| Literature DB >> 35451185 |
Bartosz Pomierny1, Weronika Krzyzanowska1, Jakub Jurczyk1, Beata Strach2, Alicja Skorkowska1, Innesa Leonovich1, Bogusława Budziszewska1, Joanna Pera2.
Abstract
A proper reference gene (RG) is required to reliably measure mRNA levels in biological samples via quantitative reverse transcription PCR (RT-qPCR). Various experimental paradigms require specific and stable RGs. In studies using rodent models of brain ischaemia, a variety of genes, such as β-actin (Actb), hypoxanthine phosphoribosyltransferase 1 (Hprt1), peptidyl-propyl isomerase A (Ppia) and glyceraldehyde-3-phosphate dehydrogenase (Gapdh), are used as RGs. However, most of these genes have not been validated in specific experimental settings. The aim of this study was to evaluate the time- and brain region-dependent expression of RG candidates in a rat model of transient middle cerebral artery occlusion (tMCAO). The following genes were selected: Actb, Hprt1, Ppia, Gapdh, tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, zeta (Ywhaz) and beta-2 microglobulin (B2m). Focal cerebral ischaemia was induced by 90 min of tMCAO in male Sprague-Dawley rats. Expression was investigated at four time points (12 and 24 h; 3 and 7 days) and in three brain areas (the frontal cortex, hippocampus and dorsal striatum) within the ischaemic brain hemisphere. The RT-qPCR results were analysed using variance analysis and the ΔCt, GeNorm, NormFinder and BestKeeper methods. Data from these algorithms were ranked using the geometric mean of ranks of each analysis. Ppia, Hprt1 and Ywhaz were the most stable genes across the analysed brain areas and time points. B2m and Actb exhibited the greatest fluctuations, and the results for Gapdh were ambiguous.Entities:
Keywords: RT-PCR; brain ischaemia; reference genes; transient middle cerebral artery occlusion
Mesh:
Substances:
Year: 2022 PMID: 35451185 PMCID: PMC9097850 DOI: 10.1111/jcmm.17284
Source DB: PubMed Journal: J Cell Mol Med ISSN: 1582-1838 Impact factor: 5.295
Characteristics of studied candidates for RGs
| Gene symbol | Gene name | Function | Assay ID | Assay design | Amplicon length |
|---|---|---|---|---|---|
|
| Tyrosine 3‐monooxygenase/tryptophan 5‐monooxygenase activation protein, zeta | Belongs to the family of proteins mediating signal transduction by binding to phosphoserine‐containing proteins | Rn00755072_m1 | Probe spans exons | 104 |
|
| Peptidylprolyl isomerase A (cyclophilin A) | Enzyme carrying out the cis‐trans isomerization of proline imidic peptide bonds | Rn00690933_m1 | Probe spans exons | 149 |
|
| Glyceraldehyde‐3‐phosphate dehydrogenase | Enzyme participating in the glucose break down in the glycolysis pathway | Rn01462662_g1 | Probe spans exons | 90 |
|
| Hypoxanthine phosphoribosyl transferase 1 | Enzyme playing a central role in the generation of purine nucleotides | Rn01527840_m1 | Probe spans exons | 64 |
|
| Actin, beta | Cytoskeletal protein nvolved in cellular motility, structure, integrity and signalling | Rn00667869_m1 | Probe spans exons | 91 |
|
| Beta‐2 microglobulin | Component protein of MHC class I molecules | Rn00560865_m1 | Probe spans exons | 58 |
FIGURE 1GeNorm analysis showing the stability of RG candidates in the cerebral cortex (CX), in the hippocampus (HIP) and in the dorsal striatum (DS) at four time points after tMCAO: 12 and 24 h; 3 and 7 days
Stability ranking of candidate RGs in the ipsilateral cerebral cortex, hippocampus and dorsal striatum at four time points after tMCAO, 12 and 24 h; 3 and 7 days
| Rank | Comprehensive ranking | ΔCt | BestKeeper | NormFinder | GeNorm | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Gene | Geomean | Gene | Average SD | Gene | SD (±Ct) | Cv (%Ct) | r | Gene | S | Gene | M | ||
| Cerebral cortex—12 h | 1 |
| 1.00 |
| 0.45 |
| 0.69 | 2.50 | 0.967 |
| 0.151 |
| 0.262 |
| 2 |
| 2.00 |
| 0.46 |
| 0.68 | 2.81 | 0.961 |
| 0.181 |
| 0.262 | |
| 3 |
| 3.22 |
| 0.50 |
| 0.80 | 2.86 | 0.958 |
| 0.295 |
| 0.303 | |
| 4 |
| 3.72 |
| 0.51 |
| 0.50 | 2.19 | 0.921 |
| 0.300 |
| 0.341 | |
| 5 |
| 5.00 |
| 0.66 |
|
|
|
|
| 0.550 |
| 0.440 | |
| 6 |
| 6.00 |
| 0.82 |
| 1.05 | 4.41 | 0.877 |
| 0.753 |
| 0.567 | |
| Cerebral cortex—24 h | 1 |
| 1.32 |
| 0.55 |
| 0.54 | 1.98 | 0.894 |
| 0.224 |
| 0.252 |
| 2 |
| 2.38 |
| 0.57 |
| 0.58 | 2.50 | 0.830 |
| 0.284 |
| 0.252 | |
| 3 |
| 2.45 |
| 0.64 |
| 0.33 | 1.47 | 0.728 |
| 0.432 |
| 0.433 | |
| 4 |
| 3.50 |
| 0.69 |
| 0.32 | 1.23 | 0.650 |
| 0.501 |
| 0.497 | |
| 5 |
| 4.47 |
| 0.71 |
| 0.40 | 1.69 | 0.456 |
| 0.586 |
| 0.583 | |
| 6 |
| 6.00 |
| 0.83 |
| 0.42 | 1.88 | 0.001 |
| 0.738 |
| 0.666 | |
| Cerebral cortex—3 days | 1 |
| 1.32 |
| 0.65 |
| 0.98 | 4.46 | 0.974 |
| 0.109 |
| 0.372 |
| 2 |
| 1.68 |
| 0.69 |
| 0.92 | 3.62 | 0.934 |
| 0.367 |
| 0.372 | |
| 3 |
| 2.71 |
| 0.70 |
| 0.81 | 3.16 | 0.925 |
| 0.391 |
| 0.434 | |
| 4 |
| 4.47 |
| 0.80 |
| 0.63 | 2.90 | 0.745 |
| 0.541 |
| 0.584 | |
| 5 |
| 4.68 |
| 0.95 |
|
|
|
|
| 0.841 |
| 0.691 | |
| 6 |
| 6.00 |
| 1.03 |
|
|
|
|
| 0.945 |
| 0.804 | |
| Cerebral cortex—7 days | 1 |
| 1.00 |
| 0.65 |
| 0.37 | 1.54 | 0.873 |
| 0.221 |
| 0.477 |
| 2 |
| 2.63 |
| 0.76 |
| 0.66 | 3.28 | 0.851 |
| 0.365 |
| 0.477 | |
| 3 |
| 3.08 |
| 0.81 |
| 0.42 | 2.06 | 0.714 |
| 0.463 |
| 0.509 | |
| 4 |
| 3.36 |
| 0.81 |
| 0.49 | 2.09 | 0.496 |
| 0.603 |
| 0.599 | |
| 5 |
| 4.40 |
| 0.85 |
| 0.47 | 2.25 | 0.338 |
| 0.665 |
| 0.656 | |
| 6 |
| 6.00 |
| 1.25 |
|
|
|
|
| 1.179 |
| 0.855 | |
| Hippocampus—12 h | 1 |
| 1.19 |
| 0.25 |
| 0.28 | 1.42 | 0.933 |
| 0.076 |
| 0.144 |
| 2 |
| 2.21 |
| 0.26 |
| 0.18 | 0.90 | 0.872 |
| 0.107 |
| 0.144 | |
| 3 |
| 2.28 |
| 0.27 |
| 0.20 | 1.02 | 0.856 |
| 0.156 |
| 0.182 | |
| 4 |
| 4.23 |
| 0.31 |
| 0.26 | 1.26 | 0.671 |
| 0.213 |
| 0.221 | |
| 5 |
| 4.73 |
| 0.35 |
| 0.17 | 0.78 | 0.495 |
| 0.292 |
| 0.254 | |
| 6 |
| 6.00 |
| 0.43 |
| 0.26 | 1.25 | 0.138 |
| 0.394 |
| 0.313 | |
| Hippocampus—24 h | 1 |
| 1.68 |
| 0.29 |
| 0.35 | 1.71 | 0.896 |
| 0.144 |
| 0.168 |
| 2 |
| 1.73 |
| 0.30 |
| 0.33 | 1.62 | 0.884 |
| 0.177 |
| 0.168 | |
| 3 |
| 2.06 |
| 0.31 |
| 0.26 | 1.25 | 0.857 |
| 0.194 |
| 0.254 | |
| 4 |
| 4.23 |
| 0.32 |
| 0.39 | 1.99 | 0.848 |
| 0.215 |
| 0.268 | |
| 5 |
| 4.73 |
| 0.36 |
| 0.34 | 1.67 | 0.844 |
| 0.301 |
| 0.289 | |
| 6 |
| 6.00 |
| 0.42 |
| 0.22 | 0.96 | 0.385 |
| 0.368 |
| 0.332 | |
| Hippocampus—3 days | 1 |
| 1.00 |
| 0.37 |
| 0.28 | 1.44 | 0.960 |
| 0.139 |
| 0.279 |
| 2 |
| 2.91 |
| 0.45 |
| 0.65 | 2.80 | 0.896 |
| 0.274 |
| 0.279 | |
| 3 |
| 2.99 |
| 0.45 |
| 0.45 | 2.15 | 0.893 |
| 0.277 |
| 0.325 | |
| 4 |
| 3.46 |
| 0.46 |
| 0.47 | 2.24 | 0.890 |
| 0.278 |
| 0.370 | |
| 5 |
| 3.97 |
| 0.54 |
| 0.36 | 1.73 | 0.778 |
| 0.464 |
| 0.405 | |
| 6 |
| 6.00 |
| 0.66 |
| 0.32 | 1.48 | 0.131 |
| 0.603 |
| 0.489 | |
| Hippocampus—7 days | 1 |
| 1.00 |
| 0.66 |
| 0.51 | 2.26 | 0.946 |
| 0.146 |
| 0.293 |
| 2 |
| 2.00 |
| 0.69 |
| 0.63 | 2.55 | 0.914 |
| 0.207 |
| 0.293 | |
| 3 |
| 3.00 |
| 0.84 |
| 0.82 | 3.58 | 0.826 |
| 0.557 |
| 0.459 | |
| 4 |
| 4.00 |
| 0.85 |
| 0.78 | 3.44 | 0.825 |
| 0.572 |
| 0.572 | |
| 5 |
| 5.23 |
| 1.10 |
| 0.68 | 3.17 | 0.501 |
| 0.954 |
| 0.746 | |
| 6 |
| 5.73 |
| 1.16 |
| 0.68 | 3.00 | 0.364 |
| 1.038 |
| 0.883 | |
| Dorsal Striatum—12 h | 1 |
| 1.32 |
| 0.81 |
| 0.28 | 1.10 | 0.809 |
| 0.206 |
| 0.406 |
| 2 |
| 1.68 |
| 0.90 |
| 0.58 | 2.56 | 0.722 |
| 0.377 |
| 0.406 | |
| 3 |
| 2.91 |
| 0.90 |
| 0.80 | 3.72 | 0.511 |
| 0.450 |
| 0.460 | |
| 4 |
| 4.23 |
| 1.00 |
| 0.52 | 2.28 | 0.553 |
| 0.623 |
| 0.550 | |
| 5 |
| 4.40 |
| 1.27 |
| 0.33 | 1.59 | 0.129 |
| 1.064 |
| 0.792 | |
| 6 |
| 4.73 |
| 1.71 |
|
|
|
|
| 1.602 |
| 1.097 | |
| Dorsal Striatum—24 h | 1 |
| 1.00 |
| 0.91 |
| 0.70 | 3.17 | 0.938 |
| 0.201 |
| 0.402 |
| 2 |
| 2.21 |
| 1.00 |
| 0.91 | 4.05 | 0.851 |
| 0.464 |
| 0.402 | |
| 3 |
| 2.71 |
| 1.04 |
| 0.56 | 2.23 | 0.832 |
| 0.525 |
| 0.632 | |
| 4 |
| 4.42 |
| 1.25 |
| 0.61 | 2.99 | 0.209 |
| 0.929 |
| 0.865 | |
| 5 |
| 5.00 |
| 1.46 |
|
|
|
|
| 1.273 |
| 1.040 | |
| 6 |
| 5.42 |
| 1.52 |
|
|
|
|
| 1.369 |
| 1.199 | |
| Dorsal Striatum—3 days | 1 |
| 1.32 |
| 0.72 |
| 0.68 | 3.41 | 0.897 |
| 0.389 |
| 0.286 |
| 2 |
| 2.00 |
| 0.73 |
| 0.92 | 3.76 | 0.897 |
| 0.483 |
| 0.286 | |
| 3 |
| 2.28 |
| 0.74 |
| 0.74 | 3.40 | 0.841 |
| 0.522 |
| 0.415 | |
| 4 |
| 4.23 |
| 0.78 |
| 0.49 | 2.41 | 0.836 |
| 0.529 |
| 0.626 | |
| 5 |
| 5.23 |
| 0.89 |
|
|
|
|
| 0.723 |
| 0.716 | |
| 6 |
| 5.42 |
| 0.99 |
|
|
|
|
| 0.834 |
| 0.809 | |
| Dorsal Striatum—7 days | 1 |
| 1.00 |
| 0.77 |
| 0.25 | 1.22 | 0.867 |
| 0.170 |
| 0.314 |
| 2 |
| 2.00 |
| 0.79 |
| 0.35 | 1.44 | 0.736 |
| 0.278 |
| 0.314 | |
| 3 |
| 3.00 |
| 0.89 |
| 0.34 | 1.56 | 0.184 |
| 0.709 |
| 0.364 | |
| 4 |
| 4.00 |
| 0.93 |
| 0.27 | 1.33 | 0.043 |
| 0.739 |
| 0.404 | |
| 5 |
| 5.23 |
| 1.12 |
|
|
|
|
| 0.761 |
| 0.725 | |
| 6 |
| 5.73 |
| 1.61 |
|
|
|
|
| 1.564 |
| 1.020 | |
The comprehensive ranking was calculated by geometric mean method of rank positions for each gene in each statistical method ‐ ΔCt, BestKeeper, NormFinder and GeNorm. According to this approach, Ppia was the most stable gene in the rat model of tMCAO (Ppia > Hprt1 > Ywhaz > Gapdh > Actb > B2m). In the ΔCt method the determinant of gene stability was the mean ± SD of the expression of the particular RG. Using this method, the following order of gene stability across all brain structures and time points after tMCAO was obtained: Ppia > Hprt1 > Ywhaz > Gapdh > Actb > B2m. BestKeeper analysis uses standard deviations (SDs), coefficients of variance (CVs), and Pearson correlation coefficients (rs) to rank analysed genes according to stability. In this analysis, the order of the genes according to stability was as following: Ywhaz > Ppia > Hprt1 > Gapdh > Actb > B2m. Because Actb had a high SD was classified as unstable and excluded in the analysis for the CX 12 h, DS 3 days and 7 days. For the same reasons, B2m was excluded from the analysis for the CX at 3 and 7 days and for the DS at all timepoints, and Gapdh was excluded from the analysis for the DS at 24 h after tMCAO. The NormFinder expresses the stability measure as the S. The lowest S denotes the most stable gene. The NormFinder analysis identified Ppia as the most stable gene across analysed brain structures and time points after reperfusion. However, in the DS at 3 days after tMCAO, Ppia, which had an S value of 0.834, was the least stable RG, and Gapdh, which had an S value of 0.389, was the most stable RG. The GeNorm algorithm is based on pairwise variation, provides a stability value M. Genes with M values higher than 1.0 are considered unstable. The M values reached this cut‐off in DS 12 and 24 h; 7 days for genes such as B2m, Actb, Gapdh. The algorithm is based on the identification of two genes that are the most conserved in expression in a specific experimental setup. In the next step, the values of the rest of the genes are calculated in relation to the pair of most stable genes. Thus, the ranked list always starts with the two most stable genes with identical M values and proceeds with more unstable genes with increasing M values. The GeNorm comprehensive ranked list of stability, which was based on the geometric mean of ranks of this analysis for a particular brain area and time point, was as follows: Ppia >Ywhaz > Hprt1 > Gapdh >B2m > Actb.
Bold values indicates statistical siginificance at p < 0.05