Total and Subgenomic RNA Viral Load in Patients Infected With SARS-CoV-2 Alpha, Delta, and Omicron Variants
- PMID: 36883903
- PMCID: PMC10420395
- DOI: 10.1093/infdis/jiad061
Total and Subgenomic RNA Viral Load in Patients Infected With SARS-CoV-2 Alpha, Delta, and Omicron Variants
Abstract
Background: Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) genomic and subgenomic RNA levels are frequently used as a correlate of infectiousness. The impact of host factors and SARS-CoV-2 lineage on RNA viral load is unclear.
Methods: Total nucleocapsid (N) and subgenomic N (sgN) RNA levels were measured by quantitative reverse transcription polymerase chain reaction (RT-qPCR) in specimens from 3204 individuals hospitalized with coronavirus disease 2019 (COVID-19) at 21 hospitals. RT-qPCR cycle threshold (Ct) values were used to estimate RNA viral load. The impact of time of sampling, SARS-CoV-2 variant, age, comorbidities, vaccination, and immune status on N and sgN Ct values were evaluated using multiple linear regression.
Results: Mean Ct values at presentation for N were 24.14 (SD 4.53) for non-variants of concern, 25.15 (SD 4.33) for Alpha, 25.31 (SD 4.50) for Delta, and 26.26 (SD 4.42) for Omicron. N and sgN RNA levels varied with time since symptom onset and infecting variant but not with age, comorbidity, immune status, or vaccination. When normalized to total N RNA, sgN levels were similar across all variants.
Conclusions: RNA viral loads were similar among hospitalized adults, irrespective of infecting variant and known risk factors for severe COVID-19. Total N and subgenomic RNA N viral loads were highly correlated, suggesting that subgenomic RNA measurements add little information for the purposes of estimating infectivity.
Keywords: SARS-CoV-2; subgenomic RNA; variants of concern; viral load.
© The Author(s) 2023. Published by Oxford University Press on behalf of Infectious Diseases Society of America. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.
Conflict of interest statement
Potential conflicts of interest. J. Ca. reports grants from National Institutes of Health (NIH) and Department of Defense (DoD), outside the submitted work. J. Ch. reports grants from the NIH, DoD, and Dolly Parton COVID-19 Research Fund, outside the submitted work. D. D. reports a grant from NIH, outside the submitted work. A. D. reports grants from the NIH and National Heart, Lung, and Blood Institute (NHLBI) for the ACTIV platform and PETAL network, respectively; and consulting fees for Alung Technologies, outside the submitted work. M. E. reports grants from NIH and Regeneron; personal funds for speaking at the ASPEN conference for Abbott Labs; and payment for testimony from Medical Legal Expert Witness, outside the submitted work. A. F. reports grants from NIH, outside the submitted work. M. G. reports grants from CDC, CDC-Abt Associates, and CDC-Westat; and served as cochair of the Infectious Diseases and Immunization Committee for the Texas Pediatric Society, outside the submitted work. K. G. reports grants from NIH and DoD; and support for MHSRS 2022 travel from the DoD, outside the submitted work. A. G. reports grants from NIH, DoD, AbbVie, and Faron Pharmaceuticals, outside the submitted work. M. N. G. reports grants from NHLBI, CDC, and Agency for Healthcare Research and Quality; speaking at medicine grand rounds at New York Medical College; travel support for the American Thoracic Society (ATS) executive meeting and serving as ATS Chair Critical Care Assembly; data and safety monitoring board (DSMB) membership fees from Regeneron; and participating on the scientific advisory panel for Endpoint, outside the submitted work. C. G. reports grants from NIH, CDC, AHRQ, FDA, and Campbell Alliance/Syneos Health; and consulting fees from and participating on a DSMB for Merck, outside the submitted work. D. H. reports grants from NHLBI, outside the submitted work. N. H. reports grants from Sandofi and Quidel; and a Genentech educational grant to give a lecture, outside the submitted work. A. K. reports grants from United Therapeutics, Johnson & Johnson, 4D Medical, Eli Lily, Dompe Pharmaceuticals, and GlaxoSmithKline; and serves on the guidelines committee for Chest, outside the submitted work. A. L. reports grants from CDC, National Institute of Allergy and Infectious Diseases, and Burroughs Wellcome Fund; and consulting fees from Sanofi and Roche for consulting on oseltamivir and baloxavir, respectively, outside the submitted work. E. M. reports grants from Flu Lab, Merck, and NIH outside the submitted work. T. M. reports a grant from CDC; a one-time payment for participating as a virtual webinar panelist for Clinical Updates in Heart Failure; and being a Practice Management Committee member for Society of Hospital Medicine, outside the submitted work. I. D. P. reports grants from NIH and Janssen Pharmaceuticals; and institutional support from Asahi Kasei Pharma and Regeneron, outside the submitted work. W. B. S. reports grants and support for meetings/travel from the NIH/NHLBI, outside the submitted work. J. W. reports payment for the American College of Emergency Physicians speaker honorarium and participating on the American Board of Internal Medicine Critical Care Exam Committee, outside the submitted work. All other authors report no potential conflicts. All authors have submitted the ICMJE Form for Disclosure of Potential Conflicts of Interest. Conflicts that the editors consider relevant to the content of the manuscript have been disclosed.
Figures



Similar articles
-
Severe Acute Respiratory Syndrome Coronavirus 2 Total and Subgenomic RNA Viral Load in Hospitalized Patients.J Infect Dis. 2021 Oct 28;224(8):1287-1293. doi: 10.1093/infdis/jiab215. J Infect Dis. 2021. PMID: 33870434 Free PMC article.
-
RNA loads of severe acute respiratory syndrome coronavirus 2 in patients with breakthrough coronavirus disease 2019 caused by the Delta and Omicron variants.Clin Microbiol Infect. 2023 Feb;29(2):256.e1-256.e4. doi: 10.1016/j.cmi.2022.09.003. Epub 2022 Sep 15. Clin Microbiol Infect. 2023. PMID: 36115649 Free PMC article.
-
Digital PCR to Measure SARS-CoV-2 RNA, Variants, and Outcomes in Youth.J Pediatric Infect Dis Soc. 2023 Dec 16;12(12):618-626. doi: 10.1093/jpids/piad101. J Pediatric Infect Dis Soc. 2023. PMID: 37956414 Free PMC article.
-
Viral and antibody dynamics of acute infection with SARS-CoV-2 omicron variant (B.1.1.529): a prospective cohort study from Shenzhen, China.Lancet Microbe. 2023 Aug;4(8):e632-e641. doi: 10.1016/S2666-5247(23)00139-8. Epub 2023 Jul 14. Lancet Microbe. 2023. PMID: 37459867 Review.
-
Systematic Review on the Correlation Between SARS-CoV-2 Real-Time PCR Cycle Threshold Values and Epidemiological Trends.Infect Dis Ther. 2023 Mar;12(3):749-775. doi: 10.1007/s40121-023-00772-7. Epub 2023 Feb 22. Infect Dis Ther. 2023. PMID: 36811776 Free PMC article. Review.
Cited by
-
Quantitative SARS-CoV-2 subgenomic RNA as a surrogate marker for viral infectivity: Comparison between culture isolation and direct sgRNA quantification.PLoS One. 2023 Sep 1;18(9):e0291120. doi: 10.1371/journal.pone.0291120. eCollection 2023. PLoS One. 2023. PMID: 37656746 Free PMC article.
-
Variations in the persistence of 5'-end genomic and subgenomic SARS-CoV-2 RNAs in wastewater from aircraft, airports and wastewater treatment plants.Heliyon. 2024 Apr 16;10(9):e29703. doi: 10.1016/j.heliyon.2024.e29703. eCollection 2024 May 15. Heliyon. 2024. PMID: 38694057 Free PMC article.
-
Cycle Threshold Values of SARS-CoV-2 RT-PCR during Outbreaks in Nursing Homes: A Retrospective Cohort Study.Epidemiologia (Basel). 2024 Oct 16;5(4):658-668. doi: 10.3390/epidemiologia5040046. Epidemiologia (Basel). 2024. PMID: 39449389 Free PMC article.
-
Comparative subgenomic mRNA profiles of SARS-CoV-2 Alpha, Delta and Omicron BA.1, BA.2 and BA.5 sub-lineages using Danish COVID-19 genomic surveillance data.EBioMedicine. 2023 Jul;93:104669. doi: 10.1016/j.ebiom.2023.104669. Epub 2023 Jun 20. EBioMedicine. 2023. PMID: 37348163 Free PMC article.
-
Quasi-species prevalence and clinical impact of evolving SARS-CoV-2 lineages in European COVID-19 cohorts, January 2020 to February 2022.Euro Surveill. 2025 Mar;30(10):2400038. doi: 10.2807/1560-7917.ES.2025.30.10.2400038. Euro Surveill. 2025. PMID: 40084424 Free PMC article.
References
-
- Wölfel R, Corman VM, Guggemos W, et al. . Virological assessment of hospitalized patients with COVID-2019. Nature 2020; 581:465–9. - PubMed