| Literature DB >> 27814359 |
Hongqiang An1, Qiankun Zhu1, Wei Pei1, Jing Fan1, Yi Liang1, Yihui Cui1, Nan Lv1, Wanjun Wang1.
Abstract
Dendrobium officinale Kimu et Migo has increased many researchers' interest for its high medical and horticultural values and the molecular mechanism of its protocorm development remains unclear. In this study, 19 genes from 26 most stably expressed genes in whole transcriptome of protocorms and 5 housekeeping genes were used as candidate reference genes and screened with 4 application softwares (geNorm, NormFinder, BestKeeper and RefFinder). The results showed that a few reference genes could effectively normalize expression level of specific genes in protocorm development and the optimal top 2 reference genes were ASS and APH1L. Meanwhile, validation of GNOM, AP2 and temperature induced gene (TIL) for normalization demonstrates the usefulness of the validated candidate reference genes. The expression profiles of these genes varied under protocorms and temperature stress according to the stablest and unstablest reference genes, which proved the importance of the choice of appropriate reference genes. The first systematic evaluation of stably expressed genes will be very useful in the future analysis of specific genes expression in D. officinale.Entities:
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Year: 2016 PMID: 27814359 PMCID: PMC5096709 DOI: 10.1371/journal.pone.0163478
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Primer sequences and amplicon characteristics of 31 tested genes and 2 Actin genes of D.officinale.
| No. | Unigene No. | Gene Symbol | Annotation | Primer pairs used for RT-qPCR (forward / reverse primer) | S-T (%) | Amplicon length (bp) | Amplicon Tm (°C) | R±SE | E±SE |
|---|---|---|---|---|---|---|---|---|---|
| 1 | T2-29401 | Probable gamma-aminobutyrate transaminase 3 | 0.71 | 151 | 83.95 | 0.9910±0.0060 | 1.9213±0.0425 | ||
| 2 | T2-34503 | Putative nuclear matrix constituent protein 1-like protein | 1.15 | 184 | 84.36 | 0.9987±0.0011 | 1.9687±0.0232 | ||
| 3 | T2-26423 | Protein MOS2 | 1.60 | 193 | 82.82 | 0.9987±0.0012 | 2.0030±0.0300 | ||
| 4 | T2-29783 | PAX-interacting protein 1 | 1.66 | 122 | 81.92 | 0.9984±0.0018 | 1.9470±0.0491 | ||
| 5 | T3-26893 | Histone deacetylase 5 | 1.69 | 90 | 83.08 | 0.9996±0.0002 | 1.9280±0.0375 | ||
| 6 | T1-28366 | ATP-dependent DNA helicase 2 subunit KU8 | 1.69 | 163 | 80.92 | 0.9985±0.0020 | 1.9767±0.0784 | ||
| 7 | T1-23605 | 60S ribosomal protein L30 | 1.90 | 249 | 85.05 | 0.9995±0.0002 | 1.9220±0.0165 | ||
| 8 | T3-27882 | Vesicle transport protein SFT2B | 2.26 | 187 | 82.37 | 0.9983±0.0024 | 1.9253±0.1204 | ||
| 9 | T2-34737 | Probable ubiquitin-conjugating enzyme E2 24 | 2.35 | 240 | 83.47 | 0.9971±0.0032 | 1.9573±0.0242 | ||
| 10 | T2-17479 | Uncharacterized protein At2g34160 | 2.53 | 246 | 84.52 | 0.9980±0.0018 | 1.9710±0.0550 | ||
| 11 | T3-12872 | Putative protein TPRXL | 2.53 | 104 | 85.34 | 0.9990±0.0003 | 1.9593±0.0598 | ||
| 12 | T3-20348 | Cleavage and polyadenylation specificity factor subunit 5 | 2.55 | 152 | 81.37 | 0.9991±0.0013 | 2.0007±0.0317 | ||
| 13 | T3-17931 | Transcription initiation factor IIB | 2.60 | 231 | 82.96 | 0.9996±0.0002 | 1.9073±0.0129 | ||
| 14 | T2-29412 | Gamma-secretasesubunit APH1-like | 2.78 | 181 | 83.09 | 0.9972±0.0012 | 1.9220±0.0218 | ||
| 15 | T3-22550 | Luminal-binding protein 1 | 2.88 | 98 | 83.10 | 0.9973±0.0031 | 1.9513±0.0415 | ||
| 16 | T3-13226 | Trihelix transcription factor GT-3b | 2.90 | 140 | 85.94 | 0.9992±0.0013 | 1.9983±0.0595 | ||
| 17 | T3-11823 | unknown | 2.90 | 103 | 82.60 | 0.9986±0.0017 | 1.9723±0.0565 | ||
| 18 | T3-12831 | Uncharacterized protein GN = PGSC0003DMG400021318 | 3.01 | 135 | 81.83 | 0.9986±0.0018 | 1.9783±0.0530 | ||
| 19 | T1-29649 | Argininosuccinate synthase | 3.03 | 111 | 84.32 | 0.9990±0.0007 | 1.9493±0.0339 | ||
| 20 | T1-22498 | T-complex protein 1 subunit gamma | 3.03 | 138 | 84.01 | 0.9993±0.0006 | 2.0050±0.0408 | ||
| 21 | T3-23608 | Dihydrolipoyl dehydrogenase | 3.08 | 188 | 81.85 | 0.9993±0.0006 | 1.9770±0.0757 | ||
| 22 | T2-21987 | Thioredoxin-like 2 | 3.16 | 127 | 82.56 | 0.9943±0.0052 | 1.9050±0.0303 | ||
| 23 | T1-23457 | Pre-mRNA-splicing factor CWC22 homolog | 3.35 | 127 | 82.20 | 0.9980±0.0021 | 2.0090±0.0587 | ||
| 24 | T3-4203 | Phosducin-like protein 3 | 3.36 | 119 | 84.02 | 0.9991±0.0003 | 1.9537±0.0850 | ||
| 25 | T3-24436 | Probable beta-1,3-galactosyltransferase 20 | 3.45 | 105 | 83.29 | 0.9984±0.0014 | 1.9437±0.0105 | ||
| 26 | T1-26066 | Ubiquitin carboxyl-terminal hydrolase 13 | 3.47 | 112 | 82.24 | 0.9991±0.0002 | 1.9333±0.0406 | ||
| 27 | T1-29860 | Tubulin beta-3 chain | 19.52 | 163 | 85.18 | 0.9801±0.0129 | 1.8890±0.0427 | ||
| 28 | / | Elongation factor-1α(EF-1α) | / | 150 | 85.48 | 0.9994±0.0004 | 1.9360±0.0070 | ||
| 29 | / | glyceraldehyde-3-phosphate dehydrogenase | / | 147 | 81.58 | 0.9983±0.0017 | 1.9260±0.0181 | ||
| 30 | T3-19020 | Actin | 127.68 | 211 | 85.23 | 0.9983±0.0006 | 1.9610±0.0170 | ||
| 31 | T2-31301 | SAND | 207.74 | 224 | 86.52 | 0.9993±0.0006 | 1.9650±0.0302 | ||
| 32 | T1-14202 | Actin-85C (Fragment) | 21.24 | 261 | 84.68 | 0.9987±0.0008 | 2.0467±0.0111 | ||
| 33 | T3-18105 | Actin-7 | 51.52 | 260 | 84.39 | 0.9988±0.0004 | 1.9553±0.0222 |
* Note
1. The RT-qPCR amplification efficiency (E) and correlation coefficients (R2) were determined with LinRegPCR software.
2. S-T was calculated by the formula: (RPKM-MAX—RPKM-MIN)/RPKM-AVERAGE*100. (RPKM represents Reads Per Kilobase Million in transcriptomic analysis.)
3. Amplicon Tm represents the temperature of 50% double-stranded DNA melted to single chain.
4. No.1-31 were tested genes, No.32 and No.33 were 2 members of Actin gene family for Validating the expression stability of housekeeping genes.
Fig 1RT-qPCR Ct values of CIRGs across all samples.
Lines across the boxes depict the medians. The box indicates the 25th and 75th percentiles, whisker represent the maximum and minimum values. (A) represents 19 CIRGs in all samples; (B) represents 3 members of Actin family used for evaluating the expression stability of housekeeping genes in protocorms.
Fig 2Average expression stability values (M) calculated by geNorm.
Expression stability and ranking of 19 CIRGs in (A) different development stages of protocorm, (B) different tissues, (C) both of protocorms and tissues, (D) stem parts, (E) temperature stressed, (F) PEG stressed.
Rank of 19 CIRGs calculated by NormFinder and BestKeeper.
| Rank | NortmFinder | BestKeeper | ||||
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| Protocorms | Tissues | Both | Protocorms | Tissues | Both | |
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Rank of the more stable 10 CIRGs by NormFinder and BestKeeper.
| Rank | NortmFinder | BestKeeper | ||||
|---|---|---|---|---|---|---|
| Stem parts | Temperature stress | PEG stress | Stem parts | Temperature stress | PEG stress | |
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Based on the coefficient of variance (CV) and the standard deviation (SD) of the Ct values [32,33], the results of BestKeeper analysis were also showed in Tables 2 and 3. It showed that APH1L, USP13 and T2-17479 had CV±SD values of 0.68±0.20, 1.44±0.37 and 1.23±0.34 in protocorms, tissues and both of protocorms and tissues, indicating they were the most stable genes. In stem parts, the most stable gene was the same as the both samples. While under abiotic stress of temperature and PEG, the most stable genes were Actin1 and GABAT3, with the lowest CV±SD values.
Fig 3Comprehensive ranking of CIRGs in all samples, according to their expression stability values as given by RefFinder based on geNorm, NormFinder, BestKeeper, and comparative delta-Ct methods.
A~F represents protocorms, tissues, both of protocorms and tissues, stem parts, temperature stress and PEG stress respectively.
Fig 4Determination of the optimal number of IRGs required for effective normalization.
Pairwise variations Vn/Vn+1 was analyzed between the normalization factors NFn and NFn+1 to determine the minimum number of IRG required for qPCR data normalization in various samples. (A) Pairwise variation of 19 CIRGs in protocorms, tissues and both of protocorms and tissues. (B) Pairwise variation of 10 CIRGs in stem parts, temperature (cold, room and heat) and PEG stressed plantlets.
Validation of expression stability of housekeeping genes.
| Gene | Rank | |||
|---|---|---|---|---|
| geNorm | NormFinder | BestKeeper | RefFinder | |
| 5 (0.284) | 9(0.140) | 6(0.291±0.993) | 7(7.14) | |
| 18 (0.514) | 15(0.201) | 19(0.640±2.677) | 19(19.00) | |
| 19 (0.546) | 19(0.228) | 21(0.786±2.719) | 20(20.25) | |
Fig 5Relative quantification of GNOM, AP2 and TIL expression using validated reference genes for normalization in protocorm and temperature stress.
(A, B) ASS was the stablest gene, ASS+APH1L was the best combination reference genes. TXNL2 was the unstablest gene. (C) T2-17479+PhLP3 was the best combination reference genes; T2-17479, PhLP3, GABAT3, TFIIB and ASS were the optimal 5 stablest IRGs; T2-17479, PhLP3, GABAT3, TFIIB, ASS and Actin1 were the 6 stablest IRGs. All these IRGs above were calculated by geNorm.