Validation of Appropriate Reference Genes for Real-Time Quantitative PCR Gene Expression Analysis in Rice Plants Exposed to Metal Stresses

Environmental pollution by toxic heavy metals may lead to the possible contamination of the rice plant (Oryza sativa L.). Although gene expression analysis through real-time quantitative PCR (RT-qPCR) has increased our knowledge about biological responses to heavy metals, gene network that mediates rice plant responses to heavy metal stress remains elusive. In such scenario, validation of reference gene is a major requirement for successful analyzes involving RT-qPCR. In this study, we analyzed the expression stability of eight commonly used housekeeping genes (GAPDH, Actin, eIF-4α, UBQ 5, UBQ 10, UBC, EF-1α and β-TUB) in rice leaves exposed to four kinds of heavy metals (Zn, Cu, Cd and Pb). The expression stability of these genes was determined using geNorm, NormFinder, BestKeeper and RefFinder algorithms. The results showed that UBQ 10 and UBC were the most stable reference genes across all the tested samples. We measured the expression profiles of the heavy metal-inducible gene O. sativa METALLOTHIONEIN2b (OsMT2b) using the two most stable and one least stable reference genes in all samples. The relative expression of OsMT2b varied greatly according to the different reference genes. Our results may be beneficial for future studies involving the quantification of relative gene expression levels in rice plants.     

A panel of the most suitable reference genes for RT-qPCR expression studies of coffee: screening their stability under different conditions

The reliability of analyses using real-time quantitative polymerase chain reaction (RT-qPCR) depends on the selection of appropriate reference genes to correct for sample-to-sample and run-to-run variations. The aim of the present study was to select the most suitable reference genes for gene expression analyses in tissue samples from coffee, Coffea arabica L. (Arabica) grown under well-watered (WW) and water-deficit (WD) conditions and C. canephora Pierre ex A. Froehner (Robusta) grown under WW conditions. Expression profiles and stabilities were evaluated for 12 reference genes in different tissues from C. arabica and for 8 genes in tissues from C. canephora. The web-based RefFinder tool, which combines the geNorm, NormFinder, Bestkeeper, and Delta-Ct algorithms, was employed to assess the stability of the tested genes. The most stable reference genes identified for all tissues grouped (WW/WD) of C. arabica were clathrin adaptor protein medium subunit (AP47), ubiquitin (UBQ), 60S ribosomal protein L39 (RPL39), and elongation factor 1α (EF1α), while class III alcohol dehydrogenase (ADH2), β-actin (ACT), glyceraldehyde 3-phosphate dehydrogenase (GAPDH), and ubiquitin (UBQ) genes were the most stable for all tissues grouped (WW) of C. canephora tissues. Validation by the expression level analysis of CaACO-like demonstrated that the use of the best and the worst set of reference genes produced different expression results. The results reinforce the general assumption that there is no universal reference gene and that it is essential to select the most appropriate gene for each individual experiment to apply adequate normalization procedures of RT-qPCR data.     

Validation of reliability for reference genes under various abiotic stresses in tea plant

Reference genes are frequently used as a normalization standard to obtain reliable data during quantitative real-time polymerase chain reaction (qRT-PCR). However, recent studies showed that most traditional reference genes were not stable under different treatments or environmental stresses, which may lead to misinterpret expression of the target genes. In this study, 7 candidate reference genes in tea plant (Camellia sinensis (L.) Kuntze cv. Yingshuang) were selected and their expression stability under different abiotic stresses was analyzed using geNorm, NormFinder, and BestKeeper methods. Our results suggest that TUA1 (alpha-1 tubulin) has the most stable expression under damage stresses according to 3 methods of analysis. For drought stresses, 18S rRNA, and GAPDH (glyceraldehyde-3-phosphate dehydrogenase) were the most stable genes. For cold, Al, and NaCl stresses, GAPDH and TUA1 may be the alternative options. Our results may provide an insight for identification of the optimal reference genes for tea plants under various treatments.     

Selection of reliable reference genes for RT-qPCR during methyl jasmonate,salicylic acid and hydrogen peroxide treatments in <Emphasis Type="Italic">Ganoderma lucidum</Emphasis>

This study aimed to identify suitable reference genes under three chemical inducers, methyl jasmonate (MeJA), salicylic acid (SA) and hydrogen peroxide (H₂O₂) in Ganoderma lucidum. In this study, expression stabilities of 14 candidate reference genes had been validated. Four algorithms were used: geNorm, NormFinder, BestKeeper, and RefFinder. Our results showed that, in short time, UCE2 (ubiquitin conjugating enzyme) was the most stable gene both in MeJA and H₂O₂ treatments, ACTIN (beta-actin) was the most suitable reference gene for SA treatment. ACTIN/UCE2 were considered the most suitable genes to normalize in MeJA, SA and H₂O₂ conditions. In long time, PP2A (protein phosphatase 2A regulatory subunit) was the most stable gene in MeJA and SA treatments, UCE2 was the most suitable reference gene for H₂O₂ treatment. PP2A/UBQ1 (polyubiquitin 1) were considered the most suitable genes to normalize in MeJA, SA and H₂O₂ conditions. Furthermore, target gene, oxidosqualene cyclase (osc), was selected to validate the most and least stable reference genes under different treatments. Our work provided a better support to study the regulatory mechanism of MeJA, SA and H₂O₂ on biological functions.     

Identification of suitable reference genes for real-time quantitative PCR analysis of hydrogen peroxide-treated human umbilical vein endothelial cells

Background

Oxidative stress can induce cell injury in vascular endothelial cells, which is the initial event in the development of atherosclerosis. Although quantitative real-time polymerase chain reaction (qRT-PCR) has been widely used in gene expression studies in oxidative stress injuries, using carefully validated reference genes has not received sufficient attention in related studies. The objective of this study, therefore, was to select a set of stably expressed reference genes for use in qRT-PCR normalization in oxidative stress injuries in human umbilical vein endothelial cells (HUVECs) induced by hydrogen peroxide (H₂O₂).

Results

Using geNorm analysis, we found that five stably expressed reference genes were sufficient for normalization in qRT-PCR analysis in HUVECs treated with H₂O₂. Genes with the most stable expression according to geNorm were U6, TFRC, RPLP0, GAPDH, and ACTB, and according to NormFinder were ALAS1, TFRC, U6, GAPDH, and ACTB.

Conclusion

Taken together, our study demonstrated that the expression stability of reference genes may differ according to the statistical program used. U6, TFRC, RPLP0, GAPDH, and ACTB was the optimal set of reference genes for studies on gene expression performed by qRT-PCR assays in HUVECs under oxidative stress study.

     

Validation of reference genes for gene expression analysis of response to anthocyanin induction in cell cultures of <Emphasis Type="Italic">Vitis davidii</Emphasis> (Rom. Caill.) Foëx

Real-time quantitative polymerase chain reaction (RT-qPCR) is an effective method for detecting changes of gene expression in plant cell metabolic regulation. A set of 15 reference gene candidates were selected for the present study of anthocyanin biosynthesis regulation, and stability. The suitability of their expression was evaluated in eight different experimental treatments in spine grape (Vitis davidii [Rom. Caill.] Foëx.) cell cultures. The results indicated that SAND family protein (SAND) and V-type proton ATPase subunit G (VAG) were the most stable reference genes for culture duration, tubulin alpha-3/alpha-5 chain (α-tubulin) and tubulin beta-1 chain (β-tubulin) for illumination conditions, ubiquitin-conjugating enzyme E2-17 kDa (UBQ) and VAG for UVB treatment, VAG and 60S ribosomal protein L18-2 (60SRP) for temperature treatment, AP47, clathrin adaptor complex subunit mu (AP-2) and 60SRP for cinnamic acid treatment, α-tubulin and UBQ for chitosan treatment, actin and alcohol dehydrogenase 2 (ADH2) for kinetin treatment, and β-tubulin and elongation factor 1-α (EF1-α) for cell line. Finally, the reliability of the selected reference genes was confirmed by investigating the expression profiles of the target gene dihydroflavonol 4-reductase (DFR) in spine grape cell cultures. The results of the present study offer the most robust platform for the most precise and broad application of RT-qPCR to investigate gene expression associated with anthocyanin biosynthesis in spine grape cell cultures.     

The use of miRNAs as reference genes for miRNA expression normalization during <Emphasis Type="Italic">Lilium</Emphasis> somatic embryogenesis by real-time reverse transcription PCR analysis

Expression profiling of miRNAs has the ability to reveal the essence of somatic embryogenesis (SE). qRT-PCR is one of the most commonly used techniques for dynamic miRNA detection but requires optimal reference genes for data reliability. This is the first report on reference gene validation for miRNA expression normalization in Lilium (Lilium pumilum DC. Fisch. and Lilium davidii var. unicolor). In this study, seventeen miRNAs together with two snRNAs (U4, U6), one rRNA (5S rRNA) and three protein-coding genes (FP, ACT, GAPDH) were selected as reference candidates, and their expression stability was validated by qRT-PCR among eleven developing SE cultures in two lilies. Four normalization algorithms, including geNorm, BestKeeper, NormFinder and RefFinder, were also used to evaluate the stability of the reference candidates. For Lilium pumilum DC. Fisch., lpu-miR159a was the optimal reference gene during SE, followed by lpu-miR408b, while U6 was the least stable reference candidate. For Lilium davidii var. unicolor, FP presented greater stability than did half of the miRNA candidates, but the best reference gene was lda-miR162, followed by lda-miR159a. Further analysis of the expression level of miR156 and miR529 was used to evaluate the validity of the reference genes in both lilies. In general, miRNAs are superior to common protein-coding genes and snRNAs / rRNAs as reference genes for miRNA expression normalization during Lilium SE, and the most suitable reference miRNA is different between two species in the same Lilium genus. This is a pioneer study using suitable miRNAs as reference genes in Lilium and constitutes a small but essential step for the further exploration of miRNA function in Lilium, thus offering valuable references for other plants.     

Selection of reference genes for quantitative real-time PCR in <Emphasis Type="Italic">Casuarina equisetifolia</Emphasis> under salt stress

Real time quantitative PCR (qPCR) is widely used in gene expression analysis for its accuracy and sensitivity. Reference genes serving as endogenous controls are necessary for gene normalization. In order to select an appropriate reference gene to normalize gene expression in Casuarina equisetifolia under salt stress, 10 potential reference genes were evaluated using real time qPCR in the leaves and roots of plants grown under different NaCl concentrations and treatment durations. GeNorm, NormFinder, and BestKeeper analyses reveal that elongation factor 1-alpha (EF1α) and ubiquitin-conjugating enzyme E2 (UBC) were the most appropriate reference genes for real time qPCR under salt stress. However, β-tubulin (βTUB) and actin 7, which were widely used as reference genes in other plant species, were not always stably expressed. The combination of EF1α, UBC, uncharacterized protein 2, DNAJ homolog subfamily A member 2, and glyceraldehyde-3-phosphate dehydrogenase should be ideal reference genes for normalizing gene expression data in all samples under salt stress. It indicates the need for reference gene selection for normalizing gene expression in C. equisetifolia. In addition, the suitability of reference genes selected was confirmed by validating the expression of WRKY29-like and expansin-like B1. The results enable analysis of salt response mechanism and gene expression in C. equisetifolia.     

Plant reference genes for development and stress response studies

Many reference genes are used by different laboratories for gene expression analyses to indicate the relative amount of input RNA/DNA in the experiment. These reference genes are supposed to show least variation among the treatments and with the control sets in a given experiment. However, expression of reference genes varies significantly from one set of experiment to the other. Thus, selection of reference genes depends on the experimental conditions. Sometimes the average expression of two or three reference genes is taken as standard. This review consolidated the details of about 120 genes attempted for normalization during comparative expression analysis in 16 different plants. Plant species included in this review are Arabidopsis thaliana, cotton (Gossypium hirsutum), tobacco (Nicotiana benthamiana and N. tabacum), soybean (Glycine max), rice (Oryza sativa), blueberry (Vaccinium corymbosum), tomato (Solanum lycopersicum), wheat (Triticum aestivum), potato (Solanum tuberosum), sugar cane (Saccharum sp.), carrot (Daucus carota), coffee (Coffea arabica), cucumber (Cucumis sativus), kiwi (Actinidia deliciosa) and grape (Vitis vinifera). The list includes model and cultivated crop plants from both monocot and dicot classes. We have categorized plant-wise the reference genes that have been used for expression analyses in any or all of the four different conditions such as biotic stress, abiotic stress, developmental stages and various organs and tissues, reported till date. This review serves as a guide during the reference gene hunt for gene expression analysis studies.     

Selection and evaluation of reference genes for quantitative gene expression analysis in broomcorn millet (<Emphasis Type="Italic">Panicum miliaceum</Emphasis> L.)

The appropriate reference genes are crucial for normalization of the target gene expression in qRT-PCR analysis. Broomcorn millet (Panicum miliaceum L.) is one of the most important crops in drought areas worldwide, while the systematical investigation and evaluation of reference genes has not been investigated in this species up to now. Here, 9 commonly used reference genes were selected to detect their expressional stability in different tissues and under different stresses in broomcorn millet. ΔC_t, BestKeeper, NormFinder and GeNorm approaches were used to evaluate the potentiality of these candidate genes as the reference gene in broomcorn millet. Taken together, results found that 18S and GAPDH were the suitable reference genes for gene expression normalization in different tissues and under stress treatment in broomcorn millet. This was the first study to investigate the reference genes for qRT-PCR analysis in broomcorn millet, which will facilitate the gene expression studies and also accelerate revealing the molecular mechanism of well-adapted extreme climatic conditions.