| Literature DB >> 25431926 |
Lujun Zhang1, Siwen Liu2, Liang Zhang3, Hongmin You4, Rongzhong Huang5, Lin Sun6, Peng He7, Shigang Chen8, Hong Zhang9, Peng Xie10.
Abstract
Quantitative real-time reverse transcription polymerase chain reaction (RT-qPCR) is the most commonly-used technique to identify gene expression profiles. The selection of stably expressed reference genes is a prerequisite to properly evaluating gene expression. Here, the suitability of commonly-used reference genes in normalizing RT-qPCR assays of mRNA expression in cultured rat cortical neurons infected with Borna disease virus (BDV) was assessed. The expressions of eight commonly-used reference genes were comparatively analyzed in BDV-infected rat cortical neurons and non-infected control neurons mainly across 9 and 12 days post-infection. These reference genes were validated by RT-qPCR and separately ranked by four statistical algorithms: geNorm, NormFinder, BestKeeper and the comparative delta-Ct method. Then, the RankAggreg package was used to construct consensus rankings. ARBP was found to be the most stable internal control gene at Day 9, and ACTB at Day 12. As the assessment of the validity of the selected reference genes confirms the suitability of applying a combination of the two most stable references genes, combining the two most stable genes for normalization of RT-qPCR studies in BDV-infected rat cortical neurons is recommended at each time point. This study can contribute to improving BDV research by providing the means by which to obtain more reliable and accurate gene expression measurements.Entities:
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Year: 2014 PMID: 25431926 PMCID: PMC4284680 DOI: 10.3390/ijms151221825
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Figure 1Immunofluorescence analysis of neurons infected with Borna disease virus (BDV). (A) Purity of neurons on Day 7; (B) BDV P40 (Genscript, Nanjing, China) detected with a primary monoclonal antibody followed by a FITC-labeled secondary antibody (green, Goat anti Mouse) (Abcam, Cambridge, MA, USA). Neurons marked with chicken polyclonal MAP-2 (Abcam) followed by an Alexa Fluor 594-conjugated secondary antibody (red, goat anti chicken) (Abcam) at Days 3, 6, 9 and 12; and (C) Quantification of virus spread. On different days of the tissue culture, the percentages of BDVN-positive neurons were assessed.
Primers used for real-time PCR.
| Symbol | Accession | Name | Forward and Reverse Primer (5'-3') | Amplicon Size | Primer Efficiency | Cq Value (Average ± SD) | Reference a | Mean Relative Quantification b(9, 12 Days) |
|---|---|---|---|---|---|---|---|---|
|
| NM012583 | Hypoxanthine phosphoribosyl-transferase | CTCATGGACTGATTATGGACAGGACGCAGGTCAGCAAAGAACTTATAGCC | 123 | 93 | 23.36 ± 0.78 | [ | 0.83; 1.16 |
|
| NM013011 | Tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, zeta polypeptide | GATGAAGCCATTGCTGAACTTGGTCTCCTTGGGTATCCGATGTC | 117 | 100 | 19.04 ± 0.66 | [ | 0.78; 0.91 |
|
| NM001004198 | TATA box binding protein | TGGGATTGTACCACAGCTCCACTCATGATGACTGCAGCAAACC | 131 | 93 | 23.94 ± 0.65 | [ | 0.91; 1.25 |
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| NM173340 | Ribosomal protein L13A | GGATCCCTCCACCCTATGACACTGGTACTTCCACCCGACCTC | 132 | 94 | 18.67 ± 1.12 | [ | 0.99; 1.28 |
|
| NM017008 | Glyceraldehyde-3-phosphate dehydrogenase | CAACTCCCTCAAGATTGTCAGCAAGGCATGGACTGTGGTCATGA | 118 | 105 | 20.35 ± 0.67 | [ | 0.80; 0.78 |
|
| NM031144 | Beta-actin | CAGGGTGTGATGGTGGGTATGGAGTTGGTGACAATGCCGTGTTC | 115 | 103 | 17.88 ± 0.85 | [ | 1.00; 0.99 |
|
| NM017101 | peptidylprolylisomerase A | GTCAACCCCACCGTGTTCTTCATCCTTTCTCCCCAGTGCTCAG | 133 | 93 | 17.06 ± 0.82 | [ | 0.85; 0.97 |
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| NM022402 | Acidic ribosomal phosphoprotein P0 | TAGAGGGTGTCCGCAATGTGCAGTGGGAAGGTGTAGTCAGTC | 137 | 102 | 22.02 ± 0.62 | [ | 0.81; 0.73 |
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| NM012512 | Beta-2 microglobulin | CGAGACCGATGTATATGCTTGCGTCCAGATGATTCAGAGCTCCA | 114 | 92 | 18.16 ± 1.15 | [ | 2.51; 3.24 |
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| M11188 | 18s subunit ribosomal RNA | ACGGACCAGAGCGAAAGCATTGTCAATCCTGTCCGTGTCC | 310 | 107 | 18.07±0.76 | [ | 0.72; 0.69 |
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| NM001270630 | Brain-derived neurotrophic factor | ACAGTATTAGCGAGTGGGATTGGGTAGTTCGGCATT | 213 | 96 | 25.55 ± 0.30 | a | - |
|
| NM012497 | Aldolase C, fructose bisphosphate | ACCTGGAAGGGACTCTCCTCAAAGTCACCCCTGGGACAGCT | 141 | 103 | 20.86 ± 0.77 | [ | - |
a Primers were designed by our laboratory using Primer Premier 5 software; b mean fold change of each gene mRNA level (infected vs. non-infected) at 9 and 12 days; fold change = 2−[(Mean Cq) infected group − (Mean Cq) non-infected group].
Figure 2The average expression stability values (M) calculated by geNorm across the two points. Average expression stability measure (M) of eight reference genes at (A) Day 9, (C) Day 12, respectively, during stepwise exclusion of the least stable control gene. A lower M-value of the average expression stability indicates a more stable expression. Determination of the optimal number of control genes for normalization on the basis of a pair-wise variation (Vn/n + 1) analysis. Every bar represents a change in normalization accuracy when stepwise adding more endogenous controls according to ranking at (B) Day 9, (D) Day 12.
Ranking of reference genes by geNorm, NormFinder, BestKeeper and delta-Ct. Reference genes are ranked in two groups at each time point as follows: C + V = control group and infected group, n = number of independent determinations. Genes are ranked by their stability values calculated by the outputs of the four programs: geNorm, M-value; NormFinder, variability; BestKeeper, coefficient of correlation (r); delta-Ct, mean standard deviation.
| Genorm | 9 Days (C + V,
| 12 Days (C + V,
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| 1 |
| 0.2859 |
| 0.2159 |
| 2 |
| 0.2859 |
| 0.2159 |
| 3 |
| 0.3152 |
| 0.2617 |
| 4 |
| 0.3539 |
| 0.3249 |
| 5 |
| 0.3771 |
| 0.3529 |
| 6 |
| 0.3928 |
| 0.3645 |
| 7 |
| 0.4035 |
| 0.387 |
| 8 |
| 0.4103 |
| 0.537 |
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| 1 |
| 0.0565 |
| 0.0709 |
| 2 |
| 0.0627 |
| 0.1131 |
| 3 |
| 0.0713 |
| 0.1363 |
| 4 |
| 0.0796 |
| 0.1521 |
| 5 |
| 0.0815 |
| 0.1626 |
| 6 |
| 0.0821 |
| 0.1643 |
| 7 |
| 0.0873 |
| 0.199 |
| 8 |
| 0.1055 |
| 0.3008 |
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| 1 |
| 0.879 |
| 0.874 |
| 2 |
| 0.868 |
| 0.809 |
| 3 |
| 0.784 |
| 0.749 |
| 4 |
| 0.72 |
| 0.734 |
| 5 |
| 0.703 |
| 0.584 |
| 6 |
| 0.7 |
| 0.583 |
| 7 |
| 0.527 |
| 0.511 |
| 8 |
| 0.497 |
| 0.146 |
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| 1 |
| 0.34 |
| 0.42 |
| 2 |
| 0.4 |
| 0.45 |
| 3 |
| 0.4 |
| 0.45 |
| 4 |
| 0.41 |
| 0.46 |
| 5 |
| 0.41 |
| 0.49 |
| 6 |
| 0.42 |
| 0.5 |
| 7 |
| 0.42 |
| 0.52 |
| 8 |
| 0.43 |
| 1 |
Ranking of candidate reference genes by stability values.
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Relative gene expression ratios of BDNF and AldoC.
| Reference Genes at Day 12 |
|
|
|---|---|---|
| ( | ( | |
| 0.74 | 0.086 | |
| (0.002, | (0.612, | |
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| 1.37 | 1.95 |
| (0.075, | (0.873, |