| Literature DB >> 31776359 |
Flávia C P Freitas1,2, Thiago S Depintor1, Lucas T Agostini3, Danielle Luna-Lucena1, Francis M F Nunes1,4, Márcia M G Bitondi3, Zilá L P Simões1,3, Anete P Lourenço5,6.
Abstract
Stingless bees are generalist pollinators distributed through the pantropical region. There is growing evidence that their wild populations are experiencing substantial decline in response to habitat degradation and pesticides. Policies for conservation of endangered species will benefit from studies focusing on genetic and molecular aspects of their development and behavior. The most common method for looking at gene expression is real-time quantitative polymerase chain reaction preceded by reverse transcription (RT-qPCR) of the mRNA of interest. This method requires the identification of reliable reference genes to correctly estimate fluctuations in transcript levels. To contribute to molecular studies on stingless bees, we used Frieseomelitta varia, Melipona quadrifasciata, and Scaptotrigona bipunctata species to test the expression stability of eight reference genes (act, ef1-α, gapdh, rpl32, rps5, rps18, tbp, and tbp-af) in RT-qPCR procedures in five physiological and experimental conditions (development, sex, tissues, bacteria injection, and pesticide exposure). In general, the rpl32, rps5 and rps18 ribosomal protein genes and tpb-af gene showed the highest stability, thus being identified as suitable reference genes for the three stingless bee species and defined conditions. Our results also emphasized the need to evaluate the stability of candidate genes for any designed experimental condition and stingless bee species.Entities:
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Year: 2019 PMID: 31776359 PMCID: PMC6881334 DOI: 10.1038/s41598-019-53544-0
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Primer sequences, amplicon sizes and GenBank (NCBI database) accession numbers of candidate reference genes used for qPCR experiments with samples of F. varia, M. quadrifasciata, and S. bipunctata.
| Gene | Accession number | Accession number | Accession number | Primer sequence (5′-3′) | Amplicon size (bp) |
|---|---|---|---|---|---|
| MN193732 | MN687953 | MN193747 | F: CAAAGCAGGATTTGCAGGAG R: TAAAACGCCCCTTTTGCTTT | 135 | |
| MN193733 | MN687951 | MN193744 | F: GACTGTCGAACGCAAGGAAG R: TCAACACACCGGTTTCAACA | 176 | |
| MN193734 | MN687952 | MN193745 | F: GTTCAGTGAGCGTGATCCAA R: CTTTGCACCACCTTCCAAAT | 124 | |
| MN193737 | MN687948 | MN193741 | F: CGTAGGCGTTTTAAGGGACA R: ACTCCGTGAGCAATCTCAGC | 173 | |
| MN193738 | MN687947 | MN193740 | F: TGTTGACAGGGGACAATCCT R: TGGCCTGATTTACTCGTCGT | 147 | |
| MN193739 | MN687946 | MN193746 | F: CGTGCTGGAGAATGTTCTGA R: ATTCGTTCCAAATCCTCACG | 179 | |
| MN193735 | MN687950 | MN193743 | F: CCCTCTTTTGCAACTCCACA R: GGATCTGCAGAAGCTGGTGT | 152 | |
| MN193736 | MN687949 | MN193742 | F: TGCTGGACAACCACTTTCTG R: GTGCGGCTAATGAAACCAAT | 143 |
Amplification efficiencies (E) and correlation coefficients (R2) obtained for primers used to amplify reference candidate genes in samples of F. varia, M. quadrifasciata and S. bipunctata. The annealing temperature was 60 °C for all primers and reactions.
| Gene | ||||||
|---|---|---|---|---|---|---|
| E (%) | R2 | E (%) | R2 | E (%) | R2 | |
| 115.0 | 0.700 | 112.7 | 0.700 | 160.4 | 0.924 | |
| 98.2 | 0.996 | 101.0 | 0.998 | 91.5 | 0.997 | |
| 97.0 | 0.997 | 95.2 | 0.997 | 90.2 | 0.996 | |
| 98.9 | 0.998 | 95.5 | 0.993 | 93.8 | 0.994 | |
| 96.1 | 1.000 | 100.3 | 0.996 | 109.8 | 0.992 | |
| 101.3 | 0.999 | 96.9 | 0.995 | 95.4 | 0.995 | |
| 312.3 | 0.994 | 218.9 | 0.880 | 257.9 | 0.774 | |
| 99.7 | 0.992 | 96.8 | 0.996 | 92.9 | 0.994 | |
Figure 1Expression levels (Cq value assessed by qPCR) of candidate reference genes across different experimental contexts using (A) Frieseomelitta varia, (B) Melipona quadrifasciata and (C) Scaptotrigona bipunctata. Box-plots show medians (horizontal lines), 25th to 75th percentiles (boxes), and interquartile ranges (whiskers). The dots indicate the outliers (replicated samples with Cq values above 50% of the interquartile ranges).
Ranking of six candidate reference genes for Frieseomelitta varia based on their expression stability according to analyses by geNorm, NormFinder, BestKeeper, and delta-Ct during development, between sexes, in tissues, and after bacterial injection and pesticide exposure.
| Condition | Reference Gene | geNorm | NormFinder | BestKeeper | delta-Ct | ||||
|---|---|---|---|---|---|---|---|---|---|
| Stability | Rank | Stability | Rank | Stability | Rank | Stability | Rank | ||
| Development | 0.506 | 5 | 0.851 | 5 | 1.489 | 6 | 0.98 | 5 | |
| 0.775 | 6 | 1.256 | 6 | 0.843 | 2 | 1.31 | 6 | ||
| 0.132 | 1 | 0.066 | 1 | 0.892 | 4 | 0.54 | 1 | ||
| 0.290 | 4 | 0.387 | 4 | 0.673 | 1 | 0.67 | 4 | ||
| 0.132 | 1 | 0.146 | 3 | 0.891 | 3 | 0.56 | 2 | ||
| 0.221 | 3 | 0.121 | 2 | 0.903 | 5 | 0.59 | 3 | ||
| Sex | 0.745 | 6 | 1.398 | 6 | 1.471 | 6 | 1.42 | 6 | |
| 0.309 | 4 | 0.447 | 4 | 0.491 | 2 | 0.71 | 4 | ||
| 0.120 | 3 | 0.065 | 3 | 0.548 | 4 | 0.53 | 3 | ||
| 0.085 | 1 | 0.043 | 1 | 0.563 | 5 | 0.50 | 1 | ||
| 0.409 | 5 | 0.715 | 5 | 0.375 | 1 | 0.81 | 5 | ||
| 0.085 | 1 | 0.043 | 2 | 0.545 | 3 | 0.50 | 2 | ||
| Tissues, organs and body parts | 1.153 | 6 | 1.389 | 6 | 2.892 | 5 | 1.56 | 6 | |
| 0.948 | 5 | 1.347 | 5 | 2.947 | 6 | 1.53 | 5 | ||
| 0.200 | 3 | 0.852 | 4 | 1.390 | 1 | 1.02 | 4 | ||
| 0.078 | 1 | 0.556 | 3 | 1.552 | 3 | 0.89 | 2 | ||
| 0.078 | 1 | 0.539 | 2 | 1.543 | 2 | 0.89 | 1 | ||
| 0.436 | 4 | 0.460 | 1 | 1.720 | 4 | 1.02 | 3 | ||
| Bacterial injection | 0.880 | 6 | 1.222 | 6 | 2.013 | 6 | 1.26 | 6 | |
| 0.688 | 5 | 0.945 | 5 | 1.910 | 5 | 1.09 | 5 | ||
| 0.084 | 1 | 0.542 | 2 | 0.843 | 3 | 0.72 | 2 | ||
| 0.117 | 3 | 0.649 | 4 | 0.789 | 1 | 0.77 | 4 | ||
| 0.084 | 1 | 0.555 | 3 | 0.887 | 2 | 0.72 | 1 | ||
| 0.279 | 4 | 0.213 | 1 | 1.148 | 4 | 0.72 | 3 | ||
| Pesticide exposure | 0.184 | 5 | 0.200 | 5 | 0.262 | 5 | 0.25 | 5 | |
| 0.217 | 6 | 0.260 | 6 | 0.334 | 6 | 0.28 | 6 | ||
| 0.102 | 3 | 0.168 | 4 | 0.105 | 2 | 0.21 | 4 | ||
| 0.065 | 1 | 0.141 | 3 | 0.078 | 1 | 0.19 | 2 | ||
| 0.120 | 4 | 0.108 | 2 | 0.186 | 4 | 0.20 | 3 | ||
| 0.065 | 1 | 0.043 | 1 | 0.115 | 3 | 0.17 | 1 | ||
Ranking of six candidate reference genes for Melipona quadrifasciata based on their expression stability according to analyses by geNorm, NormFinder, BestKeeper, and delta-Ct during development, between sexes, in tissues, and after bacterial injection and pesticide exposure.
| Condition | Reference Gene | geNorm | NormFinder | BestKeeper | delta-Ct | ||||
|---|---|---|---|---|---|---|---|---|---|
| Stability | Rank | Stability | Rank | Stability | Rank | Stability | Stability | ||
| Development | 1.043 | 6 | 1.74 | 6 | 0.861 | 5 | 1.80 | 6 | |
| 0.665 | 5 | 1.21 | 5 | 1.321 | 6 | 1.34 | 5 | ||
| 0.257 | 1 | 0.13 | 1 | 0.774 | 3 | 0.75 | 2 | ||
| 0.257 | 1 | 0.13 | 2 | 0.838 | 4 | 0.77 | 3 | ||
| 0.263 | 3 | 0.13 | 3 | 0.765 | 2 | 0.73 | 1 | ||
| 0.382 | 4 | 0.35 | 4 | 0.677 | 1 | 0.87 | 4 | ||
| Sex | 0.988 | 6 | 1.66 | 6 | 1.041 | 6 | 1.70 | 6 | |
| 0.629 | 5 | 0.97 | 5 | 0.759 | 5 | 1.14 | 5 | ||
| 0.145 | 1 | 0.07 | 2 | 0.696 | 3 | 0.70 | 1 | ||
| 0.200 | 3 | 0.08 | 3 | 0.655 | 1 | 0.74 | 3 | ||
| 0.145 | 1 | 0.07 | 1 | 0.683 | 2 | 0.70 | 2 | ||
| 0.444 | 4 | 0.70 | 4 | 0.701 | 4 | 0.94 | 4 | ||
| Tissues, organs and body parts | 0.994 | 5 | 1.05 | 4 | 4.250 | 5 | 1.29 | 4 | |
| 1.164 | 6 | 1.39 | 6 | 4.580 | 6 | 1.51 | 6 | ||
| 0.426 | 1 | 0.55 | 2 | 3.253 | 3 | 0.99 | 3 | ||
| 0.698 | 4 | 1.21 | 5 | 2.744 | 1 | 1.32 | 5 | ||
| 0.426 | 1 | 0.56 | 3 | 3.239 | 2 | 0.98 | 2 | ||
| 0.583 | 3 | 0.33 | 1 | 3.632 | 4 | 0.89 | 1 | ||
| Bacterial injection | 0.292 | 6 | 0.46 | 6 | 0.650 | 6 | 0.48 | 6 | |
| 0.197 | 5 | 0.19 | 5 | 0.638 | 5 | 0.31 | 5 | ||
| 0.094 | 3 | 0.18 | 4 | 0.465 | 2 | 0.26 | 4 | ||
| 0.131 | 4 | 0.13 | 3 | 0.453 | 1 | 0.25 | 3 | ||
| 0.042 | 1 | 0.13 | 2 | 0.485 | 3 | 0.22 | 1 | ||
| 0.042 | 1 | 0.12 | 1 | 0.497 | 4 | 0.23 | 2 | ||
| Pesticide exposure | 0.306 | 5 | 0.28 | 3 | 0.516 | 5 | 0.43 | 5 | |
| 0.416 | 6 | 0.62 | 6 | 0.686 | 6 | 0.64 | 6 | ||
| 0.117 | 1 | 0.22 | 2 | 0.214 | 2 | 0.34 | 2 | ||
| 0.140 | 3 | 0.32 | 5 | 0.237 | 3 | 0.39 | 4 | ||
| 0.117 | 1 | 0.30 | 4 | 0.186 | 1 | 0.37 | 3 | ||
| 0.203 | 4 | 0.11 | 1 | 0.338 | 4 | 0.32 | 1 | ||
Ranking of six candidate reference genes for Scaptotrigona bipunctata based on their expression stability according to analyses by geNorm, NormFinder, BestKeeper, and delta-Ct during development, between sexes, in tissues, and after bacterial injection and pesticide exposure.
| Condition | Reference Gene | geNorm | NormFinder | BestKeeper | delta-Ct | ||||
|---|---|---|---|---|---|---|---|---|---|
| Stability | Rank | Stability | Rank | Stability | Rank | Stability | Rank | ||
| Development | 0.485 | 5 | 0.718 | 5 | 1.295 | 6 | 0.84 | 5 | |
| 0.799 | 6 | 1.399 | 6 | 0.970 | 1 | 1.43 | 6 | ||
| 0.182 | 1 | 0.091 | 1 | 1.036 | 2 | 0.57 | 2 | ||
| 0.266 | 3 | 0.221 | 3 | 1.152 | 4 | 0.67 | 3 | ||
| 0.182 | 1 | 0.091 | 2 | 1.067 | 3 | 0.57 | 1 | ||
| 0.401 | 4 | 0.527 | 4 | 1.243 | 5 | 0.72 | 4 | ||
| Sex | 0.991 | 6 | 1.251 | 6 | 1.624 | 6 | 1.33 | 6 | |
| 0.643 | 4 | 0.643 | 4 | 1.002 | 4 | 0.97 | 4 | ||
| 0.228 | 1 | 0.343 | 3 | 0.575 | 1 | 0.80 | 2 | ||
| 0.819 | 5 | 1.212 | 5 | 0.715 | 3 | 1.28 | 5 | ||
| 0.228 | 1 | 0.114 | 1 | 0.713 | 2 | 0.73 | 1 | ||
| 0.534 | 3 | 0.267 | 2 | 1.076 | 5 | 0.83 | 3 | ||
| Tissues, organs and body parts | 1.223 | 6 | 1.561 | 6 | 3.106 | 6 | 1.69 | 6 | |
| 0.989 | 5 | 1.189 | 5 | 2.842 | 5 | 1.46 | 5 | ||
| 0.341 | 1 | 0.752 | 3 | 1.630 | 2 | 1.04 | 3 | ||
| 0.341 | 1 | 0.981 | 4 | 1.586 | 1 | 1.15 | 4 | ||
| 0.414 | 3 | 0.537 | 2 | 1.889 | 3 | 1.00 | 2 | ||
| 0.585 | 4 | 0.341 | 1 | 2.039 | 4 | 0.99 | 1 | ||
| Bacterial injection | 0.608 | 6 | 0.897 | 6 | 0.763 | 6 | 0.92 | 6 | |
| 0.243 | 4 | 0.151 | 4 | 0.487 | 5 | 0.51 | 4 | ||
| 0.055 | 1 | 0.027 | 2 | 0.279 | 1 | 0.43 | 2 | ||
| 0.450 | 5 | 0.884 | 5 | 0.343 | 3 | 0.91 | 5 | ||
| 0.055 | 1 | 0.027 | 1 | 0.286 | 2 | 0.42 | 1 | ||
| 0.166 | 3 | 0.107 | 3 | 0.380 | 4 | 0.46 | 3 | ||
| Pesticide exposure | 0.202 | 5 | 0.217 | 5 | 0.131 | 2 | 0.26 | 5 | |
| 0.229 | 6 | 0.251 | 6 | 0.202 | 6 | 0.28 | 6 | ||
| 0.096 | 3 | 0.197 | 4 | 0.197 | 5 | 0.23 | 4 | ||
| 0.094 | 1 | 0.062 | 1 | 0.170 | 4 | 0.18 | 1 | ||
| 0.141 | 4 | 0.112 | 2 | 0.054 | 1 | 0.21 | 3 | ||
| 0.094 | 1 | 0.141 | 3 | 0.163 | 3 | 0.20 | 2 | ||
Comprehensive ranking and best recommended pair of reference genes for accurate normalization of qPCR assays using samples of Meliponini bees under different experimental contexts. The comprehensive ranking is based on gene expression stability of each gene calculated by RefFinder using geNorm, NormFinder, BestKeeper and delta-Ct algorithms.
| Condition | Reference Gene | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Comprehensive Ranking | Most stable | Comprehensive Ranking | Most stable | Comprehensive Ranking | Most stable | |||||
| Stability | Rank | Stability | Rank | Stability | Rank | |||||
| Development | 5.23 | 6 | rpl32, rps18 | 5.73 | 6 | rpl32, rps18 | 5.23 | 6 | rpl32, rps18 | |
| 4.56 | 5 | 5.23 | 5 | 3.83 | 4 | |||||
| 1.41 | 1 | 1.57 | 1 | 1.41 | 1 | |||||
| 2.83 | 3 | 2.21 | 3 | 3.22 | 3 | |||||
| 2.06 | 2 | 2.06 | 2 | 1.57 | 2 | |||||
| 3.08 | 4 | 2.83 | 4 | 4.23 | 5 | |||||
| Sex | 6.00 | 6 | 6.00 | 6 | 6.00 | 6 | ||||
| 3.36 | 5 | 5.00 | 5 | 4.00 | 4 | |||||
| 3.22 | 3 | 1.32 | 1 | 1.57 | 2 | |||||
| 1.50 | 1 | 2.28 | 3 | 4.40 | 5 | |||||
| 3.34 | 4 | 1.68 | 2 | 1.19 | 1 | |||||
| 1.86 | 2 | 4.00 | 4 | 3.08 | 3 | |||||
| Tissues, organs and body parts | 5.73 | 6 | 4.47 | 5 | 6.00 | 6 | ||||
| 5.23 | 5 | 6.00 | 6 | 5.00 | 5 | |||||
| 2.63 | 3 | 2.06 | 3 | 2.06 | 3 | |||||
| 2.06 | 2 | 3.16 | 4 | 2.00 | 1 | |||||
| 1.41 | 1 | 1.86 | 1 | 2.45 | 4 | |||||
| 2.63 | 4 | 1.86 | 2 | 2.00 | 2 | |||||
| Bacterial injection | 6.00 | 6 | 6.00 | 6 | 6.00 | 6 | ||||
| 5.00 | 5 | 5.00 | 5 | 4.23 | 4 | |||||
| 1.86 | 2 | 3.13 | 4 | 1.41 | 2 | |||||
| 2.63 | 3 | 2.45 | 3 | 4.40 | 5 | |||||
| 1.57 | 1 | 1.57 | 1 | 1.19 | 1 | |||||
| 2.63 | 4 | 1.68 | 2 | 3.22 | 3 | |||||
| Pesticide exposure | 5.00 | 5 | 4.40 | 5 | 3.98 | 5 | ||||
| 6.00 | 6 | 6.00 | 6 | 6.00 | 6 | |||||
| 3.13 | 3 | 1.68 | 1 | 3.94 | 4 | |||||
| 1.57 | 2 | 3.66 | 4 | 1.41 | 1 | |||||
| 3.13 | 4 | 1.86 | 2 | 2.21 | 3 | |||||
| 1.32 | 1 | 2.00 | 3 | 2.06 | 2 | |||||
Figure 2Validation of selected genes in Frieseomelitta varia, Melipona quadrifasciata and Scaptotrigona bipunctata. (A) Relative expression of imd was analyzed using the six selected reference genes for qPCR normalization in bees injected with Escherichia coli versus non-injected ones (control, ct). The first and the second most stable reference genes established for at least one of the algorithms (geNorm, NormFinder, BestKeeper, and delta-Ct) are indicated by arrows. Asterisks indicate p < 0.05 (t-test). Bars represent the means and standard errors of three biological replicates. (B) Relative expression (log scale) of abaecin was analyzed using the six selected reference genes for qPCR normalization in bees infected with Escherichia coli (E. coli) versus non-infected ones (control, ct). Asterisks indicate p < 0.05 (t-test). Bars represent the means and standard errors of three biological replicates.