| Literature DB >> 32193506 |
Daniele H Pinheiro1,2, Blair D Siegfried3.
Abstract
The pepper weevil, Anthonomus eugenii Cano (Coleoptera: Curculionidae), is the main insect pest of peppers (Capsicum spp.) throughout the southern U.S. and a potential target for novel control methods that may require gene expression analyses. Careful selection of adequate reference genes to normalize RT-qPCR data is an important prerequisite for gene expression studies since the expression stability of reference genes can be affected by the experimental conditions leading to biased or erroneous results. The lack of studies on validation of reference genes for RT-qPCR analysis in A. eugenii limits the investigation of gene expression, therefore it is needed a systematic selection of suitable reference genes for data normalization. In the present study, three programs (BestKeeper, geNorm and NormFinder) were used to analyze the expression stability of candidate reference genes (β-ACT, ArgK, EF1-α, GAPDH, RPL12, RPS23, α-TUB, 18S and 28S) in A. eugenii under different experimental conditions. Our results revealed that the most stably expressed reference genes in A. eugenii varied according to the experimental condition evaluated: developmental stages (EF1-α, 18S and RPL12), sex (RPS23 and RPL12), low temperature (GAPDH and α-TUB), high temperature (α-TUB and RPS23), all temperatures (α-TUB and GAPDH), starvation (RPL12 and α-TUB), and dsRNA exposure (α-TUB and RPL12). Our study provides for the first time valuable information on appropriate reference genes that can be used in the analysis of gene expression by RT-qPCR in biological experiments involving A. eugenii.Entities:
Mesh:
Year: 2020 PMID: 32193506 PMCID: PMC7081190 DOI: 10.1038/s41598-020-61739-z
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Primers for the candidate reference genes and RNAi target genes used in the RT-qPCR analyses.
| Gene | Acession number | Primer | Sequence 5′-3′ | Size (bp) | Eff. (%) | R2 |
|---|---|---|---|---|---|---|
| MH560343 | β-ACT-Ae-qp-F | GGCATCCTCACCCTGAAATA | 98 | 108.02 | 0.9938 | |
| β-ACT-Ae-qp-R | CGCAGCTCGTTGTAGAAGGT | |||||
| MK440119 | ArgK-Ae-qp-F | CCCAGACAAAGTGGAGGAAA | 113 | 103.92 | 0.9998 | |
| ArgK-Ae-qp-R | TCTCCACTCGTGTCAGATGC | |||||
| MK440120 | EF1-α-Ae-qp-F | TCTCCAAAAACGGACAGACC | 100 | 98.42 | 0.9998 | |
| EF1-α-Ae-qp-R | GGTTCAGTGGAATCCATTTTGT | |||||
| MH560346 | GAPDH-Ae-qp-F | GACTTTACCGACAGCCTTGG | 90 | 103.95 | 0.9976 | |
| GAPDH-Ae-qp-R | CCCTCTGGAAAGTTGTGGAG | |||||
| MK440124 | RPL12-Ae-qp-F | TGTGATTTTCAGCCCTTTCC | 80 | 101.66 | 0.9996 | |
| RPL12-Ae-qp-R | GCCCTTTAGGTCTGTCACCA | |||||
| MK440125 | RPS23-Ae-qp-F | TTCCTACCGAAACCTGCAAC | 97 | 102.25 | 0.9998 | |
| RPS23-Ae-qp-R | AGAACGGCAAGAAAATCACG | |||||
| MK440121 | α-TUB-Ae-qp-F | ACTGGTGTCCAACAGGTTTCA | 93 | 105.73 | 0.9999 | |
| α-TUB-Ae-qp-R | ACACGGCACGTTGTACCTTT | |||||
| MK434327 | 18S-Ae-qp-F | CGCTAGCTGGCATCGTTTAT | 117 | 91.95 | 0.9997 | |
| 18S-Ae-qp-R | ACGAACAGAAGCGAAAGCAT | |||||
| MK434925 | 28S-Ae-qp-F | TGCCATCTCCCACTTATGCT | 95 | 92.17 | 0.9956 | |
| 28S-Ae-qp-R | GGAAAAATTAGCGGGGAAAG | |||||
| MK440123 | RpII140-Ae-qp-F | ATAATCGAAGCGCACACTCC | 108 | 96.52 | 0.9694 | |
| RpII140-Ae-qp-R | CATGTCTCCCGATGATTTGA | |||||
| MK440122 | Prosα-2-Ae-qp-F | CGTTTTTGGAGAAAAGATACAGTG | 86 | 105.63 | 0.9776 | |
| Prosα-2-Ae-qp-R | CTCGAAGCTCTCCTTCAACG |
Figure 1Expression profiles of candidate reference genes in different experimental conditions. Box and whisker plot chart showing the range of Cq values for each candidate reference gene under different treatments, developmental stages (A), sex (B), low temperature (C), high temperature (D), all temperatures (E), starvation (F), dsRNA (G) and in all treatments (H). The upper and lower edges of the boxes indicate the 75th and 25th percentiles, respectively. Whiskers represent the minimum and maximum Cq values, the line and the x within the box marks indicate the median and mean, respectively. Small circles indicate the outliers.
Stability of candidate reference genes according to BestKeeper, geNorm and NormFinder.
| Experimental condition | Ranking | BestKeeper | geNorm | NormFinder | |||
|---|---|---|---|---|---|---|---|
| Gene | Coefficient correlation (r) | Gene | M value | Gene | Stability value | ||
| Developmental stages | 1 | 0.930 | 0.401 | 0.163 | |||
| 2 | 0.867 | 0.414 | 0.240 | ||||
| 3 | 0.823 | 0.441 | 0.313 | ||||
| 4 | 0.769 | 0.539 | 0.325 | ||||
| 5 | 0.759 | 0.584 | 0.349 | ||||
| 6 | 0.606 | 0.624 | 0.401 | ||||
| 7 | 0.514 | 0.686 | 0.411 | ||||
| 8 | 0.503 | 0.737 | 0.454 | ||||
| 9 | 0.426 | 0.875 | 0.786 | ||||
| Sex | 1 | 0.969 | 0.094 | 0.050 | |||
| 2 | 0.944 | 0.095 | 0.079 | ||||
| 3 | 0.917 | 0.097 | 0.134 | ||||
| 4 | 0.916 | 0.130 | 0.156 | ||||
| 5 | 0.915 | 0.198 | 0.183 | ||||
| 6 | 0.907 | 0.221 | 0.207 | ||||
| 7 | 0.820 | 0.236 | 0.215 | ||||
| 8 | 0.206 | 0.313 | 0.298 | ||||
| 9 | −0.160 | 0.409 | 0.430 | ||||
| Low temperature | 1 | 0.985 | 0.148 | 0.054 | |||
| 2 | 0.933 | 0.156 | 0.086 | ||||
| 3 | 0.930 | 0.159 | 0.107 | ||||
| 4 | 0.912 | 0.173 | 0.110 | ||||
| 5 | 0.888 | 0.190 | 0.117 | ||||
| 6 | 0.233 | 0.119 | |||||
| 7 | 0.832 | 0.267 | 0.157 | ||||
| 8 | 0.610 | 0.302 | 0.178 | ||||
| 9 | 0.578 | 0.331 | 0.212 | ||||
| High temperature | 1 | 0.949 | 0.249 | 0.122 | |||
| 2 | 0.943 | 0.251 | 0.149 | ||||
| 3 | 0.922 | 0.261 | 0.152 | ||||
| 4 | 0.837 | 0.276 | 0.174 | ||||
| 5 | 0.656 | 0.296 | 0.179 | ||||
| 6 | 0.551 | 0.317 | 0.189 | ||||
| 7 | 0.207 | 0.351 | 0.251 | ||||
| 8 | 0.076 | 0.391 | 0.307 | ||||
| 9 | −0.152 | 0.455 | 0.735 | ||||
| All temperatures | 1 | 0.917 | 0.235 | 0.101 | |||
| 2 | 0.907 | 0.256 | 0.111 | ||||
| 3 | 0.866 | 0.271 | 0.122 | ||||
| 4 | 0.816 | 0.315 | 0.205 | ||||
| 5 | 0.807 | 0.346 | 0.215 | ||||
| 6 | 0.522 | 0.369 | 0.225 | ||||
| 7 | 0.505 | 0.396 | 0.307 | ||||
| 8 | 0.326 | 0.446 | 0.310 | ||||
| 9 | −0.009 | 0.490 | 0.360 | ||||
| Starvation | 1 | 1.006 | 0.070 | 0.020 | |||
| 2 | 1.001 | 0.080 | 0.036 | ||||
| 3 | 0.999 | 0.090 | 0.041 | ||||
| 4 | 0.988 | 0.100 | 0.058 | ||||
| 5 | 0.979 | 0.114 | 0.070 | ||||
| 6 | 0.946 | 0.124 | 0.090 | ||||
| 7 | 0.936 | 0.143 | 0.117 | ||||
| 8 | 0.829 | 0.169 | 0.190 | ||||
| 9 | 0.281 | 0.220 | 0.270 | ||||
| dsRNA | 1 | 0.839 | 0.144 | 0.135 | |||
| 2 | 0.810 | 0.147 | 0.159 | ||||
| 3 | 0.794 | 0.169 | 0.188 | ||||
| 4 | 0.793 | 0.234 | 0.278 | ||||
| 5 | 0.774 | 0.251 | 0.279 | ||||
| 6 | 0.634 | 0.275 | 0.311 | ||||
| 7 | 0.485 | 0.324 | 0.325 | ||||
| 8 | 0.200 | 0.358 | 0.388 | ||||
| 9 | 0.144 | 0.403 | 0.624 | ||||
Figure 2Comprehensive stability ranking of candidate reference genes based on BestKeeper, geNorm and NormFinder results.
Figure 3Determination of the optimal number of reference genes for accurate normalization using pairwise variation (Vn/n + 1) analysis by geNorm.
Recommended reference genes according to the experimental condition.
| Experimental condition | Reference genes | ||
|---|---|---|---|
| Developmental stages | |||
| Sex | |||
| Low temperature | |||
| High temperature | |||
| All temperatures | |||
| Starvation | |||
| dsRNA | |||
Figure 4Relative expression of Prosα-2 and RpII140 genes using the recommended reference genes (α-TUB and RPL12) for normalization. Expression of target RNAi genes in insects injected with dsRNA (A,B) and insects fed on dsRNA (C,D). Data are expressed as mean ± standard deviation of error. Different letters indicate significant differences at P < 0.05 (One-way ANOVA followed by Tukey’s HSD test).
Primers used for dsRNA synthesis.
| Primer | Sequence 5′−3′ | Size (bp) |
|---|---|---|
| RpII140-Ae-ds-F | 334 | |
| RpII140-Ae-ds-R | ||
| Prosα-2-Ae-ds-F | 338 | |
| Prosα-2-Ae-ds-R |
Bold letters represent the T7 promoter sequence.