TY - JOUR
T1 - Validation of suitable genes for normalization of diurnal gene expression studies in Chenopodium quinoa
AU - Maldonado-Taipe, Nathaly
AU - Patirange, Dilan S. R.
AU - Schmöckel, Sandra M.
AU - Jung, Christian
AU - Emrani, Nazgol
N1 - KAUST Repository Item: Exported on 2021-03-30
Acknowledged KAUST grant number(s): OSR-2016-CRG5-2966-02
Acknowledgements: This study was partially funded by the Competitive Research Grant of the King Abdullah University of Science and Technology, Saudi Arabia
awarded to CJ (Grant number: OSR-2016-CRG5-2966-02). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. There was no additional external funding received for this study. The rest of the costs were covered internally by the institute budget of the Plant Breeding Institute, Kiel University. We acknowledge the financial support by State of Schleswig-Holstein, Germany within the funding program “Open Access Publikationsfonds”.
PY - 2021/3/11
Y1 - 2021/3/11
N2 - Quinoa depicts high nutritional quality and abiotic stress resistance, attracting strong interest in the last years. To unravel the function of candidate genes for agronomically relevant traits, studying their transcriptional activities by RT-qPCR is an important experimental approach. The accuracy of such experiments strongly depends on precise data normalization. To date, validation of potential candidate genes for normalization of diurnal expression studies has not been performed in C. quinoa. We selected eight candidate genes based on transcriptome data and literature survey, including conventionally used reference genes. We used three statistical algorithms (BestKeeper, geNorm and NormFinder) to test their stability and added further validation by a simulation-based strategy. We demonstrated that using different reference genes, including those top ranked by stability, causes significant differences among the resulting diurnal expression patterns. Our results show that isocitrate dehydrogenase enzyme (IDH-A) and polypyrimidine tract-binding protein (PTB) are suitable genes to normalize diurnal expression data of two different quinoa accessions. Moreover, we validated our reference genes by normalizing two known diurnally regulated genes, BTC1 and BBX19. The validated reference genes obtained in this study will improve the accuracy of RT-qPCR data normalization and facilitate gene expression studies in quinoa.
AB - Quinoa depicts high nutritional quality and abiotic stress resistance, attracting strong interest in the last years. To unravel the function of candidate genes for agronomically relevant traits, studying their transcriptional activities by RT-qPCR is an important experimental approach. The accuracy of such experiments strongly depends on precise data normalization. To date, validation of potential candidate genes for normalization of diurnal expression studies has not been performed in C. quinoa. We selected eight candidate genes based on transcriptome data and literature survey, including conventionally used reference genes. We used three statistical algorithms (BestKeeper, geNorm and NormFinder) to test their stability and added further validation by a simulation-based strategy. We demonstrated that using different reference genes, including those top ranked by stability, causes significant differences among the resulting diurnal expression patterns. Our results show that isocitrate dehydrogenase enzyme (IDH-A) and polypyrimidine tract-binding protein (PTB) are suitable genes to normalize diurnal expression data of two different quinoa accessions. Moreover, we validated our reference genes by normalizing two known diurnally regulated genes, BTC1 and BBX19. The validated reference genes obtained in this study will improve the accuracy of RT-qPCR data normalization and facilitate gene expression studies in quinoa.
UR - http://hdl.handle.net/10754/667731
UR - https://dx.plos.org/10.1371/journal.pone.0233821
UR - http://www.scopus.com/inward/record.url?scp=85102835049&partnerID=8YFLogxK
U2 - 10.1371/journal.pone.0233821
DO - 10.1371/journal.pone.0233821
M3 - Article
C2 - 33705394
SN - 1932-6203
VL - 16
SP - e0233821
JO - PLOS ONE
JF - PLOS ONE
IS - 3
ER -