| Literature DB >> 26656102 |
Chunxiao Yang1,2, Huipeng Pan2, Jeffrey Edward Noland2, Deyong Zhang1, Zhanhong Zhang3, Yong Liu1, Xuguo Zhou2.
Abstract
Reverse transcriptase-quantitative polymerase chain reaction (RT-qPCR) is a reliable technique for quantifying gene expression across various biological processes, of which requires a set of suited reference genes to normalize the expression data. Coleomegilla maculata (Coleoptera: Coccinellidae), is one of the most extensively used biological control agents in the field to manage arthropod pest species. In this study, expression profiles of 16 housekeeping genes selected from C. maculata were cloned and investigated. The performance of these candidates as endogenous controls under specific experimental conditions was evaluated by dedicated algorithms, including geNorm, Normfinder, BestKeeper, and ΔCt method. In addition, RefFinder, a comprehensive platform integrating all the above-mentioned algorithms, ranked the overall stability of these candidate genes. As a result, various sets of suitable reference genes were recommended specifically for experiments involving different tissues, developmental stages, sex, and C. maculate larvae treated with dietary double stranded RNA. This study represents the critical first step to establish a standardized RT-qPCR protocol for the functional genomics research in a ladybeetle C. maculate. Furthermore, it lays the foundation for conducting ecological risk assessment of RNAi-based gene silencing biotechnologies on non-target organisms; in this case, a key predatory biological control agent.Entities:
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Year: 2015 PMID: 26656102 PMCID: PMC4674751 DOI: 10.1038/srep18201
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Melting curves of the 16 candidate reference genes.
Primers used for RT-qPCR.
| Gene | Primer sequences (5′–3′) | Length (bp) | Efficiency (%) | R2 | Linear regression equation |
|---|---|---|---|---|---|
| F:CGATAATCCACGATGGAATTTACTTTAG | 140 | 98.0 | 0.9993 | y=−3.3709x + 13.904 | |
| R:CCCTTTCTTCTTTAGTATAAACTTCACC | |||||
| F:ACCCGAAAGATGGTGAACTATG | 101 | 96.3 | 0.9996 | y=−3.4152x + 10.193 | |
| R: CCAGTTCCGACGATCGATTT | |||||
| F:AAGACGGACAGAAGCGAAAG | 100 | 96.6 | 0.9993 | y=−3.407x + 11.76 | |
| R: GGTTAGAACTAGGGCGGTATCT | |||||
| F:TTGAAGGGCCGCAGTATTT | 99 | 98.5 | 0.9998 | y=−3.3578x + 16.683 | |
| R: AAGAAAGTCGTTCCCTCATCAA | |||||
| F: TGAATTCGAAGCCGGTATCTC | 92 | 105.3 | 0.9976 | y=−3.2011x + 19.908 | |
| R:CGCCGACAATGAGTTGTTTC | |||||
| F:TCCGTTCAACCCATGTCTAAC | 96 | 99.6 | 0.9993 | y=−3.3312x + 22.235 | |
| R: GTTCCTTTCAGTTCTCCATCCA | |||||
| F: CTTCCCGACGGTCAAGTTATC | 93 | 101.1 | 0.9998 | y=−3.2973x + 19.264 | |
| R: GCAGGATTCCATACCCAAGAA | |||||
| F: TTGACTGGAGGCGACATTTAC | 113 | 104.4 | 0.9990 | y=−3.2205x + 24.586 | |
| R: CTTCCAGGTTCGGCTATGTATG | |||||
| F: GGTATCAATTACCAGCCACCA | 144 | 99.2 | 0.996 | y=−3.3426x + 22.26 | |
| R: CTTGGCGTACATGAGATCGAA | |||||
| F: AACTGCTTGGCTCCGTTAG | 107 | 98.6 | 0.9992 | y=−3.3571x + 21.55 | |
| R: CCATCGACAGTCTTCTGAGTTG | |||||
| F: CCAGGACAACCATCGGTTAAA | 93 | 101.1 | 0.9993 | y=−3.2979x + 23.553 | |
| R: GAAGCCGAATACGAAGCATACA | |||||
| F: GCCGATGCGGAGAAGTATAAAG | 100 | 99.4 | 0.9976 | y=−3.3361x + 22.878 | |
| R: CGGCTTGCTTGAGTTGGAATA | |||||
| F: GTTGAATCGCCCTGTTGTATTG | 105 | 96.5 | 0.9982 | y=−3.409x + 24.273 | |
| R: GTAACCCATTGTGGACGTATCT | |||||
| F: TCTGTTAGCTTTCATCCCATTGA | 96 | 99.5 | 0.9983 | y=−3.3345x + 18.3 | |
| R: ATTGAGGCTGTAGCTTGTACTAAA | |||||
| F: TACACCTTTGATCGCTGTGAG | 108 | 99.9 | 0.9947 | y=−3.3259x + 23.545 | |
| R: GGCTCTGGTCATTCCAGATAAG | |||||
| F: TGGAACCCTTGGAGTTTGTT | 101 | 99.4 | 0.9942 | y=−3.3306x + 27.864 | |
| R: TGTACGACCACGCTGTATTG |
Figure 2Expression profiles of the 16 candidate reference genes in all four experiments.
Stability of reference gene expression under four experimental conditions.
| Experimental conditions | Reference gene | Δ | |||||||
|---|---|---|---|---|---|---|---|---|---|
| Stability | Rank | Stability | Rank | Stability | Rank | Stability | Rank | ||
| Developmental stage | 0.909 | 3 | 0.399 | 1 | 0.548 | 3 | 1.277 | 1 | |
| 1.060 | 8 | 0.879 | 9 | 0.837 | 9 | 1.400 | 3 | ||
| 1.010 | 6 | 0.756 | 7 | 0.822 | 8 | 1.362 | 2 | ||
| 1.035 | 7 | 0.760 | 8 | 0.892 | 10 | 1.437 | 8 | ||
| 0.980 | 5 | 0.687 | 4 | 0.646 | 5 | 1.431 | 6 | ||
| 0.943 | 4 | 0.703 | 5 | 0.476 | 1 | 1.409 | 5 | ||
| 1.315 | 14 | 1.621 | 15 | 1.514 | 15 | 1.953 | 15 | ||
| 1.143 | 11 | 1.069 | 11 | 1.188 | 14 | 1.556 | 11 | ||
| 0.720 | 1 | 0.723 | 6 | 0.606 | 4 | 1.476 | 9 | ||
| 0.720 | 1 | 0.666 | 3 | 0.522 | 2 | 1.434 | 7 | ||
| 0.813 | 2 | 0.651 | 2 | 0.665 | 6 | 1.402 | 4 | ||
| 1.089 | 9 | 0.993 | 10 | 0.737 | 7 | 1.567 | 12 | ||
| 1.177 | 12 | 1.165 | 13 | 0.907 | 11 | 1.621 | 13 | ||
| 1.252 | 13 | 1.457 | 14 | 1.045 | 13 | 1.895 | 14 | ||
| 1.117 | 10 | 1.071 | 12 | 0.935 | 12 | 1.540 | 10 | ||
| 1.694 | 15 | 4.263 | 16 | 3.690 | 16 | 4.348 | 16 | ||
| Tissue | 0.816 | 13 | 0.917 | 14 | 1.114 | 14 | 1.457 | 14 | |
| 0.515 | 3 | 0.153 | 1 | 0.491 | 11 | 1.007 | 3 | ||
| 0.600 | 6 | 0.518 | 7 | 0.426 | 6 | 1.077 | 5 | ||
| 0.540 | 4 | 0.321 | 2 | 0.185 | 1 | 1.000 | 1 | ||
| 0.635 | 8 | 0.659 | 11 | 0.515 | 12 | 1.153 | 11 | ||
| 0.692 | 11 | 0.483 | 6 | 0.456 | 8 | 1.126 | 9 | ||
| 0.618 | 7 | 0.721 | 13 | 0.255 | 2 | 1.147 | 10 | ||
| 0.443 | 1 | 0.572 | 8 | 0.361 | 4 | 1.086 | 6 | ||
| 0.656 | 9 | 0.705 | 12 | 0.458 | 9 | 1.169 | 12 | ||
| 0.674 | 10 | 0.465 | 5 | 0.438 | 7 | 1.110 | 8 | ||
| 0.568 | 5 | 0.580 | 9 | 0.382 | 5 | 1.108 | 7 | ||
| 0.743 | 12 | 0.622 | 10 | 0.798 | 13 | 1.254 | 13 | ||
| 0.469 | 2 | 0.332 | 3 | 0.461 | 10 | 1.007 | 2 | ||
| 1.396 | 15 | 3.331 | 16 | 2.681 | 15 | 3.419 | 16 | ||
| 0.443 | 1 | 0.453 | 4 | 0.377 | 3 | 1.049 | 4 | ||
| 1.107 | 14 | 3.049 | 15 | 2.687 | 16 | 3.154 | 15 | ||
| Sex | 0.990 | 15 | 0.936 | 14 | 0.683 | 14 | 1.162 | 16 | |
| 0.966 | 14 | 0.887 | 12 | 0.736 | 15 | 1.123 | 12 | ||
| 0.718 | 8 | 0.425 | 1 | 0.263 | 1 | 0.849 | 1 | ||
| 0.938 | 13 | 0.947 | 15 | 0.809 | 16 | 1.129 | 13 | ||
| 0.867 | 11 | 0.963 | 16 | 0.647 | 12 | 1.151 | 15 | ||
| 0.903 | 12 | 0.880 | 11 | 0.612 | 11 | 1.113 | 11 | ||
| 0.824 | 10 | 0.921 | 13 | 0.656 | 13 | 1.130 | 14 | ||
| 0.636 | 6 | 0.530 | 3 | 0.391 | 2 | 0.888 | 4 | ||
| 0.261 | 1 | 0.607 | 7 | 0.484 | 6 | 0.907 | 6 | ||
| 0.564 | 5 | 0.526 | 2 | 0.416 | 3 | 0.872 | 3 | ||
| 0.688 | 7 | 0.603 | 6 | 0.437 | 4 | 0.912 | 7 | ||
| 0.485 | 4 | 0.651 | 8 | 0.534 | 8 | 0.926 | 9 | ||
| 0.261 | 1 | 0.579 | 4 | 0.503 | 7 | 0.871 | 2 | ||
| 0.761 | 9 | 0.724 | 10 | 0.452 | 5 | 1.006 | 10 | ||
| 0.403 | 2 | 0.580 | 5 | 0.562 | 9 | 0.890 | 5 | ||
| 0.440 | 3 | 0.652 | 9 | 0.565 | 10 | 0.913 | 8 | ||
| dsRNA | 0.786 | 15 | 0.900 | 16 | 0.784 | 16 | 1.050 | 16 | |
| 0.293 | 1 | 0.294 | 3 | 0.279 | 4 | 0.634 | 3 | ||
| 0.362 | 2 | 0.257 | 2 | 0.203 | 2 | 0.628 | 2 | ||
| 0.293 | 1 | 0.147 | 1 | 0.187 | 1 | 0.586 | 1 | ||
| 0.407 | 3 | 0.340 | 4 | 0.305 | 6 | 0.649 | 4 | ||
| 0.492 | 7 | 0.343 | 5 | 0.362 | 8 | 0.666 | 5 | ||
| 0.436 | 4 | 0.428 | 6 | 0.221 | 3 | 0.696 | 6 | ||
| 0.559 | 9 | 0.569 | 9 | 0.449 | 9 | 0.794 | 9 | ||
| 0.527 | 8 | 0.477 | 7 | 0.480 | 11 | 0.729 | 8 | ||
| 0.595 | 10 | 0.681 | 12 | 0.461 | 10 | 0.868 | 12 | ||
| 0.633 | 11 | 0.668 | 11 | 0.547 | 12 | 0.857 | 11 | ||
| 0.450 | 5 | 0.504 | 8 | 0.302 | 5 | 0.726 | 7 | ||
| 0.705 | 13 | 0.748 | 13 | 0.688 | 14 | 0.925 | 13 | ||
| 0.748 | 14 | 0.870 | 15 | 0.713 | 15 | 1.022 | 15 | ||
| 0.673 | 12 | 0.786 | 14 | 0.680 | 13 | 0.944 | 14 | ||
| 0.469 | 6 | 0.616 | 10 | 0.344 | 7 | 0.801 | 10 | ||
Figure 3Stability of candidate reference genes expression under different treatments.
A lower Geomean value indicates more stable expression according to RefFinder.
Figure 4Pairwise variation (V) values in four experimental groups using geNorm.
Figure 5Coleomegilla maculata V-ATPase gene expression under dietary RNAi treatments.
The relative mRNA expression levels of V-ATPase were normalized to the most suited (A, Actin and EF1A) and the least suited (B, RPL4 and HSP70) reference genes, respectively. For dietary RNAi, ladybeetle larvae were exposed to an artificial diet containing 15% sugar solution and 4.0 μg/μl dsRNAs for two days (see Materials and Methods for details). The transcript levels of V-ATPase in newly emerged (0 day) untreated larvae were set to 1, and the relative mRNA expression levels in dsRNA-fed larvae were determined with respect to the controls. Values are means ± SE. Different letters indicate significant differences between the treatments and controls (P < 0.01).