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Examining potential confounding factors in gene expression analysis of human saliva and identifying potential housekeeping genes
Isolation of RNA from whole saliva, a non-invasive and easily accessible biofluid that is an attractive alternative to blood for high-throughput biodosimetry of radiological/nuclear victims might be of clinical significance for prediction and diagnosis of disease. In a previous analysis of 12 human...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8831573/ https://www.ncbi.nlm.nih.gov/pubmed/35145126 http://dx.doi.org/10.1038/s41598-022-05670-5 |
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author | Ostheim, P. Alemu, S. W. Tichý, A. Sirak, I. Davidkova, M. Stastna, M. Markova Kultova, G. Schuele, S. Paunesku, T. Woloschak, G. Ghandhi, S. A. Amundson, S. A. Haimerl, M. Stroszczynski, C. Port, M. Abend, M. |
author_facet | Ostheim, P. Alemu, S. W. Tichý, A. Sirak, I. Davidkova, M. Stastna, M. Markova Kultova, G. Schuele, S. Paunesku, T. Woloschak, G. Ghandhi, S. A. Amundson, S. A. Haimerl, M. Stroszczynski, C. Port, M. Abend, M. |
author_sort | Ostheim, P. |
collection | PubMed |
description | Isolation of RNA from whole saliva, a non-invasive and easily accessible biofluid that is an attractive alternative to blood for high-throughput biodosimetry of radiological/nuclear victims might be of clinical significance for prediction and diagnosis of disease. In a previous analysis of 12 human samples we identified two challenges to measuring gene expression from total RNA: (1) the fraction of human RNA in whole saliva was low and (2) the bacterial contamination was overwhelming. To overcome these challenges, we performed selective cDNA synthesis for human RNA species only by employing poly(A)+-tail primers followed by qRT-PCR. In the current study, this approach was independently validated on 91 samples from 61 healthy donors. Additionally, we used the ratio of human to bacterial RNA to adjust the input RNA to include equal amounts of human RNA across all samples before cDNA synthesis, which then ensured comparable analysis using the same base human input material. Furthermore, we examined relative levels of ten known housekeeping genes, and assessed inter- and intra-individual differences in 61 salivary RNA isolates, while considering effects of demographical factors (e.g. sex, age), epidemiological factors comprising social habits (e.g. alcohol, cigarette consumption), oral hygiene (e.g. flossing, mouthwash), previous radiological diagnostic procedures (e.g. number of CT-scans) and saliva collection time (circadian periodic). Total human RNA amounts appeared significantly associated with age only (P ≤ 0.02). None of the chosen housekeeping genes showed significant circadian periodicity and either did not associate or were weakly associated with the 24 confounders examined, with one exception, 60% of genes were altered by mouthwash. ATP6, ACTB and B2M represented genes with the highest mean baseline expression (Ct-values ≤ 30) and were detected in all samples. Combining these housekeeping genes for normalization purposes did not decrease inter-individual variance, but increased the robustness. In summary, our work addresses critical confounders and provides important information for the successful examination of gene expression in human whole saliva. |
format | Online Article Text |
id | pubmed-8831573 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-88315732022-02-14 Examining potential confounding factors in gene expression analysis of human saliva and identifying potential housekeeping genes Ostheim, P. Alemu, S. W. Tichý, A. Sirak, I. Davidkova, M. Stastna, M. Markova Kultova, G. Schuele, S. Paunesku, T. Woloschak, G. Ghandhi, S. A. Amundson, S. A. Haimerl, M. Stroszczynski, C. Port, M. Abend, M. Sci Rep Article Isolation of RNA from whole saliva, a non-invasive and easily accessible biofluid that is an attractive alternative to blood for high-throughput biodosimetry of radiological/nuclear victims might be of clinical significance for prediction and diagnosis of disease. In a previous analysis of 12 human samples we identified two challenges to measuring gene expression from total RNA: (1) the fraction of human RNA in whole saliva was low and (2) the bacterial contamination was overwhelming. To overcome these challenges, we performed selective cDNA synthesis for human RNA species only by employing poly(A)+-tail primers followed by qRT-PCR. In the current study, this approach was independently validated on 91 samples from 61 healthy donors. Additionally, we used the ratio of human to bacterial RNA to adjust the input RNA to include equal amounts of human RNA across all samples before cDNA synthesis, which then ensured comparable analysis using the same base human input material. Furthermore, we examined relative levels of ten known housekeeping genes, and assessed inter- and intra-individual differences in 61 salivary RNA isolates, while considering effects of demographical factors (e.g. sex, age), epidemiological factors comprising social habits (e.g. alcohol, cigarette consumption), oral hygiene (e.g. flossing, mouthwash), previous radiological diagnostic procedures (e.g. number of CT-scans) and saliva collection time (circadian periodic). Total human RNA amounts appeared significantly associated with age only (P ≤ 0.02). None of the chosen housekeeping genes showed significant circadian periodicity and either did not associate or were weakly associated with the 24 confounders examined, with one exception, 60% of genes were altered by mouthwash. ATP6, ACTB and B2M represented genes with the highest mean baseline expression (Ct-values ≤ 30) and were detected in all samples. Combining these housekeeping genes for normalization purposes did not decrease inter-individual variance, but increased the robustness. In summary, our work addresses critical confounders and provides important information for the successful examination of gene expression in human whole saliva. Nature Publishing Group UK 2022-02-10 /pmc/articles/PMC8831573/ /pubmed/35145126 http://dx.doi.org/10.1038/s41598-022-05670-5 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Ostheim, P. Alemu, S. W. Tichý, A. Sirak, I. Davidkova, M. Stastna, M. Markova Kultova, G. Schuele, S. Paunesku, T. Woloschak, G. Ghandhi, S. A. Amundson, S. A. Haimerl, M. Stroszczynski, C. Port, M. Abend, M. Examining potential confounding factors in gene expression analysis of human saliva and identifying potential housekeeping genes |
title | Examining potential confounding factors in gene expression analysis of human saliva and identifying potential housekeeping genes |
title_full | Examining potential confounding factors in gene expression analysis of human saliva and identifying potential housekeeping genes |
title_fullStr | Examining potential confounding factors in gene expression analysis of human saliva and identifying potential housekeeping genes |
title_full_unstemmed | Examining potential confounding factors in gene expression analysis of human saliva and identifying potential housekeeping genes |
title_short | Examining potential confounding factors in gene expression analysis of human saliva and identifying potential housekeeping genes |
title_sort | examining potential confounding factors in gene expression analysis of human saliva and identifying potential housekeeping genes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8831573/ https://www.ncbi.nlm.nih.gov/pubmed/35145126 http://dx.doi.org/10.1038/s41598-022-05670-5 |
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