| Literature DB >> 27399679 |
Caihua Shi1, Fengshan Yang2, Xun Zhu3, Erxia Du4, Yuting Yang5, Shaoli Wang6, Qingjun Wu7, Youjun Zhang8.
Abstract
The soil insect Bradysia odoriphaga (Diptera: Sciaridae) causes substantial damage to Chinese chive. Suitable reference genes in B. odoriphaga (Bradysia odoriphaga) have yet to be identified for normalizing target gene expression among samples by quantitative real-time PCR (qRT-PCR). This study was focused on identifying the expression stability of 12 candidate housekeeping genes in B. odoriphaga under various experiment conditions. The final stability ranking of 12 housekeeping genes was obtained with RefFinder, and the most suitable number of reference genes was analyzed by GeNorm. The results revealed that the most appropriate sets of internal controls were RPS15, RPL18, and RPS18 across developmental phases; RPS15, RPL28, and GAPDH across temperatures; RPS15 and RPL18 across pesticide treatments; RSP5, RPS18, and SDHA across photoperiods; ACTb, RPS18, and RPS15 across diets; RPS13 and RPL28 across populations; and RPS15, ACTb, and RPS18 across all samples. The use of the most suitable reference genes versus an arbitrarily selected reference gene resulted in significant differences in the analysis of a target gene expression. HSP23 in B. odoriphaga was found to be up-regulated under low temperatures. These results will contribute to the standardization of qRT-PCR and will also be valuable for further research on gene function in B. odoriphaga.Entities:
Keywords: Bradysia odoriphaga; RefFinder; normalization; reference genes
Mesh:
Substances:
Year: 2016 PMID: 27399679 PMCID: PMC4964410 DOI: 10.3390/ijms17071034
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Figure 1Melting curve analysis of quantitative real-time PCR (qRT-PCR) amplification (using gene-specific primers) of 12 housekeeping gene and a target gene in B. odoriphaga: (A) ACTb; (B) EF1a; (C) GAPDH; (D) RPL18; (E) RPL28; (F) RPS15; (G) RPS18; (H) RSP5; (I) RPS13; (J) SDHA; (K) TUB; (L) UBCE; and (M) HSP23.
Features of the 12 housekeeping genes and one target gene in B. odoriphaga (Bradysia odoriphaga) samples.
| Gene Symbol | Gene Name | Forward Primer (5′→3′) | Reverse Primer (5′→3′) | Product Length (bp) | Efficiency (%) | |
|---|---|---|---|---|---|---|
| β-actin | CGCCCCCGAAGAAATTGTTG | GTCACGACCGGCAATGTCTA | 128 | 107.01 | 1.000 | |
| Elongation factor 1 alpha | TGCAACTGCACTGCGAAAAG | ACACTTTGCCCTACCGTCTG | 153 | 102.23 | 0.991 | |
| Glyceraldehyde-3-phosphate | GCTAGTGCCGGTGCTGAATA | GACGCCACAGACGAACATTG | 144 | 100.20 | 1.000 | |
| Ribosomal protein L18 | CCAACTGGCAAGGGAACTCT | AGCTACGTCTGCGACCTCTA | 160 | 101.26 | 0.998 | |
| Ribosomal protein L28 | CGTGCCCGACATTTTCATCA | GACCAAGCCACTGTAACGGA | 180 | 105.18 | 1.000 | |
| Ribosomal protein S15 | ATCGTGGCGTCGATTTGGAT | CTCATTTGGTGGGGCTTCCT | 164 | 101.03 | 0.997 | |
| Ribosomal protein S18 | AACGAGCTGGTGAATGTACCG | TGGACGACGTCAATTGTGTG | 144 | 101.84 | 0.999 | |
| Similar to ubiquity family member | TCTACCAAAGGCGCACACAT | CAACCGCAAATCCACACGTT | 116 | 103.85 | 1.000 | |
| Ribosomal protein S13 | AAGTACGTTTCGTCAGCGGT | GTTTGCGAATAGCGACAGCC | 117 | 97.35 | 0.999 | |
| Succinate dehydrogenase | TTGCCTGCTGAACAATTGGC | GTCGGTACGCCACCCATATT | 134 | 95.10 | 0.998 | |
| Alpha tubulin | ACAGTGCAAGGGCTTACAGG | GCTGTTGATACTCTGGGCGA | 159 | 101.80 | 1.000 | |
| Ubiquitin-conjugating enzyme | ACTACGGGCCGATTTAGCTG | CATTTGGTCGCTTCTCGCTG | 101 | 102.58 | 0.998 | |
| Small heat shock protein | GAGAGCTATGCATCGCGACA | GCATTCTGCGGGTCGATTTC | 140 | 106.86 | 0.997 |
The gene source was transcriptome data in all cases. * Regression coefficient obtained according to standard regression curve.
Figure 2Expression profiles of the 12 housekeeping genes in all specimens of B. odoriphaga as indicated by cycle threshold (Ct) values. Samples were from the assays with developmental stages, temperatures, populations, pesticides, diets, and photoperiods. Values are means ± SD.
Expression stability of the 12 candidate housekeeping genes in B. odoriphaga under various experimental conditions.
| Experimental Condition | Rank | Δ | BestKeeper | NormFinder | GeNorm | ||||
|---|---|---|---|---|---|---|---|---|---|
| Gene Name | Standard Value | Gene Name | Standard Value | Gene Name | Standard Value | Gene Name | Standard Value | ||
| Developmental stages | 1 | 1.460 | 0.559 | 0.455 | 0.429 | ||||
| 2 | 1.510 | 0.628 | 0.481 | ||||||
| 3 | 1.520 | 0.742 | 0.729 | 0.530 | |||||
| 4 | 1.530 | 0.745 | 0.757 | 0.626 | |||||
| 5 | 1.620 | 0.757 | 0.810 | 0.756 | |||||
| 6 | 1.620 | 0.824 | 0.927 | 0.908 | |||||
| 7 | 1.640 | 0.856 | 1.140 | 1.020 | |||||
| 8 | 1.710 | 0.970 | 1.221 | 1.080 | |||||
| 9 | 1.770 | 1.238 | 1.264 | 1.130 | |||||
| 10 | 1.950 | 1.652 | 1.273 | 1.259 | |||||
| 11 | 2.860 | 1.754 | 2.514 | 1.520 | |||||
| 12 | 3.990 | 3.942 | 3.870 | 1.931 | |||||
| Temperatures | 1 | 0.640 | 0.298 | 0.307 | 0.476 | ||||
| 2 | 0.680 | 0.432 | 0.397 | ||||||
| 3 | 0.690 | 0.457 | 0.415 | 0.521 | |||||
| 4 | 0.720 | 0.457 | 0.478 | 0.564 | |||||
| 5 | 0.750 | 0.468 | 0.515 | 0.581 | |||||
| 6 | 0.760 | 0.486 | 0.522 | 0.625 | |||||
| 7 | 0.770 | 0.498 | 0.544 | 0.654 | |||||
| 8 | 0.800 | 0.564 | 0.612 | 0.674 | |||||
| 9 | 0.830 | 0.585 | 0.645 | 0.696 | |||||
| 10 | 0.850 | 0.608 | 0.682 | 0.726 | |||||
| 11 | 0.860 | 0.712 | 0.683 | 0.748 | |||||
| 12 | 0.860 | 0.721 | 0.695 | 0.767 | |||||
| Pesticides | 1 | 0.550 | 0.277 | 0.297 | 0.300 | ||||
| 2 | 0.580 | 0.305 | 0.323 | ||||||
| 3 | 0.580 | 0.402 | 0.356 | 0.351 | |||||
| 4 | 0.600 | 0.496 | 0.373 | 0.387 | |||||
| 5 | 0.610 | 0.506 | 0.385 | 0.413 | |||||
| 6 | 0.620 | 0.511 | 0.387 | 0.438 | |||||
| 7 | 0.630 | 0.518 | 0.424 | 0.470 | |||||
| 8 | 0.670 | 0.585 | 0.471 | 0.492 | |||||
| 9 | 0.670 | 0.632 | 0.536 | 0.535 | |||||
| 10 | 0.750 | 0.656 | 0.591 | 0.575 | |||||
| 11 | 0.830 | 0.684 | 0.704 | 0.622 | |||||
| 12 | 0.880 | 0.774 | 0.765 | 0.664 | |||||
| Photoperiods | 1 | 1.620 | 0.526 | 0.324 | 0.542 | ||||
| 2 | 1.680 | 0.700 | 0.363 | ||||||
| 3 | 1.720 | 0.967 | 0.442 | 0.580 | |||||
| 4 | 1.740 | 0.998 | 0.523 | 0.655 | |||||
| 5 | 1.760 | 1.035 | 0.849 | 0.746 | |||||
| 6 | 1.770 | 1.047 | 0.850 | 0.903 | |||||
| 7 | 1.780 | 1.212 | 0.899 | 1.009 | |||||
| 8 | 1.900 | 1.335 | 1.071 | 1.074 | |||||
| 9 | 2.040 | 1.592 | 1.337 | 1.225 | |||||
| 10 | 3.040 | 1.874 | 2.899 | 1.564 | |||||
| 11 | 3.090 | 2.075 | 2.956 | 1.778 | |||||
| 12 | 4.370 | 4.172 | 4.300 | 2.210 | |||||
| Diets | 1 | 0.850 | 0.596 | 0.333 | 0.470 | ||||
| 2 | 0.860 | 0.604 | 0.435 | ||||||
| 3 | 0.920 | 0.638 | 0.550 | 0.546 | |||||
| 4 | 0.960 | 0.665 | 0.621 | 0.613 | |||||
| 5 | 0.980 | 0.777 | 0.683 | 0.673 | |||||
| 6 | 1.020 | 0.803 | 0.728 | 0.719 | |||||
| 7 | 1.050 | 0.805 | 0.735 | 0.752 | |||||
| 8 | 1.060 | 0.864 | 0.801 | 0.825 | |||||
| 9 | 1.130 | 0.928 | 0.870 | 0.900 | |||||
| 10 | 1.160 | 0.956 | 0.920 | 0.945 | |||||
| 11 | 1.190 | 0.980 | 0.977 | 0.984 | |||||
| 12 | 1.340 | 1.056 | 1.154 | 1.042 | |||||
| Populations | 1 | 0.760 | 0.200 | 0.189 | 0.405 | ||||
| 2 | 0.770 | 0.214 | 0.247 | ||||||
| 3 | 0.770 | 0.366 | 0.324 | 0.430 | |||||
| 4 | 0.790 | 0.404 | 0.364 | 0.457 | |||||
| 5 | 0.810 | 0.406 | 0.445 | 0.498 | |||||
| 6 | 0.830 | 0.473 | 0.448 | 0.527 | |||||
| 7 | 0.860 | 0.474 | 0.525 | 0.551 | |||||
| 8 | 0.860 | 0.503 | 0.546 | 0.567 | |||||
| 9 | 0.960 | 0.517 | 0.604 | 0.625 | |||||
| 10 | 1.080 | 0.834 | 0.830 | 0.694 | |||||
| 11 | 1.550 | 0.937 | 1.472 | 0.829 | |||||
| 12 | 1.740 | 1.576 | 1.674 | 0.981 | |||||
| All samples | 1 | 1.630 | 0.744 | 0.565 | 0.893 | ||||
| 2 | 1.650 | 0.811 | 0.668 | ||||||
| 3 | 1.660 | 0.828 | 0.763 | 0.926 | |||||
| 4 | 1.670 | 0.917 | 0.768 | 0.968 | |||||
| 5 | 1.710 | 0.925 | 0.810 | 1.054 | |||||
| 6 | 1.730 | 1.039 | 0.826 | 1.095 | |||||
| 7 | 1.740 | 1.057 | 0.848 | 1.127 | |||||
| 8 | 1.760 | 1.069 | 0.868 | 1.171 | |||||
| 9 | 2.330 | 1.192 | 1.116 | 1.354 | |||||
| 10 | 2.990 | 2.125 | 2.623 | 1.620 | |||||
| 11 | 3.030 | 2.210 | 2.774 | 1.857 | |||||
| 12 | 3.320 | 2.274 | 3.062 | 2.101 | |||||
Figure 3The stability of the 12 housekeeping genes in B. odoriphaga based on the Geomean method of RefFinder and measured across: (A) developmental stages (from adult to pupa); (B) temperatures; (C) pesticides; (D) photoperiods; (E) diets; (F) B. odoriphaga populations; and (G) all samples. For (B–F), 4th-instar larvae were used.
Figure 4Pair-wise variation (Vn/Vn + 1) analysis of the number of candidate reference genes in B. odoriphaga. Pair-wise variation was analyzed by GeNorm software. A value <0.15 indicates that the normalization could not be dramatically changed by additional reference genes.
Recommended reference genes in B. odoriphaga under various experimental conditions.
| Experimental Condition | Reference Genes | ||
|---|---|---|---|
| Developmental stages | |||
| Temperatures | |||
| Pesticides | |||
| Photoperiods | |||
| Diets | |||
| Populations | |||
| All samples | |||
Figure 5Relative expression of a target gene, HSP23, was affected by three temperature treatments and standardized with different numbers, and kinds of reference genes. The expression level was separately normalized by: A (RPS15); B (RPS15 and RPL28); C (RPS15, RPL28 and GAPDH); or D (ACTb) reference genes. The reference genes were selected depending on the expression stability of the 12 housekeeping genes among the three temperature treatments. Values are means ± SD of three biology replications; the “*” means remarkable differences, * p < 0.05; ** p < 0.01; *** p < 0.001.