/epidemiology , Hospital Mortality , Pandemics , Aged , Pneumonia, Viral/complications , Pneumonia, Viral/epidemiology , Betacoronavirus , Coronavirus Infections/complications , Coronavirus Infections/epidemiology
14.
Sichuan Da Xue Xue Bao Yi Xue Ban ; 55(2): 455-460, 2024 Mar 20.
Article in Chinese | MEDLINE | ID: mdl-38645853

ABSTRACT

Objective: To construct a deep learning-based target detection method to help radiologists perform rapid diagnosis of lesions in the CT images of patients with novel coronavirus pneumonia (NCP) by restoring detailed information and mining local information. Methods: We present a deep learning approach that integrates detail upsampling and attention guidance. A linear upsampling algorithm based on bicubic interpolation algorithm was adopted to improve the restoration of detailed information within feature maps during the upsampling phase. Additionally, a visual attention mechanism based on vertical and horizontal spatial dimensions embedded in the feature extraction module to enhance the capability of the object detection algorithm to represent key information related to NCP lesions. Results: Experimental results on the NCP dataset showed that the detection method based on the detail upsampling algorithm improved the recall rate by 1.07% compared with the baseline model, with the AP50 reaching 85.14%. After embedding the attention mechanism in the feature extraction module, 86.13% AP50, 73.92% recall, and 90.37% accuracy were achieved, which were better than those of the popular object detection models. Conclusion: The feature information mining of CT images based on deep learning can further improve the lesion detection ability. The proposed approach helps radiologists rapidly identify NCP lesions on CT images and provides an important clinical basis for early intervention and high-intensity monitoring of NCP patients.


Subject(s)
Algorithms , COVID-19 , Deep Learning , Pneumonia, Viral , SARS-CoV-2 , Tomography, X-Ray Computed , Humans , COVID-19/diagnostic imaging , Tomography, X-Ray Computed/methods , Pneumonia, Viral/diagnostic imaging , Coronavirus Infections/diagnostic imaging , Coronavirus Infections/diagnosis , Pandemics , Betacoronavirus
15.
PLoS Pathog ; 20(4): e1012156, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38598560

ABSTRACT

SARS-CoV-2 has been shown to cause wide-ranging ocular abnormalities and vision impairment in COVID-19 patients. However, there is limited understanding of SARS-CoV-2 in ocular transmission, tropism, and associated pathologies. The presence of viral RNA in corneal/conjunctival tissue and tears, along with the evidence of viral entry receptors on the ocular surface, has led to speculation that the eye may serve as a potential route of SARS-CoV-2 transmission. Here, we investigated the interaction of SARS-CoV-2 with cells lining the blood-retinal barrier (BRB) and the role of the eye in its transmission and tropism. The results from our study suggest that SARS-CoV-2 ocular exposure does not cause lung infection and moribund illness in K18-hACE2 mice despite the extended presence of viral remnants in various ocular tissues. In contrast, intranasal exposure not only resulted in SARS-CoV-2 spike (S) protein presence in different ocular tissues but also induces a hyperinflammatory immune response in the retina. Additionally, the long-term exposure to viral S-protein caused microaneurysm, retinal pigmented epithelium (RPE) mottling, retinal atrophy, and vein occlusion in mouse eyes. Notably, cells lining the BRB, the outer barrier, RPE, and the inner barrier, retinal vascular endothelium, were highly permissive to SARS-CoV-2 replication. Unexpectedly, primary human corneal epithelial cells were comparatively resistant to SARS-CoV-2 infection. The cells lining the BRB showed induced expression of viral entry receptors and increased susceptibility towards SARS-CoV-2-induced cell death. Furthermore, hyperglycemic conditions enhanced the viral entry receptor expression, infectivity, and susceptibility of SARS-CoV-2-induced cell death in the BRB cells, confirming the reported heightened pathological manifestations in comorbid populations. Collectively, our study provides the first evidence of SARS-CoV-2 ocular tropism via cells lining the BRB and that the virus can infect the retina via systemic permeation and induce retinal inflammation.


Subject(s)
Blood-Retinal Barrier , COVID-19 , Retina , SARS-CoV-2 , SARS-CoV-2/immunology , SARS-CoV-2/physiology , Animals , Blood-Retinal Barrier/virology , COVID-19/immunology , COVID-19/virology , Mice , Humans , Retina/virology , Retina/immunology , Retina/metabolism , Angiotensin-Converting Enzyme 2/metabolism , Virus Internalization , Spike Glycoprotein, Coronavirus/metabolism , Spike Glycoprotein, Coronavirus/immunology , Inflammation/immunology , Inflammation/virology , Betacoronavirus/physiology , Viral Tropism , Coronavirus Infections/immunology , Coronavirus Infections/virology , Coronavirus Infections/pathology
16.
Viruses ; 16(4)2024 Apr 22.
Article in English | MEDLINE | ID: mdl-38675987

ABSTRACT

Consistent with the biochemistry of coronaviruses as well established over decades, SARS-CoV-2 makes its initial attachment to host cells through the binding of its spike protein (SP) to sialylated glycans (containing the monosaccharide sialic acid) on the cell surface. The virus can then slide over and enter via ACE2. SARS-CoV-2 SP attaches particularly tightly to the trillions of red blood cells (RBCs), platelets and endothelial cells in the human body, each cell very densely coated with sialic acid surface molecules but having no ACE2 or minimal ACE2. These interlaced attachments trigger the blood cell aggregation, microvascular occlusion and vascular damage that underlie the hypoxia, blood clotting and related morbidities of severe COVID-19. Notably, the two human betacoronaviruses that express a sialic acid-cleaving enzyme are benign, while the other three-SARS, SARS-CoV-2 and MERS-are virulent. RBC aggregation experimentally induced in several animal species using an injected polysaccharide caused most of the same morbidities of severe COVID-19. This glycan biochemistry is key to disentangling controversies that have arisen over the efficacy of certain generic COVID-19 treatment agents and the safety of SP-based COVID-19 vaccines. More broadly, disregard for the active physiological role of RBCs yields unreliable or erroneous reporting of pharmacokinetic parameters as routinely obtained for most drugs and other bioactive agents using detection in plasma, with whole-blood levels being up to 30-fold higher. Appreciation of the active role of RBCs can elucidate the microvascular underpinnings of other health conditions, including cardiovascular disease, and therapeutic opportunities to address them.


Subject(s)
COVID-19 , Polysaccharides , SARS-CoV-2 , Spike Glycoprotein, Coronavirus , Humans , COVID-19/metabolism , COVID-19/virology , SARS-CoV-2/metabolism , Polysaccharides/metabolism , Animals , Spike Glycoprotein, Coronavirus/metabolism , Betacoronavirus/metabolism , Coronavirus Infections/metabolism , Erythrocytes/metabolism , Erythrocytes/virology , Pandemics , Microvessels/metabolism , Microvessels/virology , Virus Attachment , COVID-19 Drug Treatment , Endothelial Cells/metabolism , Endothelial Cells/virology , Angiotensin-Converting Enzyme 2/metabolism , Erythrocyte Aggregation
17.
PLoS One ; 19(4): e0300441, 2024.
Article in English | MEDLINE | ID: mdl-38648205

ABSTRACT

INTRODUCTION: Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), the causal agent of coronavirus disease 2019 (COVID-19), has infected millions of individuals worldwide, which poses a severe threat to human health. COVID-19 is a systemic ailment affecting various tissues and organs, including the lungs and liver. Intrahepatic cholangiocarcinoma (ICC) is one of the most common liver cancer, and cancer patients are particularly at high risk of SARS-CoV-2 infection. Nonetheless, few studies have investigated the impact of COVID-19 on ICC patients. METHODS: With the methods of systems biology and bioinformatics, this study explored the link between COVID-19 and ICC, and searched for potential therapeutic drugs. RESULTS: This study identified a total of 70 common differentially expressed genes (DEGs) shared by both diseases, shedding light on their shared functionalities. Enrichment analysis pinpointed metabolism and immunity as the primary areas influenced by these common genes. Subsequently, through protein-protein interaction (PPI) network analysis, we identified SCD, ACSL5, ACAT2, HSD17B4, ALDOA, ACSS1, ACADSB, CYP51A1, PSAT1, and HKDC1 as hub genes. Additionally, 44 transcription factors (TFs) and 112 microRNAs (miRNAs) were forecasted to regulate the hub genes. Most importantly, several drug candidates (Periodate-oxidized adenosine, Desipramine, Quercetin, Perfluoroheptanoic acid, Tetrandrine, Pentadecafluorooctanoic acid, Benzo[a]pyrene, SARIN, Dorzolamide, 8-Bromo-cAMP) may prove effective in treating ICC and COVID-19. CONCLUSION: This study is expected to provide valuable references and potential drugs for future research and treatment of COVID-19 and ICC.


Subject(s)
Bile Duct Neoplasms , COVID-19 , Cholangiocarcinoma , Computational Biology , SARS-CoV-2 , Systems Biology , Cholangiocarcinoma/genetics , Cholangiocarcinoma/virology , Humans , COVID-19/genetics , COVID-19/virology , SARS-CoV-2/genetics , Computational Biology/methods , Bile Duct Neoplasms/genetics , Bile Duct Neoplasms/virology , Systems Biology/methods , Protein Interaction Maps/genetics , Pandemics , Coronavirus Infections/virology , Coronavirus Infections/genetics , Betacoronavirus/genetics , Gene Expression Regulation, Neoplastic , Gene Regulatory Networks
18.
Gene ; 915: 148427, 2024 Jul 15.
Article in English | MEDLINE | ID: mdl-38575097

ABSTRACT

The descendants of the B lineage are the most predominant variants among the SARS-CoV-2 virus due to the incorporation of new mutations augmenting the infectivity of the virus. There is a substantial increase in the transition transversion bias, nucleotide diversity and purifying selection on the spike protein in the descendants of the B lineage of the SARS-CoV-2 virus on a temporal scale. A strong bias for C-to-U substitutions is found in the genes encoding spike protein in this lineage. The positive selection has operated on the spike gene of B lineages and its sub-lineages. The B.1 lineage has undergone positive selection on site 501 of the receptor binding domain ultimately reflected in a key substitution N501Y in its three descendant lineages namely B.1.1.7, B.1.351 and P.1. The intensity of purifying selection on the multiple sites of the spike gene has increased substantially in the sub-lineages of B.1 in a timescale. The binding site 501 on the spike protein in B lineage is found to coevolve with other amino acid sites. This study sheds light on the evolutionary trajectory of the B lineage into highly infectious descendants in the recent past under the influence of positive and purifying selection exerted by natural immunity and vaccination of the host.


Subject(s)
COVID-19 , Evolution, Molecular , SARS-CoV-2 , Selection, Genetic , Spike Glycoprotein, Coronavirus , SARS-CoV-2/genetics , Spike Glycoprotein, Coronavirus/genetics , Spike Glycoprotein, Coronavirus/metabolism , Humans , Binding Sites , COVID-19/virology , Phylogeny , Mutation , Betacoronavirus/genetics , Amino Acid Substitution
19.
Virulence ; 15(1): 2339703, 2024 Dec.
Article in English | MEDLINE | ID: mdl-38576396

ABSTRACT

The severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) pandemic has posed enormous challenges to global public health. The use of antibiotics has greatly increased during the SARS-CoV-2 epidemic owing to the presence of bacterial co-infection and secondary bacterial infections. The antibiotics daptomycin (DAP) is widely used in the treatment of infectious diseases caused by gram-positive bacteria owing to its highly efficient antibacterial activity. It is pivotal to study the antibiotics usage options for patients of coronavirus infectious disease (COVID-19) with pneumonia those need admission to receive antibiotics treatment for bacterial co-infection in managing COVID-19 disease. Herein, we have revealed the interactions of DAP with the S protein of SARS-CoV-2 and the variant Omicron (B1.1.529) using the molecular docking approach and Omicron (B1.1.529) pseudovirus (PsV) mimic invasion. Molecular docking analysis shows that DAP has a certain degree of binding ability to the S protein of SARS-CoV-2 and several derived virus variants, and co-incubation of 1-100 µM DAP with cells promotes the entry of the PsV into human angiotensin-converting enzyme 2 (hACE2)-expressing HEK-293T cells (HEK-293T-hACE2), and this effect is related to the concentration of extracellular calcium ions (Ca2+). The PsV invasion rate in the HEK-293T-hACE2 cells concurrently with DAP incubation was 1.7 times of PsV infection alone. In general, our findings demonstrate that DAP promotes the infection of PsV into cells, which provides certain reference of antibiotics selection and usage optimization for clinicians to treat bacterial coinfection or secondary infection during SARS-CoV-2 infection.


Subject(s)
COVID-19 , Daptomycin , Molecular Docking Simulation , SARS-CoV-2 , Spike Glycoprotein, Coronavirus , SARS-CoV-2/drug effects , Humans , Spike Glycoprotein, Coronavirus/metabolism , Spike Glycoprotein, Coronavirus/chemistry , Daptomycin/pharmacology , Daptomycin/therapeutic use , COVID-19/virology , Anti-Bacterial Agents/pharmacology , Protein Binding , Virus Internalization/drug effects , Betacoronavirus/drug effects , Pandemics , Pneumonia, Viral/drug therapy , Pneumonia, Viral/virology , HEK293 Cells , Angiotensin-Converting Enzyme 2/metabolism , Angiotensin-Converting Enzyme 2/chemistry
20.
Comput Biol Med ; 175: 108485, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38653063

ABSTRACT

Various studies have linked several diseases, including cancer and COVID-19, to single nucleotide variations (SNV). Although single-cell RNA sequencing (scRNA-seq) technology can provide SNV and gene expression data, few studies have integrated and analyzed these multimodal data. To address this issue, we introduce Interpretable Single-cell Multimodal Data Integration Based on Variational Autoencoder (ISMI-VAE). ISMI-VAE leverages latent variable models that utilize the characteristics of SNV and gene expression data to overcome high noise levels and uses deep learning techniques to integrate multimodal information, map them to a low-dimensional space, and classify disease cells. Moreover, ISMI-VAE introduces an attention mechanism to reflect feature importance and analyze genetic features that could potentially cause disease. Experimental results on three cancer data sets and one COVID-19 data set demonstrate that ISMI-VAE surpasses the baseline method in terms of both effectiveness and interpretability and can effectively identify disease-causing gene features.


Subject(s)
COVID-19 , Deep Learning , Neoplasms , SARS-CoV-2 , Humans , COVID-19/genetics , SARS-CoV-2/genetics , Neoplasms/genetics , Single-Cell Analysis/methods , Polymorphism, Single Nucleotide , Pandemics , Pneumonia, Viral/genetics , Coronavirus Infections/genetics , Betacoronavirus/genetics
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