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Daude MM, Ságio SA, Rodrigues JN, Lima NMP, Lima AA, Sarmento MI, Sarmento RA, Barreto HG. Reference genes for Eucalyptus spp. under Beauveria bassiana inoculation and subsequently infestation by the galling wasp Leptocybe invasa. Sci Rep 2024; 14:2556. [PMID: 38297150 PMCID: PMC10830493 DOI: 10.1038/s41598-024-52948-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Accepted: 01/25/2024] [Indexed: 02/02/2024] Open
Abstract
Relative gene expression analysis through RT-qPCR is an important molecular technique that helps understanding different molecular mechanisms, such as the plant defense response to insect pests. However, the use of RT-qPCR for gene expression analysis can be affected by factors that directly affect the reliability of the results. Among these factors, the appropriate choice of reference genes is crucial and can strongly impact RT-qPCR relative gene expression analyses, highlighting the importance in correctly choosing the most suitable genes for the success of the analysis. Thus, this study aimed to select and validate reference genes for relative gene expression studies through RT-qPCR in hybrids of Eucalyptus tereticornis × Eucalyptus camaldulensis (drought tolerant and susceptible to Leptocybe invasa) under conditions of inoculation by the Beauveria bassiana fungus and subsequent infestation by L. invasa. The expression level and stability of eleven candidate genes were evaluated. Stability was analyzed using the RefFinder tool, which integrates the geNorm, NormFinder, BestKeeper, and Delta-Ct algorithms. The selected reference genes were validated through the expression analysis of the transcriptional factor EcDREB2 (dehydration-responsive element-binding protein 2). For all treatments evaluated, EcPTB, EcPP2A-1, and EcEUC12 were the best reference genes. The triplets EcPTB/EcEUC12/EcUBP6, EcPP2A-1/EcEUC12/EcPTB, EcIDH/EcSAND/Ecα-TUB, EcPP2A-1/Ecα-TUB/EcPTB, and EcPP2A-1/EcUPL7/EcSAND were the best reference genes for the control plants, mother plants, plants inoculated with B. bassiana, plants infested with L. invasa, and plants inoculated with B. bassiana and subsequently infested with L. invasa, respectively. The best determined reference genes were used to normalize the RT-qPCR expression data for each experimental condition evaluated. The results emphasize the importance of this type of study to ensure the reliability of relative gene expression analyses. Furthermore, the findings of this study can be used as a basis for future research, comprising gene expression analysis of different eucalyptus metabolic pathways.
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Affiliation(s)
- Matheus Martins Daude
- Laboratory of Molecular Analysis (LAM), Life Sciences Department, Faculty of Medicine, Federal University of Tocantins, Palmas, TO, Brazil
- Postgraduate Program in Biodiversity and Biotechnology, Rede Bionorte, Federal University of Tocantins, Palmas, TO, Brazil
| | - Solange Aparecida Ságio
- Laboratory of Molecular Analysis (LAM), Life Sciences Department, Faculty of Medicine, Federal University of Tocantins, Palmas, TO, Brazil
- Postgraduate Program in Digital Agroenergy, Federal University of Tocantins, Palmas, TO, Brazil
| | - Jovielly Neves Rodrigues
- Postgraduate Program in Forest and Environmental Sciences, Federal University of Tocantins, Palmas, TO, Brazil
| | | | - André Almeida Lima
- Laboratory of Molecular Analysis (LAM), Life Sciences Department, Faculty of Medicine, Federal University of Tocantins, Palmas, TO, Brazil
| | - Maíra Ignacio Sarmento
- Postgraduate Program in Forest and Environmental Sciences, Federal University of Tocantins, Palmas, TO, Brazil
| | - Renato Almeida Sarmento
- Postgraduate Program in Biodiversity and Biotechnology, Rede Bionorte, Federal University of Tocantins, Palmas, TO, Brazil
- Postgraduate Program in Forest and Environmental Sciences, Federal University of Tocantins, Palmas, TO, Brazil
| | - Horllys Gomes Barreto
- Laboratory of Molecular Analysis (LAM), Life Sciences Department, Faculty of Medicine, Federal University of Tocantins, Palmas, TO, Brazil.
- Postgraduate Program in Biodiversity and Biotechnology, Rede Bionorte, Federal University of Tocantins, Palmas, TO, Brazil.
- Postgraduate Program in Digital Agroenergy, Federal University of Tocantins, Palmas, TO, Brazil.
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Zhang J, He X, Zhou J, Dong Z, Yu H, Tang Q, Yuan L, Peng S, Zhong X, He Y. Selection and Verification of Standardized Reference Genes of Angelica dahurica under Various Abiotic Stresses by Real-Time Quantitative PCR. Genes (Basel) 2024; 15:79. [PMID: 38254968 PMCID: PMC10815136 DOI: 10.3390/genes15010079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Revised: 01/04/2024] [Accepted: 01/06/2024] [Indexed: 01/24/2024] Open
Abstract
In traditional Chinese medicine, Angelica dahurica is a valuable herb with numerous therapeutic applications for a range of ailments. There have not yet been any articles on the methodical assessment and choice of the best reference genes for A. dahurica gene expression studies. Real-time quantitative PCR (RT-qPCR) is widely employed as the predominant method for investigating gene expression. In order to ensure the precise determination of target gene expression outcomes in RT-qPCR analysis, it is imperative to employ stable reference genes. In this study, a total of 11 candidate reference genes including SAND family protein (SAND), polypyrimidine tract-binding protein (PTBP), glyceraldehyde-3-phosphate dehydrogenase (GAPDH), actin (ACT), TIP41-like protein (TIP41), cyclophilin 2 (CYP2), elongation factor 1 α (EF1α), ubiquitin-protein ligase 9 (UBC9), tubulin β-6 (TUB6), thioredoxin-like protein YLS8 (YLS8), and tubulin-α (TUBA) were selected from the transcriptome of A. dahurica. Subsequently, three statistical algorithms (geNorm, NormFinder, and BestKeeper) were employed to assess the stability of their expression patterns across seven distinct stimulus treatments. The outcomes obtained from these analyses were subsequently amalgamated into a comprehensive ranking using RefFinder. Additionally, one target gene, phenylalanine ammonia-lyase (PAL), was used to confirm the effectiveness of the selected reference genes. According to the findings of this study, the two most stable reference genes for normalizing the expression of genes in A. dahurica are TIP41 and UBC9. Overall, our research has determined the appropriate reference genes for RT-qPCR in A. dahurica and provides a crucial foundation for gene screening and identifying genes associated with the biosynthesis of active ingredients in A. dahurica.
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Affiliation(s)
- Jing Zhang
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China; (J.Z.); (X.H.); (J.Z.); (Z.D.); (H.Y.); (Q.T.); (L.Y.); (S.P.)
| | - Xinyi He
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China; (J.Z.); (X.H.); (J.Z.); (Z.D.); (H.Y.); (Q.T.); (L.Y.); (S.P.)
| | - Jun Zhou
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China; (J.Z.); (X.H.); (J.Z.); (Z.D.); (H.Y.); (Q.T.); (L.Y.); (S.P.)
| | - Zhuang Dong
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China; (J.Z.); (X.H.); (J.Z.); (Z.D.); (H.Y.); (Q.T.); (L.Y.); (S.P.)
| | - Han Yu
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China; (J.Z.); (X.H.); (J.Z.); (Z.D.); (H.Y.); (Q.T.); (L.Y.); (S.P.)
| | - Qi Tang
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China; (J.Z.); (X.H.); (J.Z.); (Z.D.); (H.Y.); (Q.T.); (L.Y.); (S.P.)
| | - Lei Yuan
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China; (J.Z.); (X.H.); (J.Z.); (Z.D.); (H.Y.); (Q.T.); (L.Y.); (S.P.)
| | - Siqing Peng
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China; (J.Z.); (X.H.); (J.Z.); (Z.D.); (H.Y.); (Q.T.); (L.Y.); (S.P.)
| | - Xiaohong Zhong
- College of Horticulture, Hunan Agricultural University, Changsha 410128, China; (J.Z.); (X.H.); (J.Z.); (Z.D.); (H.Y.); (Q.T.); (L.Y.); (S.P.)
| | - Yuedong He
- College of Bioscience and Biotechnology, Hunan Agricultural University, Changsha 410128, China
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Wang W, Zhang X, Xu X, Xu X, Fu L, Chen H. Systematic identification of reference genes for qRT-PCR of Ardisia kteniophylla A. DC under different experimental conditions and for anthocyanin-related genes studies. FRONTIERS IN PLANT SCIENCE 2023; 14:1284007. [PMID: 38023897 PMCID: PMC10656778 DOI: 10.3389/fpls.2023.1284007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Accepted: 10/23/2023] [Indexed: 12/01/2023]
Abstract
Ardisia kteniophylla A. DC, widely known as folk medicinal herb and ornamental plant, has been extensively investigated due to its unique leaf color, anti-cancer and other pharmacological activities. The quantitative real-time PCR (qRT-PCR) was an excellent tool for the analysis of gene expression with its high sensitivity and quantitative properties. Normalizing gene expression with stable reference genes was essential for qRT-PCR accuracy. In addition, no studies have yet been performed on the selection, verification and stability of internal reference genes suitable for A. kteniophylla, which has greatly hindered the biomolecular researches of this species. In this study, 29 candidate genes were successfully screened according to stable expression patterns of large-scale RNA seq data that from a variety of tissues and the roots of different growth stages in A. kteniophylla. The candidates were then further determined via qRT-PCR in various experimental samples, including MeJA, ABA, SA, NaCl, CuSO4, AgNO3, MnSO4, CoCl2, drought, low temperature, heat, waterlogging, wounding and oxidative stress. To assess the stability of the candidates, five commonly used strategies were employed: delta-CT, geNorm, BestKeeper, NormFinder, and the comprehensive tool RefFinder. In summary, UBC2 and UBA1 were found to be effective in accurately normalizing target gene expression in A. kteniophella regardless of experimental conditions, while PP2A-2 had the lowest stability. Additionally, to verify the reliability of the recommended reference genes under different colored leaf samples, we examined the expression patterns of six genes associated with anthocyanin synthesis and regulation. Our findings suggested that PAP1 and ANS3 may be involved in leaf color change in A. kteniphella. This study successfully identified the ideal reference gene for qRT-PCR analysis in A. kteniphella, providing a foundation for future research on gene function, particularly in the biosynthesis of anthocyanins.
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Affiliation(s)
- Wentao Wang
- Key Laboratory of Plant Resources Conservation and Sustainable Utilization, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
- College of Modern Agricultural Sciences, University of Chinese Acadamy of Science, Beijing, China
| | - Xiaohang Zhang
- Key Laboratory of Plant Resources Conservation and Sustainable Utilization, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
- College of Modern Agricultural Sciences, University of Chinese Acadamy of Science, Beijing, China
| | - Xiaoxia Xu
- Key Laboratory of Plant Resources Conservation and Sustainable Utilization, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
- College of Modern Agricultural Sciences, University of Chinese Acadamy of Science, Beijing, China
| | - Xingchou Xu
- Key Laboratory of Plant Resources Conservation and Sustainable Utilization, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
- College of Life Science, Gannan Normal University, Ganzhou, China
| | - Lin Fu
- Key Laboratory of Plant Resources Conservation and Sustainable Utilization, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
| | - Hongfeng Chen
- Key Laboratory of Plant Resources Conservation and Sustainable Utilization, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, China
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Liu H, Liu J, Chen P, Zhang X, Wang K, Lu J, Li Y. Selection and Validation of Optimal RT-qPCR Reference Genes for the Normalization of Gene Expression under Different Experimental Conditions in Lindera megaphylla. PLANTS (BASEL, SWITZERLAND) 2023; 12:plants12112185. [PMID: 37299163 DOI: 10.3390/plants12112185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Revised: 05/18/2023] [Accepted: 05/29/2023] [Indexed: 06/12/2023]
Abstract
Lindera megaphylla, a broad-leaved evergreen that is used as a landscape ornamental plant and medicinal plant, is an ecologically important and dominant tree species. However, little is known about the molecular mechanisms of its growth, development, and metabolism. The selection of suitable reference genes is critical for molecular biological analyses. To date, no research on reference genes as a foundation for gene expression analysis has been undertaken in L. megaphylla. In this study, 14 candidate genes were selected from the transcriptome database of L. megaphylla for RT-qPCR assay under different conditions. Results showed that helicase-15 and UBC28 were most stable in different tissues of seedlings and adult trees. For different leaf developmental stages, the best combination of reference genes was ACT7 and UBC36. UBC36 and TCTP were the best under cold treatment, while PAB2 and CYP20-2 were the best under heat treatment. Finally, a RT-qPCR assay of LmNAC83 and LmERF60 genes were used to further verify the reliability of selected reference genes above. This work is the first to select and evaluate the stability of reference genes for the normalization of gene expression analysis in L. megaphylla and will provide an important foundation for future genetic studies of this species.
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Affiliation(s)
- Hongli Liu
- International Union Laboratory of Landscape Architecture of Henan, College of Landscape Architecture and Arts, Henan Agricultural University, Zhengzhou 450003, China
| | - Jing Liu
- International Union Laboratory of Landscape Architecture of Henan, College of Landscape Architecture and Arts, Henan Agricultural University, Zhengzhou 450003, China
| | - Peng Chen
- International Union Laboratory of Landscape Architecture of Henan, College of Landscape Architecture and Arts, Henan Agricultural University, Zhengzhou 450003, China
| | - Xin Zhang
- International Union Laboratory of Landscape Architecture of Henan, College of Landscape Architecture and Arts, Henan Agricultural University, Zhengzhou 450003, China
| | - Ke Wang
- Zhengzhou Botanical Garden, Zhengzhou 450042, China
| | - Jiuxing Lu
- International Union Laboratory of Landscape Architecture of Henan, College of Landscape Architecture and Arts, Henan Agricultural University, Zhengzhou 450003, China
| | - Yonghua Li
- International Union Laboratory of Landscape Architecture of Henan, College of Landscape Architecture and Arts, Henan Agricultural University, Zhengzhou 450003, China
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Lin Y, Liu G, Rao Y, Wang B, Tian R, Tan Y, Peng T. Identification and validation of reference genes for qRT-PCR analyses under different experimental conditions in Allium wallichii. JOURNAL OF PLANT PHYSIOLOGY 2023; 281:153925. [PMID: 36657231 DOI: 10.1016/j.jplph.2023.153925] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 01/11/2023] [Indexed: 06/17/2023]
Abstract
Himalayan onion (Allium wallichii) is a perennial bulbous herb with high ornamental value and has long been used as traditional medicines in Nepal and China because of the anti-cancer and anti-microbial activities. Wild Allium wallichii features different flower colors, including purple, pink, deep purple and white. However, little is known about the molecular mechanisms of color formation during A. wallichii flower development stages due to the lack of optimal reference genes. Quantitative real-time polymerase chain reaction (qRT-PCR) is a powerful tool for quantifying expression levels of target genes. The accuracy of qRT-PCR analyses is largely dependent on the identification of stable reference genes for data normalization. The stability of reference gene expression may vary with plant species and environmental conditions. The aim of this study was to select stable reference genes for qRT-PCR analyses of target genes at flower development stages, in different flower colors and organs for Allium wallichii. The CDSs of eight potential reference genes (TUB2, ACT1, GAPC, EF1α, UBQ, UBC, SAND and CYP1) were cloned and their stability was evaluated by four programs (Delta Ct, geNorm, NormFinder and BestKeeper), and the results were further integrated into a comprehensive rank by RefFinder. The results showed that TUB2 and GAPC were the most stable two reference genes at different developmental stages of purple- and white-flower genotypes and across all samples. UBC and TUB2 expression was stable at different developmental stages of purple flowers. CYP1 and TUB2 were stably expressed at different developmental stages of white flowers. GAPC and SAND showed the highest rankings in different flower colors. TUB2 and EF1α performed the best in different tissues. ACT1 was the least stable gene in all tested samples. Moreover, DIHYDROFLAVONOL-4-REDUCTASE (DFR) gene that involved in anthocyanin synthesis was used to evaluate the effectiveness of the selected candidates. This study identified the first set of suitable reference genes for qRT-PCR analyses, which will lay the foundation for gene function study in A. wallichii.
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Affiliation(s)
- Ying Lin
- College of Agriculture/Key Laboratory Plant Resources Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), Guizhou University, Guiyang, 550025, China
| | - Guofeng Liu
- Department of Botany, Guangzhou Institute of Forestry and Landscape Architecture, Guangzhou, 510405, China
| | - Ying Rao
- College of Agriculture/Key Laboratory Plant Resources Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), Guizhou University, Guiyang, 550025, China
| | - Bo Wang
- College of Plant Science&Technology of Huazhong Agricultural University, Wuhan, 430070, China
| | - Ruifeng Tian
- Human Resources Development Center of the Ministry of Agriculture and Rural Affairs/China Association of Agricultural Science Societies, Beijing, 100125, China
| | - Yuanyuan Tan
- College of Agriculture/Key Laboratory Plant Resources Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), Guizhou University, Guiyang, 550025, China
| | - Ting Peng
- College of Agriculture/Key Laboratory Plant Resources Conservation and Germplasm Innovation in Mountainous Region (Ministry of Education), Guizhou University, Guiyang, 550025, China.
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