| Literature DB >> 25356627 |
Thaís Barros Rodrigues1, Thaís Barros Rodrigues1, Chitvan Khajuria2, Haichuan Wang2, Natalie Matz2, Danielle Cunha Cardoso3, Fernando Hercos Valicente4, Xuguo Zhou5, Blair Siegfried2.
Abstract
Quantitative Real-time PCR (qRT-PCR) is a powerful technique to investigate comparative gene expression. In general, normalization of results using a highly stable housekeeping gene (HKG) as an internal control is recommended and necessary. However, there are several reports suggesting that regulation of some HKGs is affected by different conditions. The western corn rootworm (WCR), Diabrotica virgifera virgifera LeConte (Coleoptera: Chrysomelidae), is a serious pest of corn in the United States and Europe. The expression profile of target genes related to insecticide exposure, resistance, and RNA interference has become an important experimental technique for study of western corn rootworms; however, lack of information on reliable HKGs under different conditions makes the interpretation of qRT-PCR results difficult. In this study, four distinct algorithms (Genorm, NormFinder, BestKeeper and delta-CT) and five candidate HKGs to genes of reference (β-actin; GAPDH, glyceraldehyde-3-phosphate dehydrogenase; β-tubulin; RPS9, ribosomal protein S9; EF1a, elongation factor-1α) were evaluated to determine the most reliable HKG under different experimental conditions including exposure to dsRNA and Bt toxins and among different tissues and developmental stages. Although all the HKGs tested exhibited relatively stable expression among the different treatments, some differences were noted. Among the five candidate reference genes evaluated, β-actin exhibited highly stable expression among different life stages. RPS9 exhibited the most similar pattern of expression among dsRNA treatments, and both experiments indicated that EF1a was the second most stable gene. EF1a was also the most stable for Bt exposure and among different tissues. These results will enable researchers to use more accurate and reliable normalization of qRT-PCR data in WCR experiments.Entities:
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Year: 2014 PMID: 25356627 PMCID: PMC4214676 DOI: 10.1371/journal.pone.0109825
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
General information of the five candidate HKGs.
| Gene name | Primer Sequence (5′-3′) |
| Function | Amplicon (bp) | E (%) | R2 |
|
| Forward: | XM_962174.1 | Involved in microtube structures | 205 | 97.9 | 0.999 |
| Reverse: | ||||||
|
| Forward: | XM_003705302.1 | Bringing of aminoacyl-transfer RNA to the ribosome | 194 | 97.7 | 0.999 |
| Reverse: | ||||||
|
| Forward: | XM_004258320.1 | Carbohydrate metabolism | 154 | 95.6 | 0.998 |
| Reverse: | ||||||
|
| Forward: | NM_001164951.1 | Involved in cell mortality, structure and integrity | 133 | 94 | 0.997 |
| Reverse: | ||||||
|
| Forward: | XM_001608220.2 | Component of the 40S subunit of ribosome | 170 | 100.7 | 0.988 |
| Reverse: |
R2: Correlation Coefficients; E: Amplification efficiency.
Figure 1Ct values of the five candidate reference genes in all four experiments.
Black bars indicate an average between maximum (Max) and minimum (Min) Ct values.
Ranking of the candidate HKGs according to their stability value by geNorm, NormFinder and BestKeeper analysis in Tissue Experiment.
| Gene name | Stability value “M” (geNorm) | Ranking order (geNorm) | Stability value (NormFinder) | Ranking order (NormFinder) | Stability value “SD” (BestKeeper) | Ranking order (BestKeeper) | Stability value (delta-CT) | Ranking order (delta-CT) | Stability value (comprehensive) | Ranking order |
|
| 0.681 | 3 | 0.626 | 3 | 0.84 | 3 | 1.269 | 2 | 2.71 | 3 |
|
| 0.522 | 1 | 0.261 | 1 | 0.60 | 2 | 1.133 | 1 | 1.19 | 1 |
|
| 0.522 | 1 | 0.859 | 4 | 0.46 | 1 | 1.325 | 4 | 2.00 | 2 |
|
| 1.536 | 5 | 2.621 | 5 | 1.90 | 5 | 2.677 | 5 | 5.00 | 5 |
|
| 0.774 | 4 | 0.371 | 2 | 1.06 | 4 | 1.273 | 3 | 3.13 | 4 |
Ranking of the candidate HKGs according to their stability value by geNorm, NormFinder and BestKeeper analysis in Stage Experiment.
| Gene name | Stability value “M” (geNorm) | Ranking order (geNorm) | Stability value (NormFinder) | Ranking order (NormFinder) | Stability value “SD” (BestKeeper) | Ranking order (BestKeeper) | Stability value (delta-CT) | Ranking order (delta-CT) | Stability value (comprehensive) | Ranking order |
|
| 0.603 | 4 | 0.719 | 4 | 0.556 | 4 | 0.867 | 4 | 4.00 | 4 |
|
| 0.485 | 1 | 0.291 | 2 | 0.494 | 2 | 0.669 | 1 | 1.414 | 2 |
|
| 0.789 | 5 | 0.987 | 5 | 0.593 | 5 | 1,069 | 5 | 5.00 | 5 |
|
| 0.485 | 1 | 0.268 | 1 | 0.432 | 1 | 0.672 | 3 | 1.316 | 1 |
|
| 0.485 | 3 | 0.291 | 3 | 0.556 | 3 | 0.669 | 2 | 2.711 | 3 |
Ranking of the candidate HKGs according to their stability value by geNorm, NormFinder and BestKeeper analysis in Bt Experiment.
| Gene name | Stability value “M” (geNorm) | Ranking order (geNorm) | Stability value (NormFinder) | Ranking order (NormFinder) | Stability value “SD” (BestKeeper) | Ranking order (BestKeeper) | Stability value (delta-CT) | Ranking order (delta-CT) | Stability value (comprehensive) | Ranking order |
|
| 0 | 1 | 0.42 | 3 | 0.458 | 4 | 2.115 | 2 | 2.213 | 3 |
|
| 0.383 | 4 | 0.18 | 1 | 0.403 | 1 | 2.213 | 3 | 1.861 | 1 |
|
| 0 | 1 | 0.5 | 4 | 0.558 | 5 | 1.861 | 1 | 2.115 | 2 |
|
| 0.261 | 3 | 0.32 | 2 | 0.443 | 3 | 2.913 | 4 | 2.913 | 4 |
|
| 0.453 | 5 | 0.5 | 5 | 0.403 | 2 | 3.976 | 5 | 3.976 | 5 |
Ranking of the candidate HKGs according to their stability value by geNorm, NormFinder and BestKeeper analysis in RNAi experiment.
| Gene name | Stability value “M” (geNorm) | Ranking order (geNorm) | Stability value (NormFinder) | Ranking order (NormFinder) | Stability value “SD” (BestKeeper) | Ranking order (BestKeeper) | Stability value (delta-CT) | Ranking order (delta-CT) | Stability value (comprehensive) | Ranking order |
| TUB | 0.468 | 5 | 0.483 | 5 | 0.681 | 5 | 0.559 | 5 | 5.00 | 5 |
| EF1a | 0.289 | 1 | 0.21 | 2 | 0.444 | 2 | 0.415 | 2 | 1.682 | 2 |
| GAPDH | 0.407 | 4 | 0.431 | 4 | 0.167 | 1 | 0.526 | 4 | 2.828 | 3 |
| Actin | 0.335 | 3 | 0.324 | 3 | 0.556 | 4 | 0.457 | 3 | 3.224 | 4 |
| RPS9 | 0.289 | 1 | 0.107 | 1 | 0.5 | 3 | 0.38 | 1 | 1.316 | 1 |