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The importance of effect sizes when comparing cycle threshold values of SARS-CoV-2 variants
PURPOSE: We aimed to elaborate whether cycle threshold (Ct) values differ significantly between wild type SARS-CoV-2 (wtV) and certain viral variants and how strong or weak a potential significant effect might be. METHODS: In a retrospective study, we investigated 1873 SARS-CoV-2 positive samples fo...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9302753/ https://www.ncbi.nlm.nih.gov/pubmed/35862414 http://dx.doi.org/10.1371/journal.pone.0271808 |
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author | Brinkmann, Celine Gohl, Peter Mack, Dietrich Pfeifer, Johannes Palmada Fenés, Mònica Harzer, Oliver Zöllner, Bernhard |
author_facet | Brinkmann, Celine Gohl, Peter Mack, Dietrich Pfeifer, Johannes Palmada Fenés, Mònica Harzer, Oliver Zöllner, Bernhard |
author_sort | Brinkmann, Celine |
collection | PubMed |
description | PURPOSE: We aimed to elaborate whether cycle threshold (Ct) values differ significantly between wild type SARS-CoV-2 (wtV) and certain viral variants and how strong or weak a potential significant effect might be. METHODS: In a retrospective study, we investigated 1873 SARS-CoV-2 positive samples for the occurrence of viral marker mutations. Age, gender, clinical setting, days after onset of symptoms, and Ct values were recorded. Statistical analysis was carried out with special consideration of effect sizes. RESULTS: During the study period wtV was detected in 1013 samples (54%), while 845 (45%) patients carried the Alpha variant of concern (VOC), and 15 (1%) the Beta VOC. For further analysis, only wtV and the Alpha VOC were included. In a multi-factor ANOVA and post-hoc test with Bonferroni-correction for the age groups we found significant main-effects for Ct values of the viral variant (wtV mean 26.4 (SD 4.27); Alpha VOC mean 25.0 (SD 3.84); F (1,1850) = 55.841; p < .001) and the clinical setting (outpatients: mean 25.7 (SD 4.1); inpatients: mean 27.0 (SD 4.2); F (1,1850) = 8.520, p = .004). However, since the effect sizes were very small (eta squared for the Alpha VOC = .029 and the clinical setting = .004), there was only a slight trend towards higher viral loads of the Alpha VOC compared to wtV. CONCLUSIONS: In order to compare different variants of SARS-CoV-2 the calculation of effect sizes seems to be necessary. A combination of p-values as estimates of the existance of an effect and effect sizes as estimates of the magnitude of a potential effect may allow a better insight into transmission mechanisms of SARS-CoV-2. |
format | Online Article Text |
id | pubmed-9302753 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-93027532022-07-22 The importance of effect sizes when comparing cycle threshold values of SARS-CoV-2 variants Brinkmann, Celine Gohl, Peter Mack, Dietrich Pfeifer, Johannes Palmada Fenés, Mònica Harzer, Oliver Zöllner, Bernhard PLoS One Research Article PURPOSE: We aimed to elaborate whether cycle threshold (Ct) values differ significantly between wild type SARS-CoV-2 (wtV) and certain viral variants and how strong or weak a potential significant effect might be. METHODS: In a retrospective study, we investigated 1873 SARS-CoV-2 positive samples for the occurrence of viral marker mutations. Age, gender, clinical setting, days after onset of symptoms, and Ct values were recorded. Statistical analysis was carried out with special consideration of effect sizes. RESULTS: During the study period wtV was detected in 1013 samples (54%), while 845 (45%) patients carried the Alpha variant of concern (VOC), and 15 (1%) the Beta VOC. For further analysis, only wtV and the Alpha VOC were included. In a multi-factor ANOVA and post-hoc test with Bonferroni-correction for the age groups we found significant main-effects for Ct values of the viral variant (wtV mean 26.4 (SD 4.27); Alpha VOC mean 25.0 (SD 3.84); F (1,1850) = 55.841; p < .001) and the clinical setting (outpatients: mean 25.7 (SD 4.1); inpatients: mean 27.0 (SD 4.2); F (1,1850) = 8.520, p = .004). However, since the effect sizes were very small (eta squared for the Alpha VOC = .029 and the clinical setting = .004), there was only a slight trend towards higher viral loads of the Alpha VOC compared to wtV. CONCLUSIONS: In order to compare different variants of SARS-CoV-2 the calculation of effect sizes seems to be necessary. A combination of p-values as estimates of the existance of an effect and effect sizes as estimates of the magnitude of a potential effect may allow a better insight into transmission mechanisms of SARS-CoV-2. Public Library of Science 2022-07-21 /pmc/articles/PMC9302753/ /pubmed/35862414 http://dx.doi.org/10.1371/journal.pone.0271808 Text en © 2022 Brinkmann et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Brinkmann, Celine Gohl, Peter Mack, Dietrich Pfeifer, Johannes Palmada Fenés, Mònica Harzer, Oliver Zöllner, Bernhard The importance of effect sizes when comparing cycle threshold values of SARS-CoV-2 variants |
title | The importance of effect sizes when comparing cycle threshold values of SARS-CoV-2 variants |
title_full | The importance of effect sizes when comparing cycle threshold values of SARS-CoV-2 variants |
title_fullStr | The importance of effect sizes when comparing cycle threshold values of SARS-CoV-2 variants |
title_full_unstemmed | The importance of effect sizes when comparing cycle threshold values of SARS-CoV-2 variants |
title_short | The importance of effect sizes when comparing cycle threshold values of SARS-CoV-2 variants |
title_sort | importance of effect sizes when comparing cycle threshold values of sars-cov-2 variants |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9302753/ https://www.ncbi.nlm.nih.gov/pubmed/35862414 http://dx.doi.org/10.1371/journal.pone.0271808 |
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