| Literature DB >> 25122470 |
Mariana Ferreira Leal1, Paulo Santoro Belangero2, Carina Cohen2, Eduardo Antônio Figueiredo2, Leonor Casilla Loyola1, Alberto Castro Pochini2, Marília Cardoso Smith3, Carlos Vicente Andreoli2, Sintia Iole Belangero4, Benno Ejnisman2, Moises Cohen2.
Abstract
Shoulder instability is a common shoulder injury, and patients present with plastic deformation of the glenohumeral capsule. Gene expression analysis may be a useful tool for increasing the general understanding of capsule deformation, and reverse-transcription quantitative polymerase chain reaction (RT-qPCR) has become an effective method for such studies. Although RT-qPCR is highly sensitive and specific, it requires the use of suitable reference genes for data normalization to guarantee meaningful and reproducible results. In the present study, we evaluated the suitability of a set of reference genes using samples from the glenohumeral capsules of individuals with and without shoulder instability. We analyzed the expression of six commonly used reference genes (ACTB, B2M, GAPDH, HPRT1, TBP and TFRC) in the antero-inferior, antero-superior and posterior portions of the glenohumeral capsules of cases and controls. The stability of the candidate reference gene expression was determined using four software packages: NormFinder, geNorm, BestKeeper and DataAssist. Overall, HPRT1 was the best single reference gene, and HPRT1 and B2M composed the best pair of reference genes from different analysis groups, including simultaneous analysis of all tissue samples. GenEx software was used to identify the optimal number of reference genes to be used for normalization and demonstrated that the accumulated standard deviation resulting from the use of 2 reference genes was similar to that resulting from the use of 3 or more reference genes. To identify the optimal combination of reference genes, we evaluated the expression of COL1A1. Although the use of different reference gene combinations yielded variable normalized quantities, the relative quantities within sample groups were similar and confirmed that no obvious differences were observed when using 2, 3 or 4 reference genes. Consequently, the use of 2 stable reference genes for normalization, especially HPRT1 and B2M, is a reliable method for evaluating gene expression by RT-qPCR.Entities:
Mesh:
Year: 2014 PMID: 25122470 PMCID: PMC4133370 DOI: 10.1371/journal.pone.0105002
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Distribution of the clinical outcomes of shoulder instability patients and controls.
| Variable | Cases | Controls |
| Age at surgery, years (mean ± SD) | 28.42±6.21 | 30.35±14.36 |
| Gender (% of male) | 92.3% | 100% |
| Age of onset, years (mean ± SD) | 25.83±7.38 | |
| Duration of condition, years (mean ± SD) | 2.7±3.03 | |
| Duration of condition (% of >1 year) | 84.6% | |
| Number of injuries (% of >1 dislocation episode) | 69.2% |
Summary of six reference genes and a target gene.
| Gene symbol | Name | Accesion number | Assay | Gene function |
|
| Beta-actin | NM_001101.2 | 4352935E | Cytoskeletal structural protein |
|
| Beta-2-microglobulin | NM_004048.2 | 4333766T | Beta-chain of major histocompatibility complex class I molecules |
|
| Glyceraldehyde-3-phosphate dehydrogenase | NM_002046.3 | 4352934E | Oxidoreductase in glycolysis and gluconeogenesis |
|
| Hypoxanthine phosphoribosyl-transferase | NM_000194.1 | 4333768T | Purine synthesis in salvage pathway |
|
| TATA box binding protein | NM_003194.3 | 4333769T | RNA polymerase II, transcription factor |
|
| Transferrin receptor (CD71) | NM_003234.1 | 4333770T | Cellular iron ion homeostasis |
|
| Collagen, type I, alpha 1 | NM_000088.3 | Hs00164004_m1 | Extracellular matrix structural protein |
*TaqMan probes were purchased as assays-on-demand products for gene expression (Life Technologies, USA).
Figure 1RT-qPCR detection of the expression levels of six reference genes.
A lower cycle threshold value (Ct) indicates higher gene expression. AI: antero-inferior region of the glenohumeral capsule; AS: antero-superior region of the glenohumeral capsule; P: posterior region of the glenohumeral capsule.
Ranking of the candidate single reference genes by each software package used.
| NormFinder | geNorm | BestKeeper | DataAssist | ||||
| Stability value | Ranking | M value | Ranking | CV | Ranking | Score | Ranking |
| AI samples of cases | |||||||
| 0.193 |
| 0.419 |
| 4.59 |
| 0.782 |
|
| 0.350 |
| 0.419 |
| 5.55 |
| 0.814 |
|
| 0.414 |
| 0.488 |
| 5.57 |
| 0.8355 |
|
| 0.435 |
| 0.503 |
| 6.15 |
| 1.055 |
|
| 0.599 |
| 0.572 |
| 7.16 |
| 1.131 |
|
| 0.607 |
| 0.624 |
| 9.13 |
| 1.467 |
|
| AS samples of cases | |||||||
| 0.276 |
| 0.246 |
| 4.10 |
| 0.768 |
|
| 0.293 |
| 0.246 |
| 4.43 |
| 0.823 |
|
| 0.463 |
| 0.444 |
| 4.72 |
| 0.869 |
|
| 0.478 |
| 0.528 |
| 5.06 |
| 0.923 |
|
| 0.486 |
| 0.562 |
| 5.18 |
| 0.933 |
|
| 0.593 |
| 0.611 |
| 6.39 |
| 1.611 |
|
| P samples of cases | |||||||
| 0.179 |
| 0.337 |
| 4.41 |
| 0.861 |
|
| 0.468 |
| 0.337 |
| 5.39 |
| 0.987 |
|
| 0.520 |
| 0.359 |
| 5.91 |
| 1.087 |
|
| 0.521 |
| 0.488 |
| 6.76 |
| 1.101 |
|
| 0.610 |
| 0.619 |
| 7.70 |
| 1.193 |
|
| 0.933 |
| 0.752 |
| 7.88 |
| 1.462 |
|
| All samples of cases | |||||||
| 0.134 |
| 0.377 |
| 4.36 |
| 0.836 |
|
| 0.224 |
| 0.377 |
| 5.36 |
| 0.913 |
|
| 0.246 |
| 0.523 |
| 5.50 |
| 0.958 |
|
| 0.254 |
| 0.599 |
| 5.87 |
| 1.012 |
|
| 0.251 |
| 0.666 |
| 6.83 |
| 1.091 |
|
| 0.275 |
| 0.705 |
| 7.92 |
| 1.493 |
|
| AI samples of controls | |||||||
| 0.021 |
| 0.215 |
| 7.10 |
| 0.787 |
|
| 0.204 |
| 0.215 |
| 7.44 |
| 0.798 |
|
| 0.279 |
| 0.321 |
| 7.61 |
| 0.943 |
|
| 0.353 |
| 0.389 |
| 8.15 |
| 0.953 |
|
| 0.447 |
| 0.410 |
| 8.58 |
| 1.110 |
|
| 0.556 |
| 0.471 |
| 9.70 |
| 2.036 |
|
| AS samples of controls | |||||||
| 0.265 |
| 0.221 |
| 4.85 |
| 1.063 |
|
| 0.358 |
| 0.221 |
| 4.79 |
| 1.144 |
|
| 0.402 |
| 0.364 |
| 6.13 |
| 1.180 |
|
| 0.436 |
| 0.470 |
| 6.92 |
| 1.199 |
|
| 0.458 |
| 0.530 |
| 7.23 |
| 1.249 |
|
| 0.491 |
| 0.561 |
| 7.94 |
| 1.4613 |
|
| P samples of controls | |||||||
| 0.263 |
| 0.617 |
| 3.85 |
| 1.301 |
|
| 0.303 |
| 0.617 |
| 4.69 |
|
|
|
| 0.574 |
| 0.685 |
| 4.73 |
| 1.582 |
|
| 0.876 |
| 0.801 |
| 5.20 |
| 1.639 |
|
| 0.946 |
| 0.893 |
| 5.66 |
| 1.702 |
|
| 1.335 |
| 1.064 |
| 7.06 |
| 1.887 |
|
| All samples of controls | |||||||
| 0.264 |
| 0.460 |
| 5.44 |
| 1.164 |
|
| 0.345 |
| 0.460 |
| 5.62 |
| 1.190 |
|
| 0.370 |
| 0.573 |
| 5.77 |
| 1.244 |
|
| 0.422 |
| 0.637 |
| 7.25 |
| 1.457 |
|
| 0.457 |
| 0.667 |
| 7.27 |
| 1.599 |
|
| 0.731 |
| 0.843 |
| 7.86 |
| 1.812 |
|
| All AI samples | |||||||
| 0.169 |
| 0.467 |
| 5.33 |
| 0.833 |
|
| 0.207 |
| 0.467 |
| 6.70 |
| 0.880 |
|
| 0.244 |
| 0.541 |
| 6.99 |
| 0.852 |
|
| 0.250 |
| 0.577 |
| 7.64 |
| 1.044 |
|
| 0.388 |
| 0.608 |
| 8.91 |
| 1.161 |
|
| 0.400 |
| 0.631 |
| 9.90 |
| 1.658 |
|
| All AS samples | |||||||
| 0.118 |
| 0.270 |
| 5.02 |
| 0.891 |
|
| 0.125 |
| 0.270 |
| 5.19 |
| 0.932 |
|
| 0.143 |
| 0.460 |
| 5.93 |
| 0.998 |
|
| 0.154 |
| 0.517 |
| 6.24 |
| 1.045 |
|
| 0.177 |
| 0.555 |
| 6.93 |
| 1.046 |
|
| 0.180 |
| 0.598 |
| 7.62 |
| 1.549 |
|
| All P samples | |||||||
| 0.183 |
| 0.489 |
| 5.45 |
| 1.000 |
|
| 0.191 |
| 0.489 |
| 5.94 |
| 1.075 |
|
| 0.222 |
| 0.611 |
| 6.48 |
| 1.244 |
|
| 0.294 |
| 0.633 |
| 6.59 |
| 1.27 |
|
| 0.328 |
| 0.710 |
| 8.54 |
| 1.322 |
|
| 0.471 |
| 0.864 |
| 8.61 |
| 1.546 |
|
| All samples | |||||||
| 0.056 |
| 0.494 |
| 5.31 |
| 0.926 |
|
| 0.094 |
| 0.494 |
| 6.12 |
| 1.079 |
|
| 0.098 |
| 0.594 |
| 6.25 |
| 1.087 |
|
| 0.119 |
| 0.626 |
| 6.88 |
| 1.114 |
|
| 0.119 |
| 0.678 |
| 8.13 |
| 1.1927 |
|
| 0.199 |
| 0.756 |
| 8.68 |
| 1.586 |
|
*A lower value indicates higher stability in gene expression. AI: antero-inferior region of the glenohumeral capsule; AS: antero-superior region of the glenohumeral capsule; P: posterior region of the glenohumeral capsule.
Best pair of reference genes according to each software for each group of sample.
| Samples | Best pair of reference genes by software | |||
| NormFinder | geNorm | BestKeeper | DataAssist | |
| AI samples of cases |
|
|
|
|
| AS samples of cases |
|
|
|
|
| P samples of cases |
|
|
|
|
| All samples of cases |
|
|
|
|
| AI samples of controls |
|
|
|
|
| AS samples of controls |
|
|
|
|
| P samples of controls |
|
|
|
|
| All samples of controls |
|
|
|
|
| All AI samples |
|
|
|
|
| All AS samples |
|
|
|
|
| All P samples |
|
|
|
|
| All samples |
|
|
|
|
AI: antero-inferior region of the glenohumeral capsule; AS: antero-superior region of the glenohumeral capsule; P: posterior region of the glenohumeral capsule.
Figure 2Accumulated standard deviation for the 6 reference genes in glenohumeral capsule samples.
Lower values of accumulated standard deviation (Acc.SD) indicate the optimal number of reference gene as estimated by the GenEx software package. AI: antero-inferior region of the glenohumeral capsule; AS: antero-superior region of the glenohumeral capsule; P: posterior region of the glenohumeral capsule.
Figure 3COL1A1 expression normalized by different combinations of candidate reference genes in glenohumeral capsule specimens.
AI: antero-inferior region of the glenohumeral capsule; AS: antero-superior region of the glenohumeral capsule; P: posterior region of the glenohumeral capsule.
COL1A1 expression normalized by different combinations of reference genes in the glenohumeral capsule of patients with shoulder instability and controls.
| Reference genes |
| ||||||||
| AI | AS | P | |||||||
| Cases (median ± IQR) | Controls (median ± IQR) | p-value | Cases (median ± IQR) | Controls (median ± IQR) | p-value | Cases (median ± IQR) | Controls (median ± IQR) | p-value | |
|
| 10.79±33.54 | 2.13±27.24 | 0.173 | 8.47±14.31 | 1.81±1.92 | 0.001* | 10.77±15.08 | 1.86±1.30 | 0.007* |
|
| 2.45±3.23 | 0.65±4.99 | 0.208 | 2.20±2.07 | 0.42±0.53 | 0.003* | 2.33±1.69 | 0.33±0.29 | 0.002* |
|
| 18.39±46.76 | 3.95±46.42 | 0.143 | 11.99±29.76 | 3.10±3.02 | 0.001* | 18.32±19.27 | 3.24±3.86 | 0.014* |
|
| 1.09±2.23 | 0.25±2.36 | 0.153 | 1.06±1.71 | 0.19±0.18 | 0.002* | 1.08±1.91 | 0.22±0.17 | 0.014* |
|
| 4.91±11.07 | 1.04±11.07 | 0.173 | 4.57±7.42 | 0.82±0.86 | 0.001* | 4.81±7.43 | 0.91±0.44 | 0.007* |
|
| 14.12±29.27 | 2.9±31.30 | 0.143 | 10.29±20.54 | 2.35±2.35 | 0.001* | 14.71±16.46 | 2.48±1.47 | 0.010* |
AI: antero-inferior region of the glenohumeral capsule; AS: antero-superior region of the glenohumeral capsule; P: posterior region of the glenohumeral capsule; IQR: interquartile range. *p<0.05 by Man-Whitney test.