| Literature DB >> 27392023 |
Guiqing Liu1, Xuehong Qiu1, Li Cao1, Yi Zhang1, Zubing Zhan1, Richou Han1.
Abstract
Reverse transcription quantitative real-time polymerase chain reaction (RT-qPCR) is the sensitive method to quantify the expression levels of target genes on the basis of endogenous control. An appropriate reference gene set for normalization is essential for reliable results. The ghost moth, Thitarodes armoricanus, a host species of a medicinal fungus, Ophiocordyceps sinensis, is an economically important member of the Lepidoptera. Recent studies have focused on the mechanism of adaptation of this species to its high-altitude environment and host immune response to O. sinensis infection and RT-qPCR is commonly used in these studies to decipher the genetic basis of physiological functions. However, a thorough assessment of candidate reference genes in the genus Thitarodes is lacking. Here, the expression levels of eight candidate reference genes (ACT, EF, EIF4A, GAPDH, G6PDH, RPL13A, TUB and 18S) in T. armoricanus at different developmental stages and in different body parts of the seventh instar larvae were analyzed, along with larvae kept under low temperatures, larvae exposed to two fungal infections and larvae fed different diets. Three established software programs-Bestkeeper, geNorm and NormFinder-were employed to calculate variation among the treatments. The results revealed that the best-suited reference genes differed across the treatments, with EF, EIF4A and GAPDH found to be the best suited for the different developmental stages and larvae body parts; EF, EIF4A and RPL13A found to be the best suited for low-temperature challenge; and EF, EIF4A and TUB found to be the best suited for the fungal infections and dietary treatments. This study thus further contributes to the establishment of an accurate method for normalizing RT-qPCR results for T. armoricanus and serves as a reference for gene expression studies of related insect species.Entities:
Mesh:
Year: 2016 PMID: 27392023 PMCID: PMC4938418 DOI: 10.1371/journal.pone.0159060
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Details of the primers pairs used for RT-qPCR.
| Gene name (abbreviation) | Accession number | Primer Sequence (5’-3’) | Amplicon length (bp) | Tm (°C) | Efficiency (%) | R2 |
|---|---|---|---|---|---|---|
| Actin (ACT) | KU664390 | 192 | 59.80 | 85.1 | 0.990 | |
| Beta-1-tubulin (TUB) | KU664388 | 209 | 60.10 | 103.7 | 0.998 | |
| 18S ribosomal (18S) | JN036435 | 204 | 59.15 | 101.0 | 0.999 | |
| 60S ribosomal protein L13 a (RPL13A) | KU664391 | 236 | 59.10 | 105 | 0.993 | |
| Glyceraldehyde-3-phosphate dehydrogenase (GAPDH) | KU664394 | 207 | 59.02 | 87.2 | 0.990 | |
| Glucose-6-phosphate 1-dehydrogenase (G6PDH) | KU664393 | 237 | 59.15 | 102.5 | 0.990 | |
| Translation elongation factor 2 (EF) | KU664389 | 221 | 59.65 | 101.5 | 0.999 | |
| Translation initiation factor 4A transporter-like (EIF4A) | KU664392 | 188 | 59.20 | 101.9 | 1.000 | |
BestKeeper analysis for candidate reference genes based on quantification cycle values (Cq).
| ACT | EF | EIF4A | GAPDH | G6PDH | RPL13A | TUB | 18S | |
|---|---|---|---|---|---|---|---|---|
| Developmental stage | ||||||||
| N | 78 | 78 | 78 | 78 | 78 | 78 | 78 | 78 |
| Geometric Mean (Cq) | 19.38 | 18.98 | 19.97 | 20.71 | 23.62 | 18.31 | 18.79 | 8.02 |
| Standard Deviation (±Cq) | 0.39 | 0.83 | 0.99 | 1.00 | 0.77 | 0.97 | 0.73 | 0.23 |
| Coefficient of Determination | 0.086 | 0.794 | 0.899 | 0.821 | 0.681 | 0.691 | 0.729 | 0.052 |
| P value | 0.009 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.044 |
| Body parts | ||||||||
| N | 54 | 54 | 54 | 54 | 54 | 54 | 54 | 54 |
| Geometric Mean (Cq) | 19.22 | 17.78 | 18.69 | 19.25 | 23.17 | 17.92 | 18.79 | 8.29 |
| Standard Deviation (±Cq) | 0.49 | 0.40 | 0.82 | 0.79 | 0.67 | 0.33 | 0.99 | 0.40 |
| Coefficient of Determination | 0.280 | 0.857 | 0.834 | 0.781 | 0.073 | 0.106 | 0.667 | 0.094 |
| P value | 0.001 | 0.001 | 0.001 | 0.001 | 0.047 | 0.016 | 0.001 | 0.024 |
| Low temperature | ||||||||
| N | 27 | 27 | 27 | 27 | 27 | 27 | 27 | 27 |
| Geometric Mean (Cq) | 22.47 | 20.23 | 20.29 | 22.34 | 24.93 | 20.28 | 22.65 | 9.52 |
| Standard Deviation (±Cq) | 0.50 | 0.97 | 0.40 | 0.99 | 0.83 | 0.95 | 0.56 | 0.11 |
| Coefficient of Determination | 0.676 | 0.978 | 0.992 | 0.945 | 0.856 | 0.984 | 0.955 | 0.701 |
| P value | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 |
| Fungi infection | ||||||||
| N | 54 | 54 | 54 | 54 | 54 | 54 | 54 | 54 |
| Geometric Mean (Cq) | 20.62 | 19.40 | 19.81 | 21.63 | 23.90 | 19.31 | 19.35 | 8.62 |
| Standard Deviation (±Cq) | 0.96 | 0.57 | 0.32 | 0.83 | 0.29 | 0.72 | 0.66 | 0.37 |
| Coefficient of Determination | 0.637 | 0.740 | 0.096 | 0.819 | 0.118 | 0.085 | 0.714 | 0.587 |
| P value | 0.001 | 0.001 | 0.023 | 0.001 | 0.011 | 0.032 | 0.001 | 0.001 |
| Diets | ||||||||
| N | 54 | 54 | 54 | 54 | 54 | 54 | 54 | 54 |
| Geometric Mean (Cq) | 22.90 | 22.71 | 21.89 | 23.11 | 25.57 | 21.27 | 22.93 | 8.15 |
| Standard Deviation (±Cq) | 0.34 | 0.40 | 0.47 | 0.56 | 0.62 | 0.39 | 0.53 | 0.57 |
| Coefficient of Determination | 0.731 | 0.616 | 0.489 | 0.371 | 0.438 | 0.362 | 0.706 | 0.282 |
| P value | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 | 0.001 |
Fig 1Average expression stability values of candidate reference genes in different samples determined by geNorm analysis.
Fig 2Determination of the optimal number of reference genes for an accurate normalization by geNorm.
The pairwise variation (Vn/Vn+1) between two sequential normalization factors determines the optimal numbers of reference genes required for normalization. Pairwise variation values below 0.15 indicate that additional reference genes will not have a significant effect and should be excluded from the normalization.
Fig 3Average expression stability values of candidate reference genes in different samples determined by NormFinder analysis.
Ranking of candidate reference genes based on BestKeeper, geNorm and NormFinder analyses.
Candidates are listed from top to bottom in order of decreasing expression stability.
| Biotic conditions | Bestkeeper | geNorm | NormFinder |
|---|---|---|---|
| Developmental stage | EIF4A | EIF4A/GAPDH | EF |
| GAPDH | TUB | ||
| EF | TUB | G6PDH | |
| TUB | EF | EIF4A | |
| RPL13A | G6PDH | RPL13A | |
| G6PDH | RPL13A | GAPDH | |
| ACT | ACT | ACT | |
| 18S | 18S | 18S | |
| Body parts | EF | EIF4A/GAPDH | EF |
| EIF4A | ACT | ||
| GAPDH | EF | RPL13A | |
| TUB | ACT | GAPDH | |
| ACT | RPL13A | EIF4A | |
| RPL13A | G6PDH | G6PDH | |
| 18S | 18S | 18S | |
| G6PDH | TUB | TUB | |
| Low temperature | EIF4A | EF/ RPL13A | TUB |
| RPL13A | EIF4A | ||
| EF | GAPDH | G6PDH | |
| TUB | G6PDH | RPL13A | |
| GAPDH | TUB | ACT | |
| G6PDH | EIF4A | EF | |
| 18S | ACT | GAPDH | |
| ACT | 18S | 18S | |
| Fungi infection | GAPDH | G6PDH/18S | EF |
| EF | 18S | ||
| TUB | EIF4A | TUB | |
| ACT | EF | EIF4A | |
| 18S | TUB | G6PDH | |
| G6PDH | GAPDH | GAPDH | |
| EIF4A | ACT | RPL13A | |
| RPL13A | RPL13A | ACT | |
| Diets | ACT | EF/GAPDH | ACT |
| TUB | EF | ||
| EF | TUB | EIF4A | |
| EIF4A | EIF4A | TUB | |
| G6PDH | RPL13A | RPL13A | |
| GAPDH | ACT | GAPDH | |
| RPL13A | G6PDH | G6PDH | |
| 18S | 18S | 18S |
Ranking of candidate reference genes based on BestKeeper, geNorm and NormFinder analyses when 18S was removed.
Candidates are listed from top to bottom in order of decreasing expression stability.
| Biotic conditions | Bestkeeper | geNorm | NormFinder |
|---|---|---|---|
| Developmental stage | EF | EIF4A/GAPDH | EF |
| EIF4A | TUB | ||
| GAPDH | TUB | EIF4A | |
| TUB | EF | GAPDH | |
| G6PDH | G6PDH | RPL13A | |
| RPL13A | RPL13A | G6PDH | |
| ACT | ACT | ACT | |
| Body parts | EIF4A | EIF4A/GAPDH | EF |
| GAPDH | ACT | ||
| EF | EF | GAPDH | |
| TUB | ACT | EIF4A | |
| ACT | RPL13A | RPL13A | |
| G6PDH | G6PDH | G6PDH | |
| RPL13A | TUB | TUB | |
| Low temperature | EIF4A | EF/ RPL13A | TUB |
| RPL13A | EIF4A | ||
| EF | GAPDH | RPL13A | |
| TUB | G6PDH | G6PDH | |
| GAPDH | TUB | EF | |
| G6PDH | EIF4A | GAPDH | |
| ACT | ACT | ACT | |
| Fungi infection | GAPDH | EIF4A/G6PDH | EF |
| EF | TUB | ||
| TUB | EF | EIF4A | |
| ACT | TUB | GAPDH | |
| EIF4A | GAPDH | G6PDH | |
| RPL13A | ACT | RPL13A | |
| G6PDH | RPL13A | ACT | |
| Diets | TUB | EF/GAPDH | EF |
| EF | TUB | ||
| EIF4A | TUB | ACT/EIF4A | |
| GAPDH | EIF4A | ||
| ACT | RPL13A | GAPDH | |
| G6PDH | ACT | RPL13A | |
| RPL13A | G6PDH | G6PDH |