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Dong TQ, Brown ER. A joint Bayesian hierarchical model for estimating SARS-CoV-2 genomic and subgenomic RNA viral dynamics and seroconversion. Biostatistics 2024; 25:336-353. [PMID: 37490631 DOI: 10.1093/biostatistics/kxad016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Revised: 04/26/2023] [Accepted: 07/06/2023] [Indexed: 07/27/2023] Open
Abstract
Understanding the viral dynamics of and natural immunity to the severe acute respiratory syndrome coronavirus 2 is crucial for devising better therapeutic and prevention strategies for coronavirus disease 2019 (COVID-19). Here, we present a Bayesian hierarchical model that jointly estimates the genomic RNA viral load, the subgenomic RNA (sgRNA) viral load (correlated to active viral replication), and the rate and timing of seroconversion (correlated to presence of antibodies). Our proposed method accounts for the dynamical relationship and correlation structure between the two types of viral load, allows for borrowing of information between viral load and antibody data, and identifies potential correlates of viral load characteristics and propensity for seroconversion. We demonstrate the features of the joint model through application to the COVID-19 post-exposure prophylaxis study and conduct a cross-validation exercise to illustrate the model's ability to impute the sgRNA viral trajectories for people who only had genomic RNA viral load data.
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Affiliation(s)
- Tracy Q Dong
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, 1100 Fairview Avenue N, Seattle, WA 98109, USA
| | - Elizabeth R Brown
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, 1100 Fairview Avenue N, Seattle, WA 98109, USA
- Department of Biostatistics, University of Washington, 3980 15th Avenue NE, Seattle, WA 98195, USA
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Xu M, O’Brien MP, Hooper AT, Forleo-Neto E, Isa F, Hou P, Chan KC, Cohen MS, Marovich MA, Hamilton JD, Hirshberg B, Herman GA, Musser BJ. Nasopharyngeal Viral Load Is the Major Driver of Incident Antibody Immune Response to SARS-CoV-2 Infection. Open Forum Infect Dis 2023; 10:ofad598. [PMID: 38111750 PMCID: PMC10727195 DOI: 10.1093/ofid/ofad598] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 11/29/2023] [Indexed: 12/20/2023] Open
Abstract
Background Virologic determinants of seroconversion to severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection were defined in a post hoc analysis of prospectively studied vaccine- and infection-naïve individuals at high risk for coronavirus disease 2019 (COVID-19). Methods This phase 3 COVID-19 prevention trial (NCT04452318) with casirivimab and imdevimab was conducted in July 2020-February 2021, before widespread vaccine availability. Placebo-treated participants who were uninfected (SARS-CoV-2 quantitative reverse transcription polymerase chain reaction [RT-qPCR] negative) and seronegative were assessed weekly for 28 days (efficacy assessment period [EAP]) for COVID-19 symptoms and SARS-CoV-2 infection by RT-qPCR of nasopharyngeal swab samples and for serostatus by antinucleocapsid immunoglobulin (Ig) G. Regression-based modeling, including causal mediation analysis, estimated the effects of viral load on seroconversion. Results Of 157/1069 (14.7%) uninfected and seronegative (for antispike IgG, antispike IgA, and antinucleocapsid IgG) participants who became infected during the EAP, 105 (65%) seroconverted. The mean (SD) maximum viral load of seroconverters was 7.23 (1.68) log10 copies/mL vs 4.8 (2.2) log10 copies/mL in those who remained seronegative; viral loads of ∼6.0 log10 copies/mL better predicted seroconversion. The mean of the maximum viral load was 7.11 log10 copies/mL in symptomatic participants vs 5.58 log10 copies/mL in asymptomatic participants. The mean duration of detectable viral load was longer in seroconverted vs seronegative participants: 3.24 vs 1.63 weeks. Conclusions Maximum SARS-CoV-2 viral load is a major driver of seroconversion and symptomatic COVID-19, with high viral loads (∼6.0 log10 copies/mL) better predicting seroconversion. Serology underestimates infection rates, incidence, and prevalence of SARS-CoV-2 infection.
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Affiliation(s)
- Meng Xu
- Regeneron Pharmaceuticals, Inc., Tarrytown, NewYork, USA
| | | | | | | | - Flonza Isa
- Regeneron Pharmaceuticals, Inc., Tarrytown, NewYork, USA
| | - Peijie Hou
- Regeneron Pharmaceuticals, Inc., Tarrytown, NewYork, USA
| | - Kuo-Chen Chan
- Regeneron Pharmaceuticals, Inc., Tarrytown, NewYork, USA
| | - Myron S Cohen
- University of North Carolina Chapel Hill School of Medicine, Institute for Global Health and Infectious Diseases, Chapel Hill, North Carolina, USA
| | - Mary A Marovich
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Rockville, Maryland, USA
| | | | - Boaz Hirshberg
- Regeneron Pharmaceuticals, Inc., Tarrytown, NewYork, USA
| | - Gary A Herman
- Regeneron Pharmaceuticals, Inc., Tarrytown, NewYork, USA
| | - Bret J Musser
- Regeneron Pharmaceuticals, Inc., Tarrytown, NewYork, USA
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Kollhoff L, Kipping M, Rauh M, Ceglarek U, Barka G, Barka F, Sinz A. Development of a rapid and specific MALDI-TOF mass spectrometric assay for SARS-CoV-2 detection. Clin Proteomics 2023; 20:26. [PMID: 37393264 DOI: 10.1186/s12014-023-09415-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 06/19/2023] [Indexed: 07/03/2023] Open
Abstract
We have developed a rapid and highly specific assay for detecting and monitoring SARS-CoV-2 infections by matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF-MS). As MALDI-TOF mass spectrometers are available in a clinical setting, our assay has the potential to serve as alternative to the commonly used reverse transcriptase quantitative polymerase chain reaction (RT-qPCR). Sample preparation prior to MALDI-TOF-MS involves the tryptic digestion of SARS-CoV-2 proteins, followed by an enrichment of virus-specific peptides from SARS-CoV-2 nucleoprotein via magnetic antibody beads. Our MALDI-TOF-MS method allows the detection of SARS-CoV-2 nucleoprotein in sample collection medium as low as 8 amol/µl. MALDI-TOF mass spectra are obtained in just a few seconds, which makes our MS-based assay suitable for a high-throughput screening of SARS-CoV-2 in healthcare facilities in addition to PCR. Due to the specific detection of virus peptides, different SARS-CoV-2 variants are readily distinguished from each other. Specifically, we show that our MALDI-TOF-MS assay discriminates SARS-CoV-2 strain B.1.617.2 "delta variant" from all other variants in patients' samples, making our method highly valuable to monitor the emergence of new virus variants.
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Affiliation(s)
- Lydia Kollhoff
- Department of Pharmaceutical Chemistry and Bioanalytics, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3, D-06120, Halle (Saale), Germany
- Center for Structural Mass Spectrometry, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3, D-06120, Halle (Saale), Germany
| | - Marc Kipping
- Department of Pharmaceutical Chemistry and Bioanalytics, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3, D-06120, Halle (Saale), Germany
- Center for Structural Mass Spectrometry, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3, D-06120, Halle (Saale), Germany
| | - Manfred Rauh
- Department of Pediatrics and Adolescent Medicine, Friedrich Alexander University, Erlangen-Nürnberg, Germany
| | - Uta Ceglarek
- Institute for Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig, Leipzig, Germany
| | - Günes Barka
- SunChrom Wissenschaftliche Geräte GmbH, 61381, Friedrichsdorf, Germany
| | - Frederik Barka
- SunChrom Wissenschaftliche Geräte GmbH, 61381, Friedrichsdorf, Germany
| | - Andrea Sinz
- Department of Pharmaceutical Chemistry and Bioanalytics, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3, D-06120, Halle (Saale), Germany.
- Center for Structural Mass Spectrometry, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3, D-06120, Halle (Saale), Germany.
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Bonn EL, Rohrhofer A, Audebert FX, Lang H, Auer DL, Scholz KJ, Schuster P, Wenzel JJ, Hiller KA, Buchalla W, Gottsauner JM, Vielsmeier V, Schmidt B, Cieplik F. Efficacy of a Mouthwash Containing CHX and CPC in SARS-CoV-2-Positive Patients: A Randomized Controlled Clinical Trial. J Dent Res 2023; 102:608-615. [PMID: 36942423 PMCID: PMC10030878 DOI: 10.1177/00220345231156415] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/23/2023] Open
Abstract
Soon after the outbreak of the coronavirus disease 2019 (COVID-19) pandemic, preprocedural mouthwashes were recommended for temporarily reducing intraoral viral load and infectivity of individuals potentially infected with the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in order to protect medical personnel. Particularly, the antiseptic cetylpyridinium chloride (CPC) has shown virucidal effects against SARS-CoV-2 in vitro. Therefore, the aim of this randomized controlled clinical trial was to investigate the efficacy of a commercially available mouthwash containing CPC and chlorhexidine digluconate (CHX) at 0.05% each in SARS-CoV-2-positive patients as compared to a placebo mouthwash. Sixty-one patients who tested positive for SARS-CoV-2 with onset of symptoms within the last 72 h were included in this study. Oropharyngeal specimens were taken at baseline, whereupon patients had to gargle mouth and throat with 20 mL test or placebo (0.9% NaCl) mouthwash for 60 s. After 30 min, further oropharyngeal specimens were collected. Viral load was analyzed by quantitative reverse transcriptase polymerase chain reaction, and infectivity of oropharyngeal specimens was analyzed by virus rescue in cell culture and quantified via determination of tissue culture infectious doses 50% (TCID50). Data were analyzed nonparametrically (α = 0.05). Viral load slightly but significantly decreased upon gargling in the test group (P = 0.0435) but not in the placebo group. Viral infectivity as measured by TCID50 also significantly decreased in the test group (P = 0.0313), whereas there was no significant effect but a trend in the placebo group. Furthermore, it was found that the specimens from patients with a vaccine booster exhibited significantly lower infectivity at baseline as compared to those without vaccine booster (P = 0.0231). This study indicates that a preprocedural mouthwash containing CPC and CHX could slightly but significantly reduce the viral load and infectivity in SARS-CoV-2-positive patients. Further studies are needed to corroborate these results and investigate whether the observed reductions in viral load and infectivity could translate into clinically useful effects in reducing COVID-19 transmission (German Clinical Trials Register DRKS00027812).
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Affiliation(s)
- E L Bonn
- Department of Conservative Dentistry and Periodontology, University Hospital Regensburg, Regensburg, Germany
- Institute of Medical Microbiology and Hygiene, University of Regensburg, Regensburg, Germany
| | - A Rohrhofer
- Institute of Clinical Microbiology and Hygiene, University Hospital Regensburg, Regensburg, Germany
| | - F X Audebert
- Praxiszentrum Alte Mälzerei, Regensburg, Germany
| | - H Lang
- Praxiszentrum Alte Mälzerei, Regensburg, Germany
| | - D L Auer
- Department of Conservative Dentistry and Periodontology, University Hospital Regensburg, Regensburg, Germany
| | - K J Scholz
- Department of Conservative Dentistry and Periodontology, University Hospital Regensburg, Regensburg, Germany
| | - P Schuster
- Institute of Medical Microbiology and Hygiene, University of Regensburg, Regensburg, Germany
| | - J J Wenzel
- Institute of Clinical Microbiology and Hygiene, University Hospital Regensburg, Regensburg, Germany
| | - K-A Hiller
- Department of Conservative Dentistry and Periodontology, University Hospital Regensburg, Regensburg, Germany
| | - W Buchalla
- Department of Conservative Dentistry and Periodontology, University Hospital Regensburg, Regensburg, Germany
| | - J M Gottsauner
- Department of Oral and Maxillofacial Surgery, University Hospital Regensburg, Regensburg, Germany
| | - V Vielsmeier
- Department of Otorhinolaryngology, University Hospital Regensburg, Regensburg, Germany
| | - B Schmidt
- Institute of Medical Microbiology and Hygiene, University of Regensburg, Regensburg, Germany
- Institute of Clinical Microbiology and Hygiene, University Hospital Regensburg, Regensburg, Germany
| | - F Cieplik
- Department of Conservative Dentistry and Periodontology, University Hospital Regensburg, Regensburg, Germany
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Adamson PC, Currier JS, Uslan DZ, Garner OB. Prevalence and Factors Associated With Antigen Test Positivity Following SARS-CoV-2 Infection Among Health Care Workers in Los Angeles. Open Forum Infect Dis 2022; 9:ofac462. [PMID: 36285175 PMCID: PMC9581505 DOI: 10.1093/ofid/ofac462] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2022] [Accepted: 09/06/2022] [Indexed: 11/29/2022] Open
Abstract
Surges of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infections among health care workers (HCWs) have led to critical staffing shortages. From January 4 to February 4, 2022, we implemented a return-to-work antigen testing program for HCWs, and 870 HCWs participated. Antigen test positivity was 60.5% for those ≤5 days from symptom onset or positive polymerase chain reaction (PCR), and 47.4% were positive at day 7. Antigen positivity was associated with receiving a booster vaccination and being ≤6 days from symptom onset or PCR test, but not age or a symptomatic infection. Rapid antigen testing can be a useful tool to guide return-to-work and isolation precautions for HCWs following infection.
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Affiliation(s)
- Paul C Adamson
- Division of Infectious Diseases, David Geffen School of Medicine, University of California, Los Angeles, California, USA
| | - Judith S Currier
- Division of Infectious Diseases, David Geffen School of Medicine, University of California, Los Angeles, California, USA
| | - Daniel Z Uslan
- Division of Infectious Diseases, David Geffen School of Medicine, University of California, Los Angeles, California, USA
| | - Omai B Garner
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California, Los Angeles, California, USA
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Ikuse T, Aizawa Y, Shobukawa Y, Tomiyama N, Nakayama H, Takahashi M, Muto K, Hasegawa S, Takahashi M, Kon M, Tamura T, Matsumoto H, Saito R, Saitoh A. Household Secondary Transmission of the Severe Acute Respiratory Syndrome Coronavirus 2 Alpha Variant From a Community Cluster in a Nursery in Japan. Pediatr Infect Dis J 2022; 41:e358-e364. [PMID: 35703299 PMCID: PMC9359683 DOI: 10.1097/inf.0000000000003607] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/24/2022] [Indexed: 11/30/2022]
Abstract
BACKGROUND Spread of variants of concerns (VOCs) of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has led to an increase in children with coronavirus disease 2019 (COVID-19). In February 2021, clusters of the Alpha variant of SARS-CoV-2 started to be reported in Niigata, Japan, including a large nursery cluster. We investigated the transmission routes and household secondary attack rates (SARs) in this cluster. METHODS Epidemiologic data related to a nursery cluster in Niigata, Japan, particularly child-origin and adult-origin SARs, were analyzed. VOCs were confirmed by whole-genome sequencing of virus from patients. RESULTS In total, 42 persons (22 children and 20 adults) in the cluster were infected with the Alpha variant. In the nursery, 13 of 81 children (16.0%) and 4 of 24 teachers (16.7%) were infected. SARS-CoV-2 later spread to 25 persons (10 children and 15 adults) outside the nursery. Child-origin and adult-origin household SARs were 27.7% (13/47) and 47.0% (8/17) ( P = 0.11), respectively, which were higher than rates attributable to non-VOCs in previous studies. CONCLUSIONS As compared with non-VOCs, the Alpha variant of SARS-CoV-2 exhibited high transmissibility among children and adults and may pose a high risk for household secondary transmission from SARS-CoV-2-infected children. Increased transmissibility of current or future VOCs could lead to greater transmission from children to adults or other children.
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Affiliation(s)
- Tatsuki Ikuse
- From the Department of Pediatrics, Niigata University Graduate School of Medical and Dental Sciences
| | - Yuta Aizawa
- From the Department of Pediatrics, Niigata University Graduate School of Medical and Dental Sciences
| | - Yugo Shobukawa
- Department of Active Ageing, Niigata University Graduate School of Medical and Dental Sciences
| | - Nobuko Tomiyama
- Department of Health and Welfare, Niigata Prefectural Office
| | | | | | | | - Satoshi Hasegawa
- Department of Patient Coordinate Center, Niigata Prefectural Office
| | | | - Miyako Kon
- Department of Virology, Niigata Prefectural Institute of Public Health and Environmental Science
| | - Tsutomu Tamura
- Department of Virology, Niigata Prefectural Institute of Public Health and Environmental Science
| | | | - Reiko Saito
- Department of International Health (Public Health), Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | - Akihiko Saitoh
- From the Department of Pediatrics, Niigata University Graduate School of Medical and Dental Sciences
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Barreira GA, Santos EHD, Pereira MFB, Rodrigues KA, Rocha MC, Kanunfre KA, Marques HHDS, Okay TS. Technical performance of a lateral flow immunoassay for detection of anti-SARS-CoV-2 IgG in the outpatient follow-up of non-severe cases and at different times after vaccination: comparison with enzyme and chemiluminescent immunoassays. Rev Inst Med Trop Sao Paulo 2022; 64:e49. [PMID: 35858039 PMCID: PMC9281580 DOI: 10.1590/s1678-9946202264049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Accepted: 06/09/2022] [Indexed: 11/22/2022] Open
Abstract
This study assessed the technical performance of a rapid lateral flow immunochromatographic assay (LFIA) for the detection of anti-SARS-CoV-2 IgG and compared LFIA results with chemiluminescent immunoassay (CLIA) results and an in-house enzyme immunoassay (EIA). To this end, a total of 216 whole blood or serum samples from three groups were analyzed: the first group was composed of 68 true negative cases corresponding to blood bank donors, healthy young volunteers, and eight pediatric patients diagnosed with other coronavirus infections. The serum samples from these participants were obtained and stored in a pre-COVID-19 period, thus they were not expected to have COVID-19. In the second group of true positive cases, we chose to replace natural cases of COVID-19 by 96 participants who were expected to have produced anti-SARS-CoV-2 IgG antibodies 30-60 days after the vaccine booster dose. The serum samples were collected on the same day that LFIA were tested either by EIA or CLIA. The third study group was composed of 52 participants (12 adults and 40 children) who did or did not have anti-SARS-CoV-2 IgG antibodies due to specific clinical scenarios. The 12 adults had been vaccinated more than seven months before LFIA testing, and the 40 children had non-severe COVID-19 diagnosed using RT-PCR during the acute phase of infection. They were referred for outpatient follow-up and during this period the serum samples were collected and tested by CLIA and LFIA. All tests were performed by the same healthcare operator and there was no variation of LFIA results when tests were performed on finger prick whole blood or serum samples, so that results were grouped for analysis. LFIA's sensitivity in detecting anti-SARS-CoV-2 IgG antibodies was 90%, specificity 97.6%, efficiency 93%, PPV 98.3%, NPV 86.6%, and likelihood ratio for a positive or a negative result were 37.5 and 0.01 respectively. There was a good agreement (Kappa index of 0.677) between LFIA results and serological (EIA or CLIA) results. In conclusion, LFIA analyzed in this study showed a good technical performance and agreement with reference serological assays (EIA or CLIA), therefore it can be recommended for use in the outpatient follow-up of non-severe cases of COVID-19 and to assess anti-SARS-CoV-2 IgG antibody production induced by vaccination and the antibodies decrease over time. However, LFIAs should be confirmed by using reference serological assays whenever possible.
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Affiliation(s)
- Gabriel Acca Barreira
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical de São Paulo, São Paulo, São Paulo, Brazil.,Faculdade Israelita de Ciências da Saúde Albert Einstein, São Paulo, São Paulo, Brazil
| | - Emilly Henrique Dos Santos
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical de São Paulo, São Paulo, São Paulo, Brazil.,Universidade de São Paulo, Faculdade de Medicina, Departamento de Pediatria, São Paulo, São Paulo, Brazil
| | | | - Karen Alessandra Rodrigues
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical de São Paulo, São Paulo, São Paulo, Brazil
| | - Mussya Cisotto Rocha
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical de São Paulo, São Paulo, São Paulo, Brazil
| | - Kelly Aparecida Kanunfre
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical de São Paulo, São Paulo, São Paulo, Brazil
| | | | - Thelma Suely Okay
- Universidade de São Paulo, Faculdade de Medicina, Instituto de Medicina Tropical de São Paulo, São Paulo, São Paulo, Brazil.,Universidade de São Paulo, Faculdade de Medicina, Departamento de Pediatria, São Paulo, São Paulo, Brazil
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Dadras O, Afsahi AM, Pashaei Z, Mojdeganlou H, Karimi A, Habibi P, Barzegary A, Fakhfouri A, Mirzapour P, Janfaza N, Dehghani S, Afroughi F, Dashti M, Khodaei S, Mehraeen E, Voltarelli F, Sabatier J, SeyedAlinaghi S. The relationship between COVID-19 viral load and disease severity: A systematic review. Immun Inflamm Dis 2022; 10:e580. [PMID: 34904379 PMCID: PMC8926507 DOI: 10.1002/iid3.580] [Citation(s) in RCA: 93] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2021] [Revised: 11/14/2021] [Accepted: 11/22/2021] [Indexed: 02/05/2023] Open
Abstract
INTRODUCTION Patients with COVID-19 may present different viral loads levels. However, the relationship between viral load and disease severity in COVID-19 is still unknown. Therefore, this study aimed to systematically review the association between SARS-CoV-2 viral load and COVID-19 severity. METHODS The relevant studies using the keywords of "COVID-19" and "viral load" were searched in the databases of PubMed, Scopus, Google Scholar, and Web of Science. A two-step title/abstract screening process was carried out and the eligible studies were included in the study. RESULTS Thirty-four studies were included from the initial 1015 records. The vast majority of studies have utilized real-time reverse transcription-polymerase chain reaction of the nasopharyngeal/respiratory swabs to report viral load. Viral loads were commonly reported either as cycle threshold (Ct ) or log10 RNA copies/ml. CONCLUSION The results were inconclusive about the relationship between COVID-19 severity and viral load, as a similar number of studies either approved or opposed this hypothesis. However, the studies denote the direct relationship between older age and higher SARS-CoV-2 viral load, which is a known risk factor for COVID-19 mortality. The higher viral load in older patients may serve as a mechanism for any possible relationships between COVID-19 viral load and disease severity. There was a positive correlation between SARS-CoV-2 viral load and its transmissibility. Nonetheless, further studies are recommended to precisely characterize this matter.
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Affiliation(s)
- Omid Dadras
- The Excellent Center for Dengue and Community Public Health (EC for DACH), School of Public HealthWalailak UniversityNakhon Si ThammaratThailand
| | - Amir M. Afsahi
- Department of Radiology, School of MedicineUniversity of California, San Diego (UCSD)La JollaCaliforniaUSA
| | - Zahra Pashaei
- Iranian Research Center for HIV/AIDS, Iranian Institute for Reduction of High‐Risk BehaviorsTehran University of Medical SciencesTehranIran
| | | | - Amirali Karimi
- School of MedicineTehran University of Medical SciencesTehranIran
| | - Pedram Habibi
- Iranian Research Center for HIV/AIDS, Iranian Institute for Reduction of High‐Risk BehaviorsTehran University of Medical SciencesTehranIran
| | | | | | - Pegah Mirzapour
- Iranian Research Center for HIV/AIDS, Iranian Institute for Reduction of High‐Risk BehaviorsTehran University of Medical SciencesTehranIran
| | - Nazanin Janfaza
- Internal Medicine Department, Imam Khomeini Hospital Complex, School of MedicineTehran University of Medical SciencesTehranIran
| | - Soheil Dehghani
- School of MedicineTehran University of Medical SciencesTehranIran
| | - Fatemeh Afroughi
- School of MedicineIslamic Azad UniversityTehranIran
- Pars HospitalIran University of Medical SciencesTehranIran
| | - Mohsen Dashti
- Department of RadiologyTabriz University of Medical SciencesTabrizIran
| | - Sepideh Khodaei
- Iranian Research Center for HIV/AIDS, Iranian Institute for Reduction of High‐Risk BehaviorsTehran University of Medical SciencesTehranIran
| | - Esmaeil Mehraeen
- Department of Health Information TechnologyKhalkhal University of Medical SciencesKhalkhalIran
| | - Fabricio Voltarelli
- Graduation Program of Health Sciences, Faculty of MedicineFederal University of Mato GrossoCuiabáBrazil
| | - Jean‐Marc Sabatier
- Université Aix‐MarseilleInstitut deNeuro‐physiopathologie (INP)UMR 7051, Faculté de PharmacieMarseilleFrance
| | - SeyedAhmad SeyedAlinaghi
- Iranian Research Center for HIV/AIDS, Iranian Institute for Reduction of High‐Risk BehaviorsTehran University of Medical SciencesTehranIran
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Lefferts B, Blake I, Bruden D, Hagen MB, Hodges E, Kirking HL, Bates E, Hoeldt A, Lamont B, Saydah S, MacNeil A, Bruce MG, Plumb ID. Antigen Test Positivity After COVID-19 Isolation - Yukon-Kuskokwim Delta Region, Alaska, January-February 2022. MMWR. MORBIDITY AND MORTALITY WEEKLY REPORT 2022; 71:293-298. [PMID: 35202352 DOI: 10.15585/mmwr.mm7108a3] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Isolation is recommended during acute infection with SARS-CoV-2, the virus that causes COVID-19, but the duration of infectiousness varies among individual persons. Rapid antigen test results have been correlated with detection of viable virus (1-3) and might inform isolation guidance, but data are limited for the recently emerged SARS-CoV-2 B.1.1.529 (Omicron) variant. On January 5, 2022, the Yukon-Kuskokwim Health Corporation (YKHC) recommended that persons with SARS-CoV-2 infection isolate for 10 days after symptom onset (or, for asymptomatic persons, 10 days after a positive nucleic acid amplification or antigen test result). However, isolation could end after 5-9 days if symptoms were resolving or absent, fever was absent for ≥24 hours without fever-reducing medications, and an Abbott BinaxNOW COVID-19 Ag (BinaxNOW) rapid antigen test result was negative. Antigen test results and associated individual characteristics were analyzed among 3,502 infections reported to YKHC during January 1-February 9, 2022. After 5-9 days, 396 of 729 persons evaluated (54.3%) had a positive antigen test result, with a declining percentage positive over time. In a multivariable model, a positive antigen test result was more likely after 5 days compared with 9 days (adjusted odds ratio [aOR] = 6.39) or after symptomatic infection (aOR = 9.63), and less likely after previous infection (aOR = 0.30), receipt of a primary COVID-19 vaccination series (aOR = 0.60), or after both previous infection and receipt of a primary COVID-19 vaccination series (aOR = 0.17). Antigen tests might be a useful tool to guide recommendations for isolation after SARS-CoV-2 infection. During the 10 days after infection, persons might be infectious to others and are recommended to wear a well-fitting mask when around others, even if ending isolation after 5 days.
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