| Literature DB >> 30634896 |
Yang Song1, Yan Wang1, Dandan Guo1, Lan Jing2.
Abstract
BACKGROUND: Real-time RT-PCR has become a common and robust technique to detect and quantify low-abundance mRNA expression and is a prefered tool when examining fungal gene expression in infected host tissues. However, correct evaluation of gene expression data requires accurate and reliable normalization against a reference transcript. Thus, the identification of reference genes with stable expression during different conditions is of paramount importance. Here, we present a study where in vitro and in planta experiments were used to validate the expression stability of reference gene candidates of Puccinia helianthi Schw., an obligate pathogen that causes rust in sunflower (Helianthus annuus).Entities:
Keywords: Algorithms; Puccinia helianthi Schw.; RT-qPCR; Reference gene; Sunflower
Mesh:
Year: 2019 PMID: 30634896 PMCID: PMC6329156 DOI: 10.1186/s12870-019-1629-x
Source DB: PubMed Journal: BMC Plant Biol ISSN: 1471-2229 Impact factor: 4.215
Selected housekeeping genes for expression analysis
| Gene name | Gene symbol | Accession number | Function |
|---|---|---|---|
| Beta-actin |
| KU355755 | Cytoskeletal structural protein |
| Elongation factor 1 |
| KU355750 | Facilitate translational elongation |
| Elongation factor 2 |
| KU355753 | Facilitate translational elongation |
| Elongation factor 3 |
| KU355748 | Facilitate translational elongation |
| Ribosomal protein S24 |
| KU355746 | Catalyze protein synthesis |
| Ribosomal protein S5 |
| KU355749 | Catalyze protein synthesis |
| Alpha -tubulin |
| KU355754 | Cytoskeletal structural protein |
| Beta -tubulin |
| KU355745 | Cytoskeletal structural protein |
| Ubiquitin-conjugating enzyme |
| KU355747 | Ubiquitination reaction |
| E2 ubiquitin-conjugating enzyme |
| KU355752 | Ubiquitination reaction |
| Polyubiquitin |
| KU355751 | Ubiquitination reaction |
The primer sequences and amplification efficiency of candidate reference genes
| Gene symbol | Forward primer(5′~ 3′) | Reverse primer(5′~ 3′) | Tm (°C) | Amplicon size (bp) | Application efficiency (%) |
|---|---|---|---|---|---|
|
| TGGTTTGGAAGCATCCGGTA | TGTCGGAGATGCCCGAATAC | 56 | 134 | 94.7 |
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| CCTTCACCCCTCTGTACTGC | CCACATGTTTGGGCGGATTG | 56 | 113 | 86.5 |
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| TGGTCATCCGAACGACAAGG | GCCTAGGATGCCGTAAGGAC | 57 | 130 | 99.0 |
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| ATGTCTGCCGATGAAGCCAA | AAGTCGGACGAAGGCTTGAG | 57 | 132 | 98.1 |
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| TGCTTTCGCTGGAGTAGACG | CAGTTCATCCCGGTCCTACC | 56 | 107 | 97.8 |
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| GGCAAGTAGCGTGCGAATTT | GACACATGGGTGGAGACGAA | 56 | 149 | 98.9 |
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| GACACCAAGACAGACACAGGT | TCTTTGCTTTCAACCACACCC | 56 | 102 | 99.5 |
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| GCCAGAAAGAAGTTGCGACC | TTCTCCAGTTTGACTGGCCG | 56 | 141 | 101.7 |
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| GTGGTGACCAAAGACTGAGACA | CGACAGTCAGCCAACCTACC | 56 | 119 | 95.0 |
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| GTTCTAGCGGGGTTTGTGGA | TTGCAGAAAAGCCCATTCGC | 57 | 149 | 101.5 |
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| GGCAGAGGACCACAAAGTCA | GGGATGTACACCTGTGAGCC | 56 | 105 | 93.1 |
ACTB β-actin, EF1 Elongation factor 1, EF2 Elongation factor 2, EF3 Elongation factor 3, RPS24 Ribosomal protein S24, RPS5 Ribosomal protein S5, TUBA α-tubulin, TUBB β-tubulin, UBC Ubiquitin conjugating enzyme, UBCE2 E2 ubiquitin-conjugating enzyme, UBQ Polyubiquitin
Fig. 1Expression levels of candidate housekeeping genes in pathogen and infected leaves. Boxes represent lower and upper quartiles of cycle thresholds range with medians indicated, whisker caps represent maximum and minimum values. Hatched boxes correspond to pathogen samples (urediniospores and germinated spores) and white boxes to infected leaves samples (5, 10 and 15 d post inoculation)
Fig. 2Expression levels of seven housekeeping genes throughout the different development of P. helianthi. a Expression levels of seven genes at different stages of race 330 (interacting with variety Heidapian). b Expression levels of seven genes at different stages of race 737 (interacting with variety 7350). Genes were normalized to different reference genes. Error bars show the standard error calculated from three biological replicates
Expression stability measures (M) calculated by geNorm for six genes analyzed in urediospores and germinated spores
| Ranking order | Gene | Average expression stability M (a) | Pairwise variations V |
|---|---|---|---|
| 1 |
| 0.114 | |
| 1 |
| 0.114 | 0.098 |
| 2 |
| 0.237 | 0.122 |
| 3 |
| 0.373 | 0.142 |
| 4 |
| 0.517 | 0.173 |
| 5 |
| 0.706 |
aLower M values indicate higher expression stability
Expression stability measures (M) calculated by geNorm for six genes analyzed in infected leaves
| Ranking order | Gene | Average expression stability M | Pairwise variations V |
|---|---|---|---|
| 1 |
| 0.174 | |
| 1 |
| 0.174 | 0.102 |
| 2 |
| 0.263 | 0.158 |
| 3 |
| 0.454 | 0.106 |
| 4 |
| 0.507 | 0.118 |
| 5 |
| 0.588 |
BestKeeper analysis of reference gene expression stability in urediniospores and germinated spores
| Factors (a) | Gene | |||||
|---|---|---|---|---|---|---|
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| Geo mean [Ct] | 23.60 | 18.87 | 21.38 | 21.92 | 25.68 | 25.12 |
| Ar mean [Ct] | 23.61 | 18.88 | 21.39 | 21.93 | 25.72 | 25.14 |
| min [Ct] | 22.76 | 18.17 | 20.92 | 21.22 | 24.17 | 23.72 |
| max [Ct] | 24.99 | 19.44 | 22.15 | 22.55 | 27.31 | 26.37 |
| SD [Ct] | 0.77 | 0.54 | 0.45 | 0.61 | 1.52 | 0.83 |
| CV[% Ct] | 3.26 | 2.84 | 2.11 | 2.80 | 5.92 | 3.31 |
| Coeff. of corr.[r] | 0.92 | 0.99 | 0.93 | 1.00 | 0.99 | 0.88 |
| Coeff. of det.[r2] | 0.84 | 0.99 | 0.87 | 0.99 | 0.97 | 0.77 |
aGeo mean [Ct]: Geometric mean of Ct value; Ar mean [Ct]: Arithmetic mean of Ct value; SD [Ct]: Standard deviation of Ct value; CV [%Ct]: Coefficient of variation of Ct value; Coeff. of corr. [r]: Coefficient of correlation r; Coeff. of det. [r2]: Coefficient of determination r2 between the reference gene and BestKeeper. The same as below
BestKeeper analysis of reference gene expression stability in infected leaves
| Factors | Gene | |||||
|---|---|---|---|---|---|---|
|
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| |
| Geo mean [Ct] | 24.98 | 22.32 | 24.43 | 24.80 | 25.10 | 25.83 |
| Ar mean [Ct] | 24.99 | 22.32 | 24.44 | 24.80 | 25.18 | 25.84 |
| min [Ct] | 24.41 | 21.99 | 23.94 | 24.59 | 24.79 | 25.18 |
| max [Ct] | 25.69 | 22.48 | 25.30 | 25.03 | 25.57 | 26.97 |
| SD [Ct] | 0.35 | 0.17 | 0.43 | 0.16 | 0.20 | 0.63 |
| CV[% Ct] | 1.40 | 0.74 | 1.76 | 0.63 | 0.81 | 2.42 |
| Coeff. of corr.[r] | 0.72 | 0.79 | 0.98 | 0.08 | −0.56 | 0.89 |
| Coeff. of det.[r2] | 0.52 | 0.62 | 0.96 | 0.01 | 0.32 | 0.79 |
NormFinder analysis of reference gene expression stability in urediospores and germinated spores
| Ranking order | Gene | M values |
|---|---|---|
| 1 |
| 0.001 |
| 2 |
| 0.004 |
| 3 |
| 0.012 |
| 4 |
| 0.012 |
| 5 |
| 0.021 |
| 6 |
| 0.030 |
| Best combination of two genes | 0.002 |
NormFinder analysis of reference gene expression stability in infected leaves
| Ranking order | Gene | M values |
|---|---|---|
| 1 |
| 0.004 |
| 2 |
| 0.007 |
| 3 |
| 0.009 |
| 4 |
| 0.010 |
| 5 |
| 0.015 |
| 6 |
| 0.021 |
| Best combination of two genes | 0.005 |
Expression stability ranking of the six candidate reference genes expressed in urediospores and germinated spores
| Method | Ranking order (better-good-average) | |||||
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| 1 | 2 | 3 | 4 | 5 | 6 | |
| geNorm |
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| NormFinder |
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| BestKeeper |
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| Comprehensive Ranking |
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Expression stability ranking of the six candidate reference genes expressed in infected leaves
| Method | Ranking order (better-good-average) | |||||
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| 1 | 2 | 3 | 4 | 5 | 6 | |
| geNorm |
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| NormFinder |
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| BestKeeper |
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| Comprehensive Ranking |
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