| Literature DB >> 25822495 |
Chunxiao Yang1, Huipeng Pan2, Yong Liu3, Xuguo Zhou2.
Abstract
Quantitative real-time PCR (qRT-PCR) is a reliable and reproducible technique for measuring mRNA expression. To facilitate gene expression studies and obtain more accurate qRT-PCR analysis, normalization relative to stable housekeeping genes is mandatory. In this study, ten housekeeping genes, including beta-actin (Actin) , elongation factor 1 α (EF1A) , glyceralde hyde-3-phosphate dehydrogenase (GAPDH) , ribosomal protein L13 (RPL13) , ribosomal protein 49 (RP49) , α-tubulin (Tubulin) , vacuolar-type H+-ATPase (v-ATPase) , succinate dehydrogenase subunit A (SDHA) , 28S ribosomal RNA (28S) , and 18S ribosomal RNA (18S) from the two-spotted spider mite, Tetranychus urticae, were selected as the candidate reference genes. Four algorithms, geNorm, Normfinder, BestKeeper, and the ΔCt method, were used to evaluate the performance of these candidates as endogenous controls across different developmental stages. In addition, RefFinder, which integrates the above-mentioned software tools, provided the overall ranking of the stability/suitability of these candidate reference genes. Among them, PRL13 and v-ATPase were the two most stable housekeeping genes across different developmental stages. This work is the first step toward establishing a standardized qRT-PCR analysis in T. urticae following the MIQE guideline. With the recent release of the T. urticae genome, results from this study provide a critical piece for the subsequent genomics and functional genomics research in this emerging model system.Entities:
Mesh:
Year: 2015 PMID: 25822495 PMCID: PMC4379063 DOI: 10.1371/journal.pone.0120833
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Primer set for qRT-PCR analysis.
| Gene | Accession No. | Primer sequences(5’-3’) | Length(bp) | E(%) | R2,
|
|---|---|---|---|---|---|
|
| GU198154 | F:AGGGAGCTAAATTGGAAGGTAAA | 93 | 96.9 | 0.9968 |
| (tetur02g11060) | R: GTGGAAGTCGAAGTGCCTTAT | ||||
|
| JN881329 | F: TGGAGCCGGATGTTTGATTAC | 100 | 95.7 | 0.9915 |
| (tetur08g03210) | R: GGCCACAGGTGCATATCTTT | ||||
|
| JN881330 | F: CGATGCGCCTATGTTTGTTATG | 99 | 93.5 | 0.9989 |
| (tetur25g00250) | R: GGAGCAAGACAGTTGGTTGTA | ||||
|
| JN881327 | F: GCTGCCATTGCTGCTATTAAG | 119 | 100.2 | 0.9968 |
| (tetur03g00230) | R: GCTAAATCTCCTCCAGGAACAA | ||||
|
| JN881328 | F: GCTCACAGCCTATGAAGGTATT | 90 | 96.2 | 0.9976 |
| (tetur08g05440) | R:AGAACTTACGACCTCCTTGTAATC | ||||
|
| tetur18g03590 | F: AAATTAAGAGGAACTGGCGAAA | 120 | 101.2 | 0.9980 |
| R: GCATGTGTCTGGTGGCTTT | |||||
|
| AF062961 | F: CCGCCCTAGTTCTAACCATAAA | 132 | 94.4 | 0.9970 |
| (tetur05g09306) | R: GTTTCAGCTTTGCAACCATACT | ||||
|
| AY750693 | F: GGATCCGTAACTTCGGGATAAG | 96 | 93.5 | 0.9876 |
| (tetur01g03280) | R: CACCAACCAGTCTCGGTATTT | ||||
|
| DQ988698 | F: CCCGAAGAGATGATCCAAACTG | 99 | 97.1 | 0.9963 |
| (tetur03g05970) | R: CGGTAAACCTGATGCTGAGAAA | ||||
|
| JN881324 | F: ATCACCAACTGGGATGATATGG | 127 | 96.8 | 0.9984 |
| (tetur03g09480) | R: GGAGCTTCTGTAAGGAGAACTG |
*: PCR efficiency (calculated from the standard curve)
**: Regression coefficient
†: http://bioinformatics.psb.ugent.be/orcae/overview/Tetur
Fig 1Expression profile of candidate reference genes in Tetranychus urticae.
The expression of candidate reference genes was documented in C -value. The median is represented by the line in the box. The interquartile rang is bordered by the upper and lower edges, which indicate the 75th and 25th percentiles, respectively.
Fig 2Quantitative and qualitative analyses based on geNorm.
A) Pairwise variation (V) analysis. geNorm first calculates an expression stability value (M) for each gene and then compares the pair-wise variation (V) of this gene with the others. The pair-wise variation (Vn/Vn+1) was analyzed between the normalization factors NFn and NFn+1 by the geNorm software to determine the optimal number of references genes required for normalization. A threshold of V<0.15 was suggested for the valid normalization [1]. B) Ranking of the 11 housekeeping genes based on the stability value (M).
A comprehensive ranking of the candidate reference genes using different algorithms*.
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|
|
| |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Ranking | GM | Ranking | SV | Ranking | SV | Ranking | SV | Ranking | r | Ranking | SD |
|
| 1.41 |
| 0.305 |
| 0.134 |
| 0.76 |
| 0.927 |
| 0.49 |
|
| 2.21 |
| 0.305 |
| 0.334 |
| 0.79 |
| 0.888 |
| 0.58 |
|
| 3.44 |
| 0.396 |
| 0.418 |
| 0.84 |
| 0.860 |
| 0.62 |
|
| 3.66 |
| 0.538 |
| 0.482 |
| 0.84 |
| 0.846 |
| 0.68 |
|
| 4.36 |
| 0.601 |
| 0.505 |
| 0.86 |
| 0.834 |
| 0.71 |
|
| 4.45 |
| 0.649 |
| 0.621 |
| 0.94 |
| 0.816 |
| 0.72 |
|
| 5.96 |
| 0.698 |
| 0.727 |
| 0.97 |
| 0.800 |
| 0.75 |
|
| 7.44 |
| 0.778 |
| 0.931 |
| 1.15 |
| 0.538 |
| 0.96 |
|
| 9.00 |
| 0.874 |
| 1.141 |
| 1.38 |
| 0.502 |
| 1.02 |
|
| 10.00 |
| 0.988 |
| 1.348 |
| 1.44 |
| 0.498 |
| 1.09 |
*: Parameters used in this ranking are Geometric Mean (GM), Stability Value (SV), Pearson’s correlation coefficient (r), and Standard Deviation (SD).
In NormFinder, a low stability value indicates a more stable gene. Based on the stability value, RPL13 (0.134) was the most stable and reliable reference gene. The overall ranking of candidate reference genes from the most stable to the least stable was: RPL13, v-ATPase, 18S, GAPDH, Tubulin, 28S, EF1A, SDHA, Actin, and RP49 (Table 2).
BestKeeper provides a two-way ranking which separates the correlation of expression among the genes from the overall variations in expression levels (SD). Based on BestKeeper, RPL13 (SD = 0.49) and v-ATPase (SD = 0.58) had the most stable expression across all the life stages (S3 Table).
Fig 3Validation of the recommended reference genes.
Expression profiles of CYP392D8 were investigated using different normalization factors. The expression of CYP392D8 was normalized using the best reference gene (NF1), the top two [NF (1–2)], the top three reference genes [NF (1–3)], and the worst reference gene (NF10). Bars represent the means and standard error of three biological replications.