Abstract
Background
Golgi Membrane Protein 1 (GOLM1), a protein involved in the trafficking of proteins through the Golgi apparatus, has been shown to be oncogenic in a variety of human cancers. Here, we examined the role of GOLM1 in the development of human glioma.
Methods
qRT-PCR, immunohistochemistry, and western blot analysis were performed to evaluate GOLM1 levels in cell lines and a cohort of primary human glioma and non-neoplastic brain tissue samples. Glioma cell lines were modified with lentiviral constructs expressing short hairpin RNAs targeting GOLM1 or overexpressing the protein to assess function in proliferation, viability, and migration and invasion in vitro using EdU, CCK8, clone-forming, Transwell assays, 3D tumor spheroid invasion assay and in vivo in orthotopic implantations. Protein lysates were used to screen a membrane-based antibody array to identify kinases mediated by GOLM1. Specific inhibitors of PDGFRα (AG1296) and AKT (MK-2206) were used to examine the regulation of PDGFA/PDGFRα on GOLM1 and the underlying pathway respectively.
Results
qRT-PCR, immunohistochemistry and western blot analysis revealed GOLM1 expression to be elevated in glioma tissues and cell lines. Silencing of GOLM1 attenuated proliferation, migration, and invasion of U251, A172 and P3#GBM (primary glioma) cells, while overexpression of GOLM1 enhanced malignant behavior of U87MG cells. We further demonstrated that activation of AKT is the driving force of GOLM1-promoted glioma progression. The last finding of this research belongs to the regulation of PDGFA/PDGFRα on GOLM1, while GOLM1 was also a key element of PDGFA/PDGFRα-mediated activation of AKT, as well as the progression of glioma cells.
Conclusions
PDGFA/PDGFRα-regulated GOLM1 promotes glioma progression possibly through activation of a key signaling kinase, AKT. GOLM1 interference may therefore provide a novel therapeutic target and improve the efficacy of glioma treatment, particularly in the case of the proneural molecular subtype of human glioma.
Electronic supplementary material
The online version of this article (10.1186/s13046-017-0665-3) contains supplementary material, which is available to authorized users.
Keywords: AKT, GOLM1, Glioma, PDGFA, Progression
Background
Glioblastoma multiforme (GBM) is the most aggressive form of human glioma and is highly resistant to therapy in part due to its highly infiltrative growth [1]. The median survival time of GBM patients remains at a mere 9–12 months despite multimodal treatment, which includes surgery, radio- and chemotherapy [2, 3]. Therefore, novel strategies which can attenuate the malignant proliferation and infiltration of GBM are desperately needed.
Molecular profiling of primary tumors has led to the identification of critical pathways involved in the development of human glioma. The hope is that this approach will lead to more effective targeted molecular therapies. Studies have recently implicated Golgi proteins in the development of human gliomas. Expression of Golgi phosphoprotein 3 (GOLPH3), for example, has been associated with worse prognosis in human glioma patients and furthermore was shown to promote glioma progression [4]. GOLM1, also known as GP73 and GOLPH2, is a highly-phosphorylated protein located in the cis and medial-Golgi apparatus [5]. GOLM1 processes proteins synthesized in the rough endoplasmic reticulum and assists in the transport of protein cargo through the Golgi apparatus [6]. Furthermore, GOLM1 has been identified as a serum marker for hepatocellular carcinoma [7]. An increasing number of studies have also revealed GOLM1 as a promoter of proliferation, invasion, and migration in diverse human cancers, including hepatocellular carcinoma, prostate cancer [8], oesophageal cancer [9], gastric cancer [10], cutaneous melanoma [11].
Studies have also demonstrated that GOLM1 can be upregulated by platelet derived growth factor (PDGF) and activate critical downstream signaling kinases such as AKT, ERK, and S6 K in the hepatocellular cell line Huh7 [12]. These results implicated a role for GOLM1 in the development of PDGF-mediated hepatocellular carcinoma. PDGF signaling also has critical roles in the process of normal brain development [13]. Furthermore, the gene for platelet derived growth factor receptor alpha (PDGFRα) is one of the most frequently amplified genes in clinical GBM samples [13].
Here, we examined the role of GOLM1 in the development of human glioma and its functional relationship with PDGFRα. TCGA and Rembrandt databases and an independent cohort of primary glioma samples were analyzed for expression levels of GOLM1 based on molecular subtype (classical, mesenchymal, proneural, and neural) to reveal an association with PDGFRα. Functional assays in glioma cell lines confirmed this association and illuminated a potential role for GOLM1 in PDGFRα signaling. Therefore, we identified GOLM1 as a potential oncogene in the development of human glioma and target in the treatment of the disease.
Methods
Ethics statement
Experiments were approved by the Research Ethics Committee of Qilu Hospital of Shandong University (Jinan, China), and written informed consent was obtained from all participating individuals. All surgical interventions and post-operative animal care were approved by Institutional Animal Care and Use Committee (IACUC) of Shandong University.
Cell culture and chemicals
The cell population derived from normal human astrocytes (NHA) and P3#GBM cells were kind gift from the Department of Biomedicine at the University of Bergen (Bergen, Norway). U87MG, U251 and A172 were obtained from the Culture Collection of the Chinese Academy of Sciences (Shanghai, China). P3#GBM cells were cultured in serum-free Neurobasal medium (Gibco, USA) supplemented with 2% B27 Neuro Mix (Thermo Fisher Scientific, USA), 20 ng/mL epidermal growth factor (EGF; Thermo Fisher Scientific, USA), and 10 ng/mL basic fibroblast growth factor (bFGF; PeproTech, USA). GBM and NHA cells were cultured in Dulbecco’s modified Eagle’s medium (DMEM; Life Technologies-Thermo Fisher Scientific, USA) supplemented with 10% fetal bovine serum (FBS; Life Technologies-Thermo Fisher Scientific, USA) and maintained at 37 °C in a humidified chamber containing 5% CO2. Recombinant human PDGF-AA (Peprotech, USA) was dissolved in phosphate buffered saline (PBS), and AG-1296, an inhibitor of PDGFRα (Selleck, China), was dissolved in DMSO before addition to media. The small molecule MK-2206 (Apexbio, USA) was dissolved in DMSO and used as an inhibitor of AKT phosphorylation.
Quantitative real-time PCR (qRT-PCR)
Total RNA was isolated from the cells using Trizol reagent (Takara, Japan) according to the manufacturer’s protocol. Total RNA (1 μg) was reverse-transcribed, and the resulting cDNA was used as a template in qRT-PCR using a standard SYBR premix Ex Taq (Takara, Japan) on the Real-Time PCR Detection System (Roche, 480II, USA). GAPDH served as the internal control, and experiments were conducted in triplicate. The following primers were used: GAPDH forward, 5’-AATGAAGGGGTCATTGATGG-3′, reverse, 5’-AAGGTGAAGGTCGGAGTCAA-3′; GOLM1 forward 5′-CCGGAGCCTCGAAAAGAGATT-3′, reverse 5′-ATGATCCGTGTCTGGAGGTC-3′.
Western blotting analysis
Cells and tissues were lysed in RIPA buffer (Pierce-Thermo Fisher Scientific, USA) containing a protein inhibitor cocktail. Protein concentrations were quantified using Pierce Protein Assay Kit (Pierce, USA). Proteins (20 μg) were separated by SDS-PAGE, and detected by primary antibodies for GOLM1(1:500; Abcam), GSK3β (phospho S9) (1:5000; Abcam), GSK3β (1:2000; Abcam), phospho-p44/42 MAPK (ERK1/2) (Thr202/Tyr204) (1:1000; Cell Signaling Technology; Danvers, MA, USA), p44/42 MAPK (ERK1/2) (1:1000; Cell Signaling Technology), phospho-AKT (Ser473) (1:1000; Cell Signaling Technology), Snail (1:1000; Abcam), ZEB1(1:1000; Abcam), AKT (pan) (1:1000; Cell Signaling Technology), phospho-PDGF receptor α (Tyr754) (1:1000; Cell Signaling Technology) and GAPDH (1:2000; Cell Signaling Technology). Proteins were quantified using chemiluminescence (Bio-Rad, USA) according to the manufacturer’s protocol.
Construction of stably transfected cells
Lentiviral constructs containing full length GOLM1 (Lenti-GOLM1; GeneChem Technologies; Shanghai, China) or short hairpin RNAs (sh-GOLM1–1, sh-GOLM1–2; GeneChem Technologies) were used to generate stable GOLM1 overexpressing or knockdown cell lines. U251, A172 and P3#GBM cell lines were infected with sh-GOLM1–2, while U87MG cells were infected with Lenti-GOLM1. After 48 h, U87MG, U251, A172 and P3#GBM cells were exposed to puromycin (0.5 μg/mL, 2 μg/mL, 2 μg/mL and 2 μg/mL respectively; A1113802; Gibco-Thermo Fisher Scientific) for an additional 2 weeks to enrich for cells harboring the constructs. The targeting sequences in the shRNAs were the following: sh-NC 5’-TTCTCCGAACGTGTCACGTtt-3′; sh-GOLM1–1 5′- GTGGCTTAGAATTTGAACAtt-3′; sh-GOLM1–2 5′- CAAGCTGTACCAGGACGAAtt-3′.
Migration and invasion assays.
Invasion and migration of U87MG, U251 and A172 cells were evaluated in uncoated and matrigel-coated (BD Biosciences; Bedford, MA, USA) Transwell chambers (8 μm pores; Corning Costar; Oneonta, NY, USA). Cells (2 × 104) were seeded in the top chamber in DMEM (200 μL) with 1% FBS and the lower chamber was filled with DMEM (600 μL) containing 30% FBS. Transwell chambers were incubated for 24 h. Cells that had invaded or migrated into the lower surface were fixed with 4% paraformaldehyde (Solarbio; Beijing, China), stained with crystal violet (Solarbio) for 20 min, and counted under bright field microscopy. Images were acquired from 5 random fields in each well, and cell numbers were determined using Kodak MI software. Each experiment was performed in triplicate.
For 3D spheroid invasion assay, spheroids were generated through incubating P3#GBM cells in the spheroid formation matrix for 96 h in a 3D culture qualified 96-well spheroid formation plate. Spheroids were embedded into the invasion matrix (Trevigen, USA) composed of basement membrane proteins in the 96-well plate. Glioma spheroids were photographed every 48 h under Leica microscope. The spheroid at 0 h was used as a reference point for measurement of the invaded area.
Immunofluorescence staining (IF)
Cells were cultured on coverslips, fixed with 4% paraformaldehyde, permeabilized with 0.4%Triton X-100, blocked with 5% bovine serum albumin, and incubated with primary antibody against GOLM1 (1:200; Abcam) or TRA1–85 (1:200; R&D Systems) at 4 °C overnight. Primary antibody was subsequently detected with an Alexa Fluor 594 conjugated goat anti-rabbit IgG antibody (1:800; Abcam) or Alexa Fluor 488 conjugated goat anti-mouse IgG antibody (1:800; Abcam) respectively. The cytoskeleton was visualized through staining with anti-stain 488 phalloidin (Cytoskeleton; Denver, CO, USA) according to manufacturer’s instructions. Cell nuclei were stained with DAPI (Sigma-Aldrich; Hamburg, Germany). Images for analysis were obtained under fluorescence microscopy (Leica; Wetzlar, Germany).
Immunohistochemistry (IHC)
Tumor specimens were obtained from glioma patients (n = 69; WHO grade II-IV) who had undergone surgery at the Department of Neurosurgery in Qilu Hospital of Shandong University. Non-neoplastic brain tissue samples (n = 6) were collected from partial resections of normal brain as decompression treatment for severe head injuries.
Paraffin blocks were sectioned and citrate/heat antigen retrieval was performed. IHC staining was performed using the ABC kit (Origene; Rockville, MD) and visualized using the DAB kit (ZSGB-Bio; Beijing, China) according to the manufacturer’s instructions. The following primary antibodies were used: GOLM1 (1:500; Abcam), Ki-67 (1:500; Abcam) and phospho-PDGF receptor α (Tyr754) (1:500; Cell Signaling Technology). IHC staining was scored as follows: 0, no staining; 1, weak staining in <50% cells; 2, weak staining in ≥50% cells; 3, strong staining in <50% cells; and 4, strong staining in ≥50% cells.
EdU assay
EdU assay was performed using the EdU Apollo 567 Cell Tracking Kit (Rib-bio; Guangzhou, China). Treated and control cells (2 × 104/well) were seeded onto 24-well plates and incubated with 5-ethynyl-20-deoxyuridine (EdU; 200 μM) for 2 h at 37 °C. Cells were fixed with 4% paraformaldehyde for 20 min, treated with 0.5% Triton X-100 for 10 min, rinsed with PBS three times, and incubated with 100 μL of Apollo reagent for 30 min. Nuclei were labeled with Hochest 33342. The percentage of EdU-positive cells was calculated based on counts from 500 cells in three independent experiments.
Cell viability assay
Cell viability was assessed using the Cell Counting Kit-8 assay (CCK-8) according to the manufacturer’s protocol (Dojindo; Tokyo, Japan). Cells were seeded at 2 × 103 cells /well in 96-well plates and incubated at 37 °C for 24, 48, and 72 h in a humidified chamber containing 5% CO2. CCK-8 solution (10 μL) was added to each well, and the plates were incubated for 1 h at 37 °C. The absorbance of cells at 450 nm (OD450) was measured in a microplate reader (Bio-Rad, USA).
Colony forming assay
Cells (120 cells/well) were seeded onto six-well plates, and the medium was changed thereafter twice each week. After 2 weeks, cells were fixed in 100% methanol and stained with 5% crystal violet. Colonies of more than 50 cells were counted. Data reported represent the average of three independent experiments.
Phospho-kinase array
Proteins lysates were incubated with a human phospho-kinase array (membrane-based antibody array; R&D Systems, USA) for the parallel determination of the relative levels of human protein kinase phosphorylation (n = 43 kinase phosphorylation sites) and related total proteins (n = 2). Analysis of the phospho-kinase array was performed using chemiluminescence according to the manufacturer’s instructions, and pixel densities of the spots were analyzed using Image J software.
Animal studies
For generation of orthotopic xenografts, 4-week-old nude male nude mice (SLAC laboratory animal Center, Shanghai, China) were maintained in a barrier facility on high-efficiency particulate air (HEPA)-filtered racks. Animals (n = 48) were divided equally among 6 groups (n = 8 to each group): U251-NC, U251-sh-GOLM1, P3#GBM-NC, P3#GBM-sh-GOLM1, U87MG-Lenti-NC and U87MG-Lenti-GOLM1. Cells (1 × 106) were implanted into mice brains using a stereotactic apparatus (KDS310, KD Scientific; Holliston, MA, USA). Animals were closely followed and euthanized by cervical dislocation when they exhibited symptoms, such as severe hunchback posture, apathy, decreased motion or activity, dragging legs, or drastic loss of body weight. Tumors were excised, formalin-fixed, paraffin-embedded, and sectioned for hematoxylin and eosin (HE) staining and IHC.
For subcutaneous GBM model, nude mice (n = 30) were divided into six groups (U87MG-Lenti-NC, U87MG-Lenti-GOLM1, U251-NC, U251-sh-GOLM1, P3#GBM-NC, P3#GBM-sh-GOLM1, 5 mice per group). Cells were harvested by trypsinization, resuspended at 107 cells/mL in a 1:1 solution of PBS/Matrigel (BD Biosciences, USA), and injected subcutaneously into the right shoulder of the mouse. The tumor tissues were isolated 30 days after injection. Primary tumors were measured in 3 dimensions (a, b, c), and volume was calculated as abc × 0.52 [14].
Bioinformatic analysis
Molecular array data used for analysis was obtained from publicly available datasets, the TCGA (http://cancergenome.nih.gov/) and Rembrandt (http://www.betastasis.com/glioma/rembrandt/).
Statistical analysis
All data are presented as the mean ± the standard error of the mean (S.E.M). The Student’s t-test was used only when two groups were being compared. Analysis of variance (ANOVA) was used in cases where there were more than two groups being compared. Survival curves were estimated by the Kaplan-Meier method and compared using the log-rank test. A two-tailed χ2 test was used to determine the association between GOLM1 and phospo-PDGFRα (Tyr 754). GraphPad Prism version 7.00 software program (GraphPad; La Jolla, CA, USA) was used to analyze in vitro and in vivo experiments. Differences with P-values <0.05 were considered statistically significant.
Results
GOLM1 expression is elevated in human gliomas.
To investigate the function of GOLM1 in glioma, we first examined levels of GOLM1 mRNA in primary human gliomas (WHO grade II, n = 8; WHO grade IV, n = 8). Levels of GOLM1 were elevated in human gliomas, especially in WHO grade IV gliomas (~ 5–7×), when compared to non-neoplastic brain tissue samples (n = 4; Fig. 1a). IHC was performed on primary tumor sections to determine whether protein levels were correspondingly increased in tumor tissues. GOLM1 was highly expressed (scores ≥3) in 9/20 low grade gliomas (LGG; 45.0%) and 40/49 high grade gliomas (HGG; 81.6%) whereas GOLM1 was nearly undetectable in non-neoplastic brain tissue samples (n = 6; Fig. 1b and c; Table 1). Western blot analysis performed in normal brain tissues and different grade of glioma tissues further confirmed this result (Additional file 1: Figure S1). Increased GOLM1 expression thus correlated with increasing tumor grade both at the mRNA and protein levels (P < 0.05, Fig. 1a and c).
Table 1.
Variables | n | GOLM1 in IHC | P Value | |
---|---|---|---|---|
Low | High | |||
Age (year) | ||||
< 55 ≥ 55 |
33 36 |
15 19 |
18 17 |
0.543 |
Sex | ||||
Male Female |
38 31 |
21 19 |
17 12 |
0.614 |
Tumor size | ||||
< 4 cm ≥ 4 cm |
29 40 |
13 23 |
16 17 |
0.298 |
Cystic change | ||||
Absent Present |
21 48 |
12 22 |
9 26 |
0.387 |
Edema | ||||
None to mild Moderate to severe |
31 38 |
14 20 |
17 18 |
0.537 |
WHO grade | ||||
II III + IV |
20 | 11 | 9 | 0.002 |
49 | 9 | 40 |
GOLM1 was also increased in glioma cell lines compared to NHA based on qRT-PCR and western blot analysis. GOLM1 mRNA levels were ~ 3× higher and protein levels in U251 and A172 cells were 2–3× higher compared to NHA (Fig. 1d). However, GOLM1 was not increased in U87MG compared with NHA (Fig. 1d). To confirm the results of western blot and to localize the protein, we performed IF for GOLM1 in U87MG and U251 glioma cells (Fig. 1e). GOLM1 was mainly expressed in the cytoplasm of U87MG and U251 cells, but the intensity of the GOLM1 signal was increased in U251 compared to U87MG cells (Fig. 1e).
GOLM1 knockdown inhibits glioma progression in U251 and A172 cells in vitro.
Based on the increased expression of GOLM1 in U251 and A172 cell lines relative to U87MG cells, knockdown experiments were performed in these cells to investigate the impact of the loss of function of GOLM1 in the development of human glioma. The knockdown efficiency of two shRNA constructs was first examined in U251 and A172 cells by qRT-PCR and western blot (Fig. 2a and b). By both qRT-PCR and western blot analysis, sh-GOLM1–2 led to decreases in GOLM1 in both U251 and A172 cells of ~ 3×. Therefore, this lentiviral construct sh-GOLM1–2 (sh-GOLM1) due to increased knockdown efficiency relative to sh-GOLM1–1 was chosen for the development of cell populations that stably expressed the shRNA.
Growth curves for U251-sh-GOLM1 and A172-sh-GOLM1 and control cells were developed using results from the CCK8 assay. Cell growth was significantly decreased in both cell lines expressing sh-GOLM1 (Fig. 2c). Decreased proliferation upon loss of GOLM1 was further confirmed in U251 and A172 glioma cells by labeling cells with EdU (Fig. 2d and e). The number of EdU positive cells decreased from ~30% to 10% (Fig. 2e). GOLM1 knockdown thus attenuated cell viability and proliferation of U251 and A172 cells (Fig. 2c and e). The results of clone-forming assays performed in U251 and A172 -NC and -sh-GOLM1 cells further confirmed this phenomenon (Additional file 2: Figures S2a, 2b).
We also noticed that the morphology of U251 and A172 cells had changed with knockdown of GOLM1 (Fig. 2f). Parental cells appeared more fibroblastic than modified cells which could be consistent with migration and invasion capabilities. Therefore, GOLM1 knockdown on migration and invasion of glioma cells were investigated. In Transwell assays, migration and invasion of U251-sh-GOLM1 and A172- sh-GOLM1 cells were decreased ~ 3–5× relative to control cells (Fig. 2g and h). These results indicated that GOLM1 may act as an oncogene in glioma progression.
Silencing of GOLM1 inhibits invasive growth of U251 cells in vivo.
Modified cell lines were also orthotopically implanted in mice to investigate how GOLM1 knockdown influenced proliferation, migration and invasion of glioma cells in vivo. Survival time of nude mice injected with U251-sh-GOLM1 cells was significantly prolonged relative to mice injected with U251-NC control cells (P < 0.05; Fig. 3a). On histologic examination, U251-NC tumors were larger and more invasive, and many distant satellite lesions had been generated in the peritumoral brain parenchyma (Fig. 3b). Satellite lesions were confirmed by IF staining for TRA-1-85/CD147 which is a human-specific antigen [15] (Fig. 3c).
IHC staining for the proliferation marker Ki-67 further confirmed an oncogenic role for GOLM1 in glioma [16–18]. Fewer cells were Ki-67 positive in U251-sh-GOLM1 relative to control tumors (Fig. 3d and e), indicating that loss of GOLM1 inhibited glioma proliferation in vivo. Silencing of GOLM1 also decreased volume and weight of tumor mass implanted subcutaneously, which further confirmed the inhibition of GOLM1 on glioma growth (Fig. 3f-h).
GOLM1 knockdown inhibits glioma progression in P3#GBM cells in vitro and in vivo
Taking the heterogeneity of GBM into consideration, we investigated GOLM1 in P3#GBM which is an in vivo propagated primary GBM tumor cell line [19]. After comparison of GOLM1 level with U251 and A172 cells (Fig. 4a, b), P3#GBM cells were transfected with sh-GOLM1. The knockdown efficiency of GOLM1 was confirmed by qRT-PCR and western blot (Fig. 4c, d). Silencing of GOLM1 inhibited proliferation of P3#GBM cells which was indicated by the CCK-8 assay (Fig. 4e). Knockdown of GOLM1 also reduced the invaded area of P3#GBM spheroids in the 3D invasion model (Fig. 4f, g). We then sought to examine whether GOLM1 serves as an oncogene in P3#GBM-initiaed animal model. A longer survival time of tumor-bearing mice was observed in P3#GBM-sh-GOLM1 group (Fig. 4h). Furthermore, knockdown of GOLM1 dramatically inhibited invasion and growth of the tumor mass (Fig. 4i-l).
These results were consistent with a tumor promoting role for GOLM1 in U251 and A172 cell lines.
GOLM1 overexpression promotes U87MG cells’ invasion and proliferation in vitro and in vivo
To examine the role of GOLM1 overexpression in human glioma development, we used U87MG cells which exhibited GOLM1 protein levels similar to NHA. We used a lentiviral construct for stable expression (Lenti-GOLM1). Increased GOLM1 was evident based on qRT-PCR and western blot analysis (Fig. 5a and b). The percentage of cells positive for EdU was increased (~ 20% to 40%) as well as cell viability (Fig. 5c–e). Thus, overexpression of GOLM1 led to increased proliferation and cell viability in U87MG cells. The results of clone-forming assays further confirmed these phenomenon (Additional file 2: Figure S2c).
U87MG-Lenti-GOLM1 cells also exhibited morphological differences that we thought could be associated with migration and invasion potential (Fig. 5f). Indeed, increased expression of GOLM1 was correlated with enhanced migration and invasion in Transwell assays relative to control cells (Fig. 5g and h).
Finally, to examine the impact of increased GOLM1 expression on glioma cell invasion and growth in vivo, modified U87MG cells were orthotopically implanted in nude mice. Survival time of U87MG-Lenti-GOLM1 relative to control tumor-bearing mice was decreased (Fig. 5i). On histologic examination, U87MG-Lenti-GOLM1 tumors exhibited increased invasion/migration as tumors no longer remained highly circumscribed (Fig. 5j). The promotion of GOLM1 on glioma growth was confirmed in the subcutaneous model, which was indicated by the increased tumor volume and tumor weight after upregulation of GOLM1(Fig. 5k-m).
GOLM1 promotes human glioma progression through activation of AKT
To illuminate the mechanisms underlying GOLM1 promotion in the development of human glioma, we used an antibody array to examine the phosphorylation status of 43 human phospho-kinases in lysates prepared from U251-NC and -sh-GOLM1 cells [20, 21]. In response to GOLM1 knockdown, we identified changes in the phosphorylation status of several phospho-kinases. Phosphorylation of p38 (T180/Y182), ERK1/2 (T202/Y204), JNK1/2/3 (T183/Y185), MSK1/2 (S376/S360), AKT1/2/3 (S473), HSP27 (S78/S82), Chk-2 (T68) decreased in U251-sh-GOLM1 cells (Fig. 6a and b). Based on previous studies [22–24] and the results of the antibody array (Fig. 6b), AKT and ERK signaling appear to be two of the main pathways driving glioma progression. Therefore, we examined whether phosphorylation of AKT and ERK might mediate GOLM1-induced proliferation, invasion, and migration in glioma. We first determined how phosphorylation of AKT and ERK in U251, A172, and U87MG might be regulated by GOLM1 levels. Phosphorylated AKT (Ser473) increased and decreased in parallel with changes in GOLM1 protein levels in modified cells. However, only a slight change was observed in phosphorylation of ERK with all GOLM1 constructs in all three cell lines (Fig. 6c, Additional file 3: Figure S3a).
We also examined the phosphorylation status of genes downstream of AKT, such as GSK3β, Snail and ZEB1 [25, 26], in response to altered levels of GOLM1. Phosphorylation of GSK3β and expression of ZEB1 and Snail decreased significantly with knockdown in U251-sh-GOLM1 and A172-sh-GOLM1 cells (Fig. 6d, Additional file 3: Figure S3b). These results were further examined in P3#GBM cells (Additional file 4: Figures S4a, 4b). In contrast, phosphorylation of these molecules increased with overexpression in U87MG-Lenti-GOLM1 cells (Fig. 6d, Additional file 3: Figure S3b).
To further examine the role of AKT in GOLM1 signaling, we exposed cells to an inhibitor of AKT (MK-2206) and evaluated proliferation and cell viability in U87MG-Lenti-NC and U87MG-Lenti-GOLM1 cells [27–29]. U87MG-Lenti-NC and -GOLM1 cells were treated with MK-2206 for 48 h. Proliferation and viability of cells was evaluated in CCK8 and EdU assays (Fig. 6e and f). MK-2206 attenuated glioma cell growth in U87MG cells. The enhanced cell viability of U87MG-Lenti-GOLM1 cells was also decreased under treatment with MK-2206 (Fig. 6e and g). We also found that the GOLM1-enhanced invasion and migration was suppressed by MK-2206 in U87MG-Lenti-GOLM1 cells (Fig. 6h and i). These results demonstrated that GOLM1 promoted proliferation, invasion, and migration through activation of AKT signaling in glioma cell lines.
Expression of GOLM1 correlates with p-PDGFRα
Molecular classification of GBM has led to the identification of four molecular subtypes, proneural, neural, classical, mesenchymal. Based on analysis of the publicly available TCGA data, higher levels of GOLM1 tended to be associated with gliomas categorized as proneural (Fig. 7a). One of the major features of the proneural subtype is alterations in the gene for PDGFRα [30]. Thus, we examined the relationship between PDGFRα and GOLM1 and found a positive correlation between the two genes in both TCGA and Rembrandt databases (Fig. 7b and c). To validate this association, we performed IHC for GOLM1 and p-PDGFRα on an independent cohort of GBM specimens obtained from our clinic (n = 29). In this cohort, increased GOLM1 was associated with increased p-PDGFRα (P = 0.014; Fig. 7d, Additional file 5: Table S1).
GOLM1 may mediate PDGFA/PDGFRα signaling in A172 cells in vitro
To investigate the functional relationship between PDGFRα and GOLM1, we examined GOLM1 protein levels in parental and modified glioma cells treated with PDGFA. We first exposed U251 and A172 cells with PDGFA and examined the phosphorylation status of PDGFRα by western blot [31]. Increased phosphorylation of PDGFRα occurred after treatment of A172 cells with recombinant PDGFA (20 ng/mL) for 48 h, but no change in p-PDGFRα was observed in U251 cells (Fig. 8a, Additional file 6: Figure S5a). We therefore used only A172 for further experiments with PDGFA. IF staining and western blot analysis was performed on A172 cells treated with increasing doses of PDGFA (20 ng/mL and 50 ng/mL) for 48 h to examine GOLM1 protein levels. Increased mRNA and protein levels of GOLM1 were observed in cells treated with a higher concentration of PDGFA (Fig. 8b and c, Additional file 6: Figure S5b). To further probe the relationship between GOLM1 and PDGFRα, we used a pharmacological inhibitor of PDGFRα, AG1296, to block receptor activity and examined GOLM1 levels on qRT-PCR and western blot analysis [32]. Increases in GOLM1 mRNA and protein in response to PDGFA (50 ng/mL) were inhibited by AG1296 treatment (Fig. 8d, Additional file 6: Figure S5c), indicating that activation of PDGFRα was critical for the modulation of GOLM1 by PDGFA.
Previous studies have demonstrated PDGFA/PDGFRα signaling contributes to the malignant behavior mainly through the activation of downstream genes AKT and ERK [31]. To assess whether GOLM1 also plays a role in PDGFA/PDGFRα-modulated activities in glioma, proliferation, invasion, and migration were first examined in parental A172 cells treated with PDGFA for 48 h. The percentage of EdU positive cells increased in response to PDGFA indicating enhanced proliferation (~ 30% to 45%; Fig. 8e, g). In addition, invasion and migration of A172 cells in Transwell assays increased dramatically (~ 3× and 2×, respectively; Fig. 8f, h). However, knockdown of GOLM1 almost completely abolished increases in these activities (Fig. 8e–h).
These results revealed a potential key role for GOLM1 in PDGFA/PDGFRα signaling. Therefore, we investigated whether GOLM1 mediated response between PDGFA/PDGFRα signaling and downstream genes AKT and ERK1/2. We performed western blot analysis with lysates prepared from A172-NC and A172-sh-GOLM1 cells after treatment with PDGFA for different time points and examined the phosphorylation status of AKT and ERK1/2. In control A172-NC cells, GOLM1, p-AKT and p-ERK1/2 were upregulated after treatment with PDGFA for 10 min (Fig. 8i, Additional file 6: Figure S5d). However, the activation of AKT, as well as ERK1/2, was not observed in A172-sh-GOLM1 cells (Fig. 8i, Additional file 6: Figure S5d). These results indicated that GOLM1 may play a role in mediating PDGFA/PDGFRα signaling.
Discussion
Molecular therapy has emerged as a promising strategy to improve treatment efficiency and prolong survival time of cancer patients. Identification of novel therapeutic targets is critical for the design of more effective tumor specific strategies and requires a combination of molecular and functional studies [33–35]. In this work, we identified GOLM1 as a potential target of glioma molecular therapy. We found GOLM1 mRNA and protein levels were increased in GBM compared to normal brain tissues. Based on these findings, we investigated the function of GOLM1 in glioma and found that it was significantly associated with glioma invasion and migration, as well as proliferation. Furthermore, we found that AKT activation was the key element in GOLM1-induced glioma progression. Finally, we demonstrated that GOLM1 acts as downstream gene of PDGFA/PDGFRα signaling (Fig. 9).
These results in glioma are supported by similar findings in many other human cancers. GOLM1 expression is increased in aggressive tumor types [7–10]. Based on previous studies [7–10], we examined the role of GOLM1 in the proliferation, invasion, and migration of glioma cell lines and observed that the protein promotes these properties in glioma, not only in vitro but also in vivo. Notably, aggressive growth and infiltrative nature are two main features of glioma progression [34–36]. Phosphorylation of AKT at S473 was identified as an underlying molecular event mediating GOLM1 activity, and we confirmed the involvement of AKT activation by analyzing protein/phosphorylated levels of downstream targets of the kinase, including ZEB1, GSK3β and Snail. In addition, we examined GOLM1 function in the presence of an inhibitor of AKT phosphorylation, MK-2206. AKT mediates many key cellular processes including proliferation, cell survival, metabolism, growth and angiogenesis in many types of human cancer, and many of these processes are performed through the activation of a range of downstream genes several of which are involved in molecular networks in glioma progression. Previous studies have demonstrated, for example, that Snail and ZEB1 transcription factors are involved in the process of epithelial–mesenchymal transition (EMT) which is a cellular alteration that confers a more invasive phenotype on cells [31, 37, 38]. Phosphorylation of GSK-3β by AKT is also thought to be a mechanism underlying the promotion of cell proliferation [39, 40]. Although we found that GOLM1 accelerates glioma progression through activation of AKT and its downstream effectors, our study has not fully illuminated the precise function of GOLM1 in AKT-related molecular networks.
Finally, we found that GOLM1 is regulated by PDGFA/PDGFRα signaling and has a relatively central role mediating response through this pathway. As a classical growth factor, PDGFA can activate SHP-2/ERK and PI3K/AKT pathways through binding to its specific receptor, PDGFRα [31]. This process can lead to a more aggressive phenotype in many human cancers including glioma [41]. Focal amplifications of the locus at 4q12 harboring PDGFRA have been observed in almost all molecular subtypes of human glioma but more frequently in the proneural subtype [30, 42]. In addition, PDGFRα and its main ligand PDGFA are key mediators of glial cell proliferation, mainly oligodendrocytes, which have a critical role in normal development of central nervous system [43]. Many clinical trials evaluating the efficacy of anti-PDGFRA therapies on human gliomas are in development [44–46]. We have demonstrated that GOLM1 has a linear correlation with p-PDGFRα and therefore maintains a critical position between PDGFA/ PDGFRα and its downstream genes. Therefore, our results may help to provide the basis for a more specific therapeutic regimen for the patients of proneural subtype glioma.
Conclusions
In summary, GOLM1 facilitates proliferation, invasion, and migration of human glioma cell lines potentially through the activation of AKT. Furthermore, we demonstrated that PDGFA/ PDGFRα upregulates GOLM1, and that GOLM1 acts as a key component in PDGFA/ PDGFRα-mediated glioma progression. These results raise the possibility that targeting of GOLM1 may represent a promising strategy for the treatment of human gliomas.
Additional files
Acknowledgements
We thank Calina Betlazar-Maseh for editing the manuscript.
Funding
This work was supported by Natural Science Foundation of China Grant (81,572,487, 81,702,474, 81,701,329 and 81,402,060), the Special Foundation for Taishan Scholars (ts20110814, tshw201502056 and tsqn20161067), the Department of Science & Technology of Shandong Province (2015ZDXX0801A01 and 2014kjhm0101), the Shandong Provincial Outstanding Medical Academic Professional Program, the Fundamental Research Funds of Shandong University (2016JC019), the Shandong Province Natural Science Foundation (ZR2014HM074), the University of Bergen and the K.G. Jebsen Brain Tumor Research Centre.
Availability of data and materials
The dataset used for analysis was retrieved through TCGA (http://cancergenome.nih.gov/) and Rembrandt (http://www.betastasis.com/glioma/rembrandt/) websites.
Abbreviations
- AKT (PKB)
Protein Kinase B
- ERK
Extracellular Regulated protein Kinases
- GSK3β
Glycogen Synthase Kinase 3 Beta
- ZEB1
Zinc Finger E-Box Binding Homeobox 1
Authors’ contributions
XL and JW conceived and designed the experiments; RX performed the experiments; JJ, XZ and MH analyzed the data; BH, AC and DZ contributed reagents/materials/analytical tools; all authors were involved in writing the paper. All authors read and approved the final manuscript.
Ethics approval and consent to participate
Experiments were approved by the Research Ethics Committee of Qilu Hospital of Shandong University (Jinan, China) and performed according to relevant guidelines and regulations. Written informed consent was obtained from all participating individuals.
Consent for publication
All authors have read the final version of the manuscript and are in agreement for publication upon acceptance.
Competing interests
The authors declare that they have no competing interests.
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Footnotes
Electronic supplementary material
The online version of this article (10.1186/s13046-017-0665-3) contains supplementary material, which is available to authorized users.
Contributor Information
Ran Xu, Email: xrqssq@126.com.
Jianxiong Ji, Email: jijx_sdu@163.com.
Xin Zhang, Email: zhangxin.ask@163.com.
Mingzhi Han, Email: cloudhan@sina.cn.
Chao Zhang, Email: taoist.zc@gmail.com.
Yangyang Xu, Email: xuyang_md@hotmail.com.
Yuzhen Wei, Email: weiyuzhen_1984@126.com.
Shuai Wang, Email: sduwangshuai1996@163.com.
Bin Huang, Email: huangbin_sdu@qq.com.
Anjing Chen, Email: caj669@qq.com.
Di Zhang, Email: dzhang1982@hotmail.com.
Qing Zhang, Email: 467621765@qq.com.
Wenjie Li, Email: 402861939@qq.com.
Zheng Jiang, Email: drjiangzheng@126.com.
Jian Wang, Email: jian.wang@uib.no.
Xingang Li, Email: lixg@sdu.edu.cn.
References
- 1.Siegel RL, Miller KD, Jemal A. Cancer statistics. CA Cancer J Clin. 2015;65:5–29. doi: 10.3322/caac.21254. [DOI] [PubMed] [Google Scholar]
- 2.Holland EC. Glioblastoma multiforme: the terminator. Proc Natl Acad Sci U S A. 2000;97:6242–6244. doi: 10.1073/pnas.97.12.6242. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Bjerkvig R, Lundjohansen M, Edvardsen K. Tumor cell invasion and angiogenesis in the central nervous system. Curr Opin Oncol. 1997;9:223–229. doi: 10.1097/00001622-199709030-00002. [DOI] [PubMed] [Google Scholar]
- 4.Zhou X, Xie S, Wu S, et al. Golgi phosphoprotein 3 promotes glioma progression via inhibiting Rab5-mediated endocytosis and degradation of epidermal growth factor receptor. Neuro-Oncology. 2017; [DOI] [PMC free article] [PubMed]
- 5.Kladney RD, Bulla GA, Guo L, et al. GP73, a novel Golgi-localized protein upregulated by viral infection. Gene. 2000;249:53. doi: 10.1016/S0378-1119(00)00136-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Puri S, Bachert C, Fimmel CJ, et al. Cycling of early Golgi proteins via the cell surface and endosomes upon Lumenal pH disruption. Traffic. 2002;3:641–653. doi: 10.1034/j.1600-0854.2002.30906.x. [DOI] [PubMed] [Google Scholar]
- 7.Mao Y, Yang H, Xu H, et al. Golgi protein 73 (GOLPH2) is a valuable serum marker for hepatocellular carcinoma. Gut. 2010;59:1687–1693. doi: 10.1136/gut.2010.214916. [DOI] [PubMed] [Google Scholar]
- 8.Kristiansen G, Fritzsche FR, Wassermann K, et al. GOLPH2 protein expression as a novel tissue biomarker for prostate cancer: implications for tissue-based diagnostics. Br J Cancer. 2008;99:939–948. doi: 10.1038/sj.bjc.6604614. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Byrne AM, Bekiaris S, Duggan G, et al. Golgi phosphoprotein 2 (GOLPH2) is a novel bile acid-responsive modulator of oesophageal cell migration and invasion. Br J Cancer. 2015;113:1332–1342. doi: 10.1038/bjc.2015.350. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Liu G, Zhang Y, He F, et al. Expression of GOLPH2 is associated with the progression of and poor prognosis in gastric cancer. Oncol Rep. 2014;32:2077–2085. doi: 10.3892/or.2014.3404. [DOI] [PubMed] [Google Scholar]
- 11.Donizy P, Kaczorowski M, Biecek P, et al. Golgi-related proteins GOLPH2 (GP73/GOLM1) and GOLPH3 (GOPP1/MIDAS) in cutaneous melanoma: patterns of expression and prognostic significance. Int J Mol Sci. 2016;17 [DOI] [PMC free article] [PubMed]
- 12.Ye QH, Zhu WW, Zhang JB, et al. GOLM1 modulates EGFR/RTK cell-surface recycling to drive hepatocellular carcinoma metastasis. Cancer Cell. 2016;30:444–458. doi: 10.1016/j.ccell.2016.07.017. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Kun-Wei, Shi-Yuan, Cheng. Platelet-derived growth factor receptor alpha in glioma: a bad seed. Chin J Cancer. 2011; 30: 590–602. [DOI] [PMC free article] [PubMed]
- 14.Chaturvedi P, Gilkes DM, Wong CCL, et al. Hypoxia-inducible factor–dependent breastcancer–mesenchymal stem cell bidirectional signaling promotes metastasis. J Clin Invest. 2013;123:189–205. doi: 10.1172/JCI69244. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Hu B, Wang Q, Wang Y A, et al. Epigenetic Activation of WNT5A Drives Glioblastoma Stem Cell Differentiation and Invasive Growth. Cell, 2016; 167: 1281–95. e18. [DOI] [PMC free article] [PubMed]
- 16.Zhu C, Mustafa D, Zheng PP, et al. Activation of CECR1 in M2-like TAMs promotes paracrine stimulation-mediated glial tumor progression. Neuro-Oncology. 2017;19:1–12. doi: 10.1093/neuonc/nox081. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Jue TR, Nozue K, Lester AJ, et al. Veliparib in combination with radiotherapy for the treatment of MGMT unmethylated glioblastoma. J Transl Med. 2017;15:61. doi: 10.1186/s12967-017-1164-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Scholzen T, Gerdes J. The Ki-67 protein: from the known and the unknown. J Cell Physiol. 2000;182:311. doi: 10.1002/(SICI)1097-4652(200003)182:3<311::AID-JCP1>3.0.CO;2-9. [DOI] [PubMed] [Google Scholar]
- 19.Yang N, Yan T, Zhu H, et al. A co-culture model with brain tumor-specific bioluminescence demonstrates astrocyte-induced drug resistance in glioblastoma. J Transl Med. 2014;12:278. doi: 10.1186/s12967-014-0278-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Buchanan PC, Klm B, Walcheck B, et al. Ectodomain shedding of the cell adhesion molecule Nectin-4 in ovarian cancer is mediated by ADAM10 and ADAM17. J Biol Chem. 2017;292:6339–6351. doi: 10.1074/jbc.M116.746859. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Lee HJ, Cao Y, Pham V, et al. Ras-MEK signaling mediates a critical Chk1-dependent DNA damage response in cancer cells. Mol Cancer Ther. 2017;16:694–704. doi: 10.1158/1535-7163.MCT-16-0504. [DOI] [PubMed] [Google Scholar]
- 22.Schultz CR, Golembieski WA, King DA, et al. Inhibition of HSP27 alone or in combination with pAKT inhibition as therapeutic approaches to target SPARC-induced glioma cell survival. Mol Cancer. 2012;11:20. doi: 10.1186/1476-4598-11-20. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Ye S, Luo Q, Hao L, et al. Alpha-enolase as a potential cancer prognostic marker promotes cell growth, migration, and invasion in glioma. Mol Cancer. 2014;13:65. doi: 10.1186/1476-4598-13-65. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Gao G, Ke G, Ali S, et al. A TNF-JNK-Axl-ERK signaling axis mediates primary resistance to EGFR inhibition in glioblastoma. Nat Neurosci. 2017;20:1074–1084. doi: 10.1038/nn.4584. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Koul D, Shen R, Bergh S, et al. Inhibition of Akt survival pathway by a small-molecule inhibitor in human glioblastoma. Mol Cancer Ther. 2006;5:637–644. doi: 10.1158/1535-7163.MCT-05-0453. [DOI] [PubMed] [Google Scholar]
- 26.Iser IC, Pereira MB, Lenz G, et al. The epithelial - to - mesenchymal transition - like process in glioblastoma: an updated systematic review and in silico investigation. Med Res Rev. 2016;37:271–313. doi: 10.1002/med.21408. [DOI] [PubMed] [Google Scholar]
- 27.Wang X, Shi W, Shi H, et al. TRIM11 overexpression promotes proliferation, migration and invasion of lung cancer cells. J Exp Clin Cancer Res. 2016;35:100. doi: 10.1186/s13046-016-0379-y. [DOI] [PMC free article] [PubMed] [Google Scholar] [Retracted]
- 28.Xu Z, Yan Y, Xiao L, et al. Radiosensitizing effect of diosmetin on radioresistant lung cancer cells via Akt signaling pathway. PLoS One. 2017;12:e0175977. doi: 10.1371/journal.pone.0175977. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Narayan RS, Fedrigo CA, Brands E, et al. The allosteric AKT inhibitor MK2206 shows a synergistic interaction with chemotherapy and radiotherapy in glioblastoma spheroid cultures. BMC Cancer. 2017;17:204. doi: 10.1186/s12885-017-3193-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Verhaak RGW, Hoadley KA, Purdom E, et al. Integrated genomic analysis identifies clinically relevant subtypes of glioblastoma characterized by abnormalities in PDGFRA, IDH1, EGFR, and NF1. Cancer Cell. 2010;17:98–110. doi: 10.1016/j.ccr.2009.12.020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Zhang L, Zhang W, Li Y, et al. SHP-2-upregulated ZEB1 is important for PDGFRα-driven glioma epithelial - mesenchymal transition and invasion in mice and humans. Oncogene. 2016;35:5641–5652. doi: 10.1038/onc.2016.100. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Sakakini N, Turchi L, Bergon A, et al. A positive feed-forward loop associating EGR1 and PDGFA promotes proliferation and self-renewal in glioblastoma stem cells. J Biol Chem. 2016;291:10684–10699. doi: 10.1074/jbc.M116.720698. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Wamsley JJ, Gary C, Biktasova A, et al. Loss of LZAP inactivates p53 and regulates sensitivity of cells to DNA damage in a p53-dependent manner. Oncogene. 2017;6:e314. doi: 10.1038/oncsis.2017.12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Rajesh Y, Pal I, Banik P, et al. Insights into molecular therapy of glioma: current challenges and next generation blueprint. Acta Pharmacol Sin. 2017;38:591–613. doi: 10.1038/aps.2016.167. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Xu R, Han M, Xu Y, et al. Coiled-coil domain containing 109B is a HIF1α-regulated gene critical for progression of human gliomas. J Transl Med. 2017;15:165. doi: 10.1186/s12967-017-1266-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Yu M, Xue Y, Zheng J, et al. Linc00152 promotes malignant progression of glioma stem cells by regulating miR-103a-3p/FEZF1/CDC25A pathway. Mol Cancer. 2017;16:110. doi: 10.1186/s12943-017-0677-9. [DOI] [PMC free article] [PubMed] [Google Scholar] [Retracted]
- 37.Yang S, Liu Y, Li MY, et al. FOXP3 promotes tumor growth and metastasis by activating Wnt/β-catenin signaling pathway and EMT in non-small cell lung cancer. Mol Cancer. 2017;16:124. doi: 10.1186/s12943-017-0700-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Catalano M, D'Alessandro G, Lepore F, et al. Autophagy induction impairs migration and invasion by reversing EMT in glioblastoma cells. Mol Oncol. 2015;9:1612–1625. doi: 10.1016/j.molonc.2015.04.016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Zhao P, Li Q, Shi Z, et al. GSK-3β regulates tumor growth and angiogenesis in human glioma cells. Oncotarget. 2015;6:31901–31915. doi: 10.18632/oncotarget.5043. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Williams SP, Nowicki MO, Liu F, et al. Indirubins decrease glioma invasion by blocking migratory phenotypes in both the tumor and stromal endothelial cell compartments. Cancer Res. 2011;71:5374–5380. doi: 10.1158/0008-5472.CAN-10-3026. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Martinho O, Longatto-Filho A, Lambros MB, et al. Expression, mutation and copy number analysis of platelet-derived growth factor receptor a (PDGFRA) and its ligand PDGFA in gliomas. Br J Cancer. 2009;101:973–982. doi: 10.1038/sj.bjc.6605225. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Ozawa T, Riester M, Cheng YK, et al. Most human non-GCIMP glioblastoma subtypes evolve from a common proneural-like precursor glioma. Cancer Cell. 2014;26:288–300. doi: 10.1016/j.ccr.2014.06.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Richardson WD, Pringle N, Mosley MJ, et al. A role for platelet-derived growth factor in normal gliogenesis in the central nervous system. Cell. 1988;53:309–319. doi: 10.1016/0092-8674(88)90392-3. [DOI] [PubMed] [Google Scholar]
- 44.Pietras K, Sjöblom T, Rubin K, et al. PDGF receptors as cancer drug targets. Cancer Cell. 2003;3:439–443. doi: 10.1016/S1535-6108(03)00089-8. [DOI] [PubMed] [Google Scholar]
- 45.Capdeville R, Buchdunger E, Zimmermann J, et al. Glivec (STI571, imatinib), a rationally developed, targeted anticancer drug. Nat Rev Drug Discov. 2002;1:493–502. doi: 10.1038/nrd839. [DOI] [PubMed] [Google Scholar]
- 46.Druker BJ, Sawyers CL, Kantarjian H, et al. Activity of a specific inhibitor of the BCR-ABL tyrosine kinase in the blast crisis of chronic myeloid leukemia and acute lymphoblastic leukemia with the Philadelphia chromosome. N Engl J Med. 2001;344:1038–1042. doi: 10.1056/NEJM200104053441402. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The dataset used for analysis was retrieved through TCGA (http://cancergenome.nih.gov/) and Rembrandt (http://www.betastasis.com/glioma/rembrandt/) websites.