Selection and validation of reference genes for normalisation of gene expression in ischaemic and toxicological studies in kidney disease.

Normalisation to standard reference gene(s) is essential for quantitative real-time polymerase chain reaction (RT-qPCR) to obtain reproducible and comparable results of a gene of interest (GOI) between subjects and under varying experimental conditions. There is limited evidence to support selection...

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Main Authors: Sanjeeva Herath, Hongying Dai, Jonathan Erlich, Amy Ym Au, Kylie Taylor, Lena Succar, Zoltán H Endre
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2020-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0233109
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spelling doaj-f62d7c880c4b4b8e92d2785e442cd33b2021-03-03T21:46:53ZengPublic Library of Science (PLoS)PLoS ONE1932-62032020-01-01155e023310910.1371/journal.pone.0233109Selection and validation of reference genes for normalisation of gene expression in ischaemic and toxicological studies in kidney disease.Sanjeeva HerathHongying DaiJonathan ErlichAmy Ym AuKylie TaylorLena SuccarZoltán H EndreNormalisation to standard reference gene(s) is essential for quantitative real-time polymerase chain reaction (RT-qPCR) to obtain reproducible and comparable results of a gene of interest (GOI) between subjects and under varying experimental conditions. There is limited evidence to support selection of the commonly used reference genes in rat ischaemic and toxicological kidney models. Employing these models, we determined the most stable reference genes by comparing 4 standard methods (NormFinder, qBase+, BestKeeper and comparative ΔCq) and developed a new 3-way linear mixed-effects model for evaluation of reference gene stability. This new technique utilises the intra-class correlation coefficient as the stability measure for multiple continuous and categorical covariates when determining the optimum normalisation factor. The model also determines confidence intervals for each candidate normalisation gene to facilitate selection and allow sample size calculation for designing experiments to identify reference genes. Of the 10 candidate reference genes tested, the geometric mean of polyadenylate-binding nuclear protein 1 (PABPN1) and beta-actin (ACTB) was the most stable reference combination. In contrast, commonly used ribosomal 18S and glyceraldehyde 3-phosphate dehydrogenase (GAPDH) were the most unstable. We compared the use of PABPN1×ACTB and 2 commonly used genes 18S and GAPDH on the expression of 4 genes of interest know to vary after renal injury and expressed by different kidney cell types (KIM-1, HIF1α, TGFβ1 and PECAM1). The less stable reference genes gave varying patterns of GOI expression in contrast to the use of the least unstable reference PABPN1×ACTB combination; this improved detection of differences in gene expression between experimental groups. Reduced within-group variation of the now more accurately normalised GOI may allow for reduced experimental group size particularly for comparison between various models. This objective selection of stable reference genes increased the reliability of comparisons within and between experimental groups.https://doi.org/10.1371/journal.pone.0233109
collection DOAJ
language English
format Article
sources DOAJ
author Sanjeeva Herath
Hongying Dai
Jonathan Erlich
Amy Ym Au
Kylie Taylor
Lena Succar
Zoltán H Endre
spellingShingle Sanjeeva Herath
Hongying Dai
Jonathan Erlich
Amy Ym Au
Kylie Taylor
Lena Succar
Zoltán H Endre
Selection and validation of reference genes for normalisation of gene expression in ischaemic and toxicological studies in kidney disease.
PLoS ONE
author_facet Sanjeeva Herath
Hongying Dai
Jonathan Erlich
Amy Ym Au
Kylie Taylor
Lena Succar
Zoltán H Endre
author_sort Sanjeeva Herath
title Selection and validation of reference genes for normalisation of gene expression in ischaemic and toxicological studies in kidney disease.
title_short Selection and validation of reference genes for normalisation of gene expression in ischaemic and toxicological studies in kidney disease.
title_full Selection and validation of reference genes for normalisation of gene expression in ischaemic and toxicological studies in kidney disease.
title_fullStr Selection and validation of reference genes for normalisation of gene expression in ischaemic and toxicological studies in kidney disease.
title_full_unstemmed Selection and validation of reference genes for normalisation of gene expression in ischaemic and toxicological studies in kidney disease.
title_sort selection and validation of reference genes for normalisation of gene expression in ischaemic and toxicological studies in kidney disease.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2020-01-01
description Normalisation to standard reference gene(s) is essential for quantitative real-time polymerase chain reaction (RT-qPCR) to obtain reproducible and comparable results of a gene of interest (GOI) between subjects and under varying experimental conditions. There is limited evidence to support selection of the commonly used reference genes in rat ischaemic and toxicological kidney models. Employing these models, we determined the most stable reference genes by comparing 4 standard methods (NormFinder, qBase+, BestKeeper and comparative ΔCq) and developed a new 3-way linear mixed-effects model for evaluation of reference gene stability. This new technique utilises the intra-class correlation coefficient as the stability measure for multiple continuous and categorical covariates when determining the optimum normalisation factor. The model also determines confidence intervals for each candidate normalisation gene to facilitate selection and allow sample size calculation for designing experiments to identify reference genes. Of the 10 candidate reference genes tested, the geometric mean of polyadenylate-binding nuclear protein 1 (PABPN1) and beta-actin (ACTB) was the most stable reference combination. In contrast, commonly used ribosomal 18S and glyceraldehyde 3-phosphate dehydrogenase (GAPDH) were the most unstable. We compared the use of PABPN1×ACTB and 2 commonly used genes 18S and GAPDH on the expression of 4 genes of interest know to vary after renal injury and expressed by different kidney cell types (KIM-1, HIF1α, TGFβ1 and PECAM1). The less stable reference genes gave varying patterns of GOI expression in contrast to the use of the least unstable reference PABPN1×ACTB combination; this improved detection of differences in gene expression between experimental groups. Reduced within-group variation of the now more accurately normalised GOI may allow for reduced experimental group size particularly for comparison between various models. This objective selection of stable reference genes increased the reliability of comparisons within and between experimental groups.
url https://doi.org/10.1371/journal.pone.0233109
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