| Literature DB >> 23983612 |
Wei Fu1, Wen Xie, Zhuo Zhang, Shaoli Wang, Qingjun Wu, Yong Liu, Xiaomao Zhou, Xuguo Zhou, Youjun Zhang.
Abstract
Quantitative real-time PCR (qRT-PCR), a primary tool in gene expression analysis, requires an appropriate normalization strategy to control for variation among samples. The best option is to compare the mRNA level of a target gene with that of reference gene(s) whose expression level is stable across various experimental conditions. In this study, expression profiles of eight candidate reference genes from the diamondback moth, Plutella xylostella, were evaluated under diverse experimental conditions. RefFinder, a web-based analysis tool, integrates four major computational programs including geNorm, Normfinder, BestKeeper, and the comparative ΔCt method to comprehensively rank the tested candidate genes. Elongation factor 1 (EF1) was the most suited reference gene for the biotic factors (development stage, tissue, and strain). In contrast, although appropriate reference gene(s) do exist for several abiotic factors (temperature, photoperiod, insecticide, and mechanical injury), we were not able to identify a single universal reference gene. Nevertheless, a suite of candidate reference genes were specifically recommended for selected experimental conditions. Our finding is the first step toward establishing a standardized qRT-PCR analysis of this agriculturally important insect pest.Entities:
Keywords: Plutella xylostella; abiotic factor.; biotic factor; qRT-PCR analysis; reference gene
Mesh:
Substances:
Year: 2013 PMID: 23983612 PMCID: PMC3753443 DOI: 10.7150/ijbs.5862
Source DB: PubMed Journal: Int J Biol Sci ISSN: 1449-2288 Impact factor: 6.580
Primers used for qRT-PCR analysis
| Gene | Accession Number | Primer Sequence (5′-3′) | Amplicon size (bp) | Ea (%) | R2 b |
|---|---|---|---|---|---|
| AY371192 | F: GTTGTTGGGAAGTTGACC | 187 | 96.5 | 0.991 | |
| AB282645 | F: GCGACTTGACCGACTACCT | 272 | 102.8 | 0.999 | |
| EF417849 | F: GCCTCCCTACAGCGAATC | 161 | 111.1 | 0.995 | |
| AJ489521 | F: GCCACCACTGCCACTC | 177 | 112.8 | 0.997 | |
| AB180439 | F: CAAGGACCAGTTCCACATC | 111 | 82.9 | 0.997 | |
| AB180441 | F: CCAATTTACCGCCCTACC | 120 | 102.8 | 0.996 | |
| AY174891 | F: TCAGGCTTATTCTCGTCG | 100 | 96.4 | 0.995 | |
| AB180449 | F: GCCCACCAAGTTCCTGC | 123 | 96.3 | 0.995 | |
| AB180672 | F: ATGGGCTGACAAGGATTAC | 140 | 111.4 | 0.995 | |
| AB189032 | F: TGTCTGCCACCTTTATCG | 117 | 82.1 | 0.995 | |
| AB372008 | F: ATGACGCACCTGCACCGCAA | 95 | 99.0 | 0.997 | |
| GQ166954 | F: CCATGGGCGGCAGCATGACC | 95 | 99.0 | 0.997 |
aPCR efficiency (calculated from the standard curve)
bRegression coefficient
Figure 1Expression profiles of candidate reference genes and target genes inThe expression level of candidate reference genes and target genes in the 24 tested samples are documented in Ct-value. The dot indicates the maximum or minimum value of replicated samples, while whiskers indicate the standard error of the mean.
Stability of reference gene expression under biotic conditions
| Biotic Condition | Reference Gene | geNorm | Normfider | BestKeeper | ΔCt | ||||
|---|---|---|---|---|---|---|---|---|---|
| Stability | Rank | Stability | Rank | Stability | Rank | ||||
| Developmental stage | 1.02 | 7 | 1.15 | 8 | 0.85 | 7 | 1.32 | 8 | |
| 0.78 | 5 | 0.80 | 5 | 0.92 | 8 | 1.08 | 6 | ||
| 0.37 | 1 | 0.47 | 3 | 0.62 | 5 | 0.85 | 3 | ||
| 0.92 | 6 | 1.14 | 7 | 0.75 | 6 | 1.31 | 7 | ||
| 0.66 | 4 | 0.82 | 6 | 0.55 | 3 | 1.06 | 5 | ||
| 0.56 | 3 | 0.29 | 1 | 0.33 | 1 | 0.81 | 1 | ||
| 0.46 | 2 | 0.48 | 4 | 0.48 | 2 | 0.87 | 4 | ||
| 0.37 | 1 | 0.36 | 2 | 0.62 | 4 | 0.83 | 2 | ||
| Tissue | 0.81 | 3 | 0.73 | 4 | 0.78 | 7 | 1.06 | 4 | |
| 1.08 | 7 | 1.29 | 8 | 0.96 | 8 | 1.44 | 8 | ||
| 0.86 | 4 | 0.40 | 1 | 0.34 | 1 | 0.92 | 1 | ||
| 0.96 | 6 | 0.83 | 6 | 0.61 | 4 | 1.13 | 6 | ||
| 0.54 | 1 | 0.51 | 2 | 0.43 | 2 | 0.94 | 2 | ||
| 0.91 | 5 | 0.87 | 7 | 0.73 | 6 | 1.15 | 7 | ||
| 0.71 | 2 | 0.78 | 5 | 0.71 | 5 | 1.06 | 5 | ||
| 0.54 | 1 | 0.59 | 3 | 0.60 | 3 | 0.96 | 3 | ||
| Strain | 0.71 | 7 | 0.90 | 7 | 0.86 | 8 | 1.01 | 7 | |
| 0.11 | 1 | 0.06 | 1 | 0.25 | 2 | 0.50 | 1 | ||
| 0.11 | 1 | 0.06 | 1 | 0.22 | 1 | 0.50 | 1 | ||
| 0.18 | 2 | 0.22 | 2 | 0.28 | 3 | 0.55 | 2 | ||
| 0.20 | 3 | 0.29 | 3 | 0.38 | 4 | 0.56 | 3 | ||
| 0.34 | 4 | 0.60 | 4 | 0.70 | 7 | 0.76 | 4 | ||
| 0.61 | 6 | 0.82 | 6 | 0.41 | 6 | 0.94 | 6 | ||
| 0.50 | 5 | 0.74 | 5 | 0.40 | 5 | 0.87 | 5 | ||
Figure 2Stability of candidate reference gene expression. The stability of reference gene expression was measured using the Geomean method. A lower Geomean value denotes more stable expression.
Figure 3Optimal number of reference genes for normalization in The pairwise variation (V) was analyzed between the normalization factors NFn and NFn+1 by the geNorm software to determine the optimal number of reference genes included in the qRT-PCR analysis. Average value of pairwise variations (V) dictates whether inclusion of an extra reference gene would add to the stability of the normalization factor.
Stability of reference gene expression under abiotic conditions
| Abiotic Condition | Reference Gene | geNorm | Normfider | BestKeeper | ΔCt | ||||
|---|---|---|---|---|---|---|---|---|---|
| Stability | Rank | Stability | Rank | Stability | Rank | Stability | Rank | ||
| Temperature | 0.61 | 6 | 0.67 | 7 | 0.58 | 8 | 0.80 | 7 | |
| 0.36 | 1 | 0.28 | 1 | 0.37 | 2 | 0.55 | 1 | ||
| 0.51 | 5 | 0.58 | 6 | 0.50 | 6 | 0.71 | 6 | ||
| 0.47 | 4 | 0.29 | 2 | 0.36 | 1 | 0.58 | 3 | ||
| 0.37 | 2 | 0.34 | 3 | 0.38 | 3 | 0.57 | 2 | ||
| 0.42 | 3 | 0.47 | 5 | 0.43 | 4 | 0.65 | 5 | ||
| 0.66 | 7 | 0.69 | 8 | 0.56 | 7 | 0.81 | 8 | ||
| 0.36 | 1 | 0.41 | 4 | 0.47 | 5 | 0.60 | 4 | ||
| Photoperiod | 0.62 | 4 | 0.65 | 6 | 0.49 | 3 | 0.89 | 6 | |
| 0.49 | 2 | 0.55 | 4 | 0.79 | 7 | 0.80 | 3 | ||
| 0.69 | 5 | 0.50 | 2 | 0.40 | 2 | 0.83 | 4 | ||
| 0.89 | 7 | 1.22 | 8 | 0.91 | 8 | 1.33 | 8 | ||
| 0.44 | 1 | 0.61 | 5 | 0.66 | 5 | 0.85 | 5 | ||
| 0.44 | 1 | 0.20 | 1 | 0.49 | 4 | 0.71 | 1 | ||
| 0.75 | 6 | 0.67 | 7 | 0.27 | 1 | 0.92 | 7 | ||
| 0.53 | 3 | 0.52 | 3 | 0.67 | 6 | 0.79 | 2 | ||
| Insecticide | 0.36 | 3 | 0.43 | 6 | 0.42 | 7 | 0.54 | 5 | |
| 0.38 | 4 | 0.33 | 5 | 0.18 | 1 | 0.50 | 3 | ||
| 0.30 | 2 | 0.19 | 1 | 0.23 | 2 | 0.43 | 1 | ||
| 0.53 | 7 | 0.61 | 8 | 0.50 | 8 | 0.70 | 7 | ||
| 0.24 | 1 | 0.27 | 3 | 0.38 | 6 | 0.46 | 2 | ||
| 0.24 | 1 | 0.20 | 2 | 0.33 | 4 | 0.43 | 1 | ||
| 0.47 | 6 | 0.55 | 7 | 0.33 | 5 | 0.64 | 6 | ||
| 0.41 | 5 | 0.32 | 4 | 0.32 | 3 | 0.50 | 4 | ||
| Injury | 0.66 | 5 | 0.73 | 7 | 0.80 | 8 | 0.89 | 6 | |
| 0.77 | 7 | 0.78 | 8 | 0.62 | 6 | 0.93 | 7 | ||
| 0.33 | 1 | 0.43 | 4 | 0.39 | 3 | 0.69 | 3 | ||
| 0.33 | 1 | 0.31 | 2 | 0.32 | 1 | 0.64 | 1 | ||
| 0.44 | 2 | 0.28 | 1 | 0.51 | 5 | 0.64 | 1 | ||
| 0.51 | 3 | 0.32 | 3 | 0.50 | 4 | 0.65 | 2 | ||
| 0.58 | 4 | 0.72 | 6 | 0.34 | 2 | 0.86 | 5 | ||
| 0.71 | 6 | 0.70 | 5 | 0.64 | 7 | 0.85 | 4 | ||
Figure 4Validation of the gene stability measures. Expression profiles of CYP6BG1 in seven developmental stages (A) and three tissues (B) were investigated using different normalization factors. In addition, expression profiles of a target gene, SOD, under injured condition (C) and different temperature regime (D) were evaluated as well. Results are represented as mean ± SD. Each treatment, which involved 15 larvae, was independently replicated six times, expect for the egg stage. mRNA was extracted from the mass homogenates of 15 larvae. Bars represent the means and standard deviations of six biological replicates.
Combination of control genes in P. xylostella recommended for different sample subsets
| Biotic Factor | Reference Gene | Abiotic Stress | Reference Gene |
|---|---|---|---|
| Development stage | Temperature | ||
| Tissue | Photoperiod | ||
| Strain | Insecticide susceptibility | ||
| Mechanical injury |