Open Access

Prognostic value and functional role of ROCK2 in pediatric Ewing sarcoma

  • Authors:
    • Gabriela Maciel Vieira
    • Gabriela Molinari Roberto
    • Régia Caroline Lira
    • Edgard Eduard Engel
    • Luiz Gonzaga Tone
    • María Sol Brassesco
  • View Affiliations

  • Published online on: December 8, 2017     https://doi.org/10.3892/ol.2017.7571
  • Pages:2296-2304
  • Copyright: © Vieira et al. This is an open access article distributed under the terms of Creative Commons Attribution License.

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Abstract

Ewing's sarcoma (EWS) is a highly aggressive bone cancer that affects children and adolescents. Despite advances in multimodal management, 5‑year event‑free survival rates for patients presenting with metastases at diagnosis remain at 25%. As key regulators of actin organization, the Rho‑associated coiled‑coil containing protein kinases, ROCK1 and ROCK2, have been associated with cancer dissemination and poorer prognosis. Recently, in vitro data indicating ROCK2 as a molecular target for the treatment of EWS has been presented. Nonetheless, a deeper exploration of the contribution of this kinase dysregulation in EWS is still necessary. In this regard, the present study aimed to evaluate the expression of ROCK1 and ROCK2 in 23 pediatric tumor samples and to verify the prospect of using their pharmacological inhibition through functional assays. Our results showed positive immunostaining for ROCK1 and ROCK2 in the majority samples (75 and 65%, respectively). A significantly increased risk of incomplete remission in patients with positive immunostaining for ROCK2 was found (P=0.026), though no correlations with other prognostic features (huvos classification, FLI1/EWS status, relapse, metastasis or death) were observed. Associations with survival were merely suggestive. Apparent protein expression of both kinases was also found in EWS cell lines (SK‑ES‑1 and RD‑ES). Treatments with selective ROCK inhibitors did not alter cell viability or migration in vitro. However, a significant increase in invasion was observed after treatment with SR3677 (ROCK2 inhibitor) and hydroxyfasudil (pan‑inhibitor). Consequently, even though the majority of EWS samples included in our study showed positivity for ROCK1 and ROCK2, the lack of significant associations with prognosis and absence of appropriate responses to their inhibition in vitro does not support their prospective use as therapeutic targets for the treatment of this metastatic tumor. Larger cohort studies might provide more evidence on whether there is a specific role of ROCK kinases in EWS physiopathology.

Introduction

Ewing's sarcoma (EWS) is a highly aggressive tumor that occurs mostly in children and young adults and rapidly disseminates to bones, bone marrow, and lungs (1). Despite advances in primary EWS management, the improvement of survival rates for patients with metastases or recurrence has remained modest over the last decades (2,3). Consequently, there is a persistent pursuit for new approaches for its treatment.

On this regard, a recent article by Pinca et al (4) published in Oncology Reports portrayed the effects of ROCKs (Rho-associated coiled-coil containing protein kinases) specific inhibition on the growth, migration and differentiation of two EWS cell lines. The authors showed that exposure of cells to Y27632 (ROCK pan-inhibitor) or SR3677 (ROCK2 inhibitor) significantly reduced migration and growth, while favoring morphology changes and neural differentiation. As a result, the authors embrace the possible use of ROCK2 as a molecular target for the treatment of EWS.

The role of ROCK1 and ROCK2 in cancer cell dissemination through their contribution in actin cytoskeleton organization, cell adhesion and motility has been extensively studied in many tumors of different origins (510). However, a deeper appreciation of the role of the dysregulation of these kinases in EWS and their possible associations with patient's prognosis is still indispensable.

Materials and methods

Clinical samples

Twenty-three consecutive primary EWS tumor samples were obtained by surgeons from the Department of Biomechanics, Medicine and Rehabilitation of the Locomotor System of the Clinics University Hospital (Ribeirão Preto School of Medicine-University of São Paulo) between May 2005 and September 2015. The survival analysis was followed until June 2016. No local or systemic treatment had been conducted in these patients before the surgery. All samples were obtained with informed consent and the research approved by the Ethics Committee of the University of São Paulo (no. 43619215.9.0000.5407). Tissues were included in paraffin by the Pathology department of the Clinics University Hospital (Ribeirão Preto School of Medicine, University of São Paulo, Ribeirão Preto, SP, Brazil).

Cell lines and reagents

The EWS cell lines SK-ES-1 and RD-ES were acquired from the Rio de Janeiro Cell Bank (Rio de Janeiro, Brazil). Before the experiments each cell line authentication was conducted in the laboratory of Biochemical Genetics-FMRP/USP, by examining the CSF1PO, D13S317, D16S539, D5S818, D7S820, THO1, TPOX, vWA, and AMEL polymorphic loci for Short tandem repeat profiling (STR) under the supervision of Professor Dr Aguinaldo Luiz Simões. Cells were grown in McCoy's or RPMI medium (Gibco; Grand Island, NY, USA) supplemented with 10% of fetal bovine serum and an antibiotic mixture (100 units/ml penicillin, and 100 µg/ml streptomycin) and maintained in an incubator at 37°C with 5% CO2 in a humidified atmosphere.

Drug and treatments

The drugs, hydroxifasudil (pan-ROCK inhibitor), GSK429286 and SR3677 (ROCK1 and ROCK2 inhibitor respectively) were purchased from Sigma-Aldrich (St. Louis, MO, USA). For all experiments, the drugs were added on the culture medium immediately before applied to cells. Corresponding control cultures received equal volumes of solvent dimethyl sulfoxide (DMSO).

RNA isolation, reverse transcription and quantitative real-time PCR of mRNA

Total RNA from cell lines was extracted using TRIzol Reagent (Invitrogen, Karlsruche, Germany) following the manufacturer's protocol. RNA samples from 9 osteoblast primary cultures were kindly provided by Professor Adalberto Luiz Rosado from the School of Dentistry of Ribeirão Preto, University of São Paulo, and used as controls. The concentration and quality of the RNA was accessed using a ND-1000 NanoDrop spectrophotometer (NanoDrop Technologies; Thermo Fisher Scientific, Wilmington, DE, USA). cDNA was synthetized using the High Capacity kit (Applied Biosystems; Thermo Fisher Scientific, Inc., Waltham, MA, USA) according to the manufacturer's instructions. The qRT-PCR was performed using Taqman® gene assays [ROCK1 (Hs01127699-m1), ROCK2 (Hs00178154-m1)], according to the manufacturer's protocol on the 7500 Real Time PCR System (Applied Biosystems; Thermo Fisher Scientific, Inc.). As reference genes, GUS was used to normalize expression levels. The MRC5 (normal fibroblast) cell line were used as calibrator. Relative expression was calculated by 2−ΔΔCT analysis method (11).

Western blot

Total protein was extracted from EWS cell lines with RIPA buffer (Thermo Scientific, Inc.) according to manufacture instructions. Equal amounts of heat-denatured protein samples (50 mg per lane) were separated on 10% SDS-polyacrylamide gel electrophoresis and transferred to nitrocellulose membranes (Amersham Pharmacia Biotech, Piscataway, NJ, USA). The antibodies included primary rabbit monoclonal anti-ROCK1 (Ab45171; dilution, 1:500; Abcam, Cambridge, MA, USA), primary rabbit monoclonal anti-ROCK2 (Ab125025; dilution, 1:10,000; Abcam) and rabbit monoclonal anti-GAPDH antibody (AbEPR6256; dilution, 1:10,000; Abcam). The immunoblots were developed using goat anti-rabbit secondary antibody (Ab6721; dilution, 1:5,000; Abcam) followed by detection with the ECL Western Blotting Substrate kit (Abcam, Cambridge, UK) and visualized in a ChemiDoc Bioimaging System (Bio-Rad, Hercules, CA, USA). Expression levels were quantified using ImageJ® software and normalized to loading controls.

Immunohistochemistry

Immunohistochemistry for ROCK1 and ROCK2 was performed in 23 and 22 available tissue samples, respectively (Anti-ROCK1; Ab45171, dilution, 1:250; Anti-ROCK2; Ab125025; dilution, 1:200; Abcam). The reactions were performed with the EXPOSE Mouse and Rabbit Specific HRP/DAB Detection IHC kit (ab80436; Abcam) according to the manufacturer's recommendations. Briefly, histological sections were submitted to xylol and alcohol baths for complete dewaxing and subsequent hydration. Antigen retrieval was performed in steam cooker for 40 min in Tris-EDTA pH 9.0 buffer. Blocking of endogenous peroxidase and nonspecific binding was performed, respectively, with hydrogen peroxide (15 min) and blocking solution of the kit for 10 min. The primary antibodies were diluted as recommended by the manufacturer and incubated at room temperature for ~2 h. After washing, the sections were incubated with the kit complement solution for 10 min and then with the HRP conjugate for 15 min. Finally, the slides were incubated with diaminobenzidine solution (DAB) for a standard time for each antibody and counterstained with Harris Hematoxylin. A colon adenocarcinoma biopsy was used as a positive control for the anti-ROCK1 antibody, whereas a non-neoplastic kidney sample was used as a control for ROCK2. For negative control of the reactions the primary antibody was replaced with PBS buffer. For evaluation of the immunostaining, the slides were scanned with an Olympus BX61VS Slide Scanner system (Olympus Optical do Brasil Ltda, São Paulo, Brasil) and at least five regions representative of the tumor were analyzed using the IHC Profiler plugin, according to Varghese et al (12). For subsequent statistical analysis, the samples were classified into two groups: Negative or positive (low positive, positive or high positive).

Survival assay

Cell survival assays were performed through the XTT kit (XTT II; Roche Molecular Biochemicals, Mannheim, Germany). In summary, 2,000 cells were seeded in 96-well plates and allowed to attach overnight. Subsequently, cells were treated with different concentrations of each drug and incubated for 48, 72 and 96 h (h). After treatment, the culture medium was replaced with medium containing 10 µl of XTT dye (3 mg/ml) in each well. The plates were incubated for 4 h at 37°C and the formazan product was measured at 455 and 650 nm by using an iMarkmicroplate reader (Bio-Rad). As a control, cells treated with the same concentration of drug vehicule, DMSO (Sigma-Aldrich) were used. Each experiment was performed at least in triplicate wells and repeated in three sets of tests.

Colony formation assay

Colony formation assays were performed according to Franken et al (13). Briefly, single cell suspensions of 1,000 cells were seeded in 6-well plates and treated with several concentration of each drug for 48 h. After this period, the culture medium were replaced with a drug-free medium and cells incubated at 37°C for 7 to 15 days. Then, the colonies were fixed with methanol and stained with Giemsa 3%. Only colonies containing more than 50 cells were scored. Assays were performed in duplicate in three independent sets of tests.

Cell cycle assay

Cells treated with each drug at different concentrations for 24 h were detached by trypsin, fixed in 100% ethanol and stained with propidium iodide for analysis on a Guava Personal Cell Analysis system (Guava Technologies, Hayward, CA, USA) according to the standard protocol provided by the manufacturer. The percentages of cells in G0/G1, S and G2/M phase were analyzed using the GUAVA Cytosoft software version 4.2.1 (Guava Technologies). All cell cycle assays were performed in triplicate in three independent sets of tests.

Migration assay

Wound healing assays were performed according to Liang et al (14). with minor modifications. Succinctly, cells were grown to confluence on 12-well plates, and scratch wounds were created using a pipet tip (200 µl) and photographed at time zero. Then, cells were treated with different concentrations of each drug and cultured for 24 h in medium with only 1% of fetal bovine serum. After that period, cells were photographed. The cell-free area was measured with the Motic Images Plus v2.0 software (Motic China Group Co., Ltd., Xiamen, China). Cell migration rates were calculated as the distance travelled by the cells in this area over time. Assays were performed in duplicate in three independent sets of tests.

Invasion assay

Cell invasion was measured by migration of cells through gel-coated Transwell inserts. EWS cells were harvested, re-suspended in serum-free medium, treated with different concentrations of each drug and seeded on the top of Matrigel-coated invasion 8 µm pore size chambers (Becton Dickinson & Co., Franklin Lakes, NJ, USA; 5×105 cell/insert). Bellow the insert, the well was filled with medium containing 10% fetal bovine serum. Cells were then allowed to migrate for 24 h in an incubator and after that period non-invasive cells were removed from the membrane upper surface with swabs. The ones attached to the lower side of the membrane were fixed with 100% methanol and stained with Giemsa 3%. The membranes were removed from the inserts, placed on microscope slides with Entelan (Merk, NY, USA) and counted with ImageJ® software in ten random fields at magnification, ×20. Assay was performed in three sets of independent experiments.

Statistical analysis

Associations between ROCK1 and ROCK2 protein expression and the clinical variables [age (<14 years vs. >14 years old); sex (male vs. female); EWS/FLI1 status (positive vs. negative); Huvos grade (<90% of necrotic areas-Huvos levels 1 and 2- vs. >90% necrotic areas-huvos levels 3 and 4; tumor volume (<200 cm3 vs. >200 cm3); tumor skeletal location (axial vs. appendicular); remission (incomplete vs. complete); metastasis (presence vs. absence); relapse (presence vs. absence); death (alive vs. deceased] were determined by two-tailed Fisher's exact test. Survival analysis was carried out based on Log-Rank tests represented on Kaplan-Meier curves. The functional assays data was statistically analyzed by Student's two-tailed t-test or One-Way Repeated Measures Analysis of Variance (ANOVA) followed by the Bonferroni Pairwise Multiple Comparison. All tests were carried out for α=0.05. All analyses were performed using the SPSS 21.0 software (IBM SPSS, Armonk, NY, USA) and expressed as the mean ± standard deviation.

Results

ROCK1 and ROCK2 expression in pediatric EWS

The majority of tumor samples presented positive immunostaining for ROCK1 (17/23; 75%) and ROCK2 (14/23; 65%) proteins (Fig. 1A). However, no significant associations were observed between their expression and any of the relevant clinical features such as Huvos classification, FLI1/EWS status, relapse, metastasis, or death. Nonetheless, we observed a trend for poorer outcome in patients with positive samples, and significant higher risk of incomplete remission in patients with ROCK2 positive tumors (OR=35.0, 95% CI, 1.74–702.9; P=0.026). In addition, positivity for ROCK2 seems to indicate increased risk of larger tumor volume (OR=2.33, 95% CI, 0.22–25.24; P=0.58) (Table I). Moreover, ROCK1 and ROCK2 positivity was also suggestive of lower patient's survival, even though no significant differences were found (Fig. 1B). Event-free survival (EFS) for ROCK1 was estimated at 23.8±14.1% for positive samples vs. 50±25% for negative ones (P=0.925). EFS of ROCK2 positive patients was 11.9±11.1% vs. 60±21.9% (P=0.423) (Fig. 1C).

Table I.

Clinical and pathological features of patients with EWS and corresponding ROCK1 and ROCK2 immunostaining profiles.

Table I.

Clinical and pathological features of patients with EWS and corresponding ROCK1 and ROCK2 immunostaining profiles.

ROCK1 (n=23)ROCK2 (n=22)


Characteristic(+) n=17(−) n=6Odds ratio (95% CI)P-value(+) n=14(−) n=8Odds ratio (95% CI)P-value
Sex
  Male855.6 (0.52–58.91)0.179751.7 (0.28–9.82)0.675
  Female91 73
Age
  <14 years721.4 (0.20–9.87)1.000631.2 (0.21–7.41)1.000
  >14 years104 85
Tumor volumea
  >200 cm3721.2 (0.07–18.35)1.000723.5 (0.28–43.2)0.530
  <200 cm331 22
Huvos gradea
  1–2512.5 (0.19–32.19)0.604421.2 (0.13–11.0)1.000
  3–463 53
Skeletal locationa
  Axial822.0 (0.28–14.2)0.646824.8 (0.68–33.8)0.183
  Appendicular84 56
Remissiona
  Incomplete715.2 (0.40–68.95)0.2827135.0 (1.7–702.9)0.026b
  Complete43 15
EWS/FL1a
  Positive93Not calculated 83Not calculated
  Negative10 10
Events
  Metastasis
  Yes730.7 (0.11–4.54)1.000731.7 (0.28–9.82)0.675
  No103 75
Relapsea
  Yes712.3 (0.20–27.6)0.619715.8 (0.52–64.8)0.177
  No93 65
Deatha
  Yes60Not calculated 60Not calculated
  No114 86

a Complete clinicopathological data was not available

b significant P-value (2-tailed Fisher's exact test); EWS, Ewing's sarcoma; ROCK, Rho-associated coiled-coil containing protein kinases; CI, confidence interval.

ROCK2, but not ROCK1 is overexpressed in EWS cell lines

mRNA expression levels of ROCK1 and ROCK2 were evaluated in two EWS cell lines, SK-ES-1 and RD-ES through quantitative real-time PCR. As seen in Fig. 2A, ROCK1 did not show any significant difference in expression when compared to the control (nine primary osteoblast cell lines). Conversely, ROCK2 was found with significant higher expression (P=0.03) compared to controls (fold-change 1.97 for RD-ES and 1.68 for SK-ES-1). Protein expression levels of both kinases were found comparable (Fig. 2B).

Inhibition of ROCK1 or ROCK2 does not show antitumor effects

To investigate the prospect of targeting ROCK1 and ROCK2 in EWS we evaluated the in vitro effects of three specific inhibitors on cell viability, clonogenicity and cell cycle in the SK-ES-1 and RD-ES EWS cell lines. For each experiment the drugs GSK924286, a specific ROCK1 inhibitor, SR3677, a specific ROCK2 inhibitor and hydroxyfasudil, a pan-ROCK inhibitor were used at different doses according with manufacturer's instructions. Firstly, doses comprising the IC50 reported values were used, being 3.5, 7, 14 and 21 nM for GSK924286, 1.25 nM, 2.5, 5 and 10 nM for SR3677 and 0.3, 0.6, 1.2 and 2.4 µM for hydroxyfasudil. Cells were treated for 24, 48, 72 and 96 h though none of these treatments affected cell viability at any time (data not shown). Then, doses were increased to 25, 50, 100 and 150 nM for GSK924286, 25, 50, 100 and 200 nM for SR3677 and 2, 4 and 8 µM for hydroxyfasudil and cells treated for the same periods. Nonetheless, cell viability was not affected again (Fig. 3A). For the other functional assays, doses of 50 nM e 100 nM were chosen for GSK924286 and SR3677 and of 4 and 8 µM for hydroxyfasudil. Likewise, and cell cycle dynamics and the clonogenic capacity were not significantly affected by inhibition of ROCKs (Fig. 3B and C).

Moreover, the migration capacity of SK-ES-1 cell line was not significantly altered after treatment with any of the drugs as seen through the wound healing assay. Nonetheless, gap closure under treatment with the ROCK2-inhibitor and the pan-inhibitor was increased in ~50% (Fig. 4A). This effect on the migratory capacity of the cells was evinced by the invasion assays, where treatment with SR377 50 nM and hidroyfasudil 8 µM induced higher penetrance of cells through the Matrigel layer (P=0.0063 and P=0.0344, respectively) (Fig. 4B).

Discussion

The Rho-associated kinases ROCK1 and ROCK2 are key regulators of cellular shape and motility by acting on the cytoskeleton (15,16). Over the last decade, their dysregulation has been frequently associated with several carcinogenic and metastasis-related processes such as cell adhesion, migration and invasion (5,6,10,17). Nevertheless, their roles in EWS tumorigenesis/progression and their clinical significance have not been clearly elucidated.

In most tumors studied so far, ROCK1 and ROCK2 are described as oncogenes (7,1822). Moreover, strong associations between ROCK1 and ROCK2 upregulation and poor prognosis have been described in osteosarcoma, gastric and laryngeal squamous cell carcinoma (7,20,22).

In agreement with these studies, our results showed positive immunostaining for ROCK1 and ROCK2 in the majority of pediatric EWS tumor samples. Furthermore, even though the correlation between patient's survival and ROCK1 or ROCK2 positivity was only suggestive and there were no associations with clinical features such as HUVOS classification, FLI1/EWS status, relapse, metastasis or death, we found a significantly increased risk of incomplete remission in patients with positive immunostaining for ROCK2. Nonetheless, these results need to be viewed with caution because of the small number of samples evaluated.

Higher levels of ROCK2 gene expression were also found in EWS cell lines (SK-ES-1 and RD-ES) with conspicuous protein expression of both kinases. In view of these, we tested the prospect of using the pharmacological inhibition of either ROCK through several functional assays in vitro. Three ROCK inhibitors were used: One specific for ROCK1 (GSK429286), one specific for ROCK2 (SR3677) and a pan-inhibitor (hydroxyfasudil).

Initially, we used the doses ranging within the IC50 indicated by the manufacturers, but there were no changes on cell viability after treatment with any of the drugs at such doses. Treatment was also ineffective even after increasing the doses ~10 times (proliferation and cell cycle). The clonogenic capacity assay, which not only predicts long-term cell viability, but also evaluates the sum of all forms of cell death, also failed to demonstrate any cellular influence irrespective of inhibition of either ROCK1, ROCK2 or both kinases.

Several authors have demonstrated that inhibition of ROCK1 and ROCK2 using other strategies (such as siRNA or microRNAs) causes a decrease in cell invasion and migration in various types of neoplasia (6,8,9,23,24). Similar results have also been reported after treating cells with other inhibitory compounds such as HA-1077 (fasudil), WF-536, Y-27632 and RKI-1447 (8,23,2528).

The potentiality and selectivity of GSK429286, SR3677, hydroxyfasudil have been repeatedly confirmed in tumors of different origins even using comparable or lower doses than those used in the present study (2936).

Most recently, Pinca et al (4) performed and in vitro study were they demonstrated ROCK1 and ROCK2 expression in a panel (n=9) of EWS cell lines, and showed that inhibition of these kinases with Y27632 or SR3677 resulted in diminished growth and migration capacity in two EWS cell lines (SK-ES-1 and 6647). However, the inhibitory effects were independent of the protein levels (ROCK1 was ~3× less expressed in SK-ES-1, for instance). Moreover, individually, the authors showed that ROCK1 expression was higher in the RD-ES cell line whereas ROCK2 expression was higher in the SK-ES-1 cell line, what was not reflected in our study. Similarly, even after treating the same cell line (SK-ES-1) with the same drug (SR3677) functional assays were not reproducible, though Pinca et al (4) used a ×100 higher concentration, which is more than ×3,000 higher than the IC50 reported by the manufacturers. Consequently, their in vitro data might point towards a certain resistance to ROCK inhibition in EWS cells. Of note, it is well established that >1 µM SR3677 acts on several off-target kinases (33) including PKA [which promotes tumor growth and metastasis in EWS (37), MRCK [another mediator of cell contractibility (38) and AKT1 that plays important roles in EWS survival (39).

Moreover, our experiments also showed disparate results on cell migration and invasion which were increased after treatment of the SK-ES-1 cell line with SR3677 and Hydroxyfasudil, suggesting a stimulating effect after ROCK2 inhibition. Abe et al (28) previously reported similar results after treating urothelial carcinoma cells with HA-1077. Likewise, Mertsch and Thanos (40) demonstrated that knockdown of ROCK2 significantly increases the invasive potential of cells in a substrate independent manner.

In this way, even though the majority of EWS samples included in our study showed positivity for ROCK1 and ROCK2, the lack of conspicuous associations with prognosis and absence of effective responses to their inhibition in vitro, do not support their prospect use as therapeutic targets for the treatment of this highly metastatic tumor.

In the future, larger cohort studies might provide more evidence on whether there is a specific role of ROCK kinases in EWS physiopathology.

Acknowledgements

The authors would like to acknowledge FAPESP for financial support and to thank Mrs. Monica Azevedo de Abreu for technical assistance. FAPESP (Fundação de Amparo à Pesquisa do Estado de São Paulo; grant 2014/03877-3) and VGM fellowship 2014/07118-0.

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Journal Cover

February 2018
Volume 15 Issue 2

Print ISSN: 1792-1074
Online ISSN:1792-1082

2016 Impact Factor: 1.39
Ranked #68/217 Oncology
(total number of cites)

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APA
Vieira, G.M., Roberto, G.M., Lira, R.C., Engel, E.E., Tone, L.G., & Brassesco, M.S. (2018). Prognostic value and functional role of ROCK2 in pediatric Ewing sarcoma. Oncology Letters, 15, 2296-2304. https://doi.org/10.3892/ol.2017.7571
MLA
Vieira, G. M., Roberto, G. M., Lira, R. C., Engel, E. E., Tone, L. G., Brassesco, M. S."Prognostic value and functional role of ROCK2 in pediatric Ewing sarcoma". Oncology Letters 15.2 (2018): 2296-2304.
Chicago
Vieira, G. M., Roberto, G. M., Lira, R. C., Engel, E. E., Tone, L. G., Brassesco, M. S."Prognostic value and functional role of ROCK2 in pediatric Ewing sarcoma". Oncology Letters 15, no. 2 (2018): 2296-2304. https://doi.org/10.3892/ol.2017.7571