Analysis of qPCR reference gene stability determination methods and a practical approach for efficiency calculation on a turbot (Scophthalmus maximus) gonad dataset

Background Gene expression analysis by reverse transcription quantitative PCR (qPCR) is the most widely used method for analyzing the expression of a moderate number of genes and also for the validation of microarray results. Several issues are crucial for a successful qPCR study, particularly the s...

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Published in:BMC Genomics
Main Authors: Robledo Sánchez, Diego, Hernández Urcera, Jorge, Cal, Rosa, Gómez Pardo, María Belén, Sánchez Piñón, Laura Elena, Martínez Portela, Paulino, Viñas Díaz, Ana María
Other Authors: Universidade de Santiago de Compostela. Departamento de Zooloxía, Xenética e Antropoloxía Física
Format: Article in Journal/Newspaper
Language:English
Published: BMC
Subjects:
Online Access:http://hdl.handle.net/10347/22117
https://doi.org/10.1186/1471-2164-15-648
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spelling ftunivsantcomp:oai:minerva.usc.es:10347/22117 2023-05-15T18:15:42+02:00 Analysis of qPCR reference gene stability determination methods and a practical approach for efficiency calculation on a turbot (Scophthalmus maximus) gonad dataset Robledo Sánchez, Diego Hernández Urcera, Jorge Cal, Rosa Gómez Pardo, María Belén Sánchez Piñón, Laura Elena Martínez Portela, Paulino Viñas Díaz, Ana María Universidade de Santiago de Compostela. Departamento de Zooloxía, Xenética e Antropoloxía Física application/pdf http://hdl.handle.net/10347/22117 https://doi.org/10.1186/1471-2164-15-648 eng eng BMC https://doi.org/10.1186/1471-2164-15-648 Robledo, D., Hernández-Urcera, J., Cal, R.M. et al. Analysis of qPCR reference gene stability determination methods and a practical approach for efficiency calculation on a turbot (Scophthalmus maximus) gonad dataset. BMC Genomics 15, 648 (2014). https://doi.org/10.1186/1471-2164-15-648 1471-2164 http://hdl.handle.net/10347/22117 doi:10.1186/1471-2164-15-648 © 2014 Robledo et al.; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. http://creativecommons.org/licenses/by/2.0 info:eu-repo/semantics/openAccess CC-BY QPCR Reference genes Amplification efficiency Turbot Scophthalmus maximus Gonad info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion ftunivsantcomp https://doi.org/10.1186/1471-2164-15-648 2022-06-12T20:26:57Z Background Gene expression analysis by reverse transcription quantitative PCR (qPCR) is the most widely used method for analyzing the expression of a moderate number of genes and also for the validation of microarray results. Several issues are crucial for a successful qPCR study, particularly the selection of internal reference genes for normalization and efficiency determination. There is no agreement on which method is the best to detect the most stable genes neither on how to perform efficiency determination. In this study we offer a comprehensive evaluation of the characteristics of reference gene selection methods and how to decide which one is more reliable when they show discordant outcomes. Also, we analyze the current efficiency calculation controversy. Our dataset is composed by gonad samples of turbot at different development times reared at different temperatures. Turbot (Scophthalmus maximus) is a relevant marine aquaculture European species with increasing production in the incoming years. Since females largely outgrow males, identification of genes related to sex determination, gonad development and reproductive behavior, and analysis of their expression profiles are of primary importance for turbot industry. Results We analyzed gene stability of six reference genes: RPS4, RPL17, GAPDH, ACTB, UBQ and B2M using the comparative delta-CT method, Bestkeeper, NormFinder and GeNorm approaches in gonad samples of turbot. Supported by descriptive statistics, we found NormFinder to be the best method, while on the other side, GeNorm results proved to be unreliable. According to our analysis, UBQ and RPS4 were the most stable genes, while B2M was the least stable gene. We also analyzed the efficiency calculation softwares LinRegPCR, LREanalyzer, DART and PCR-Miner and we recommend LinRegPCR for research purposes since it does not systematically overestimate efficiency. Conclusion Our results indicate that NormFinder and LinRegPCR are the best approaches for reference gene selection and efficiency ... Article in Journal/Newspaper Scophthalmus maximus Turbot Minerva - Repositorio institucional da Universidade de Santiago de Compostela (USC) BMC Genomics 15 1 648
institution Open Polar
collection Minerva - Repositorio institucional da Universidade de Santiago de Compostela (USC)
op_collection_id ftunivsantcomp
language English
topic QPCR
Reference genes
Amplification efficiency
Turbot
Scophthalmus maximus
Gonad
spellingShingle QPCR
Reference genes
Amplification efficiency
Turbot
Scophthalmus maximus
Gonad
Robledo Sánchez, Diego
Hernández Urcera, Jorge
Cal, Rosa
Gómez Pardo, María Belén
Sánchez Piñón, Laura Elena
Martínez Portela, Paulino
Viñas Díaz, Ana María
Analysis of qPCR reference gene stability determination methods and a practical approach for efficiency calculation on a turbot (Scophthalmus maximus) gonad dataset
topic_facet QPCR
Reference genes
Amplification efficiency
Turbot
Scophthalmus maximus
Gonad
description Background Gene expression analysis by reverse transcription quantitative PCR (qPCR) is the most widely used method for analyzing the expression of a moderate number of genes and also for the validation of microarray results. Several issues are crucial for a successful qPCR study, particularly the selection of internal reference genes for normalization and efficiency determination. There is no agreement on which method is the best to detect the most stable genes neither on how to perform efficiency determination. In this study we offer a comprehensive evaluation of the characteristics of reference gene selection methods and how to decide which one is more reliable when they show discordant outcomes. Also, we analyze the current efficiency calculation controversy. Our dataset is composed by gonad samples of turbot at different development times reared at different temperatures. Turbot (Scophthalmus maximus) is a relevant marine aquaculture European species with increasing production in the incoming years. Since females largely outgrow males, identification of genes related to sex determination, gonad development and reproductive behavior, and analysis of their expression profiles are of primary importance for turbot industry. Results We analyzed gene stability of six reference genes: RPS4, RPL17, GAPDH, ACTB, UBQ and B2M using the comparative delta-CT method, Bestkeeper, NormFinder and GeNorm approaches in gonad samples of turbot. Supported by descriptive statistics, we found NormFinder to be the best method, while on the other side, GeNorm results proved to be unreliable. According to our analysis, UBQ and RPS4 were the most stable genes, while B2M was the least stable gene. We also analyzed the efficiency calculation softwares LinRegPCR, LREanalyzer, DART and PCR-Miner and we recommend LinRegPCR for research purposes since it does not systematically overestimate efficiency. Conclusion Our results indicate that NormFinder and LinRegPCR are the best approaches for reference gene selection and efficiency ...
author2 Universidade de Santiago de Compostela. Departamento de Zooloxía, Xenética e Antropoloxía Física
format Article in Journal/Newspaper
author Robledo Sánchez, Diego
Hernández Urcera, Jorge
Cal, Rosa
Gómez Pardo, María Belén
Sánchez Piñón, Laura Elena
Martínez Portela, Paulino
Viñas Díaz, Ana María
author_facet Robledo Sánchez, Diego
Hernández Urcera, Jorge
Cal, Rosa
Gómez Pardo, María Belén
Sánchez Piñón, Laura Elena
Martínez Portela, Paulino
Viñas Díaz, Ana María
author_sort Robledo Sánchez, Diego
title Analysis of qPCR reference gene stability determination methods and a practical approach for efficiency calculation on a turbot (Scophthalmus maximus) gonad dataset
title_short Analysis of qPCR reference gene stability determination methods and a practical approach for efficiency calculation on a turbot (Scophthalmus maximus) gonad dataset
title_full Analysis of qPCR reference gene stability determination methods and a practical approach for efficiency calculation on a turbot (Scophthalmus maximus) gonad dataset
title_fullStr Analysis of qPCR reference gene stability determination methods and a practical approach for efficiency calculation on a turbot (Scophthalmus maximus) gonad dataset
title_full_unstemmed Analysis of qPCR reference gene stability determination methods and a practical approach for efficiency calculation on a turbot (Scophthalmus maximus) gonad dataset
title_sort analysis of qpcr reference gene stability determination methods and a practical approach for efficiency calculation on a turbot (scophthalmus maximus) gonad dataset
publisher BMC
url http://hdl.handle.net/10347/22117
https://doi.org/10.1186/1471-2164-15-648
genre Scophthalmus maximus
Turbot
genre_facet Scophthalmus maximus
Turbot
op_relation https://doi.org/10.1186/1471-2164-15-648
Robledo, D., Hernández-Urcera, J., Cal, R.M. et al. Analysis of qPCR reference gene stability determination methods and a practical approach for efficiency calculation on a turbot (Scophthalmus maximus) gonad dataset. BMC Genomics 15, 648 (2014). https://doi.org/10.1186/1471-2164-15-648
1471-2164
http://hdl.handle.net/10347/22117
doi:10.1186/1471-2164-15-648
op_rights © 2014 Robledo et al.; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited.
http://creativecommons.org/licenses/by/2.0
info:eu-repo/semantics/openAccess
op_rightsnorm CC-BY
op_doi https://doi.org/10.1186/1471-2164-15-648
container_title BMC Genomics
container_volume 15
container_issue 1
container_start_page 648
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