| Literature DB >> 26192306 |
Mariana Ferreira Leal1, Diego Costa Astur2, Pedro Debieux2, Gustavo Gonçalves Arliani2, Carlos Eduardo Silveira Franciozi2, Leonor Casilla Loyola1, Carlos Vicente Andreoli2, Marília Cardoso Smith3, Alberto de Castro Pochini2, Benno Ejnisman2, Moises Cohen2.
Abstract
The anterior cruciate ligament (ACL) is one of the most frequently injured structures during high-impact sporting activities. Gene expression analysis may be a useful tool for understanding ACL tears and healing failure. Reverse transcription-quantitative polymerase chain reaction (RT-qPCR) has emerged as an effective method for such studies. However, this technique requires the use of suitable reference genes for data normalization. Here, we evaluated the suitability of six reference genes (18S, ACTB, B2M, GAPDH, HPRT1, and TBP) by using ACL samples of 39 individuals with ACL tears (20 with isolated ACL tears and 19 with ACL tear and combined meniscal injury) and of 13 controls. The stability of the candidate reference genes was determined by using the NormFinder, geNorm, BestKeeper DataAssist, and RefFinder software packages and the comparative ΔCt method. ACTB was the best single reference gene and ACTB+TBP was the best gene pair. The GenEx software showed that the accumulated standard deviation is reduced when a larger number of reference genes is used for gene expression normalization. However, the use of a single reference gene may not be suitable. To identify the optimal combination of reference genes, we evaluated the expression of FN1 and PLOD1. We observed that at least 3 reference genes should be used. ACTB+HPRT1+18S is the best trio for the analyses involving isolated ACL tears and controls. Conversely, ACTB+TBP+18S is the best trio for the analyses involving (1) injured ACL tears and controls, and (2) ACL tears of patients with meniscal tears and controls. Therefore, if the gene expression study aims to compare non-injured ACL, isolated ACL tears and ACL tears from patients with meniscal tear as three independent groups ACTB+TBP+18S+HPRT1 should be used. In conclusion, 3 or more genes should be used as reference genes for analysis of ACL samples of individuals with and without ACL tears.Entities:
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Year: 2015 PMID: 26192306 PMCID: PMC4507999 DOI: 10.1371/journal.pone.0133323
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Distribution of the clinical outcomes of anterior cruciate ligament tear patients and controls.
| Variable | Cases (N = 39) | Controls (N = 13) |
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| Age at surgery, years (mean ± SD) | 34 ± 11.3 | 38 ± 9.7 |
| Gender (% of male) | 64.1% | 69.2% |
| Duration of condition, months (mean ± SD) | 5 ± 3 | 8.6 ± 7.4 |
| Mechanism (% of traumatic onset of symptoms) | 94.9% | 76.9% |
N: number of samples; SD: standard deviation.
Summary of six reference genes and target genes.
| Gene symbol | Name | Gene function | Assay |
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| Eukaryotic 18S rRNA | Ribosome subunit | Hs99999901_s1 |
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| Beta-actin | Cytoskeletal structural protein | Hs01060665_g1 |
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| Beta-2-microglobulin | Beta-chain of major histocompatibility complex class I molecules | Hs00984230_m1 |
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| Glyceraldehyde-3-phosphate dehydrogenase | Oxidoreductase in glycolysis and gluconeogenesis | Hs02758991_g1 |
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| Hypoxanthine phosphoribosyl-transferase | Purine synthesis in salvage pathway | Hs02800695_m1 |
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| TATA box binding protein | RNA polymerase II, transcription factor | Hs00427620_m1 |
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| Fibronectin 1 | Extracellular matrix structural protein | Hs00365052_m1 |
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| Lysyl hydroxylases 1 | Collagen cross-linking | Hs00609368_m1 |
*TaqMan probes were purchased as assays-on-demand products for gene expression (Life Technologies, USA).
Fig 1RT-qPCR detection of the expression levels of six reference genes.
A lower cycle threshold value (Crt) indicates higher gene expression. ACL-I: isolated anterior cruciate ligament tear samples; ACL-M: anterior cruciate ligament tear samples of patients with concomitant meniscal tear; ACL-C: anterior cruciate ligament samples of controls.
Best reference gene for each group of sample.
| Groups | Best reference gene by each method | |||||
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| NormFinder | GeNorm | BestKeeper | DataAssist | ΔCt method | RefFinder | |
| Isolated ACL tear samples |
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| ACL tear samples of patients with a concomitant meniscal tear |
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| ACL controls |
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| All injured ACL samples |
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| Isolated ACL tear samples and controls |
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| ACL tear samples of patients with a concomitant meniscal tear and controls |
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| All ACL samples |
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aBest reference gene determined considering the intragroup and intergroup variation.
*When the intragroup and intergroup variation was not considered, ACTB was the best reference gene by NormFinder. Bold letters: best pairs of reference genes by more than one of the methods commonly used (Normfinder, GeNorm, BestKeeper, DataAssist, ΔCt method and RefFinder). ACL: anterior cruciate ligament.
Best combination of reference genes for each group of sample.
| Groups | Best pair of reference genes by software | Top genes by ΔCt method | Top genes by RefFinder | Best pair of reference genes | Best trio of reference genes | |||
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| NormFinder | GeNorm | BestKeeper | DataAssist | |||||
| Isolated ACL tear samples |
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| ACL tear samples of patients with a concomitant meniscal tear |
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| ACL controls |
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| All injured ACL samples |
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| Isolated ACL tear samples and controls |
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| ACL tear samples of patients with a concomitant meniscal tear and controls |
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| All ACL samples |
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aBest combination of two genes determined considering the intragroup and intergroup variation;
bBest combination of two genes determined considering the correlation values (r);
cBest combination is based in a visual inspection of all the ranks generated by the four software.
*When the intragroup and intergroup variation was not considered, ACTB+TBP was the best pair of reference gene by NormFinder.
**When the intragroup and intergroup variation was not considered, ACTB+18S was the best pair of reference gene by NormFinder. Bold letters: best pairs of reference genes by more than one of the methods commonly used (Normfinder, GeNorm, BestKeeper, DataAssist, ΔCt method and RefFinder). Underlined letters: best pairs of reference genes by visual inspection and of the methods commonly used. ACL: anterior cruciate ligament.
Fig 2Accumulated standard deviation for the 6 reference genes in ACL samples.
Lower values of accumulated standard deviation (Acc.SD) indicate the optimal number of reference gene as estimated by the GenEx software package. ACL-I: isolated anterior cruciate ligament tear samples; ACL-M: anterior cruciate ligament tear samples of patients with concomitant meniscal tear; ACL-C: anterior cruciate ligament samples of controls.
Fig 3FN1 (A) and PLOD1 (B) expression normalized by different combinations of candidate reference genes in anterior cruciate ligament specimens.
18S: target expression normalized by 18S; ACTB: target expression normalized by ACTB; GAPDH: target expression normalized by GAPDH; A_T: target expression normalized by ACTB + TBP; A_18S: target expression normalized by ACTB + 18S; A_T_18S: FN1 expression normalized by ACTB + TBP + 18S; A_H_18S: target expression normalized by ACTB + HPRT1 + 18S; A_T_H_18S: target expression normalized by ACTB + TBP + HPRT1 + 18S; ACL-I: isolated anterior cruciate ligament tear samples; ACL-M: anterior cruciate ligament tear samples of patients with concomitant meniscal tear; ACL-C: anterior cruciate ligament samples of controls.
FN1 expression normalized by different combinations of reference genes in the anterior cruciate ligament samples.
| Reference genes |
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| ACL-I | ACL-M | p-value | ACL-I | ACL-C | p-value | ACL-M | ACL-C | p-value | ACL-I + ACL-M | ACL-C | p-value | |
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| 14.46 ± 1.38 | 13.88 ± 1.15 | 0.030 | 14.46 ± 1.38 | 12.96 ± 1.71 | <0.001 | 13.88 ± 1.15 | 12.96 ± 1.71 | 0.223 | 14.17 ± 1.29 | 12.96 ± 1.71 | 0.001 |
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| 3.81 ± 1.40 | 3.41 ± 1.35 | 0.094 | 3.81 ± 1.39 | 2.53 ± 1.82 | 0.001 | 3.51 ± 1.35 | 2.53 ± 1.82 | 0.181 | 3.66 ± 1.37 | 2.53 ± 1.82 | 0.017 |
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| 1.83 ± 1.42 | 1.45 ± 1.21 | 0.029 | 1.84 ± 1.42 | 0.15 ± 1.61 | <0.001 | 1.45 ± 1.21 | 0.15 ± 1.61 | 0.021 | 1.65 ± 1.32 | 0.15 ± 1.61 | <0.001 |
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| -0.52 ± 1.42 | -0.75 ± 1.38 | 0.194 | -0.52 ± 1.42 | -1.83 ± 1.75 | 0.002 | -0.75 ± 1.38 | -1.83 ± 1.75 | 0.117 | -0.63 ± 1.38 | -1.83 ± 1.75 | 0.011 |
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| 9.13 ± 1.38 | 8.69 ± 1.23 | 0.049 | 9.13 ± 1.38 | 7.75 ± 1.76 | <0.001 | 8.69 ± 1.23 | 7.75 ± 1.76 | 0.220 | 8.92 ± 1.31 | 7.75 ± 1.76 | 0.016 |
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| 4.47 ± 1.40 | 4.13 ± 1.28 | 0.082 | 4.47 ± 1.40 | 3.10 ± 1.72 | 0.001 | 4.13 ± 1.28 | 3.10 ± 1.73 | 0.153 | 4.31 ± 1.34 | 3.10 ± 1.72 | 0.011 |
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| 4.63 ± 1.39 | 4.22 ± 1.35 | 0.045 | 4.62 ± 1.39 | 3.13 ± 1.74 | <0.001 | 4.21 ± 1.35 | 3.13 ± 1.73 | 0.066 | 4.42 ± 1.37 | 3.13 ± 1.74 | 0.004 |
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| 2.56 ± 1.40 | 1.91 ± 1.37 | 0.071 | 2.26 ± 1.40 | 1.91 ± 1.37 | <0.001 | 1.911 ± 1.37 | 0.81 ± 1.72 | 0.089 | 2.09 ± 1.38 | 0.81 ± 1.72 | 0.005 |
aA lower cycle threshold value (Crt) indicates higher gene expression.
*p < 0.05 by independent T-test.
SD: standard deviation; ACL-I: isolated anterior cruciate ligament samples; ACL-M: anterior cruciate ligament samples of patients with concomitant meniscal tear; ACL-C: anterior cruciate ligament samples of controls.
PLOD1 expression normalized by different combinations of reference genes in the anterior cruciate ligament samples.
| Reference genes |
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| ACL-I | ACL-M | p-value | ACL-I | ACL-C | p-value | ACL-M | ACL-C | p-value | ACL-I + ACL-M | ACL-C | p-value | |
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| 16.09 ± 0.79 | 15.97 ± 0.82 | 0.628 | 16.09 ± 0.79 | 16.41 ± 0.46 | 0.202 | 15.97 ± 0.82 | 16.41 ± 0.46 | 0.089 | 16.03 ± 0.79 | 16.41 ± 0.46 | 0.113 |
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| 5.45 ± 0.67 | 5.59 ± 0.76 | 0.523 | 5.45 ± 0.67 | 5.98 ± 0.43 | 0.009 | 5.60 ± 0.76 | 5.98 ± 0.43 | 0.113 | 5.52 ± 0.71 | 5.98 ± 0.43 | 0.008 |
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| 3.48 ± 0.40 | 3.54 ± 0.54 | 0.718 | 3.48 ± 0.40 | 3.60 ± 0.39 | 0.399 | 3.54 ± 0.54 | 3.60 ± 0.40 | 0.705 | 3.51 ± 0.47 | 3.60 ± 0.39 | 0.515 |
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| 1.12 ± 0.80 | 1.34 ± 0.84 | 0.399 | 1.12 ± 0.80 | 1.62 ± 0.54 | 0.056 | 1.34 ± 0.84 | 1.62 ± 0.54 | 0.299 | 1.23± 0.82 | 1.62 ± 0.54 | 0.111 |
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| 10.77 ± 0.72 | 10.78 ± 0.75 | 0.962 | 10.77 ± 0.72 | 11.19 ± 0.40 | 0.038 | 10.78 ± 0.75 | 11.20 ± 0.40 | 0.082 | 10.78 ± 0.72 | 11.19 ± 0.40 | 0.013 |
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| 6.11 ± 0.78 | 6.21 ± 0.79 | 0.674 | 6.11 ± 0.78 | 6.55 ± 0.48 | 0.055 | 6.22 ± 0.79 | 6.55 ± 0.48 | 0.186 | 6.16 ± 0.78 | 6.55 ±0.48 | 0.098 |
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| 6.26 ± 0.69 | 6.30 ± 0.76 | 0.857 | 6.26 ± 0.69 | 6.59 ± 0.34 | 0.085 | 6.31 ± 0.76 | 6.59 ± 0.34 | 0.169 | 6.28 ± 0.71 | 6.58 ± 0.34 | 0.049 |
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| 3.89 ± 0.75 | 4.00 ±0.80 | 0.671 | 3.89 ± 0.75 | 4.26 ± 0.43 | 0.089 | 4.00 ± 0.80 | 4.26 ± 0.43 | 0.305 | 3.95 ± 0.77 | 4.25 ± 0.43 | 0.079 |
aA lower cycle threshold value (Crt) indicates higher gene expression.
*p < 0.05 by independent T-test. SD: standard deviation; ACL-I: isolated anterior cruciate ligament samples; ACL-M: anterior cruciate ligament samples of patients with concomitant meniscal tear; ACL-C: anterior cruciate ligament samples of controls.