| Literature DB >> 29899556 |
Ana Érika Inácio Gomes1, Leonardo Prado Stuchi1, Nathália Maria Gonçalves Siqueira1, João Batista Henrique1, Renato Vicentini2, Marcelo Lima Ribeiro3, Michelle Darrieux1, Lúcio Fábio Caldas Ferraz4.
Abstract
For reliable results, Reverse Transcription Quantitative real-time Polymerase Chain Reaction (RT-qPCR) analyses depend on stably expressed reference genes for data normalization purposes. Klebsiella pneumoniae is an opportunistic Gram-negative bacterium that has become a serious threat worldwide. Unfortunately, there is no consensus for an ideal reference gene for RT-qPCR data normalization on K. pneumoniae. In this study, the expression profile of eleven candidate reference genes was assessed in K. pneumoniae cells submitted to various experimental conditions, and the expression stability of these candidate genes was evaluated using statistical algorithms BestKeeper, NormFinder, geNorm, Delta CT and RefFinder. The statistical analyses ranked recA, rho, proC and rpoD as the most suitable reference genes for accurate RT-qPCR data normalization in K. pneumoniae. The reliability of the proposed reference genes was validated by normalizing the relative expression of iron-regulated genes in K. pneumoniae cells submitted to iron-replete and iron-limited conditions. This work emphasizes that the stable expression of any potential reference candidate gene must be validated in each physiological condition or experimental treatment under study.Entities:
Mesh:
Year: 2018 PMID: 29899556 PMCID: PMC5998039 DOI: 10.1038/s41598-018-27420-2
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Selected candidate reference genes, their corresponding product name, primer sequences (annealing temperature of 60 °C), amplicon size in base pairs (bp), their respective PCR amplification efficiencies and the mean CT values(±standard deviation) assessed in K. pneumoniae cells submitted to various experimental conditions and at different phases of growth.
| Genes | Product Name | Forward and Reverse primer sequences (5′ > 3′) | Amplicon size | R2 | E (%) | Mean CT ± SD |
|---|---|---|---|---|---|---|
|
| Pyrroline-5-carboxylate reductase | GATTGCCGATATCGTCTTCG | 99 bp | 0.989 | 83.4 | 24.91 ± 0.62 |
|
| Glutamine synthetase | GAAGGCGGTAACAAAGGTCA | 97 bp | 0.988 | 98.2 | 23.79 ± 1.19 |
|
| DNA gyrase subunit A | GTGACCCGTCGTACGATTTT | 99 bp | 0.987 | 96.6 | 24.45 ± 1.10 |
|
| Recombinase A | TTAAACAGGCCGAATTCCAG | 99 bp | 0.989 | 92.1 | 22.40 ± 0.61 |
|
| RNA polymerase sigma factor RpoD | TCCGGTGCATATGATTGAGA | 105 bp | 0.989 | 87.5 | 25.05 ± 0.80 |
|
| Transcription termination factor Rho | AACTACGACAAGCCGGAAAA | 99 bp | 0.998 | 92.4 | 23.92 ± 0.90 |
|
| DNA-directed RNA polymerase subunit beta’ | TATTCTGGTTCCACGCAACA | 97 bp | 0.969 | 91.2 | 23.28 ± 0.88 |
|
| 16S ribosomal RNA | GACGATCCCTAGCTGGTCTG | 95 bp | 0.957 | 94.2 | 10.60 ± 0.55 |
|
| Leucyl/phenylalanyl-tRNA-protein transferase | CTGGATAACCAGCAGTATCGTTC | 106 bp | 0.994 | 84.1 | 38.83 ± 1.55 |
|
| Signal recognition particle protein | GCTAAGCCGGAAATCATCAA | 104 bp | 0.986 | 97.2 | 23.93 ± 1.39 |
|
| Tryptophanyl-tRNA synthetase II | GCCACTGTAAGGCGCTACTC | 100 bp | 0.992 | 87.1 | 29.14 ± 1.50 |
R2: Correlation coefficient; E: PCR efficiency (%); S.D.: standard deviation.
Expression stability ranking of the candidate reference genes according to BestKeeper, NormFinder and geNorm original softwares and the Delta CT and RefFinder analysis.
| Ranking | BestKeeper | NormFinder | GeNorm | Delta CT analysis | RefFinder analysis | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Gene |
| Gene | Stability Value | Gene | Gene | Average of STDEV | Gene | Geometric mean of ranking values | ||
| 1 |
| 0,849 ( |
| 0,296 ( |
| 0,44 |
| 0,92 |
| 1.78 |
| 2 |
| 0,816 ( |
| 0,328 ( |
| 0,44 |
| 0,92 |
| 2.99 |
| 3 |
| 0,814 ( |
| 0,423 ( |
| 0,49 |
| 1 |
| 3 |
| 4 |
| 0,739 ( |
| 0,515 ( |
| 0,6 |
| 1,01 |
| 3.13 |
| 5 |
| 0,712 ( |
| 0,535 ( |
| 0,67 |
| 1,02 |
| 3.31 |
| 6 |
| 0,687 ( |
| 0,614 ( |
| 0,78 |
| 1,06 |
| 4.28 |
| 7 |
| 0,66 ( |
| 0,674 ( |
| 0,86 |
| 1,08 |
| 6.19 |
| 8 |
| 0,541 ( |
| 0,76 ( |
| 0,92 |
| 1,12 |
| 7.74 |
| 9 |
| 0,42 ( |
| 0,776 ( |
| 0,99 |
| 1,31 |
| 9 |
Figure 1Optimal number of reference genes for normalization of RT-qPCR data indicated by geNorm analysis. GeNorm calculates the pairwise variation (Vn/Vn+1, V value) between the normalization factors NFn/NFn+1 to determine the minimum number of reference genes required for accurate normalization. Vandesompele and colleagues[7] suggest a cut-off threshold of 0.15, below which the inclusion of another reference gene is not required. The V4/5 value of 0.137 indicates that the inclusion of the fifth most stable reference gene (recA) would have no significant contribution to the accuracy of normalization.
Putative Fur boxes identified on the promotor region of genes related to iron-acquisition systems.
| Genes | Product Name | Putative FUR BOX | ||
|---|---|---|---|---|
| Locationa | Sequenceb | Scorec | ||
|
| Colicin I receptor and catecholate siderophore receptor | 242 bp | 21.80 | |
|
| Outer membrane receptor FepA | 48 bp | TG | 17.98 |
|
| Catecholate siderophore receptor Fiu | 107 bp | 16.17 | |
aLocation in base pairs (bp) upstream of the start codon. bNucleotides identical to the proposed Fur-binding consensus sequence[25] are underlined. cScore expressed in bits.
Figure 2Validation of the putative Fur boxes identified on the upstream region of the genes cirA, iroN and fiu by FURTA (A) and EMSA (B). In (A), Lac− indicates FURTA-negative phenotype, whereas Lac+ indicates FURTA-positive phenotype. All putative Fur boxes resulted on red E. coli H1717 colonies on MacConkey plates, which were interpreted as FURTA positive results. In (B), EMSA of the DNA fragments containing the putative Fur box of cirA, iroN, fiu and the negative control (DNA fragment without Fur box). Lanes 1, 2 and 3 contained 50 ηg of the respective DNA probes. The DNA probes were incubated with 500 ηM of His-Fur protein either in the presence of divalent cation (Lanes 2) or under divalent cation-free conditions by adding 2 mM EDTA (Lanes 3). Open arrowheads indicate the free DNA probes, while closed arrowheads indicate the mobility shift corresponding to the Fur/DNA complexes. Full-length gels are presented in Supplementary Fig. S3.
Figure 3Relative expression of the Fur-regulated genes cirA, iroN and fiu in K. pneumoniae cells submitted to iron-replete (FeSO4) and iron-limited (Dipyridyl) conditions. The expression data were normalized using ffh, rrsH, recA or rho as reference genes individually and with the geometric mean of recA + rho. Adjusted p-value are indicated as following: *p < 0.05, **p ≤ 0.01 and ***p ≤ 0.001. N.S.: non-significant p-value.