| Literature DB >> 34068362 |
Zhongyi Yang1,2,3, Rui Zhang1,3, Zhichun Zhou1,3.
Abstract
Real-time quantitative PCR (RT-qPCR) is a reliable and high-throughput technique for gene expression studies, but its accuracy depends on the expression stability of reference genes. Schima superba is a fast-growing timber species with strong resistance. However, thus far, reliable reference gene identifications have not been reported in S. superba. In this study, 19 candidate reference genes were selected and evaluated for their expression stability in different tissues of S. superba. Three software programs (geNorm, NormFinder, and BestKeeper) were used to evaluate the reference gene transcript stabilities, and comprehensive stability ranking was generated by the geometric mean method. Our results show that SsuACT was the most stable reference gene and that SsuACT + SsuRIB was the best reference gene combination for different tissues. Finally, the stable and less stable reference genes were verified using SsuSND1 expression in different tissues. To our knowledge, this is the first report to verify appropriate reference genes for normalizing gene expression in S. superba for different tissues, which will facilitate the future elucidation of gene regulations in this species and useful references for relative species.Entities:
Keywords: Schima superba; real-time quantitative PCR; reference gene; stability evaluation; tissues
Year: 2021 PMID: 34068362 PMCID: PMC8153319 DOI: 10.3390/genes12050732
Source DB: PubMed Journal: Genes (Basel) ISSN: 2073-4425 Impact factor: 4.096
Amplification efficiency and correlation coefficient of candidate reference genes.
| Gene | Amplification Efficiency (%) | Correlation Coefficient (R2) | Ct Value |
|---|---|---|---|
| 106.14 | 0.9991 | 21.562 ± 0.865 | |
|
| 99.17 | 0.9981 | 23.877 ± 1.059 |
|
| 106.74 | 0.9998 | 21.984 ± 0.619 |
|
| 104.35 | 0.9977 | 23.388 ± 1.467 |
|
| 103.76 | 0.9996 | 25.185 ± 0.807 |
|
| 97.39 | 0.9996 | 20.608 ± 0.903 |
|
| 100.02 | 0.9929 | 23.709 ± 4.902 |
|
| 109.7 | 0.9991 | 21.455 ± 1.150 |
|
| 102.6 | 0.9994 | 20.113 ± 0.546 |
|
| 97.27 | 0.9995 | 22.875 ± 0.808 |
|
| 94.92 | 0.9931 | 22.073 ± 1.003 |
|
| 93.47 | 0.9991 | 25.556 ± 1.004 |
|
| 104.27 | 0.9986 | 18.032 ± 0.984 |
|
| 103.17 | 0.9984 | 22.314 ± 0.848 |
|
| 105.46 | 0.9907 | 25.320 ± 0.817 |
|
| 107.89 | 0.9993 | 21.644 ± 1.555 |
|
| 104.03 | 0.9985 | 21.556 ± 1.681 |
|
| 109.03 | 0.9975 | 24.512 ± 1.180 |
|
| 108.71 | 0.9989 | 24.877 ± 1.782 |
Ct (cycle threshold) means the number of cycles experienced when the fluorescent signal in each reaction tube reaches the set domain value; SD: standard deviation. Ct values are mean ± SD (n = 3).
Average Ct (cycle threshold) values ± SD (standard deviation) of candidate reference genes in different tissues of Schima superba.
| Gene | Leaf | Bud | Fruit | Phloem | Root | Xylem | Average | Min | Max | Range |
|---|---|---|---|---|---|---|---|---|---|---|
|
| 21.125 ± 2.752 | 20.818 ± 0.668 | 22.681 ± 1.065 | 21.606 ± 0.604 | 22.504 ± 1.687 | 20.638 ± 0.700 | 21.562 | 20.638 | 22.681 | 2.043 |
|
| 23.116 ± 3.300 | 22.855 ± 1.102 | 24.844 ± 1.528 | 23.801 ± 0.875 | 25.474 ± 0.979 | 23.173 ± 0.766 | 23.877 | 22.855 | 25.474 | 2.62 |
|
| 21.717 ± 1.408 | 21.637 ± 1.138 | 22.489 ± 1.343 | 21.927 ± 0.284 | 22.918 ± 1.060 | 21.214 ± 0.388 | 21.984 | 21.214 | 22.918 | 1.704 |
|
| 23.802 ± 2.168 | 22.222 ± 0.634 | 24.350 ± 0.855 | 22.667 ± 0.281 | 25.599 ± 1.185 | 21.687 ± 0.812 | 23.388 | 21.687 | 25.599 | 3.911 |
|
| 24.569 ± 1.992 | 24.188 ± 1.022 | 26.065 ± 1.048 | 26.214 ± 0.373 | 25.079 ± 0.822 | 24.997 ± 0.272 | 25.185 | 24.188 | 26.214 | 2.026 |
|
| 20.469 ± 2.372 | 19.505 ± 0.960 | 21.703 ± 0.636 | 20.858 ± 0.228 | 21.444 ± 1.328 | 19.672 ± 1.033 | 20.608 | 19.505 | 21.703 | 2.198 |
|
| 22.702 ± 3.140 | 20.807 ± 0.850 | 33.379 ± 1.396 | 21.377 ± 0.187 | 23.713 ± 2.040 | 20.280 ± 0.637 | 23.709 | 20.28 | 33.379 | 13.099 |
|
| 21.820 ± 2.500 | 19.810 ± 1.122 | 21.700 ± 0.709 | 21.423 ± 0.266 | 23.243 ± 1.744 | 20.736 ± 0.619 | 21.455 | 19.81 | 23.243 | 3.433 |
|
| 19.325 ± 2.828 | 19.818 ± 1.308 | 20.596 ± 0.941 | 20.723 ± 0.325 | 20.409 ± 0.326 | 19.810 ± 0.278 | 20.113 | 19.325 | 20.723 | 1.398 |
|
| 22.843 ± 2.547 | 21.975 ± 1.044 | 22.920 ± 1.006 | 22.966 ± 0.437 | 24.304 ± 1.194 | 22.239 ± 0.692 | 22.875 | 21.975 | 24.304 | 2.328 |
|
| 21.538 ± 2.536 | 20.623 ± 0.710 | 22.414 ± 0.705 | 22.775 ± 0.268 | 23.434 ± 2.293 | 21.654 ± 0.458 | 22.073 | 20.623 | 23.434 | 2.811 |
|
| 24.656 ± 3.161 | 24.456 ± 0.432 | 26.864 ± 1.025 | 25.655 ± 0.211 | 26.601 ± 0.786 | 25.104 ± 0.760 | 25.556 | 24.456 | 26.864 | 2.408 |
|
| 17.014 ± 2.966 | 16.752 ± 0.789 | 17.975 ± 1.264 | 19.275 ± 0.189 | 18.652 ± 1.393 | 18.522 ± 0.908 | 18.032 | 16.752 | 19.275 | 2.523 |
|
| 21.848 ± 2.851 | 21.358 ± 0.871 | 23.163 ± 1.038 | 22.122 ± 0.454 | 23.539 ± 2.217 | 21.856 ± 0.544 | 22.314 | 21.358 | 23.539 | 2.181 |
|
| 24.886 ± 3.431 | 24.180 ± 0.886 | 25.768 ± 0.564 | 26.410 ± 0.186 | 25.820 ± 0.990 | 24.857 ± 0.396 | 25.32 | 24.18 | 26.41 | 2.229 |
|
| 22.491 ± 3.106 | 20.030 ± 1.158 | 21.798 ± 1.360 | 21.316 ± 0.288 | 24.137 ± 2.867 | 20.090 ± 0.560 | 21.644 | 20.03 | 24.137 | 4.107 |
|
| 22.343 ± 2.593 | 20.277 ± 0.247 | 21.973 ± 1.268 | 20.856 ± 0.569 | 24.277 ± 2.711 | 19.607 ± 0.508 | 21.556 | 19.607 | 24.277 | 4.67 |
|
| 24.718 ± 2.937 | 23.014 ± 0.667 | 24.883 ± 0.758 | 24.601 ± 0.248 | 26.375 ± 2.294 | 23.482 ± 0.350 | 24.512 | 23.014 | 26.375 | 3.361 |
|
| 25.303 ± 3.170 | 23.309 ± 1.093 | 25.399 ± 0.965 | 24.038 ± 0.669 | 27.973 ± 2.695 | 23.242 ± 0.684 | 24.877 | 23.242 | 27.973 | 4.73 |
Figure 1Expression stability values (M) of candidate reference genes calculated by geNorm.
Figure 2Pairwise variation (V) of candidate reference genes calculated by geNorm.
Figure 3Expression stability of candidate reference genes analyzed by NormFinder.
Expression stability of candidate reference genes analyzed by BestKeeper.
| Gene | Geometric Mean | Average Mean | Minimum | Maximum | SD | CV | r | |
|---|---|---|---|---|---|---|---|---|
|
| 21.55 | 21.56 | 20.64 | 22.68 | 0.7 | 3.25 | 0.987 | 0.001 |
|
| 24.49 | 24.51 | 23.01 | 26.38 | 0.84 | 3.44 | 0.987 | 0.001 |
|
| 20.59 | 20.61 | 19.51 | 21.7 | 0.73 | 3.53 | 0.977 | 0.001 |
|
| 22.05 | 22.07 | 20.62 | 23.43 | 0.8 | 3.63 | 0.93 | 0.007 |
|
| 22.3 | 22.31 | 21.36 | 23.54 | 0.69 | 3.1 | 0.928 | 0.008 |
|
| 24.83 | 24.88 | 23.24 | 27.97 | 1.35 | 5.42 | 0.926 | 0.008 |
|
| 23.86 | 23.88 | 22.85 | 25.47 | 0.85 | 3.58 | 0.92 | 0.009 |
|
| 21.6 | 21.64 | 20.03 | 24.14 | 1.17 | 5.38 | 0.919 | 0.01 |
|
| 21.98 | 21.98 | 21.21 | 22.92 | 0.48 | 2.18 | 0.905 | 0.013 |
|
| 21.5 | 21.56 | 19.61 | 24.28 | 1.31 | 6.07 | 0.887 | 0.018 |
|
| 23.35 | 23.39 | 21.69 | 25.6 | 1.2 | 5.11 | 0.858 | 0.029 |
|
| 23.35 | 23.71 | 20.28 | 33.38 | 3.22 | 13.6 | 0.83 | 0.041 |
|
| 25.54 | 25.56 | 24.46 | 26.86 | 0.82 | 3.2 | 0.824 | 0.044 |
|
| 21.43 | 21.46 | 19.81 | 23.24 | 0.8 | 3.72 | 0.761 | 0.079 |
|
| 22.86 | 22.87 | 21.98 | 24.3 | 0.52 | 2.28 | 0.742 | 0.092 |
|
| 25.31 | 25.32 | 24.18 | 26.41 | 0.68 | 2.68 | 0.741 | 0.092 |
|
| 20.11 | 20.11 | 19.32 | 20.72 | 0.46 | 2.3 | 0.634 | 0.176 |
|
| 25.17 | 25.19 | 24.19 | 26.21 | 0.64 | 2.53 | 0.602 | 0.206 |
|
| 18.01 | 18.03 | 16.75 | 19.27 | 0.78 | 4.35 | 0.513 | 0.296 |
SD: standard deviation; CV: coefficient of variance; r: correlation coefficient.
Comprehensive evaluation of stability of candidate reference genes.
| Gene | geNorm | NormFinder | BestKeeper | Geometric Mean | Combined Ranking |
|---|---|---|---|---|---|
|
| 3 | 1 | 1 | 1.44 | 1 |
|
| 1 | 2 | 5 | 2.15 | 2 |
|
| 1 | 4 | 6 | 2.88 | 3 |
|
| 4 | 3 | 3 | 3.3 | 4 |
|
| 2 | 5 | 8 | 4.31 | 5 |
|
| 8 | 6 | 2 | 4.58 | 6 |
|
| 5 | 7 | 7 | 6.26 | 7 |
|
| 7 | 9 | 4 | 6.32 | 8 |
|
| 6 | 8 | 10 | 7.83 | 9 |
|
| 9 | 10 | 9 | 9.32 | 10 |
|
| 10 | 12 | 11 | 10.97 | 11 |
|
| 11 | 13 | 12 | 11.97 | 12 |
|
| 12 | 14 | 13 | 12.97 | 13 |
|
| 14 | 11 | 16 | 13.51 | 14 |
|
| 13 | 18 | 14 | 14.85 | 15 |
|
| 15 | 15 | 15 | 15 | 16 |
|
| 16 | 16 | 17 | 16.33 | 17 |
|
| 17 | 17 | 18 | 17.33 | 18 |
|
| 18 | 19 | 19 | 18.66 | 19 |
Figure 4Relative expression of the SsuSND1 gene using various different reference genes for normalization in different tissues of S. superba.