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Selection and validation of reference genes for normalization of qRT-PCR data to study the cannabinoid pathway genes in industrial hemp

There has been significant interest in researching the pharmaceutical applications of Industrial hemp since its legalization three years ago. The crop is mostly dioecious and known for its production of phytocannabinoids, flavonoids, and terpenes. Although many scientific reports have showed gene ex...

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Autores principales: Deguchi, Michihito, Potlakayala, Shobha, Spuhler, Zachary, George, Hannah, Sheri, Vijay, Agili, Ruba, Patel, Aayushi, Rudrabhatla, Sairam
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8687539/
https://www.ncbi.nlm.nih.gov/pubmed/34928958
http://dx.doi.org/10.1371/journal.pone.0260660
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author Deguchi, Michihito
Potlakayala, Shobha
Spuhler, Zachary
George, Hannah
Sheri, Vijay
Agili, Ruba
Patel, Aayushi
Rudrabhatla, Sairam
author_facet Deguchi, Michihito
Potlakayala, Shobha
Spuhler, Zachary
George, Hannah
Sheri, Vijay
Agili, Ruba
Patel, Aayushi
Rudrabhatla, Sairam
author_sort Deguchi, Michihito
collection PubMed
description There has been significant interest in researching the pharmaceutical applications of Industrial hemp since its legalization three years ago. The crop is mostly dioecious and known for its production of phytocannabinoids, flavonoids, and terpenes. Although many scientific reports have showed gene expression analysis of hemp through OMICs approaches, unreliable reference genes for normalization of qRT-PCR data make it difficult to validate the OMICs data. Four software packages: geNorm, NormFinder, BestKeeper, and RefFinder were used to evaluate the differential gene expression patterns of 13 candidate reference genes under osmotic, heavy metal, hormonal, and UV stresses. EF-1α ranked as the most stable reference gene across all stresses, TUB was the most stable under osmotic stress, and TATA was the most stable under both heavy metal stress and hormonal stimuli. The expression patterns of two cannabinoid pathway genes, AAE1 and CBDAS, were used to validate the reliability of the selected reference genes. This work provides useful information for gene expression characterization in hemp and future research in the synthesis, transport, and accumulation of secondary metabolites.
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spelling pubmed-86875392021-12-21 Selection and validation of reference genes for normalization of qRT-PCR data to study the cannabinoid pathway genes in industrial hemp Deguchi, Michihito Potlakayala, Shobha Spuhler, Zachary George, Hannah Sheri, Vijay Agili, Ruba Patel, Aayushi Rudrabhatla, Sairam PLoS One Research Article There has been significant interest in researching the pharmaceutical applications of Industrial hemp since its legalization three years ago. The crop is mostly dioecious and known for its production of phytocannabinoids, flavonoids, and terpenes. Although many scientific reports have showed gene expression analysis of hemp through OMICs approaches, unreliable reference genes for normalization of qRT-PCR data make it difficult to validate the OMICs data. Four software packages: geNorm, NormFinder, BestKeeper, and RefFinder were used to evaluate the differential gene expression patterns of 13 candidate reference genes under osmotic, heavy metal, hormonal, and UV stresses. EF-1α ranked as the most stable reference gene across all stresses, TUB was the most stable under osmotic stress, and TATA was the most stable under both heavy metal stress and hormonal stimuli. The expression patterns of two cannabinoid pathway genes, AAE1 and CBDAS, were used to validate the reliability of the selected reference genes. This work provides useful information for gene expression characterization in hemp and future research in the synthesis, transport, and accumulation of secondary metabolites. Public Library of Science 2021-12-20 /pmc/articles/PMC8687539/ /pubmed/34928958 http://dx.doi.org/10.1371/journal.pone.0260660 Text en © 2021 Deguchi et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Deguchi, Michihito
Potlakayala, Shobha
Spuhler, Zachary
George, Hannah
Sheri, Vijay
Agili, Ruba
Patel, Aayushi
Rudrabhatla, Sairam
Selection and validation of reference genes for normalization of qRT-PCR data to study the cannabinoid pathway genes in industrial hemp
title Selection and validation of reference genes for normalization of qRT-PCR data to study the cannabinoid pathway genes in industrial hemp
title_full Selection and validation of reference genes for normalization of qRT-PCR data to study the cannabinoid pathway genes in industrial hemp
title_fullStr Selection and validation of reference genes for normalization of qRT-PCR data to study the cannabinoid pathway genes in industrial hemp
title_full_unstemmed Selection and validation of reference genes for normalization of qRT-PCR data to study the cannabinoid pathway genes in industrial hemp
title_short Selection and validation of reference genes for normalization of qRT-PCR data to study the cannabinoid pathway genes in industrial hemp
title_sort selection and validation of reference genes for normalization of qrt-pcr data to study the cannabinoid pathway genes in industrial hemp
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8687539/
https://www.ncbi.nlm.nih.gov/pubmed/34928958
http://dx.doi.org/10.1371/journal.pone.0260660
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