| Literature DB >> 34079474 |
Jiaoxin Xie1, Tinghui Liu2, Adel Khashaveh1, Chaoqun Yi1,2, Xiaoxu Liu1,2, Yongjun Zhang1.
Abstract
Reverse transcriptase-quantitative polymerase chain reaction (RT-qPCR) is an accurate and convenient technique for quantifying expression levels of the target genes. Selection of the appropriate reference gene is of the vital importance for RT-qPCR analysis. Hippodamia variegata is one of the most important predatory natural enemies of aphids. Recently, transcriptome and genome sequencings of H. variegata facilitate the gene functional studies. However, there has been rare investigation on the detection of stably expressed reference genes in H. variegata. In the current study, by using five analytical tools (Delta Ct, geNorm, NormFinder, BestKeeper, and RefFinder), eight candidate reference genes, namely, Actin, EF1α, RPL7, RPL18, RPS23, Tubulin-α, Tubulin-β, and TufA, were evaluated under four experimental conditions including developmental stages, tissues, temperatures, and diets. As a result, a specific set of reference genes were recommended for each experimental condition. These findings will help to improve the accuracy and reliability of RT-qPCR data, and lay a foundation for further exploration on the gene function of H. variegata.Entities:
Keywords: Hippodamia variegata; RT-qPCR analysis; abiotic conditions; biotic conditions; expression stability; reference gene
Year: 2021 PMID: 34079474 PMCID: PMC8165390 DOI: 10.3389/fphys.2021.669510
Source DB: PubMed Journal: Front Physiol ISSN: 1664-042X Impact factor: 4.566
Primers used for candidate reference genes.
| F: CGAAAGCAGAAGAGCATAG | 157 | 87.98 | 0.9851 | y = –3.6483x + 21.669 | ||
| R: TCAGTTAGAAGCACAGGAT | ||||||
| F: AGCCAACATTACCACTGA | 127 | 98.67 | 0.9995 | y = –3.3541x + 15.535 | ||
| R: GTATCCACGACGCAATTC | ||||||
| F: GGATATGCGAACCCTACATA | 110 | 92.63 | 0.9963 | y = –3.5122x + 16.941 | ||
| R: GGTGATTGGTATTCTCTGTC | ||||||
| F: TGACCATTTGTGCTTTGAA | 150 | 96.49 | 0.997 | y = –3.409x + 12.282 | ||
| R: ATTCTCTGGCGTTCCTAC | ||||||
| F: CCGTTGTGGTTTGATGTAT | 198 | 103.42 | 1 | y = –3.2427x + 21.289 | ||
| R: AATGAACTTCTGTGTTAAGGTT | ||||||
| F: GCATTGGTATGTTGGTGAA | 123 | 103.34 | 0.9936 | y = –3.2444x + 26.011 | ||
| R: GCTTCATTGTCAGTATCATCA | ||||||
| F: GTGGCTGTTTGTGATGTT | 103 | 92.1 | 0.9984 | y = –3.5269x + 19.33 | ||
| R: ACTGTTCGTGGATTCTTCT | ||||||
| F: TGCTGGATAGTATTGATGATTAC | 112 | 91.24 | 0.9996 | y = –3.5514x + 21.434 | ||
| R: ACCACAACAGTTCCTCTT |
FIGURE 1Ct-value of eight candidate reference genes under different experimental conditions. Numbers represent Ct-values.
FIGURE 2Expression stability of candidate reference genes under biotic and abiotic experimental conditions. (A) Development stages, (B) tissues, (C) biotic conditions, (D) temperatures, (E) diets, and (F) abiotic conditions. A lower Geomean value suggests stable expression.
Expression stability of eight candidate reference genes in Hippodamia variegata under different experimental conditions using five programs.
| Developmental stages | ||||||||||||
| 0.499 | 6 | 0.543 | 6 | 0.70 | 7 | 1.03 | 6 | 6.24 | 6 | |||
| 0.285 | 3 | 0.362 | 4 | 0.37 | 1 | 0.88 | 2 | 2.21 | 2 | |||
| 0.231 | 1 | 0.338 | 3 | 0.47 | 3 | 0.85 | 1 | 1.73 | 1 | |||
| 0.231 | 1 | 0.426 | 5 | 0.49 | 4 | 0.90 | 4 | 2.99 | 4 | |||
| 0.429 | 5 | 0.118 | 1 | 0.38 | 2 | 0.93 | 5 | 2.66 | 3 | |||
| 1.210 | 8 | 2.534 | 8 | 2.13 | 8 | 2.60 | 8 | 8.00 | 8 | |||
| 0.747 | 7 | 1.357 | 7 | 0.55 | 5 | 1.59 | 7 | 6.74 | 7 | |||
| 0.376 | 4 | 0.185 | 2 | 0.55 | 5 | 0.89 | 3 | 3.31 | 5 | |||
| Tissues | ||||||||||||
| 0.423 | 6 | 0.487 | 5 | 0.70 | 4 | 0.88 | 5 | 4.95 | 6 | |||
| 0.361 | 5 | 0.732 | 6 | 0.42 | 1 | 0.91 | 6 | 3.66 | 4 | |||
| 0.309 | 4 | 0.353 | 3 | 0.73 | 5 | 0.80 | 4 | 3.94 | 5 | |||
| 0.217 | 3 | 0.361 | 4 | 0.59 | 2 | 0.73 | 3 | 2.91 | 3 | |||
| 0.155 | 1 | 0.077 | 1 | 0.77 | 6 | 0.71 | 2 | 1.86 | 2 | |||
| 1.029 | 8 | 2.250 | 8 | 2.60 | 8 | 2.29 | 8 | 8.00 | 8 | |||
| 0.608 | 7 | 0.819 | 7 | 1.30 | 7 | 1.20 | 7 | 7.00 | 7 | |||
| 0.155 | 1 | 0.143 | 2 | 0.68 | 3 | 0.70 | 1 | 1.57 | 1 | |||
| Temperatures | ||||||||||||
| 0.711 | 8 | 1.590 | 8 | 1.08 | 8 | 1.61 | 8 | 8.00 | 8 | |||
| 0.11 | 1 | 0.071 | 1 | 0.04 | 1 | 0.49 | 1 | 1.00 | 1 | |||
| 0.285 | 5 | 0.334 | 6 | 0.31 | 5 | 0.59 | 6 | 5.73 | 6 | |||
| 0.211 | 3 | 0.260 | 5 | 0.21 | 4 | 0.53 | 3 | 3.66 | 4 | |||
| 0.411 | 7 | 0.765 | 7 | 0.37 | 7 | 0.86 | 7 | 7.00 | 7 | |||
| 0.309 | 6 | 0.104 | 2 | 0.31 | 5 | 0.57 | 5 | 4.16 | 5 | |||
| 0.11 | 1 | 0.224 | 4 | 0.06 | 2 | 0.53 | 3 | 2.38 | 2 | |||
| 0.249 | 4 | 0.104 | 2 | 0.17 | 3 | 0.50 | 2 | 2.91 | 3 | |||
| Diets | ||||||||||||
| 0.731 | 8 | 1.285 | 8 | 0.98 | 8 | 1.33 | 8 | 8.00 | 8 | |||
| 0.135 | 1 | 0.067 | 2 | 0.11 | 1 | 0.49 | 1 | 1.19 | 1 | |||
| 0.165 | 3 | 0.044 | 1 | 0.19 | 4 | 0.54 | 3 | 2.45 | 3 | |||
| 0.221 | 4 | 0.092 | 4 | 0.15 | 2 | 0.54 | 3 | 3.72 | 4 | |||
| 0.135 | 1 | 0.067 | 2 | 0.21 | 5 | 0.50 | 2 | 2.34 | 2 | |||
| 0.259 | 5 | 0.370 | 6 | 0.15 | 2 | 0.63 | 6 | 4.36 | 5 | |||
| 0.535 | 7 | 1.190 | 7 | 0.88 | 7 | 1.23 | 7 | 7.00 | 7 | |||
| 0.309 | 6 | 0.223 | 5 | 0.30 | 6 | 0.6 | 5 | 5.48 | 6 | |||
| Biotic conditions | ||||||||||||
| 0.492 | 6 | 0.372 | 5 | 0.69 | 6 | 1.13 | 6 | 5.73 | 6 | |||
| 0.303 | 3 | 0.461 | 6 | 0.43 | 1 | 1.01 | 5 | 3.08 | 5 | |||
| 0.277 | 1 | 0.336 | 4 | 0.57 | 3 | 0.97 | 3 | 2.45 | 2 | |||
| 0.277 | 1 | 0.292 | 3 | 0.54 | 2 | 0.96 | 1 | 1.57 | 1 | |||
| 0.408 | 5 | 0.169 | 1 | 0.57 | 3 | 1 | 4 | 2.99 | 3 | |||
| 1.381 | 8 | 3.232 | 8 | 2.58 | 8 | 3.28 | 8 | 8.00 | 8 | |||
| 0.748 | 7 | 1.467 | 7 | 1.13 | 7 | 1.73 | 7 | 7.00 | 7 | |||
| 0.371 | 4 | 0.169 | 1 | 0.60 | 5 | 0.96 | 1 | 2.99 | 3 | |||
| Abiotic conditions | ||||||||||||
| 1.114 | 8 | 1.783 | 8 | 1.46 | 8 | 1.88 | 8 | 8.00 | 8 | |||
| 0.188 | 1 | 0.094 | 1 | 0.12 | 1 | 0.76 | 1 | 1.00 | 1 | |||
| 0.242 | 3 | 0.130 | 2 | 0.25 | 3 | 0.82 | 4 | 2.91 | 3 | |||
| 0.188 | 1 | 0.213 | 4 | 0.18 | 2 | 0.79 | 2 | 2.00 | 2 | |||
| 0.351 | 5 | 0.485 | 5 | 0.26 | 4 | 0.91 | 5 | 4.73 | 5 | |||
| 0.859 | 7 | 1.276 | 6 | 1.37 | 7 | 1.50 | 7 | 6.74 | 7 | |||
| 0.577 | 6 | 1.353 | 7 | 0.64 | 6 | 1.45 | 6 | 6.24 | 6 | |||
| 0.278 | 4 | 0.131 | 3 | 0.28 | 5 | 0.80 | 3 | 3.66 | 4 | |||
FIGURE 3Optimal number of reference genes required for accurate normalization of gene expression by geNorm. Based on geNorm analysis, average pairwise variations were calculated between the normalization factors NFn and NFn + 1. Values <0.15 indicate that n + 1 genes were not required for the normalization of gene expression.
FIGURE 4Relative expression levels of Orco in different tissues. The relative mRNA expression levels of Orco were normalized to the most suited [(A). TufA and RPL23) and the least suited [(B). Tubulin-α and Tubulin-β) reference genes. Values are means ± SEM. Different letters indicate significant differences (P < 0.05, two-way ANOVA followed by Tukey’s HSD multiple comparison).