| Literature DB >> 24466124 |
Miao Yuan1, Yanhui Lu1, Xun Zhu1, Hu Wan1, Muhammad Shakeel1, Sha Zhan1, Byung-Rae Jin2, Jianhong Li1.
Abstract
The brown planthopper (BPH), Nilaparvata lugens (Hemiptera, Delphacidae), is one of the most important rice pests. Abundant genetic studies on BPH have been conducted using reverse-transcription quantitative real-time PCR (qRT-PCR). Using qRT-PCR, the expression levels of target genes are calculated on the basis of endogenous controls. These genes need to be appropriately selected by experimentally assessing whether they are stably expressed under different conditions. However, such studies on potential reference genes in N. lugens are lacking. In this paper, we presented a systematic exploration of eight candidate reference genes in N. lugens, namely, actin 1 (ACT), muscle actin (MACT), ribosomal protein S11 (RPS11), ribosomal protein S15e (RPS15), alpha 2-tubulin (TUB), elongation factor 1 delta (EF), 18S ribosomal RNA (18S), and arginine kinase (AK) and used four alternative methods (BestKeeper, geNorm, NormFinder, and the delta Ct method) to evaluate the suitability of these genes as endogenous controls. We examined their expression levels among different experimental factors (developmental stage, body part, geographic population, temperature variation, pesticide exposure, diet change, and starvation) following the MIQE (Minimum Information for publication of Quantitative real time PCR Experiments) guidelines. Based on the results of RefFinder, which integrates four currently available major software programs to compare and rank the tested candidate reference genes, RPS15, RPS11, and TUB were found to be the most suitable reference genes in different developmental stages, body parts, and geographic populations, respectively. RPS15 was the most suitable gene under different temperature and diet conditions, while RPS11 was the most suitable gene under different pesticide exposure and starvation conditions. This work sheds light on establishing a standardized qRT-PCR procedure in N. lugens, and serves as a starting point for screening for reference genes for expression studies of related insects.Entities:
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Year: 2014 PMID: 24466124 PMCID: PMC3900570 DOI: 10.1371/journal.pone.0086503
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Function, primer sequence and amplicon characteristics of the candidate reference genes used in this study.
| Gene symbol | Gene name | (putative) Function | Gene ID | Primer sequences [5′→3′] | L (bp) | E (%) | R2c |
| ACT | actin 1 | Involved in cell motility, | ABY48093.1 |
| 283 | 96.7 | 0.997 |
| structure and integrity |
| ||||||
| MACT | muscle actin | Involved in cell motility, | ADB92676.1 |
| 179 | 101.7 | 0.997 |
| structure and integrity |
| ||||||
| RPS11 | ribosomal protein S11 | Structural constituent of | ACN79505.1 |
| 159 | 93.5 | 0.997 |
| ribosome |
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| RPS15 | ribosomal protein S15 | Structural constituent of | ACN79501.1 |
| 150 | 101.5 | 0.999 |
| ribosome |
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| TUB | α-tubulin | Cytoskeleton structural | ACN79512.1 |
| 174 | 101.7 | 0.995 |
| protein |
| ||||||
| EF | elongation factor 1 delta | Structural constituent of | DQ445523.1 |
| 150 | 103.9 | 0.996 |
| ribosome |
| ||||||
| 18S | 18S ribosomal RNA | Cytosolic small ribosomal | JN662398.1 |
| 170 | 107.2 | 0.990 |
| subunit |
| ||||||
| AK | arginine kinase | Key enzyme for cellular | AAT77152.1 |
| 186 | 98.3 | 0.998 |
| energy metabolism |
|
Length of the amplicon.
Real-time qPCR efficiency (calculated by the standard curve method).
Reproducibility of the real-time qPCR reaction.
Figure 1Expression levels of candidate reference genes.
The expression level of candidate N. lugens reference genes in the total samples is shown in terms of the cycle threshold number (Ct-value). The data are expressed as whisker box plots; the box represents the 25th–75th percentiles, the median is indicated by a bar across the box, the whiskers on each box represent the minimum and maximum values.
Ranking order of the candidate reference genes of N. lugens in different experimental conditions.
| Delta Ct | BestKeeper | NormFinder | geNorm | ||||||
| Experimentalconditions | Rank | Genename | Standarddeviation | Genename | Standarddeviation | Genename | Stabilityvalue | Genename | Stabilityvalue |
| Different | 1 | RPS11 | 1.190 | RPS11 | 0.380 | RPS11 | 0.407 | RPS15/TUB | 0.425 |
| developmental | 2 | RPS15 | 1.204 | RPS15 | 0.520 | RPS15 | 0.705 | ||
| stages | 3 | EF | 1.274 | EF | 0.541 | EF | 0.827 | 18S | 0.480 |
| 4 | TUB | 1.355 | 18S | 0.557 | AK | 0.876 | EF | 0.566 | |
| 5 | 18S | 1.401 | TUB | 0.605 | TUB | 1.069 | RPS11 | 0.614 | |
| 6 | AK | 1.532 | AK | 0.816 | 18S | 1.144 | AK | 0.915 | |
| 7 | ACT | 2.047 | MACT | 1.539 | ACT | 1.864 | ACT | 1.309 | |
| 8 | MACT | 2.148 | ACT | 1.582 | MACT | 2.004 | MACT | 1.519 | |
| Different body parts | 1 | RPS11 | 1.096 | RPS15 | 0.465 | RPS11 | 0.203 | RPS11/18S | 0.620 |
| 2 | RPS15 | 1.210 | TUB | 0.501 | 18S | 0.628 | |||
| 3 | 18S | 1.212 | RPS11 | 0.557 | RPS15 | 0.741 | RPS15 | 0.717 | |
| 4 | ACT | 1.427 | AK | 0.928 | TUB | 1.093 | TUB | 0.935 | |
| 5 | TUB | 1.455 | EF | 0.953 | ACT | 1.100 | EF | 1.149 | |
| 6 | MACT | 1.458 | 18S | 0.963 | MACT | 1.152 | ACT | 1.193 | |
| 7 | EF | 1.610 | ACT | 1.001 | AK | 1.411 | MACT | 1.294 | |
| 8 | AK | 1.703 | MACT | 1.013 | EF | 1.421 | AK | 1.396 | |
| Different geographic | 1 | TUB | 0.708 | TUB | 0.590 | TUB | 0.145 | RPS11/EF | 0.212 |
| populations | 2 | RPS11 | 0.728 | EF | 0.637 | RPS11 | 0.362 | ||
| 3 | RPS15 | 0.774 | RPS15 | 0.637 | RPS15 | 0.412 | RPS15 | 0.440 | |
| 4 | EF | 0.785 | RPS11 | 0.706 | EF | 0.506 | TUB | 0.501 | |
| 5 | AK | 0.922 | ACT | 0.756 | AK | 0.709 | AK | 0.594 | |
| 6 | ACT | 0.936 | AK | 0.794 | ACT | 0.750 | ACT | 0.707 | |
| 7 | MACT | 1.122 | MACT | 0.824 | 18S | 1.016 | MACT | 0.803 | |
| 8 | 18S | 1.156 | 18S | 0.980 | MACT | 1.017 | 18S | 0.891 | |
| Temperature-stress | 1 | RPS15 | 0.433 | RPS15 | 0.204 | RPS15 | 0.221 | RPS15/TUB | 0.287 |
| treatments | 2 | TUB | 0.450 | TUB | 0.235 | TUB | 0.265 | ||
| 3 | EF | 0.478 | RPS11 | 0.277 | EF | 0.305 | EF | 0.356 | |
| 4 | RPS11 | 0.500 | AK | 0.282 | MACT | 0.342 | AK | 0.379 | |
| 5 | AK | 0.501 | MACT | 0.325 | AK | 0.345 | RPS11 | 0.408 | |
| 6 | MACT | 0.505 | 18S | 0.345 | RPS11 | 0.351 | MACT | 0.429 | |
| 7 | 18S | 0.544 | ACT | 0.357 | 18S | 0.414 | 18S | 0.454 | |
| 8 | ACT | 0.688 | EF | 0.547 | ACT | 0.608 | ACT | 0.512 | |
| Pesticide-stress | 1 | RPS11 | 0.435 | EF | 0.245 | RPS11 | 0.253 | RPS11/EF | 0.277 |
| treatments | 2 | EF | 0.435 | RPS11 | 0.248 | EF | 0.257 | ||
| 3 | TUB | 0.439 | TUB | 0.267 | TUB | 0.271 | TUB | 0.318 | |
| 4 | RPS15 | 0.445 | RPS11 | 0.296 | RPS15 | 0.277 | RPS15 | 0.328 | |
| 5 | 18S | 0.518 | MACT | 0.465 | 18S | 0.391 | 18S | 0.379 | |
| 6 | AK | 0.544 | AK | 0.473 | AK | 0.430 | AK | 0.430 | |
| 7 | MACT | 0.557 | ACT | 0.539 | MACT | 0.443 | MACT | 0.469 | |
| 8 | ACT | 0.557 | 18S | 0.583 | ACT | 0.443 | ACT | 0.491 | |
| Different diet | 1 | RPS15 | 0.730 | RPS15 | 0.490 | RPS15 | 0.362 | RPS15/TUB | 0.421 |
| treatments | 2 | TUB | 0.792 | RPS11 | 0.527 | TUB | 0.485 | ||
| 3 | RPS11 | 0.850 | EF | 0.565 | RPS11 | 0.559 | EF | 0.513 | |
| 4 | EF | 0.851 | AK | 0.584 | AK | 0.578 | RPS11 | 0.603 | |
| 5 | AK | 0.872 | TUB | 0.603 | EF | 0.626 | 18S | 0.670 | |
| 6 | 18S | 0.906 | 18S | 0.639 | 18S | 0.666 | AK | 0.723 | |
| 7 | ACT | 0.989 | ACT | 0.658 | ACT | 0.778 | ACT | 0.814 | |
| 8 | MACT | 1.106 | MACT | 0.812 | MACT | 0.957 | MACT | 0.887 | |
| Starvation-stress | 1 | RPS11 | 0.680 | TUB | 0.247 | RPS11 | 0.282 | RPS11/AK | 0.372 |
| treatments | 2 | TUB | 0.720 | RPS15 | 0.283 | TUB | 0.304 | ||
| 3 | RPS15 | 0.778 | RPS11 | 0.379 | 18S | 0.480 | EF | 0.446 | |
| 4 | 18S | 0.804 | 18S | 0.506 | RPS15 | 0.506 | RPS15 | 0.521 | |
| 5 | AK | 0.826 | AK | 0.585 | AK | 0.624 | TUB | 0.573 | |
| 6 | EF | 0.896 | EF | 0.595 | EF | 0.767 | 18S | 0.645 | |
| 7 | ACT | 0.952 | ACT | 0.621 | ACT | 0.785 | ACT | 0.759 | |
| 8 | MACT | 1.102 | MACT | 0.736 | MACT | 1.009 | MACT | 0.845 | |
| All above conditions | 1 | RPS11 | 0.946 | RPS11 | 0.463 | RPS11 | 0.370 | RPS15/EF | 0.488 |
| 2 | RPS15 | 1.011 | RPS15 | 0.504 | RPS15 | 0.655 | |||
| 3 | TUB | 1.037 | TUB | 0.524 | TUB | 0.671 | TUB | 0.611 | |
| 4 | EF | 1.107 | EF | 0.549 | AK | 0.806 | RPS11 | 0.666 | |
| 5 | AK | 1.174 | AK | 0.672 | EF | 0.832 | 18S | 0.788 | |
| 6 | 18S | 1.203 | 18S | 0.694 | 18S | 0.900 | AK | 0.914 | |
| 7 | ACT | 1.354 | ACT | 0.842 | ACT | 1.146 | ACT | 1.077 | |
| 8 | MACT | 1.372 | MACT | 0.869 | MACT | 1.175 | MACT | 1.151 | |
The expression stability was also measured using the Delta Ct method, BestKeeper, NormFinder, and geNorm and ranked from the most stable to the least stable.
Figure 2Determination of the optimal number of reference genes for accurate normalization calculated by geNorm.
The value of Vn/Vn+1 indicates the pairwise variation (Y axis) between two sequential normalization factors and determines the optimal number of reference genes required for accurate normalization. A value below 0.15 indicates that an additional reference gene will not significantly improve normalization.