| Literature DB >> 24023904 |
Paola Romina Amable1, Marcus Vinicius Telles Teixeira, Rosana Bizon Vieira Carias, José Mauro Granjeiro, Radovan Borojevic.
Abstract
BACKGROUND: Quantitative real time polymerase chain reaction (qPCR) is an extremely powerful technique for monitoring gene expression. The quantity of the messenger ribonucleic acids (mRNA) of interest should be normalized using a reference gene, in order to avoid unreliable results originated by the obtained RNA quality and quantity, manipulation errors and inhibitory contaminants. A reference gene is any gene that is stably and consistently expressed under the conditions being studied. Completely false data can be generated if a reference gene is not chosen adequately.Entities:
Mesh:
Year: 2013 PMID: 24023904 PMCID: PMC3759474 DOI: 10.1371/journal.pone.0073792
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Putative reference genes chosen in this study.
| Gene | Name | Function | Amplicon (base pair) | RefSeq |
| ACTB | b-actin | Cell motility, structure, and integrity | 139 | NM_001101.3 |
| GAPDH | glyceraldehyde 3-phosphate dehydrogenase | Carbohydrate metabolism | 93 | NM_002046.4 andNM_001256799.1 |
| RPL13A | 60S ribosomal protein L13A | Component of the 60S subunit of ribosome | 81 | NM_012423.2 |
| B2M | beta-2 microglobulin | Associated to MHC I, antigen presentation | 81 | NM_004048.2 |
| HPRT1 | hypoxanthine phosphoribosyltransferase 1 | Purine nucleotides synthesis throughthe purine salvage pathway | 82 | NM_000194.2 |
Figure 1Cell culture morphology.
BM-MSC in media containing 10% FBS (a) and 10% PRP (e); AT-MSC in media containing 10% FBS (b) and 10% PRP (f); WJ- MSC in media containing 10% FBS (c) and 10% PRP (g); DH in media containing 10% FBS (d) and 10% PRP (h). Cells were monitored using an Eclipse TS-100 inverted microscope (Nikon) and photodocumentation was performed at 20× using an Opticam camera system.
BestKeeper results obtained for adipose tissue-derived mesenchymal stromal cells.
| AT-MSC (n = 8) | B2M | RPL13A | HPRT1 | GAPDH | ACTB | BK (n = 5) | BK (n = 4) |
| GM [Cq] | 24.58 | 22.86 | 31.57 | 23.47 | 24.11 | 25.14 | 25.40 |
| AM [Cq] | 24.59 | 22.87 | 31.57 | 23.47 | 24.31 | 15.15 | 25.40 |
| Min [Cq] | 23.89 | 22.37 | 30.54 | 23.07 | 19.63 | 24.30 | 25.05 |
| Max [Cq] | 25.15 | 23.28 | 32.29 | 23.73 | 31.14 | 26.51 | 25.67 |
| SD [± Cq] | 0.35 | 0.25 | 0.44 | 0.20 | 2.33 | 0.49 | 0.15 |
| CV [% Cq] | 1.43 | 1.10 | 1.38 | 0.83 | 9.60 | 1.94 | 0.58 |
| Min [x-fold] | −1.61 | −1.41 | −2.04 | −1.32 | −22.40 | ||
| Max [x-fold] | 1.48 | 1.34 | 1.66 | 1.20 | 130.70 | ||
| SD[± x-fold] | 1.28 | 1.19 | 1.35 | 1.15 | 5.04 |
The last column (BK, n = 4) shows the parameters obtained after combining all stably expressed genes (B2M, RPL13A, HPRT1 and GAPDH), so they can be use as a single normalization factor. n: number of samples; BK: BestKeeper; GM [Cq]: geometric mean of Cq; AM [Cq]: arithmetic mean of Cq; Min [Cq]: minimum value of Cq; Max [Cq]: maximum value of Cq; SD [± Cq]: standard deviation of the Cq; CV [% Cq]: coefficient of variation expressed as a percentage on the Cq level; Min [x-fold]: minimum value of expression levels expressed as an absolute x-fold; Max [x-fold]: maximum value of expression levels expressed as an absolute x-fold; SD [± x-fold]: standard deviation of the absolute regulation coefficients. SD value obtained for ACTB (2.33) is higher than cutoff (1.0), so ACTB was defined as an unstably expressed gene and therefore was not considered for BK (n = 4) calculations.
BestKeeper results obtained for Whartońs Jelly-derived mesenchymal stromal cells.
| WJ-MSC(n = 8) | B2M | RPL13A | HPRT1 | GAPDH | ACTB | BK (n = 5) |
| GM [Cq] | 23.94 | 22.76 | 26.92 | 23.65 | 24.22 | 24.26 |
| AM [Cq] | 23.95 | 22.76 | 26.94 | 23.67 | 24.23 | 24.27 |
| Min [Cq] | 23.02 | 21.78 | 25.69 | 22.43 | 22.48 | 23.27 |
| Max [Cq] | 24.91 | 23.28 | 28.66 | 25.13 | 25.22 | 25.15 |
| SD [± Cq] | 0.49 | 0.35 | 0.84 | 0.81 | 0.78 | 0.61 |
| CV [% Cq] | 2.04 | 1.52 | 3.11 | 3.42 | 3.23 | 2.53 |
| Min [x-fold] | −1.90 | −1.97 | −2.35 | −2.33 | −3.33 | |
| Max [x-fold] | 1.95 | 1.44 | 3.32 | 2.78 | 2.01 | |
| SD [± x-fold] | 1.40 | 1.27 | 1.79 | 1.75 | 1.72 |
n: number of samples; BK: BestKeeper; GM [Cq]: geometric mean of Cq; AM [Cq]: arithmetic mean of Cq; Min [Cq]: minimum value of Cq; Max [Cq]: maximum value of Cq; SD [± Cq]: standard deviation of the Cq; CV [% Cq]: coefficient of variation expressed as a percentage on the Cq level; Min [x-fold]: minimum value of expression levels expressed as an absolute x-fold; Max [x-fold]: maximum value of expression levels expressed as an absolute x-fold; SD [± x-fold]: standard deviation of the absolute regulation coefficients. No unstably expressed gene detected.
BestKeeper results obtained for bone marrow-derived mesenchymal stromal cells.
| BM-MSC (n = 8) | B2M | RPL13A | HPRT1 | GAPDH | ACTB | BK (n = 5) | BK (n = 3) |
| GM [Cq] | 24.98 | 22.51 | 28.95 | 23.57 | 24.79 | 24.87 | 25.34 |
| AM [Cq] | 24.99 | 22.52 | 28.96 | 23.60 | 24.86 | 24.88 | 25.35 |
| Min [Cq] | 24.10 | 22.04 | 27.07 | 21.35 | 23.06 | 23.88 | 24.35 |
| Max [Cq] | 25.80 | 23.52 | 30.17 | 24.91 | 29.32 | 26.30 | 26.00 |
| SD [± Cq] | 0.57 | 0.39 | 0.62 | 1.03 | 1.42 | 0.61 | 0.44 |
| CV [% Cq] | 2.27 | 1.75 | 2.15 | 4.34 | 5.70 | 2.47 | 1.72 |
| Min [x-fold] | −1.84 | −1.39 | −3.67 | −4.68 | −3.32 | ||
| Max [x-fold] | 1.77 | 2.01 | 2.33 | 2.52 | 23.00 | ||
| SD [± x-fold] | 1.48 | 1.31 | 1.54 | 2.04 | 2.67 |
The last column (BK, n = 3) shows the parameters obtained after combining all stably expressed genes (B2M, RPL13A and HPRT1), so they can be use as a single normalization factor. n: number of samples; BK: BestKeeper; GM [Cq]: geometric mean of Cq; AM [Cq]: arithmetic mean of Cq; Min [Cq]: minimum value of Cq; Max [Cq]: maximum value of Cq; SD [± Cq]: standard deviation of the Cq; CV [% Cq]: coefficient of variation expressed as a percentage on the Cq level; Min [x-fold]: minimum value of expression levels expressed as an absolute x-fold; Max [x-fold]: maximum value of expression levels expressed as an absolute x-fold; SD [± x-fold]: standard deviation of the absolute regulation coefficients. SD values obtained for ACTB (1.42) and GAPDH (1.03) are higher than cutoff (1.0), so both genes were defined as unstably expressed genes and therefore were not considered for BK (n = 3) calculations.
BestKeeper results obtained for dermal fibroblasts.
| DF (n = 8) | B2M | RPL13A | HPRT1 | GAPDH | ACTB | BK (n = 5) |
| GM [Cq] | 22.86 | 21.63 | 30.41 | 21.62 | 20.13 | 23.07 |
| AM [Cq] | 22.87 | 21.64 | 30.42 | 21.64 | 20.15 | 23.08 |
| Min [Cq] | 21.96 | 20.65 | 28.77 | 20.46 | 18.50 | 22.26 |
| Max [Cq] | 24.11 | 22.78 | 31.51 | 22.87 | 21.52 | 24.33 |
| SD [± Cq] | 0.59 | 0.66 | 0.71 | 0.78 | 0.80 | 0.48 |
| CV [% Cq] | 2.59 | 3.03 | 2.32 | 3.62 | 3.95 | 2.07 |
| Min [x-fold] | −1.86 | −1.97 | −3.10 | −2.24 | −3.08 | |
| Max [x-fold] | 2.39 | 2.23 | 2.15 | 2.37 | 2.63 | |
| SD [± x-fold] | 1.51 | 1.57 | 1.63 | 1.72 | 1.74 |
The last column (BK, n = 5) shows the parameters obtained after combining all stably expressed genes (B2M, RPL13A and HPRT1), so they can be use as a single normalization factor. n: number of samples; BK: BestKeeper; GM [Cq]: geometric mean of Cq; AM [Cq]: arithmetic mean of Cq; Min [Cq]: minimum value of Cq; Max [Cq]: maximum value of Cq; SD [± Cq]: standard deviation of the Cq; CV [% Cq]: coefficient of variation expressed as a percentage on the Cq level; Min [x-fold]: minimum value of expression levels expressed as an absolute x-fold; Max [x-fold]: maximum value of expression levels expressed as an absolute x-fold; SD [± x-fold]: standard deviation of the absolute regulation coefficients. No unstably expressed gene detected.
geNorm M stability values for all 4 cell types, considering stable expression throughout all 8 samples.
| DF | AT-MSC | BM-MSC | WJ-MSC | |
| B2M | 0.935 | 0.634 | 0.632 | 0.666 |
| RPL13A | 0.851 | 0.483 | 0.553 | 0.620 |
| HPRT1 | 0.605 | 0.430 | 0.470 | 0.601 |
| GAPDH | 0.648 | 0.451 | 0.516 | 0.595 |
| ACTB | 0.699 | 1.120 | 0.722 | 0.691 |
NormFinder stability results; higher stability values mean unstable expression under evaluated conditions.
| Gene name | Stability value | Standard error | |
| AT-MSC | B2M | 0.267 | 0.458 |
| RPL13A | 0.288 | 0.443 | |
| HPRT1 | 0.659 | 0.377 | |
| GAPDH | 0.297 | 0.437 | |
| ACTB | 3.396 | 0.911 | |
| WJ-MSC | B2M | 0.684 | 0.202 |
| RPL13A | 0.422 | 0.156 | |
| HPRT1 | 0.581 | 0.181 | |
| GAPDH | 0.201 | 0.162 | |
| ACTB | 0.461 | 0.161 | |
| BM-MSC | B2M | 3.592 | 0.985 |
| RPL13A | 0.337 | 0.895 | |
| HPRT1 | 0.337 | 0.895 | |
| GAPDH | 0.338 | 0.894 | |
| ACTB | 2.296 | 0.704 | |
| DF | B2M | 0.865 | 0.261 |
| RPL13A | 0.796 | 0.248 | |
| HPRT1 | 0.457 | 0.202 | |
| GAPDH | 0.593 | 0.214 | |
| ACTB | 0.575 | 0.212 |
Q-values (arithmetic mean and standard deviation) obtained after statistical pair wise comparisons.
| AT-MSC | WJ-MSC | BM-MSC | DF | |||||
| AM | SD | AM | SD | AM | SD | AM | SD | |
| B2M | 2.1 | 1.1 | 4.9 | 4.0 | 6.2 | 6.1 | 8.7 | 7.0 |
| RPL13A | 1.4 | 0.7 | 2.5 | 1.4 | 2.9 | 2.6 | 6.6 | 3.7 |
| HPRT1 | 3.0 | 1.6 | 4.7 | 3.1 | 2.4 | 2.1 | 1.2 | 0.9 |
| GAPDH | 2.6 | 1.0 | 7.9 | 5.1 | 10.8 | 4.4 | 4.2 | 2.4 |
| ACTB | 22.1 | 21 | 12.2 | 4.4 | 6.2 | 6.4 | 4.7 | 3.8 |
AM: arithmetic mean; SD: standard deviation.
Summary of results obtained for the different 4 evaluation methods.
| AT-MSC | WJ-MSC | BM-MSC | DF | |
| most stable | RPL13A | RPL13A | HPRT1 | HPRT1 |
| B2M | HPRT1 | RPL13A | GAPDH | |
| GAPDH | B2M | ACTB | ACTB | |
| HPRT1 | GAPDH | B2M | RPL13A | |
| less stable | ACTB | ACTB | GAPDH | B2M |