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Confounding Factors Impacting microRNA Expression in Human Saliva: Methodological and Biological Considerations

There is growing interest in saliva microRNAs (miRNAs) as non-invasive biomarkers for human disease. Such an approach requires understanding how differences in experimental design affect miRNA expression. Variations in technical methodologies, coupled with inter-individual variability may reduce stu...

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Autores principales: Sullivan, Rhea, Montgomery, Austin, Scipioni, Anna, Jhaveri, Pooja, Schmidt, Adam T., Hicks, Steven D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9602126/
https://www.ncbi.nlm.nih.gov/pubmed/36292760
http://dx.doi.org/10.3390/genes13101874
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author Sullivan, Rhea
Montgomery, Austin
Scipioni, Anna
Jhaveri, Pooja
Schmidt, Adam T.
Hicks, Steven D.
author_facet Sullivan, Rhea
Montgomery, Austin
Scipioni, Anna
Jhaveri, Pooja
Schmidt, Adam T.
Hicks, Steven D.
author_sort Sullivan, Rhea
collection PubMed
description There is growing interest in saliva microRNAs (miRNAs) as non-invasive biomarkers for human disease. Such an approach requires understanding how differences in experimental design affect miRNA expression. Variations in technical methodologies, coupled with inter-individual variability may reduce study reproducibility and generalizability. Another barrier facing salivary miRNA biomarker research is a lack of recognized “control miRNAs”. In one of the largest studies of human salivary miRNA to date (922 healthy individuals), we utilized 1225 saliva samples to quantify variability in miRNA expression resulting from aligner selection (Bowtie1 vs. Bowtie2), saliva collection method (expectorated vs. swabbed), RNA stabilizer (presence vs. absence), and individual biological factors (sex, age, body mass index, exercise, caloric intake). Differential expression analyses revealed that absence of RNA stabilizer introduced the greatest variability, followed by differences in methods of collection and aligner. Biological factors generally affected a smaller number of miRNAs. We also reported coefficients of variations for 643 miRNAs consistently present in saliva, highlighting several salivary miRNAs to serve as reference genes. Thus, the results of this analysis can be used by researchers to optimize parameters of salivary miRNA measurement, exclude miRNAs confounded by numerous biologic factors, and identify appropriate miRNA controls.
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spelling pubmed-96021262022-10-27 Confounding Factors Impacting microRNA Expression in Human Saliva: Methodological and Biological Considerations Sullivan, Rhea Montgomery, Austin Scipioni, Anna Jhaveri, Pooja Schmidt, Adam T. Hicks, Steven D. Genes (Basel) Article There is growing interest in saliva microRNAs (miRNAs) as non-invasive biomarkers for human disease. Such an approach requires understanding how differences in experimental design affect miRNA expression. Variations in technical methodologies, coupled with inter-individual variability may reduce study reproducibility and generalizability. Another barrier facing salivary miRNA biomarker research is a lack of recognized “control miRNAs”. In one of the largest studies of human salivary miRNA to date (922 healthy individuals), we utilized 1225 saliva samples to quantify variability in miRNA expression resulting from aligner selection (Bowtie1 vs. Bowtie2), saliva collection method (expectorated vs. swabbed), RNA stabilizer (presence vs. absence), and individual biological factors (sex, age, body mass index, exercise, caloric intake). Differential expression analyses revealed that absence of RNA stabilizer introduced the greatest variability, followed by differences in methods of collection and aligner. Biological factors generally affected a smaller number of miRNAs. We also reported coefficients of variations for 643 miRNAs consistently present in saliva, highlighting several salivary miRNAs to serve as reference genes. Thus, the results of this analysis can be used by researchers to optimize parameters of salivary miRNA measurement, exclude miRNAs confounded by numerous biologic factors, and identify appropriate miRNA controls. MDPI 2022-10-16 /pmc/articles/PMC9602126/ /pubmed/36292760 http://dx.doi.org/10.3390/genes13101874 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Sullivan, Rhea
Montgomery, Austin
Scipioni, Anna
Jhaveri, Pooja
Schmidt, Adam T.
Hicks, Steven D.
Confounding Factors Impacting microRNA Expression in Human Saliva: Methodological and Biological Considerations
title Confounding Factors Impacting microRNA Expression in Human Saliva: Methodological and Biological Considerations
title_full Confounding Factors Impacting microRNA Expression in Human Saliva: Methodological and Biological Considerations
title_fullStr Confounding Factors Impacting microRNA Expression in Human Saliva: Methodological and Biological Considerations
title_full_unstemmed Confounding Factors Impacting microRNA Expression in Human Saliva: Methodological and Biological Considerations
title_short Confounding Factors Impacting microRNA Expression in Human Saliva: Methodological and Biological Considerations
title_sort confounding factors impacting microrna expression in human saliva: methodological and biological considerations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9602126/
https://www.ncbi.nlm.nih.gov/pubmed/36292760
http://dx.doi.org/10.3390/genes13101874
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