| Literature DB >> 28515453 |
Monika Kałużna1, Anita Kuras2, Joanna Puławska2.
Abstract
To study the expression of pathogenicity-related genes in Erwinia amylovora, seven candidate reference genes (ffh, glyA, gyrA, proC, pykA, recA, rpoB) were selected and validated with the following five different mathematic algorithms: geNorm, NormFinder, BestKeeper, the delta CT method and the RefFinder web-based tool. An overall comprehensive ranking output from each of the selected software programs revealed that proC and recA, followed by ffh and pykA, were the most stably expressed genes and can be recommended for the normalization of RT-qPCR data. A combination of the three reference genes, proC, recA and ffh, allowed for the accurate expression analysis of amsB and hrpN genes and the calculation of their fold change in E. amylovora after its infection of susceptible and resistant apple cultivars. To the best of our knowledge, this is the first study presenting a list of the most suitable reference genes for use in the relative quantification of target gene expression in E. amylovora in planta, selected on the basis of a multi-algorithm analysis.Entities:
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Year: 2017 PMID: 28515453 PMCID: PMC5435713 DOI: 10.1038/s41598-017-02078-4
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Primers for reference and pathogenicity related genes of Erwinia amylovora for expression studies with parameters obtained from RT-qPCR.
| Gene name | Primer sequence (5′-3′) | Amplicon length (bp) | Amplicon Tm (°C) | PCR efficiency (%) | Regression coefficient (r2) | Reference |
|---|---|---|---|---|---|---|
|
| Forward: GGTCGGGGTAGATTTTTGTCCTTC | 153 | 85–85.5 | 99.7 | 0.998 | This study |
| Reverse: ATCTCGTCCATCATCGCTTCATC | ||||||
|
| Forward: GCCTTCAGCATATTTGTTGGTCAG | 114 | 84 | 100.2 | 0.999 | This study |
| Reverse: CAGGAGAAAGTGCGTCAGGAAG | ||||||
|
| Forward: TTACCGGCGGCAGAAAACAG | 107 | 85.5 | 101.6 | 0.996 | This study |
| Reverse: CGCAGCGCCGGTATTATTG | ||||||
|
| Forward: TGCCGGCCACATCCTTCAG | 151 | 88 | 100.5 | 1.00 | This study |
| Reverse: GACCATAAACCCGCCACTAATCAG | ||||||
|
| Forward: CCATTCTCGGCGACCTCCAG | 127 | 85.5 | 96 | 0.999 | This study |
| Reverse: TCTTTGTTGCCTTCGCTTTTACCC | ||||||
|
| Forward: CGATGACAACAAGCAAAAAGCACT | 144 | 86.5 | 99.5 | 0.998 | This study |
| Reverse: GCGATATCCAGCGACAAAGAGC | ||||||
|
| Forward: AAGACTCTTCTCTGCGCGTA | 168 | 85.5 | 100.5 | 0.999 | This study |
| Reverse: CAGCTTCGAGGATCTGCAAC | ||||||
|
| Forward: GCGGTAATTTATAGGCTTTGTAGG | 85 | 81.5 | 104.9 | 0.996 | This study |
| Reverse: AAGTATTCTCTGTTCTGGCTGGAC | ||||||
|
| Forward: CCTGAGCGGGCCGGTGGACTAC | 146 | 86 | 95 | 0.998 | This study |
| Reverse: TCGCCCGATCGCCTTTATTGAC |
Figure 1Cq values (expression levels) for seven candidate reference genes in all samples tested. The box indicates the 25th and 75th percentiles and the whiskers caps represent the maximum and minimum values. A centre line across the boxes indicate the median.
Stability values and ranking order of seven candidate reference genes obtained of all analysed samples from Idared and Free Redstar based on results from geNorm, NormFinder, BestKeeper, Delta Ct and Comprehensive ranking.
| Ranking | Genorm | NormFinder | BestKeeper | Delta Ct | Comprehensive ranking | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| gene | M-value* | gene | Stability value* | gene | Std dev [ ± CP]* | gene | Average of st dev* | Gene | Geomean of ranking values (GM)* | |
| 1 |
| 0.550 |
| 0.077 |
| 0.46 |
| 0.55 |
| 1.41 |
| 2 |
| 0.558 |
| 0.091 |
| 0.48 |
| 0.56 |
| 2.06 |
| 3 |
| 0.561 |
| 0.094 |
| 0.49 |
| 0.57 |
| 2.63 |
| 4 |
| 0.603 |
| 0.104 |
| 0.50 |
| 0.60 |
| 2.63 |
| 5 |
| 0.631 |
| 0.123 |
| 0.57 |
| 0.63 |
| 5.23 |
| 6 |
| 0.661 |
| 0.135 |
| 0.59 |
| 0.66 |
| 5.73 |
| 7 |
| 0.747 |
| 0.163 |
| 0.67 |
| 0.75 |
| 7.00 |
*As lower value as more stable gene.
Figure 2Optimal number of reference genes fo r accurate normalization calculated by geNorm analysis. Pairwise variation (Vn/Vn + 1) analysis is calculated between the normalization factors NFn and NFn+1 to determine the number of control genes required for accurate qRT-PCR normalization. 0.15 is proposed as a cut-off value, below which the inclusion of an additional reference gene is not required (Vandesompele et al.[30]).
Figure 3Relative expression of the amsB and hrpN genes in apple shoots, in two time points after inoculation (24 h and 6 days) in comparison to expression in pure bacterial culture, normalized with the most stable reference genes proC, recA and ffh selected based on different mathematical algorithms used in this study. The vertical bars represent standard error. The data that do not differ significantly from one another are marked with the same letter.