Abstract
Glioblastoma (GBM) is the most prevalent primary central nervous system tumour in adults. The lethality of GBM lies in its highly invasive, infiltrative, and neurologically destructive nature resulting in treatment failure, tumour recurrence and death. Even with current standard of care treatment with surgery, radiotherapy and chemotherapy, surviving tumour cells invade throughout the brain. We have previously shown that this invasive phenotype is facilitated by actin-rich, membrane-based structures known as invadopodia. The formation and matrix degrading activity of invadopodia is enhanced in GBM cells that survive treatment. Drug repurposing provides a means of identifying new therapeutic applications for existing drugs without the need for discovery or development and the associated time for clinical implementation. We investigate several FDA-approved agents for their ability to act as both cytotoxic agents in reducing cell viability and as ‘anti-invadopodia’ agents in GBM cell lines. Based on their cytotoxicity profile, three agents were selected, bortezomib, everolimus and fludarabine, to test their effect on GBM cell invasion. All three drugs reduced radiation/temozolomide-induced invadopodia activity, in addition to reducing GBM cell viability. These drugs demonstrate efficacious properties warranting further investigation with the potential to be implemented as part of the treatment regime for GBM.
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Introduction
Gliomas are the most common primary central nervous system (CNS) malignancy in adults, accounting for approximately 80% of all CNS malignancies [1], with an average annual age-adjusted incidence of 6.0 per 100,000 population and a 5 year survival rate of only 5% in the United States between 2010 to 2014 [2]. The most common and aggressive form of glioma, glioblastoma (GBM), accounts for 61% of all gliomas [2]. Despite multimodal treatment with surgery, fractionated radiotherapy (RT) and temozolomide (TMZ) chemotherapy, the median survival for GBM patients is only 6–15 months [3, 4].
Gliomas exhibit several classic tumour cell characteristics, including genomic instability, resistance to apoptosis, proliferation, and invasion [5]. GBM is highly invasive, with widespread infiltration of tumour cells into surrounding normal brain parenchyma. This inevitable spread prevents complete surgical tumour resection, with residual post-operative tumour cells contributing to recurrence. In addition, the development of resistance to TMZ and RT in residual cells contributes to tumour recurrence and patient death.
It has been previously shown that invadopodia, dynamic, actin-rich membrane-localized structures, facilitate cancer cell invasion, including in GBM [6, 7]. These specialized structures extend into and adhere to the surrounding extracellular matrix (ECM) and proteolytically degrade ECM substrates using various transmembrane proteases, including membrane type 1-matrix metalloproteinase (MT1-MMP), and secreted proteases such as matrix-metalloproteinase (MMP)-2 and MMP-9 [8,9,10]. Importantly, the expression of MMP-2 and MMP-9 is upregulated in GBM [11, 12]. Invadopodia are found in glioma cell lines and tumour cells isolated from human GBM tissue, suggesting a role in glioma invasion [7, 13]. We have also previously shown that the invadopodia regulator, Tks5, correlates with glioma patient survival [14], further supporting the role of invadopodia in glioma.
Ionizing radiation is an important modality in cancer treatment, with a survival benefit for many cancers [15], including glioma [16]. However, it has been proposed that RT may exacerbate the invasive and migratory behaviour of cancer cells [17, 18]. Studies have demonstrated that RT may facilitate tumour invasion through treatment-induced secretion of pro-invasive factors such as the MMP family [19,20,21,22,23]. As well as promoting invasion, an increase in MMP-2 secretion may also assist tumour survival by reducing apoptosis, proliferation and angiogenesis [24]. This is an important consideration, as the majority of GBM inevitably recur in the vicinity of the target volume of RT around the surgical resection cavity [25]. This is supported by several studies which report an increase in the migratory and invasive potential of GBM cells that survive RT and TMZ treatment [26,27,28,29].
The most recent advance in GBM treatment, in 2005, was the discovery that complementing surgical resection and RT with TMZ treatment marginally increased survival rates [30]. With no major advances since this discovery, GBM patients continue to face a poor prognosis, highlighting the need for innovative and effective therapeutic strategies. Drug repurposing, finding new uses, for existing drugs approved for other indications, is gaining momentum, particularly as the pipeline for drug discovery involves significant financial investment, and a timeframe of 10 to 15 years [31]. Drug repurposing benefits from the existing knowledge on dosage, safety, and side effects, negating the need for phase I and II trials and ultimately reducing both lead time and cost. Therefore, we examined several FDA-approved drugs for their potential to impair invadopodia activity in GBM cells.
Materials and methods
FDA-approved drugs
The 20 FDA-approved drugs used in this study (Supp. Table 1) were supplied by Selleckchem (Selleckchem, Houston, TX, USA) at a concentration of 10 mM in DMSO and were stored at − 80 °C. They were derived from a larger commercial library (Catalogue Number: L1300) and were chosen for potential impact on invadopodia activity, based on involvement of drug gene targets in cancer cell invasion and expression in GBM. The ideal drug would have a dual effect in reducing both cell viability and invadopodia activity in GBM cells surviving RT and TMZ treatment.
Cell lines and culture
U87MG and LN229 cell lines were purchased from the ATCC (American Type Culture Collection). MU41 is a patient-derived cell line obtained from an explant human GBM biopsy at The Royal Melbourne Hospital (Melbourne Health Research Ethics Approval Number 2009.116). The cells were cultured in DMEM (Life Technologies) supplemented with 10% (vol/vol) heat-inactivated fetal bovine serum (HyClone), penicillin (100 U/ml), and streptomycin (10 μg/ml). All cells were maintained in a humidified atmosphere of 10% CO2 at 37 °C and used within the first 20 passages.
Western blot analysis
Western blot analysis of GBM cell protein lysates (20 μg) was performed using NuPage 4%-12% bis–tris precast gels (Invitrogen) and transferred onto nitrocellulose blotting membrane (GE Healthsciences). The membranes were blocked with 3% bovine serum albumin in 1% TBST for 1 h prior to overnight incubation with primary antibodies at 4 °C. The following antibodies were utilized for this study: GAPDH (diluted 1:1000, Cat No. 14C10, Cell Signalling Technologies), N-WASP (diluted 1:1000, Cat. No. SC271484, Santa Cruz Biotechnology); Nck1 (diluted 1:1000, Cat No. 15B9, Cell Signaling Technologies), Cortactin (diluted 1:1000, Cat No. SC555888, Santa Cruz Biotechnology) and Tks5 (diluted 1:1000, Cat No. SC30122, Santa Cruz Biotechnology). Subsequently, the membranes underwent three 5 min washes in 1 × TBST and then incubated with the secondary antibody (1:10,000; Cat. No. 1706515, anti-rabbit; Cat. No. 1706516, anti-mouse, BioRad) and developed using an enhanced chemiluminescence reagent (GE Healthcare) and exposure onto SuperRX x-ray film (Fujifilm).
Gelatin zymography
For zymographic analysis of cell culture medium, 1 × 106 cells were seeded per well in six well plates (Corning) and were allowed to adhere overnight before washing with sterile phosphate buffered saline (PBS) and further incubation in 2 ml of serum-free OptiMem® (Thermofisher Scientific) for 24 h. 200 μl aliquots of the conditioned OptiMem® medium was then sampled and centrifuged at 1000×g (4 °C) for 10 min before storage at − 80 °C. NuPAGE precast gels (Invitrogen, Australia) were used for the gelatin based zymography and the conditioned OptiMem® media samples were normalized against the corresponding cell protein lysate concentration, as determined using the Bicinchonic acid (BCA) protein assay (Pierce, Thermofisher Scientific). Separation of the media samples was performed by electrophoresis at 125 V for 1.5 h in 1 × Novex Tris–Glycine SDS Running Buffer. Subsequently, the gels were then removed and incubated for 30 min at room temperature in 1 × Novex zymogram renaturing buffer (Thermofisher Scientific), followed by a 30 min incubation at room temperature in 1 × Novex zymogram developing buffer. This was then replaced with new developing buffer for an overnight incubation at 37 °C. The gels were then washed in distilled water and stained for 1 h in Simply Blue Stain (Life Technologies) followed by additional washing in distilled water until clear gelatinolytic bands were visible. Identification of the band molecular weight was determined using loaded Precision Blue protein markers (Bio-Rad) and the gels were scanned using a flatbed scanner.
Cell viability assays
Cells were seeded (1 × 104 cells/well) into 96 well plates and were allowed to adhere overnight. The cells were then treated with the FDA-approved drugs listed in Supplementary Table 1 at increasing concentrations (0, 0.01, 0.1, 1 and 10 μM) in triplicate for 72 h in a humidified incubator (10% CO2 at 37 ℃). Following the incubation, cell viability was assessed with a plate reader (absorbance—570 nm wavelength) using a CellTiter 96 Non-radioactive Cell Proliferation Assay (MTT) (Promega), as per the manufacturer’s instructions.
Invadopodia matrix degradation assay
FITC-gelatin invadopodia matrix assays were performed as previously described [32]. The basal invadopodia activity of the cell lines was determined by seeding 1 × 105 cells per FITC-gelatin coated coverslip for 24 h in a humidified incubator (10% CO2 at 37 °C). The cells were then then washed with 1 × PBS and fixed in 4% paraformaldehyde for 15 min. The cells were permeabilized with 0.2% Triton-X-100 and then stained with rhodamine phalloidin (invadopodia actin puncta) and DAPI (nucleus), and the coverslips were mounted with Vectashield (Vector Laboratories). Images were then acquired using a Nikon A1 + confocal microscope system utilizing a Plan Apo VC 60 × Oil DIC N2 immersion objective. Degraded gelatin was defined as black areas depleted of fluorescent gelatin within each image. A total of 10 random image fields were acquired for each sample. Images were subsequently analyzed using ImageJ (version 1.51n), and threshold and region tools were utilized to define the total region of degradation present within each acquired image field. A particle counter macro was then employed to calculate the total area of FITC-conjugated gelatin degradation, and this was then standardized relative to the number of DAPI-positive cells that were present within the image field. The LN229 cells were irradiated at 2 Gy and after 24 h (10% CO2 at 37 °C), the cells were treated with 50 μM of TMZ for a further 24 h (10% CO2 at 37 °C). The cells were then incubated with 0.01 μM of the FDA-approved drugs for an additional 72 h (10% CO2 at 37 °C). The cells were then trypsinized and seeded at a density of 1 × 105 cells per FITC-gelatin coated coverslip for 24 h in the absence of drug (10% CO2 at 37 °C) prior to fixing and staining as previously outlined.
In vitro scratch wound assay
LN229 cells were seeded into 6-well plates (3 × 105 cells/well) and allowed to adhere overnight in a humidified environment (10% CO2 at 37 °C). The cells were then incubated in the presence of drug (0.01 μM) for 72 h, after which 5 μg/ml of Mitomycin C (2 h, 10% CO2 at 37 °C) was then added to the cells to arrest proliferation, followed by the introduction of a scratch 2 h later. The cells were then washed twice in PBS before fresh medium was added. Images were acquired at 0, 6 and 24 h using a 4 × objective. Images were analysed using Image J (Version 1.51n) to define the area of the wound.
Cultrex BME invasion assay
Cells were seeded (2.5 × 104 cells/well) in 24 well plates, allowed to adhere overnight before the addition of serum-free Optimem (24 h). Membrane inserts were then coated with a 100 μl volume of 0.5× BME as per the manufacturer’s protocol. GBM cells were treated with RT/TMZ and the candidate drugs as outlined in the invadopodia assay, prior to seeding in the top chamber of the BME coated membranes.
Datamining
Differential mRNA expression levels of invadopodia regulators in glioma tissue were retrieved from the Oncomine™ v4.5 database (www.oncomine.org; Compendia Bioscience™, Ann Arbor, MI, USA, part of Life Technologies). Oncomine™ is an online cancer microarray database containing 715 datasets (86,733 samples) compiled from various cancer studies. The threshold for the inclusion of data analysis was set to p < 0.05 for significance and an mRNA expression fold difference of > 2. All data are log transformed, and the standard deviation is normalized to one per array studied.
The mRNA expression levels of the FDA-approved candidate drugs target genes (bortezomib, fludarabine and everolimus) in glioma samples of different grades from The Cancer Genome Atlas (TCGA) and Chinese Glioma Genome Atlas (CGGA) cohorts were analysed using the Gliovis glioma data portal (http://gliovis.bioinfo.cnio.es/). A GBM patient survival analysis was also conducted using the Glioblastoma Bio Discovery Portal (GBM-BioDP; https://gbm-biodp.nci.nih.gov/), which is an online resource (https://gbm-biodp.nci.nih.gov) for examining The Cancer Genome Atlas (TCGA) data associated with GBM [33]. GBM-BioDP enables the probing of gene expression profiles based on known molecular subtypes and association with clinical outcomes [34]. Data sourced from GBM-BioDP was used to demonstrate that co-expression of invadopodia genes with the gene targets of the candidate FDA-approved drugs portended a poorer prognosis compared to the invadopodia genes or drug target genes alone.
STRING database: protein–protein interaction analysis
The Search Tool for the Retrieval of Interacting Genes/proteins (STRING V11.5; www.string-db.org) [32], is a database that searches for known protein interactions online. The minimum required interaction score was set with a medium confidence of (0.400) and a network interaction map of the drug target genes and invadopodia genes was constructed (Supp. Figure 2).
Statistical analysis
Statistical significance was determined using an unpaired, unequal variance, two-tailed t-test with the use of GraphPad Prism 7 (Prism 7.00 for Windows, GraphPad Software, La Jolla, CA, USA). Values were considered statistically significant if p < 0.05.
Results
Functional matrix degrading invadopodia are present in GBM cell lines
The three cell lines used in this study (MU41, U87MG and LN229) form functional invadopodia that degrade the FITC-labelled gelatin which can be seen to co-localize with rhodamine phalloidin-stained actin puncta (Fig. 1a). The presence of functional invadopodia is further supported with the observed co-localization of cortactin with actin puncta (Fig. 1e). Quantification revealed that LN229 cells exhibited the highest level of invadopodia-mediated FITC-gelatin degrading activity (Fig. 1b). Importantly, zymographic analysis of serum-free conditioned medium isolated from the cell lines revealed that the prominent MMP forms detected were pro-MMP-2 (72 kDa) and active MMP-2 (65 kDa) (Fig. 1c).
To support the functional results indicating the presence of invadopodia in our GBM cell lines, we determined the expression levels of several known regulatory invadopodia-related proteins including Tks5, cortactin, Nck, MMP-2 and N-WASP using western blotting (Fig. 1d). All three cell lines showed expression of these invadopodia-related proteins, although levels varied. LN229 cells displayed both the highest invadopodia-mediated FITC-gelatin degradation and highest expression of invadopodia-associated proteins.
Repurposed FDA-approved drugs can reduce GBM cell line viability
The twenty FDA-approved drugs (Supp. Table 1) were first examined for their ability to reduce GBM cell viability. A variable response to the drugs over the concentration range examined was observed (Figs. 2, 3). Drugs were then ranked based on efficacy across multiple concentrations and the number of cell lines affected (Supp. Table 2). Three candidate drugs were then selected for further analysis including bortezomib, everolimus, and fludarabine. Bortezomib was the most effective at reducing GBM cell viability across all lines.
Bortezomib reduces GBM cell migration, whereas bortezomib, everolimus and fludarabine reduce invadopodia-mediated FITC-gelatin degradation in LN229 cells
As LN229 cells exhibited the highest level of invadopodia activity, we investigated the impact of the three drugs on this activity in LN229 cells. Invadopodia regulators such as cortactin are known to exhibit dynamic interactions with the actin cytoskeleton to regulate cell movement and therefore we also examined the effect of the drugs on cell migration (Fig. 4a, b). Only bortezomib was observed to reduce LN229 cell migration, however, all three drugs significantly reduced the basal levels of invadopodia-mediated FITC-gelatin degradation as seen in the untreated controls (Fig. 4c, d).
Bortezomib, everolimus and fludarabine can reduce RT and TMZ treatment-induced invadopodia activity in LN229 cells
As we had determined that bortezomib, everolimus and fludarabine could reduce invadopodia-mediated FITC-gelatin degradation in LN229 cells, we also examined whether this ‘anti-invadopodia’ effect could be replicated in GBM cells pre-treated with RT and TMZ. LN229 cells treated with RT/TMZ resulted in approximately a two-fold increase in FITC-gelatin degradation, compared to untreated cells (Fig. 4e, f). However, all three drugs reduced RT/TMZ-induced invadopodia activity and the percentage of cells co-localizing with degraded FITC-gelatin (Fig. 4g). Supporting the reduction in invadopodia activity was an observed functional decrease in the invasive capacity of drug treated LN229 cells through the ECM matrix of an invasion assay (Fig. 4h). Furthermore, zymographic examination of conditioned medium isolated from treated LN229 cells showed that the three drugs also partially reduced MMP-2 secretion (Fig. 4i).
Invadopodia regulator mRNA expression is increased in glioma
Gene expression datasets were examined from seven independent glioma studies showing a significant increase in mRNA levels of invadopodia regulators in GBM tissue compared to normal brain (Table 1), which was also observed for the candidate drug gene targets (Table 2). Analysis of the TCGA and CGGA datasets revealed that gene targets of the three drugs were generally more highly expressed in grade IV glioma (GBM) (Fig. 5). We also utilized GBM-BioDP to cross-examine survival data associated with the TCGA dataset. Stratification of the patients into two groups (low versus high co-expression of drug gene targets with invadopodia genes) identified a significant impact on GBM survival compared to the individual groups (Supp. Figure 1; Supp. Table 3).
STRING Protein–protein analysis indicates potential interactions between invadopodia regulators and drug targets
A protein–protein interaction (PPI) network was constructed for the FDA-approved drug target genes and the invadopodia regulator genes. As can be seen in Supp. Figure 2a, experimental and curated database evidence suggest that there are protein–protein interactions between a number of the invadopodia regulators and the drug targets. The known interactions with drug targets include NFKB1 and AKT1 (bortezomib) and MTOR (Everolimus). The corresponding confidence PPI network map (Supp. Figure 2b) shows prominent interactions between the drug target genes and the invadopodia regulators Src and Grb2, which is supported by the ‘combined score’ (Supp. Figure 2c) as determined by the STRING network pipeline.
Discussion
Despite advances in medical technology and decades of research and numerous clinical trials [30], the prognosis for GBM patients still remains poor [4, 30], with the highly infiltrative phenotype of GBM cells contributing to tumour recurrence [33]. We have previously demonstrated the presence of invadopodia in primary tumour cells isolated from ex-vivo cultured GBM specimens [7] and that the formation and activity of invadopodia coupled with enhanced MMP-2 secretion is observed in GBM cells surviving RT and TMZ treatment [34]. The current standard of care for GBM patients includes fractionated radiotherapy at 2 Gy per day [30] and it has been previously determined that the concentration of TMZ in the CSF of GBM patients can range between 5 and 50 μM [35]. Therefore, in our current study, we used a radiotherapy dose of 2 Gy and TMZ concentration of 50 μM and observed enhanced invadopodia-mediated FITC-gelatin degrading activity in the LN229 GBM cells, which supported our previous findings at higher doses of RT and TMZ [34]. This highlights the urgent need for exploring therapeutic strategies to combat invadopodia formation in GBM cells that survive RT/TMZ treatment, which formed the basis for evaluating the FDA-approved agents in our study.
Importantly, previous studies have demonstrated that these three drugs can reduce the invasive ability of other cancer cell types, but these observations were not linked to a decrease in the matrix degrading ability of invadopodia. Bortezomib treatment reduces the migration and invasive capacity of a cervical carcinoma HeLa cell line, which was associated with a decrease in the intracellular expression of MMP2 and MMP9 [36], and this is also observed in bortezomib treated chondrosarcoma cells [37]. Significant inhibition of the invasive capacity of human breast cancer cells [38] and ovarian cancer cells [39] in vitro, coupled with a decrease in MMP9 expression has also been observed with everolimus treatment. Notably, the in vitro based matrix invasive capacity of colorectal cancer cells is also reduced with fludarabine treatment [40]. These observations support the findings from this current study demonstrating that these FDA-approved agents can reduce the invasive capacity of GBM cells by impacting invadopodia activity.
Fludarabine is a chemotherapeutic agent used for treating haematological malignancies due to its ability in disrupting DNA synthesis [41]. Early studies in the late 1980’s, evaluating the efficacy of fludarabine in glioma patients concluded that it was not an effective therapeutic agent at the utilized dosages (18 or 25 mg/m2/day) [42, 43] and recommended that further study of the drug was not warranted. However, these were small trials (23 patients [42] and 15 patients [43], respectively) involving recurrent anaplastic astrocytoma or glioblastoma patients. However, one trial did report positive responses in some patients (partial responder—1; improved responder—2; stable disease—2) [42]. Also, a recent study has since demonstrated that fludarabine phosphate can inhibit inositol-requiring enzyme 1 (IRE1) activity, which in turn sensitizes GBM cells to TMZ treatment [44] and therefore could potentially be integrated with the current Stupp based protocol prior to TMZ administration, to improve patient outcome.
Mammalian target of rapamycin (mTOR) signalling plays a critical role in cellular functions for normal and cancer cells. The mTOR multiprotein complex, mTOR1 is significantly deregulated in cancer including GBM [45], which has driven an increasing interest in rapamycin-based therapies including everolimus (RAD001). There have been varied outcomes from everolimus trials for glioma patients, but a phase II trial of recurrent low grade glioma patients resulted in a high degree of disease stability [46]. The median survival of newly diagnosed GBM patients treated with a combination of everolimus and conventional chemoradiation is comparable to contemporary studies, but inferior to controls in a randomized study [47]. However, Babak and Mason [48] identified that 77.1% of patients in the control arm of this study received adjuvant TMZ, whereas only 60.2% in the everolimus arm received TMZ. This may have had an unfavourable impact on survival, especially since the hypermethylation of O6-methylguanine-DNA methyltransferase would have conferred a survival advantage in the control arm. These contributing factors must be considered when further examining mTOR inhibition-based therapy in future trials, especially as mTORC1, as a potential therapeutic target is overexpressed in GBM.
Bortezomib is a dipeptide boronic acid derivative and a reversible inhibitor of the 26S proteasome. It has been particularly successful in the treatment of myeloma, as it induces death in multiple myeloma cells at doses that are non-toxic to normal blood peripheral cells with therapeutic efficacy [49]. Promising clinical results have been observed in the treatment of solid cancers [50,51,52,53,54,55,56]. Phase I and II clinical trials evaluating bortezomib treatment of GBM patients have shown that the combination with radiotherapy and TMZ is well tolerated [57,58,59], and that stable clinical symptoms and radiological response and improvements in survival compared to historical controls appear promising [57, 59].
In a recent, phase II study [57], the addition of bortezomib to radiotherapy and TMZ resulted in a median overall survival of 19.1 months and a pronounced median overall survival of 61 months in MGMT-methylated GBM patients versus 16.4 in unmethylated patients. Whilst this is only a small study, the encouraging positive results warrant further trials investigating the combination of radiotherapy, TMZ and bortezomib. Importantly, it has been observed to cross the blood brain barrier (BBB) in humans and mice [59, 60]. However, some phase II clinical trials investigating the efficacy of systemically administered bortezomib administered with tamoxifen [61] or vorinostat [62] demonstrated no therapeutic benefit, indicating potentially a low CNS penetrance due to the BBB. But, it has been proposed that efflux transporters such as P-glycoprotein (P-gp, ABCB1), function to intercept drugs entering the CNS capillary cells and transport them back into the blood [63]. By inhibiting drug efflux with the use of ABC transporter inhibitors, the CNS penetrance of drugs such as bortezomib can potentially be improved [64]. The intratumoural administration of bortezomib into the cranial cavity has also been proposed as an effective therapy for GBM, based on osmotic pump administration of the drug in a mouse glioma model [65].
The predicted BBB penetrance of the candidate drugs based on physiochemical properties as determined by ADMET (absorption, distribution, metabolism, excretion, and toxicity) [66] is displayed in Supp. Table 4, indicating that everolimus and fludarabine, are predicted to achieve higher BBB penetrance than bortezomib. However, due to the multiple physicochemical and biological factors that can contribute to the permeability of the BBB, it is difficult to accurately predict BBB penetrance based on these factors alone [67]. Exosomes which are secreted by cancer and normal cells, facilitate intercellular communication through the transfer of functional cargo (mRNA, miRNA, proteins). They have been demonstrated to cross the BBB [68] and are being investigated as therapeutic vehicles for pharmaceuticals or small interfering RNA (siRNA) in cancer treatment and incorporation into the clinical setting [69].
As a drug delivery system, exosomes display a high degree of biocompatibility and reduced clearance rate compared to direct systemic administration of chemotherapeutic agents, prompting investigation of the exosomal encapsulation of drugs such as doxorubicin and paclitaxel [68, 70]. This approach has been proposed for the delivery of TMZ to GBM cells compared to a systemic approach to reduce systemic metabolism as a ‘non-encapsulated drug’ and decreasing the observed off-target effects associated with systemically administered chemotherapeutics [71].If the candidate drugs, bortezomib, everolimus and fludarabine could be encapsulated within exosomes, BBB penetration and local intratumoural concentration maybe increased.
While inhibition of the 26S proteasome is the main mechanism of action for bortezomib, multiple mechanisms may contribute to the therapeutic action of bortezomib. This may include the upregulation of a proapoptotic protein, phorbol-12-myristate-13-acetate-induced protein 1 (NOXA), which may in turn interact with the anti-apoptotic proteins of the Bcl-2 subfamily, Bcl-XL and Bcl-2, resulting in the apoptotic death of the tumour cells. Also, amplification of the epidermal growth factor (EGFR) and loss of phosphatase and tensin homolog (PTEN) can contribute to the malignant phenotype of glioma [72] and the downstream targets, Akt and NF-kB, impact oncogenesis, cell proliferation and apoptosis [73]. A study by Bredel et al., identified that NFκBIA deletion in GBM is a negative prognostic marker and that inhibition of NFκB by bortezomib may be beneficial [74].
The data presented from our current study demonstrates that FDA-approved drugs not initially designed for use in the treatment of GBM patients have the potential to be repurposed, as dual ‘chemotherapeutic’ and ‘anti-invasive’ (anti-invadopodia) agents targeting GBM cells that survive RT and TMZ. The three candidate FDA-approved drugs, bortezomib, everolimus and fludarabine all displayed a dual cytotoxic and anti-invadopodia effect, especially reducing RT/TMZ treatment-induced invadopodia activity. Further research investigating the use of these three agents, as an adjuvant treatment in targeting the invasive capacity of GBM cells that survive RT/TMZ treatment of GBM patients is warranted.
Data availability
There is no associated data to be made available.
Abbreviations
- A:
-
Astrocytoma
- AA :
-
Anaplastic Astrocytoma
- AO :
-
Anaplastic Oligodendroglioma
- AOA :
-
Anaplastic Oligoastrocytoma
- AOD :
-
Anaplastic Oligodendroglioma
- AKT1 :
-
AKT Serine/Threonine Kinase 1
- AO :
-
Anaplastic Oligoastrocytoma
- BBB :
-
Blood Brain Barrier
- CNS :
-
Central nervous system
- CO2 :
-
Carbon dioxide
- CSF :
-
Cerebrospinal fluid
- DA :
-
Diffuse Astrocytoma
- DAPI :
-
4′,6-Diamidino-2-phenylindole
- DCK :
-
Deoxycytidine Kinase
- DMSO :
-
Dimethyl sulphoxide
- ECM :
-
Extracellular matrix
- EGFR :
-
Epidermal growth factor receptor
- FDA :
-
U.S. Food and Drug Administration
- FITC :
-
Fluorescein isothiocyanate
- GAPDH :
-
Glyceraldehyde 3-phosphate dehydrogenase
- GBM :
-
Glioblastoma
- Gy :
-
Gray
- Grb2 :
-
Growth factor receptor-bound protein 2
- kDa :
-
Kilodalton
- MGMT :
-
O-6-methylguanine-DNA methyltransferase
- ml :
-
Millilitres
- MMP :
-
Matrix-metalloproteinase
- MMP-2 :
-
Matrix-metalloproteinase-2
- MMP-9 :
-
Matrix-metalloproteinase-9
- mRNA :
-
Messenger RNA
- MT1-MMP :
-
Membrane type 1-matrix metalloproteinase
- μg :
-
Microgram
- μM :
-
Micromolar
- MTOR :
-
Mechanistic Target Of Rapamycin
- Nck1 :
-
NCK Adaptor Protein 1
- NFKB1 :
-
Nuclear Factor Kappa B Subunit 1
- nm :
-
Nanometre
- NOXA1 :
-
NADPH Oxidase Activator 1
- N-WASP :
-
Neural Wiskott-Aldrich syndrome protein
- OD :
-
Oligodendroglioma
- PBS :
-
Phosphate buffered saline
- POLA1 :
-
DNA Polymerase Alpha 1, Catalytic Subunit
- RRM1 :
-
Ribonucleotide Reductase Catalytic Subunit M1
- RT :
-
Radiotherapy
- TBST :
-
Tris Buffered Saline with Tween 20
- TCGA :
-
The Cancer Genome Atlas
- Tks4 :
-
Tyrosine kinase substrate with 4 SH3 domains
- Tks5 :
-
Tyrosine kinase substrate with 5 SH3 domains
- TMZ :
-
Temozolomide
- VEGFR :
-
Vascular Endothelial Growth Factor
- Vol :
-
Volume
References
Ostrom QT, Cioffi G, Gittleman H, Patil N, Waite K, Kruchko C, Barnholtz-Sloan JS (2019) CBTRUS statistical report: primary brain and other central nervous system tumors diagnosed in the United States in 2012–2016. Neuro Oncol 21:v1–v100. https://doi.org/10.1093/neuonc/noz150
Ostrom QT, Cote DJ, Ascha M, Kruchko C, Barnholtz-Sloan JS (2018) Adult glioma incidence and survival by race or ethnicity in the United States From 2000 to 2014. JAMA Oncol 4:1254–1262. https://doi.org/10.1001/jamaoncol.2018.1789
Stupp R, Brada M, van den Bent MJ, Tonn JC, Pentheroudakis G, Group EGW (2014) High-grade glioma: ESMO clinical practice guidelines for diagnosis, treatment and follow-up. Ann Oncol 25(Suppl 3):93–101. https://doi.org/10.1093/annonc/mdu050
Gan HK, Rosenthal MA, Cher L, Dally M, Drummond K, Murphy M, Thursfield V (2015) Management of glioblastoma in Victoria, Australia (2006–2008). J Clin Neurosci 22:1462–1466. https://doi.org/10.1016/j.jocn.2015.03.029
Hanahan D, Weinberg RA (2011) Hallmarks of cancer: the next generation. Cell 144:646–674. https://doi.org/10.1016/j.cell.2011.02.013
Murphy DA, Courtneidge SA (2011) The “ins” and “outs” of podosomes and invadopodia: characteristics, formation and function. Nat Rev Mol Cell Biol 12:413–426. https://doi.org/10.1038/nrm3141
Stylli SS, Kaye AH, Lock P (2008) Invadopodia: at the cutting edge of tumour invasion. J Clin Neurosci 15:725–737. https://doi.org/10.1016/j.jocn.2008.03.003
Kumar S, Das A, Barai A, Sen S (2018) MMP secretion rate and inter-invadopodia spacing collectively govern cancer invasiveness. Biophys J 114:650–662. https://doi.org/10.1016/j.bpj.2017.11.3777
Jacob A, Prekeris R (2015) The regulation of MMP targeting to invadopodia during cancer metastasis. Front Cell Dev Biol 3:4. https://doi.org/10.3389/fcell.2015.00004
Poincloux R, Lizarraga F, Chavrier P (2009) Matrix invasion by tumour cells: a focus on MT1-MMP trafficking to invadopodia. J Cell Sci 122:3015–3024. https://doi.org/10.1242/jcs.034561
Koul D, Parthasarathy R, Shen R, Davies MA, Jasser SA, Chintala SK, Rao JS, Sun Y, Benvenisite EN, Liu TJ, Yung WK (2001) Suppression of matrix metalloproteinase-2 gene expression and invasion in human glioma cells by MMAC/PTEN. Oncogene 20:6669–6678. https://doi.org/10.1038/sj.onc.1204799
Chen XC, Wei XT, Guan JH, Shu H, Chen D (2017) EGF stimulates glioblastoma metastasis by induction of matrix metalloproteinase-9 in an EGFR-dependent mechanism. Oncotarget 8:65969–65982. https://doi.org/10.18632/oncotarget.19622
Chuang YY, Tran NL, Rusk N, Nakada M, Berens ME, Symons M (2004) Role of synaptojanin 2 in glioma cell migration and invasion. Cancer Res 64:8271–8275. https://doi.org/10.1158/0008-5472.CAN-04-2097
Stylli SS, I ST, Kaye AH and Lock P, (2012) Prognostic significance of Tks5 expression in gliomas. J Clin Neurosci 19:436–442. https://doi.org/10.1016/j.jocn.2011.11.013
Schaue D, McBride WH (2015) Opportunities and challenges of radiotherapy for treating cancer. Nat Rev Clin Oncol 12:527–540. https://doi.org/10.1038/nrclinonc.2015.120
Grunert M, Kassubek R, Danz B, Klemenz B, Hasslacher S, Stroh S, Schneele L, Langhans J, Strobele S, Barry SE, Zhou S, Debatin KM, Westhoff MA (2018) Radiation and brain tumors: an overview. Crit Rev Oncog 23:119–138. https://doi.org/10.1615/CritRevOncog.2018025927
Schirrmacher V (1984) Cancer metastasis and the use of animal model systems. Behring Inst Mitt 74:195–200
von Essen CF (1991) Radiation enhancement of metastasis: a review. Clin Exp Metastasis 9:77–104. https://doi.org/10.1007/BF01756381
Stansborough RL, Al-Dasooqi N, Bateman EH, Bowen JM, Keefe DMK, Logan RM, Yeoh ASJ, Yeoh EEK, Stringer AM, Gibson RJ (2018) Matrix metalloproteinase expression is altered in the small and large intestine following fractionated radiation in vivo. Support Care Cancer 26:3873–3882. https://doi.org/10.1007/s00520-018-4255-5
Singh SS, Bhatt MLB, Kushwaha VS, Singh A, Kumar R, Gupta R, Parmar D (2017) Role of matrix metalloproteinase 13 gene expression in the evaluation of radiation response in oral squamous cell carcinoma. J Carcinog 16:2. https://doi.org/10.4103/jcar.JCar_5_16
Martinou M, Giannopoulou E, Malatara G, Argyriou AA, Kalofonos HP, Kardamakis D (2011) Ionizing radiation affects epidermal growth factor receptor signalling and metalloproteinase secretion in glioma cells. Cancer Genomics Proteomics 8:33–38
Park CM, Park MJ, Kwak HJ, Lee HC, Kim MS, Lee SH, Park IC, Rhee CH, Hong SI (2006) Ionizing radiation enhances matrix metalloproteinase-2 secretion and invasion of glioma cells through Src/epidermal growth factor receptor-mediated p38/Akt and phosphatidylinositol 3-kinase/Akt signaling pathways. Cancer Res 66:8511–8519. https://doi.org/10.1158/0008-5472.CAN-05-4340
Araya J, Maruyama M, Sassa K, Fujita T, Hayashi R, Matsui S, Kashii T, Yamashita N, Sugiyama E, Kobayashi M (2001) Ionizing radiation enhances matrix metalloproteinase-2 production in human lung epithelial cells. Am J Physiol Lung Cell Mol Physiol 280:L30–L38. https://doi.org/10.1152/ajplung.2001.280.1.L30
Badiga AV, Chetty C, Kesanakurti D, Are D, Gujrati M, Klopfenstein JD, Dinh DH, Rao JS (2011) MMP-2 siRNA inhibits radiation-enhanced invasiveness in glioma cells. PLoS ONE 6:e20614. https://doi.org/10.1371/journal.pone.0020614
Kosztyla R, Chan EK, Hsu F, Wilson D, Ma R, Cheung A, Zhang S, Moiseenko V, Benard F, Nichol A (2013) High-grade glioma radiation therapy target volumes and patterns of failure obtained from magnetic resonance imaging and 18F-FDOPA positron emission tomography delineations from multiple observers. Int J Radiat Oncol Biol Phys 87:1100–1106. https://doi.org/10.1016/j.ijrobp.2013.09.008
Cordes N, Hansmeier B, Beinke C, Meineke V, van Beuningen D (2003) Irradiation differentially affects substratum-dependent survival, adhesion, and invasion of glioblastoma cell lines. Br J Cancer 89:2122–2132. https://doi.org/10.1038/sj.bjc.6601429
Trog D, Fountoulakis M, Friedlein A, Golubnitschaja O (2006) Is current therapy of malignant gliomas beneficial for patients? Proteomics evidence of shifts in glioma cells expression patterns under clinically relevant treatment conditions. Proteomics 6:2924–2930. https://doi.org/10.1002/pmic.200500587
Trog D, Yeghiazaryan K, Fountoulakis M, Friedlein A, Moenkemann H, Haertel N, Schueller H, Breipohl W, Schild H, Leppert D, Golubnitschaja O (2006) Pro-invasive gene regulating effect of irradiation and combined temozolomide-radiation treatment on surviving human malignant glioma cells. Eur J Pharmacol 542:8–15. https://doi.org/10.1016/j.ejphar.2006.05.026
Wild-Bode C, Weller M, Rimner A, Dichgans J, Wick W (2001) Sublethal irradiation promotes migration and invasiveness of glioma cells: implications for radiotherapy of human glioblastoma. Cancer Res 61:2744–2750
Stupp R, Mason WP, van den Bent MJ, Weller M, Fisher B, Taphoorn MJ, Belanger K, Brandes AA, Marosi C, Bogdahn U, Curschmann J, Janzer RC, Ludwin SK, Gorlia T, Allgeier A, Lacombe D, Cairncross JG, Eisenhauer E, Mirimanoff RO, Organisation European, for R, Treatment of Cancer Brain T, Radiotherapy G and National Cancer Institute of Canada Clinical Trials G (2005) Radiotherapy plus concomitant and adjuvant temozolomide for glioblastoma. N Engl J Med 352:987–96. https://doi.org/10.1056/NEJMoa043330
Mullard A (2014) 2013 FDA drug approvals. Nat Rev Drug Discov 13:85–89. https://doi.org/10.1038/nrd4239
Szklarczyk D, Gable AL, Nastou KC, Lyon D, Kirsch R, Pyysalo S, Doncheva NT, Legeay M, Fang T, Bork P, Jensen LJ, von Mering C (2021) The STRING database in 2021: customizable protein-protein networks, and functional characterization of user-uploaded gene/measurement sets. Nucleic Acids Res 49:D605–D612. https://doi.org/10.1093/nar/gkaa1074
Vollmann-Zwerenz A, Leidgens V, Feliciello G, Klein CA, Hau P (2020) Tumor cell invasion in glioblastoma. Int J Mol Sci. https://doi.org/10.3390/ijms21061932
Mao L, Whitehead CA, Paradiso L, Kaye AH, Morokoff AP, Luwor RB, Stylli SS (2018) Enhancement of invadopodia activity in glioma cells by sublethal doses of irradiation and temozolomide. J Neurosurg 129:598–610. https://doi.org/10.3171/2017.5.JNS17845
Ostermann S, Csajka C, Buclin T, Leyvraz S, Lejeune F, Decosterd LA, Stupp R (2004) Plasma and cerebrospinal fluid population pharmacokinetics of temozolomide in malignant glioma patients. Clin Cancer Res 10:3728–3736. https://doi.org/10.1158/1078-0432.CCR-03-0807
Shi C, Zhang GB, Yin SW (2015) Effect of bortezomib on migration and invasion in cervical carcinoma HeLa cell. Asian Pac J Trop Med 8:485–488. https://doi.org/10.1016/j.apjtm.2015.05.004
Bao X, Ren T, Huang Y, Ren C, Yang K, Zhang H, Guo W (2017) Bortezomib induces apoptosis and suppresses cell growth and metastasis by inactivation of Stat3 signaling in chondrosarcoma. Int J Oncol 50:477–486. https://doi.org/10.3892/ijo.2016.3806
Chen G, Ding XF, Pressley K, Bouamar H, Wang B, Zheng G, Broome LE, Nazarullah A, Brenner AJ, Kaklamani V, Jatoi I, Sun LZ (2020) Everolimus inhibits the progression of ductal carcinoma in situ to invasive breast cancer via downregulation of MMP9 expression. Clin Cancer Res 26:1486–1496. https://doi.org/10.1158/1078-0432.CCR-19-2478
Guo H, Zhong Y, Jackson AL, Clark LH, Kilgore J, Zhang L, Han J, Sheng X, Gilliam TP, Gehrig PA, Zhou C, Bae-Jump VL (2016) Everolimus exhibits anti-tumorigenic activity in obesity-induced ovarian cancer. Oncotarget 7:20338–20356. https://doi.org/10.18632/oncotarget.7934
Thakuri PS, Lamichhane A, Sing S, Gupta G, Luker GD (2020) Modeling adaptive resistance of KRAS mutant colorectal cancer to MAPK pathway inhibitors with a three-dimensional tumor model. ACS Pharamacol Transl Sci 3:1176–1187
Skarbnik AP, Faderl S (2017) The role of combined fludarabine, cyclophosphamide and rituximab chemoimmunotherapy in chronic lymphocytic leukemia: current evidence and controversies. Ther Adv Hematol 8:99–105. https://doi.org/10.1177/2040620716681749
Taylor SA, Crowley J, Vogel FS, Townsend JJ, Eyre HJ, Jaeckle KA, Hynes HE, Guy JT (1991) Phase II evaluation of fludarabine phosphate in patients with central nervous system tumors. A Southwest Oncology Group trial. Invest New Drugs 9:195–197. https://doi.org/10.1007/BF00175089
Cascino TL, Brown LD, Morton RF, Everson LK, Marschke RF, Dinapoli RP, O’Fallon JR (1988) Evaluation of fludarabine phosphate in patients with recurrent glioma. Am J Clin Oncol 11:586–588. https://doi.org/10.1097/00000421-198810000-00015
Doultsinos D, Carlesso A, Chintha C, Paton JC, Paton AW, Samali A, Chevet E, Eriksson LA (2020) Peptidomimetic-based identification of FDA-approved compounds inhibiting IRE1 activity. FEBS J. https://doi.org/10.1111/febs.15372
Mecca C, Giambanco I, Donato R, Arcuri C (2018) Targeting mTOR in glioblastoma: rationale and preclinical/clinical evidence. Dis Markers 2018:9230479. https://doi.org/10.1155/2018/9230479
Wahl M, Chang SM, Phillips JJ, Molinaro AM, Costello JF, Mazor T, Alexandrescu S, Lupo JM, Nelson SJ, Berger M, Prados M, Taylor JW, Butowski N, Clarke JL, Haas-Kogan D (2017) Probing the phosphatidylinositol 3-kinase/mammalian target of rapamycin pathway in gliomas: a phase 2 study of everolimus for recurrent adult low-grade gliomas. Cancer 123:4631–4639. https://doi.org/10.1002/cncr.30909
Chinnaiyan P, Won M, Wen PY, Rojiani AM, Werner-Wasik M, Shih HA, Ashby LS, Michael Yu HH, Stieber VW, Malone SC, Fiveash JB, Mohile NA, Ahluwalia MS, Wendland MM, Stella PJ, Kee AY, Mehta MP (2018) A randomized phase II study of everolimus in combination with chemoradiation in newly diagnosed glioblastoma: results of NRG Oncology RTOG 0913. Neuro Oncol 20:666–673. https://doi.org/10.1093/neuonc/nox209
Babak S, Mason WP (2018) mTOR inhibition in glioblastoma: requiem for a dream? Neuro Oncol 20:584–585. https://doi.org/10.1093/neuonc/noy034
Jagannath S, Barlogie B, Berenson J, Siegel D, Irwin D, Richardson PG, Niesvizky R, Alexanian R, Limentani SA, Alsina M, Adams J, Kauffman M, Esseltine DL, Schenkein DP, Anderson KC (2004) A phase 2 study of two doses of bortezomib in relapsed or refractory myeloma. Br J Haematol 127:165–172. https://doi.org/10.1111/j.1365-2141.2004.05188.x
Zhang W, Niu J, Ma Y, Yang X, Cao H, Guo H, Bao F, Haw A, Chen Y, Sun K (2020) The synergistic antitumor activity of chidamide in combination with Bortezomib on gastric cancer. Onco Targets Ther 13:3823–3837. https://doi.org/10.2147/OTT.S240721
Del Rivero J, Edgerly M, Ward J, Madan RA, Balasubramaniam S, Fojo T, Gramza AW (2019) Phase I/II trial of Vandetanib and Bortezomib in adults with locally advanced or metastatic medullary thyroid cancer. Oncologist 24:16-e14. https://doi.org/10.1634/theoncologist.2018-0452
Adelson K, Ramaswamy B, Sparano JA, Christos PJ, Wright JJ, Raptis G, Han G, Villalona-Calero M, Ma CX, Hershman D, Baar J, Klein P, Cigler T, Budd GT, Novik Y, Tan AR, Tannenbaum S, Goel A, Levine E, Shapiro CL, Andreopoulou E, Naughton M, Kalinsky K, Waxman S, Germain D (2016) Randomized phase II trial of fulvestrant alone or in combination with bortezomib in hormone receptor-positive metastatic breast cancer resistant to aromatase inhibitors: a New York Cancer Consortium trial. NPJ Breast Cancer 2:16037. https://doi.org/10.1038/npjbcancer.2016.37
Meissner T, Mark A, Williams C, Berdel WE, Wiebe S, Kerkhoff A, Wardelmann E, Gaiser T, Muller-Tidow C, Rosenstiel P, Arnold N, Leyland-Jones B, Franke A, Stanulla M, Forster M (2017) Metastatic triple-negative breast cancer patient with TP53 tumor mutation experienced 11 months progression-free survival on bortezomib monotherapy without adverse events after ending standard treatments with grade 3 adverse events. Cold Spring Harb Mol Case Stud. https://doi.org/10.1101/mcs.a001677
Kontopodis E, Kotsakis A, Kentepozidis N, Syrigos K, Ziras N, Moutsos M, Filippa G, Mala A, Vamvakas L, Mavroudis D, Georgoulias V, Agelaki S (2016) A phase II, open-label trial of bortezomib (VELCADE((R))) in combination with gemcitabine and cisplatin in patients with locally advanced or metastatic non-small cell lung cancer. Cancer Chemother Pharmacol 77:949–956. https://doi.org/10.1007/s00280-016-2997-7
Zhao Y, Foster NR, Meyers JP, Thomas SP, Northfelt DW, Rowland KM Jr, Mattar BI, Johnson DB, Molina JR, Mandrekar SJ, Schild SE, Bearden JD 3rd, Aubry MC, Adjei AA (2015) A phase I/II study of bortezomib in combination with paclitaxel, carboplatin, and concurrent thoracic radiation therapy for non-small-cell lung cancer: North Central Cancer Treatment Group (NCCTG)-N0321. J Thorac Oncol 10:172–180. https://doi.org/10.1097/JTO.0000000000000383
Piperdi B, Walsh WV, Bradley K, Zhou Z, Bathini V, Hanrahan-Boshes M, Hutchinson L, Perez-Soler R (2012) Phase-I/II study of bortezomib in combination with carboplatin and bevacizumab as first-line therapy in patients with advanced non-small-cell lung cancer. J Thorac Oncol 7:1032–1040. https://doi.org/10.1097/JTO.0b013e31824de2fa
Kong XT, Nguyen NT, Choi YJ, Zhang G, Nguyen HN, Filka E, Green S, Yong WH, Liau LM, Green RM, Kaprealian T, Pope WB, Nghiemphu PL, Cloughesy T, Lassman A, Lai A (2018) Phase 2 study of bortezomib combined with temozolomide and regional radiation therapy for upfront treatment of patients with newly diagnosed glioblastoma multiforme: safety and efficacy assessment. Int J Radiat Oncol Biol Phys 100:1195–1203. https://doi.org/10.1016/j.ijrobp.2018.01.001
McCracken DJ, Celano EC, Voloschin AD, Read WL, Olson JJ (2016) Phase I trial of dose-escalating metronomic temozolomide plus bevacizumab and bortezomib for patients with recurrent glioblastoma. J Neurooncol 130:193–201. https://doi.org/10.1007/s11060-016-2234-6
Rahman MA, Brekke J, Arnesen V, Hannisdal MH, Navarro AG, Waha A, Herfindal L, Rygh CB, Bratland E, Brandal P, Haasz J, Oltedal L, Miletic H, Lundervold A, Lie SA, Goplen D, Chekenya M (2020) Sequential bortezomib and temozolomide treatment promotes immunological responses in glioblastoma patients with positive clinical outcomes: a phase 1B study. Immun Inflamm Dis. https://doi.org/10.1002/iid3.315
Raizer JJ, Chandler JP, Ferrarese R, Grimm SA, Levy RM, Muro K, Rosenow J, Helenowski I, Rademaker A, Paton M, Bredel M (2016) A phase II trial evaluating the effects and intra-tumoral penetration of bortezomib in patients with recurrent malignant gliomas. J Neurooncol 129:139–146. https://doi.org/10.1007/s11060-016-2156-3
Odia Y, Kreisl TN, Aregawi D, Innis EK, Fine HA (2015) A phase II trial of tamoxifen and bortezomib in patients with recurrent malignant gliomas. J Neurooncol 125:191–195. https://doi.org/10.1007/s11060-015-1894-y
Premkumar DR, Jane EP, Agostino NR, DiDomenico JD, Pollack IF (2013) Bortezomib-induced sensitization of malignant human glioma cells to vorinostat-induced apoptosis depends on reactive oxygen species production, mitochondrial dysfunction, Noxa upregulation, Mcl-1 cleavage, and DNA damage. Mol Carcinog 52:118–133. https://doi.org/10.1002/mc.21835
Cherry JJ, Osman EY, Evans MC, Choi S, Xing X, Cuny GD, Glicksman MA, Lorson CL, Androphy EJ (2013) Enhancement of SMN protein levels in a mouse model of spinal muscular atrophy using novel drug-like compounds. EMBO Mol Med 5:1103–1118. https://doi.org/10.1002/emmm.201202305
Foran E, Kwon DY, Nofziger JH, Arnold ES, Hall MD, Fischbeck KH, Burnett BG (2016) CNS uptake of bortezomib is enhanced by P-glycoprotein inhibition: implications for spinal muscular atrophy. Neurobiol Dis 88:118–124. https://doi.org/10.1016/j.nbd.2016.01.008
Wang W, Cho HY, Rosenstein-Sisson R, Marin Ramos NI, Price R, Hurth K, Schonthal AH, Hofman FM, Chen TC (2018) Intratumoral delivery of bortezomib: impact on survival in an intracranial glioma tumor model. J Neurosurg 128:695–700. https://doi.org/10.3171/2016.11.JNS161212
Cheng F, Li W, Zhou Y, Shen J, Wu Z, Liu G, Lee PW, Tang Y (2012) admetSAR: a comprehensive source and free tool for assessment of chemical ADMET properties. J Chem Inf Model 52:3099–3105. https://doi.org/10.1021/ci300367a
Guntner AS, Peyrl A, Mayr L, Englinger B, Berger W, Slavc I, Buchberger W, Gojo J (2020) Cerebrospinal fluid penetration of targeted therapeutics in pediatric brain tumor patients. Acta Neuropathol Commun 8:78. https://doi.org/10.1186/s40478-020-00953-2
Yang T, Martin P, Fogarty B, Brown A, Schurman K, Phipps R, Yin VP, Lockman P, Bai S (2015) Exosome delivered anticancer drugs across the blood-brain barrier for brain cancer therapy in Danio rerio. Pharm Res 32:2003–2014. https://doi.org/10.1007/s11095-014-1593-y
Gilligan KE, Dwyer RM (2017) Engineering exosomes for cancer therapy. Int J Mol Sci. https://doi.org/10.3390/ijms18061122
Pascucci L, Cocce V, Bonomi A, Ami D, Ceccarelli P, Ciusani E, Vigano L, Locatelli A, Sisto F, Doglia SM, Parati E, Bernardo ME, Muraca M, Alessandri G, Bondiolotti G, Pessina A (2014) Paclitaxel is incorporated by mesenchymal stromal cells and released in exosomes that inhibit in vitro tumor growth: a new approach for drug delivery. J Control Release 192:262–270. https://doi.org/10.1016/j.jconrel.2014.07.042
Gourlay J, Morokoff AP, Luwor RB, Zhu HJ, Kaye AH, Stylli SS (2017) The emergent role of exosomes in glioma. J Clin Neurosci 35:13–23. https://doi.org/10.1016/j.jocn.2016.09.021
Limam S, Missaoui N, Abdessayed N, Mestiri S, Selmi B, Mokni M, Yacoubi MT (2019) Prognostic significance of MGMT methylation and expression of MGMT, P53, EGFR, MDM2 and PTEN in glioblastoma multiforme. Ann Biol Clin (Paris) 77:307–317. https://doi.org/10.1684/abc.2019.1448
Yang F, Jove V, Chang S, Hedvat M, Liu L, Buettner R, Tian Y, Scuto A, Wen W, Yip ML, Van Meter T, Yen Y, Jove R (2012) Bortezomib induces apoptosis and growth suppression in human medulloblastoma cells, associated with inhibition of AKT and NF-kB signaling, and synergizes with an ERK inhibitor. Cancer Biol Ther 13:349–357. https://doi.org/10.4161/cbt.19239
Bredel M, Scholtens DM, Yadav AK, Alvarez AA, Renfrow JJ, Chandler JP, Yu IL, Carro MS, Dai F, Tagge MJ, Ferrarese R, Bredel C, Phillips HS, Lukac PJ, Robe PA, Weyerbrock A, Vogel H, Dubner S, Mobley B, He X, Scheck AC, Sikic BI, Aldape KD, Chakravarti A, Harsh GRt, (2011) NFKBIA deletion in glioblastomas. N Engl J Med 364:627–637. https://doi.org/10.1056/NEJMoa1006312
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Jones, D., Whitehead, C.A., Dinevska, M. et al. Repurposing FDA-approved drugs as inhibitors of therapy-induced invadopodia activity in glioblastoma cells. Mol Cell Biochem 478, 1251–1267 (2023). https://doi.org/10.1007/s11010-022-04584-0
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DOI: https://doi.org/10.1007/s11010-022-04584-0