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Selection of Appropriate Reference Genes for Gene Expression Analysis under Abiotic Stresses in Salix viminalis

Salix viminalis is a fast growing willow species with potential as a plant used for biomass feedstock or for phytoremediation. However, few reference genes (RGs) for quantitative real-time polymerase chain reaction (qPCR) are available in S. viminalis, thereby limiting gene expression studies. Here,...

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Autores principales: Ambroise, Valentin, Legay, Sylvain, Guerriero, Gea, Hausman, Jean-Francois, Cuypers, Ann, Sergeant, Kjell
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6747362/
https://www.ncbi.nlm.nih.gov/pubmed/31466254
http://dx.doi.org/10.3390/ijms20174210
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author Ambroise, Valentin
Legay, Sylvain
Guerriero, Gea
Hausman, Jean-Francois
Cuypers, Ann
Sergeant, Kjell
author_facet Ambroise, Valentin
Legay, Sylvain
Guerriero, Gea
Hausman, Jean-Francois
Cuypers, Ann
Sergeant, Kjell
author_sort Ambroise, Valentin
collection PubMed
description Salix viminalis is a fast growing willow species with potential as a plant used for biomass feedstock or for phytoremediation. However, few reference genes (RGs) for quantitative real-time polymerase chain reaction (qPCR) are available in S. viminalis, thereby limiting gene expression studies. Here, we investigated the expression stability of 14 candidate reference genes (RGs) across various organs exposed to five abiotic stresses (cold, heat, drought, salt, and poly-metals). Four RGs ranking algorithms, namely geNorm(PLUS), BestKeeper, NormFinder, and GrayNorm were applied to analyze the qPCR data and the outputs were merged into consensus lists with RankAggreg, a rank aggregation algorithm. In addition, the optimal RG combinations were determined with geNorm(PLUS) and GrayNorm. The genes that were the most stable in the roots were TIP41 and CDC2. In the leaves, TIP41 was the most stable, followed by EF1b and ARI8, depending on the condition tested. Conversely, GAPDH and β-TUB, two genes commonly used for qPCR data normalization were the least stable across all organs. Nevertheless, both geNorm(PLUS) and GrayNorm recommended the use of a combination of genes rather than a single one. These results are valuable for research of transcriptomic responses in different S. viminalis organs.
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spelling pubmed-67473622019-09-27 Selection of Appropriate Reference Genes for Gene Expression Analysis under Abiotic Stresses in Salix viminalis Ambroise, Valentin Legay, Sylvain Guerriero, Gea Hausman, Jean-Francois Cuypers, Ann Sergeant, Kjell Int J Mol Sci Article Salix viminalis is a fast growing willow species with potential as a plant used for biomass feedstock or for phytoremediation. However, few reference genes (RGs) for quantitative real-time polymerase chain reaction (qPCR) are available in S. viminalis, thereby limiting gene expression studies. Here, we investigated the expression stability of 14 candidate reference genes (RGs) across various organs exposed to five abiotic stresses (cold, heat, drought, salt, and poly-metals). Four RGs ranking algorithms, namely geNorm(PLUS), BestKeeper, NormFinder, and GrayNorm were applied to analyze the qPCR data and the outputs were merged into consensus lists with RankAggreg, a rank aggregation algorithm. In addition, the optimal RG combinations were determined with geNorm(PLUS) and GrayNorm. The genes that were the most stable in the roots were TIP41 and CDC2. In the leaves, TIP41 was the most stable, followed by EF1b and ARI8, depending on the condition tested. Conversely, GAPDH and β-TUB, two genes commonly used for qPCR data normalization were the least stable across all organs. Nevertheless, both geNorm(PLUS) and GrayNorm recommended the use of a combination of genes rather than a single one. These results are valuable for research of transcriptomic responses in different S. viminalis organs. MDPI 2019-08-28 /pmc/articles/PMC6747362/ /pubmed/31466254 http://dx.doi.org/10.3390/ijms20174210 Text en © 2019 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ambroise, Valentin
Legay, Sylvain
Guerriero, Gea
Hausman, Jean-Francois
Cuypers, Ann
Sergeant, Kjell
Selection of Appropriate Reference Genes for Gene Expression Analysis under Abiotic Stresses in Salix viminalis
title Selection of Appropriate Reference Genes for Gene Expression Analysis under Abiotic Stresses in Salix viminalis
title_full Selection of Appropriate Reference Genes for Gene Expression Analysis under Abiotic Stresses in Salix viminalis
title_fullStr Selection of Appropriate Reference Genes for Gene Expression Analysis under Abiotic Stresses in Salix viminalis
title_full_unstemmed Selection of Appropriate Reference Genes for Gene Expression Analysis under Abiotic Stresses in Salix viminalis
title_short Selection of Appropriate Reference Genes for Gene Expression Analysis under Abiotic Stresses in Salix viminalis
title_sort selection of appropriate reference genes for gene expression analysis under abiotic stresses in salix viminalis
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6747362/
https://www.ncbi.nlm.nih.gov/pubmed/31466254
http://dx.doi.org/10.3390/ijms20174210
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