| Literature DB >> 33085726 |
Minghui Xie1, Yongzhi Zhong1, Lulu Lin1, Guangling Zhang1, Weihua Su1, Wanli Ni2, Mingjing Qu3, Haoliang Chen1.
Abstract
Quantitative real-time polymerase chain reaction (qPT-PCR) is commonly used to analyze gene expression, however, the accuracy of the normalized results is affected by the expression stability of reference genes. Holotrichia oblita (Coleoptera: Scarabaeidae) causes serious damage to crops. Reliable reference genes in H. oblita are needed for qRT-PCR analysis. Therefore, we evaluated 13 reference genes under biotic and abiotic conditions. RefFinder provided a comprehensive stability ranking, and geNorm suggested the optimal number of reference genes for normalization. RPL13a and RPL18 were the most suitable reference genes for developmental stages, tissues, and temperature treatments; RPL13a and RPS3 were the most suitable for pesticide and photoperiod treatments; RPS18 and RPL18 were the most suitable for the two sexes. We validated the normalized results using odorant-binding protein genes as target genes in different tissues. Compared with the selected suitable reference genes, the expression of OBP1 in antennae, abdomen, and wings, and OBP2 in antennae and wings were overestimated due to the instability of ACTb. These results identified several reliable reference genes in H. oblita for normalization, and are valuable for future molecular studies.Entities:
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Year: 2020 PMID: 33085726 PMCID: PMC7577503 DOI: 10.1371/journal.pone.0240972
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Information about two target genes and 13 candidate reference genes in Holotrichia oblita.
| GQ856258 | Odorant-binding protein 1 ( | 194 | 94.559 | 0.997 | |
| GQ856257 | Odorant-binding protein 2 ( | 167 | 99.071 | 0.991 | |
| MT213595 | Ribosomal protein L13a ( | 165 | 100.559 | 0.997 | |
| MT213596 | Ribosomal protein L18 ( | 198 | 102.752 | 0.998 | |
| MT213597 | Ribosomal protein S18 ( | 112 | 102.235 | 1.000 | |
| MT213598 | Ribosomal protein S6 ( | 143 | 99.893 | 0.999 | |
| MT213599 | Ribosomal protein S3 ( | 146 | 102.981 | 0.999 | |
| MT213560 | Syntaxin-6 ( | 168 | 103.025 | 0.999 | |
| MT213561 | Beta-tubulin ( | 125 | 91.331 | 0.999 | |
| MT213562 | Alpha-tubulin ( | 163 | 97.125 | 0.997 | |
| MT213563 | Ubiquitin-conjugating enzyme ( | 160 | 93.095 | 1.000 | |
| MT213564 | Ribosomal protein L28 ( | 158 | 99.120 | 0.999 | |
| MT213565 | Succinate dehydrogenase ( | 160 | 100.682 | 0.991 | |
Fig 1Cycle thresholds (Ct) values of the 13 candidate reference genes for H. oblita.
Each box includes the percentiles that ranged from 25th (lower edge) to75th (upper edge). The whisker caps depict the minimum and maximum data. The median is denoted by a horizontal line inside the box.
Stability ranking of candidate reference genesunder biotic conditions, using four statistical algorithms.
| Biotic conditions | Rank | GeNorm | NormFinder | BestKeeper | ΔCt | ||||
|---|---|---|---|---|---|---|---|---|---|
| Gene | Stability | Gene | Stability | Gene | Stability | Gene | Stability | ||
| 1 | 0.212 | 0.074 | 0.477 | 0.696 | |||||
| 2 | 0.212 | 0.075 | 0.502 | 0.701 | |||||
| 3 | 0.223 | 0.085 | 0.542 | 0.723 | |||||
| 4 | 0.248 | 0.123 | 0.560 | 0.731 | |||||
| 5 | 0.271 | 0.149 | 0.577 | 0.751 | |||||
| 6 | 0.289 | 0.151 | 0.592 | 0.752 | |||||
| 7 | 0.302 | 0.244 | 0.593 | 0.780 | |||||
| 8 | 0.348 | 0.301 | 0.597 | 0.851 | |||||
| 9 | 0.388 | 0.376 | 0.617 | 0.878 | |||||
| 10 | 0.435 | 0.427 | 0.797 | 0.965 | |||||
| 11 | 0.494 | 0.463 | 0.924 | 0.997 | |||||
| 12 | 0.613 | 0.823 | 1.126 | 1.421 | |||||
| 13 | 1.060 | 2.417 | 2.739 | 3.520 | |||||
| 1 | 0.213 | 0.119 | 0.574 | 0.978 | |||||
| 2 | 0.213 | 0.183 | 0.668 | 1.013 | |||||
| 3 | 0.236 | 0.201 | 0.669 | 1.016 | |||||
| 4 | 0.250 | 0.216 | 0.747 | 1.020 | |||||
| 5 | 0.280 | 0.218 | 0.759 | 1.041 | |||||
| 6 | 0.309 | 0.235 | 0.790 | 1.053 | |||||
| 7 | 0.404 | 0.259 | 0.877 | 1.098 | |||||
| 8 | 0.490 | 0.399 | 1.040 | 1.176 | |||||
| 9 | 0.566 | 0.530 | 1.042 | 1.284 | |||||
| 10 | 0.643 | 0.657 | 1.099 | 1.376 | |||||
| 11 | 0.736 | 0.659 | 1.231 | 1.469 | |||||
| 12 | 1.090 | 1.973 | 2.484 | 3.010 | |||||
| 13 | 1.468 | 2.376 | 2.871 | 3.543 | |||||
| 1 | 0.301 | 0.053 | 0.423 | 0.608 | |||||
| 2 | 0.301 | 0.091 | 0.506 | 0.624 | |||||
| 3 | 0.351 | 0.116 | 0.506 | 0.634 | |||||
| 4 | 0.377 | 0.146 | 0.600 | 0.662 | |||||
| 5 | 0.416 | 0.179 | 0.619 | 0.703 | |||||
| 6 | 0.464 | 0.200 | 0.674 | 0.722 | |||||
| 7 | 0.536 | 0.207 | 0.688 | 0.726 | |||||
| 8 | 0.590 | 0.230 | 0.809 | 0.730 | |||||
| 9 | 0.657 | 0.238 | 0.813 | 0.746 | |||||
| 10 | 0.723 | 0.306 | 0.845 | 0.774 | |||||
| 11 | 0.781 | 0.426 | 0.902 | 0.881 | |||||
| 12 | 1.027 | 0.461 | 0.937 | 0.916 | |||||
| 13 | 1.498 | 2.422 | 2.307 | 3.512 | |||||
Fig 2Expression stability (A) and pairwise variation (B) analysis by geNorm for the 13 reference genes in H. oblita. (Ⅰ) developmental stages, (Ⅱ) tissues, (Ⅲ) sexes, (Ⅳ) temperatures, (Ⅴ) pesticides, (Ⅵ) photoperiods, and (Ⅶ) total samples. (A) Expression stability: The value of Vn /Vn+1 < 0.15 means that the additional reference genes could not significantly optimize the normalization. (B) Pairwise variation: A M < 1.5 is considered to be adequate for normalization.
Fig 3Comprehensive stability of the 13 reference genes in H. oblita analyzed by RefFinder.
The ranking value is listed across the following: (A) developmental stages, (B) tissues, (C) sexes, (D) temperatures, (E) pesticides, (F) photoperiods, and (G) total samples. A lower Geomean value indicates more stability.
Stability ranking of candidate reference genes under abiotic conditions using four statistical algorithms.
| Abiotic conditions | Rank | GeNorm | NormFinder | BestKeeper | ΔCt | ||||
|---|---|---|---|---|---|---|---|---|---|
| Gene | Stability | Gene | Stability | Gene | Stability | Gene | Stability | ||
| 1 | 0.243 | 0.097 | 0.599 | 0.922 | |||||
| 2 | 0.243 | 0.116 | 0.634 | 0.941 | |||||
| 3 | 0.287 | 0.116 | 0.672 | 0.953 | |||||
| 4 | 0.330 | 0.119 | 0.678 | 0.959 | |||||
| 5 | 0.350 | 0.185 | 0.684 | 0.971 | |||||
| 6 | 0.368 | 0.218 | 0.735 | 0.978 | |||||
| 7 | 0.381 | 0.241 | 0.781 | 0.999 | |||||
| 8 | 0.418 | 0.366 | 0.789 | 1.016 | |||||
| 9 | 0.464 | 0.518 | 0.885 | 1.129 | |||||
| 10 | 0.538 | 0.573 | 0.975 | 1.266 | |||||
| 11 | 0.659 | 0.881 | 1.151 | 1.603 | |||||
| 12 | 0.813 | 0.991 | 1.183 | 1.816 | |||||
| 13 | 1.397 | 3.166 | 3.387 | 4.613 | |||||
| 1 | 0.146 | 0.067 | 0.539 | 0.597 | |||||
| 2 | 0.146 | 0.078 | 0.544 | 0.601 | |||||
| 3 | 0.159 | 0.105 | 0.579 | 0.607 | |||||
| 4 | 0.181 | 0.140 | 0.606 | 0.623 | |||||
| 5 | 0.213 | 0.186 | 0.658 | 0.632 | |||||
| 6 | 0.231 | 0.200 | 0.684 | 0.641 | |||||
| 7 | 0.267 | 0.224 | 0.698 | 0.643 | |||||
| 8 | 0.291 | 0.241 | 0.702 | 0.662 | |||||
| 9 | 0.324 | 0.251 | 0.756 | 0.695 | |||||
| 10 | 0.373 | 0.294 | 0.785 | 0.725 | |||||
| 11 | 0.445 | 0.461 | 0.824 | 0.910 | |||||
| 12 | 0.524 | 0.648 | 1.147 | 1.094 | |||||
| 13 | 0.853 | 1.826 | 1.461 | 2.664 | |||||
| 1 | 0.330 | 0.145 | 0.545 | 0.886 | |||||
| 2 | 0.330 | 0.165 | 0.630 | 0.893 | |||||
| 3 | 0.337 | 0.197 | 0.692 | 0.903 | |||||
| 4 | 0.374 | 0.212 | 0.692 | 0.943 | |||||
| 5 | 0.415 | 0.242 | 0.763 | 0.950 | |||||
| 6 | 0.440 | 0.264 | 0.791 | 0.961 | |||||
| 7 | 0.475 | 0.344 | 0.849 | 1.021 | |||||
| 8 | 0.506 | 0.355 | 0.855 | 1.024 | |||||
| 9 | 0.550 | 0.433 | 0.897 | 1.080 | |||||
| 10 | 0.638 | 0.583 | 1.052 | 1.274 | |||||
| 11 | 0.766 | 0.913 | 1.383 | 1.597 | |||||
| 12 | 0.877 | 0.915 | 1.521 | 1.619 | |||||
| 13 | 1.282 | 2.382 | 2.488 | 3.502 | |||||
Stability ranking of candidate reference genes for total samples using four statistical algorithms.
| Rank | GeNorm | NormFinder | BestKeeper | ΔCt | ||||
|---|---|---|---|---|---|---|---|---|
| Gene | Stability | Gene | Stability | Gene | Stability | Gene | Stability | |
| 1 | 0.301 | 0.197 | 0.611 | 1.018 | ||||
| 2 | 0.301 | 0.208 | 0.667 | 1.055 | ||||
| 3 | 0.351 | 0.238 | 0.718 | 1.066 | ||||
| 4 | 0.377 | 0.255 | 0.723 | 1.076 | ||||
| 5 | 0.416 | 0.268 | 0.807 | 1.098 | ||||
| 6 | 0.464 | 0.296 | 0.828 | 1.110 | ||||
| 7 | 0.536 | 0.314 | 0.828 | 1.175 | ||||
| 8 | 0.590 | 0.474 | 0.876 | 1.231 | ||||
| 9 | 0.657 | 0.510 | 0.913 | 1.294 | ||||
| 10 | 0.723 | 0.636 | 1.012 | 1.401 | ||||
| 11 | 0.781 | 0.671 | 1.181 | 1.412 | ||||
| 12 | 1.027 | 1.507 | 1.886 | 2.443 | ||||
| 13 | 1.498 | 2.768 | 3.786 | 4.076 | ||||
Fig 4Relative expressions of two odorant-binding protein genes in different tissues normalized by different reference genes.
(A) OBP1; (B) OBP2. Values are means ± SD based on three biological replicates. The expression levels of the legs were used as a calibrator to calculate the relative fold change in the different tissues. Different letters mean significant differences (P < 0.05).