REVIEW article

Front. Immunol., 30 October 2020

Sec. Cancer Immunity and Immunotherapy

Volume 11 - 2020 | https://doi.org/10.3389/fimmu.2020.592389

Visualization of Diagnostic and Therapeutic Targets in Glioma With Molecular Imaging

  • 1. Department of Neurosurgery, Beijing Tiantan Hospital, Capital Medical University, China National Clinical Research Center for Neurological Diseases (NCRC-ND), Beijing, China

  • 2. Molecular Imaging Program at Stanford (MIPS), Department of Radiology, School of Medicine, Stanford University, Stanford, CA, United States

  • 3. Division of Neuro-Oncology, Department of Neurology and Neurological Sciences, School of Medicine, Stanford University, Stanford, CA, United States

  • 4. Department of Nuclear Medicine, Peking Union Medical College Hospital, Beijing, China

  • 5. Beijing Neurosurgical Institute, Capital Medical University, Beijing, China

Abstract

Gliomas, particularly high-grade gliomas including glioblastoma (GBM), represent the most common and malignant types of primary brain cancer in adults, and carry a poor prognosis. GBM has been classified into distinct subgroups over the years based on cellular morphology, clinical characteristics, biomarkers, and neuroimaging findings. Based on these classifications, differences in therapeutic response and patient outcomes have been established. Recently, the identification of complex molecular signatures of GBM has led to the development of diverse targeted therapeutic regimens and translation into multiple clinical trials. Chemical-, peptide-, antibody-, and nanoparticle-based probes have been designed to target specific molecules in gliomas and then be visualized with multimodality molecular imaging (MI) techniques including positron emission tomography (PET), single-photon emission computed tomography (SPECT), near-infrared fluorescence (NIRF), bioluminescence imaging (BLI), and magnetic resonance imaging (MRI). Thus, multiple molecules of interest can now be noninvasively imaged to guide targeted therapies with a potential survival benefit. Here, we review developments in molecular-targeted diagnosis and therapy in glioma, MI of these targets, and MI monitoring of treatment response, with a focus on the biological mechanisms of these advanced molecular probes. MI probes have the potential to noninvasively demonstrate the pathophysiologic features of glioma for diagnostic, treatment, and response assessment considerations for various targeted therapies, including immunotherapy. However, most MI tracers are in preclinical development, with only integrin αVβ3 and isocitrate dehydrogenase (IDH)-mutant MI tracers having been translated to patients. Expanded international collaborations would accelerate translational research in the field of glioma MI.

Introduction

Gliomas, especially glioblastoma (GBM), are the most malignant primary brain tumors in adults (1). Numerous in vitro, in vivo, and ex vivo studies have revealed multiple molecular fingerprints of gliomas, such as methylation of the O(6)-methylguanine-DNA methyltransferase (MGMT) promoter, mutant isocitrate dehydrogenase (IDH), platelet-derived growth factor receptor (PDGFR), vascular endothelial growth factor receptor (VEGFR), integrin αvβ3 receptor, epidermal growth factor receptor (EGFR), c-Met, etc. These tumor-specific molecules can be used not only as targets for diagnosis and therapeutic response assessment, but also as potential targets for glioma treatment. Recently, advances in techniques for identifying new molecules of interest and the rapid development of novel molecular targeted inhibitors have given rise to new molecular imaging (MI) agents that have been developed using this highly selective approach.

Developments in MI techniques enable the visualization, characterization, and measurement of biological processes at the molecular and cellular levels in living systems (2). MI probes are introduced noninvasively to determine the expression of molecular targets of interest in tumors and, when evaluated repeatedly over time in the same subject, enable the evaluation of tumor response to a given therapy. Considering the spatial and temporal heterogeneity are inherent in gliomas, MI can serve as a useful tool for overcoming some of the limitations of routine diagnostics. For example, although pathological diagnosis is considered the gold standard, it provides molecular characterization of the glioma at a single snapshot in time (e.g., prior to chemoradiation, or in the case of recurrent disease, after multiple treatments including chemoradiation) and is limited in scope to the tumor region sampled by neurosurgeon. In addition, multiple reports have demonstrated inter-rater variability for glioma pathology diagnosis among trained experts, and the superiority of molecular and genetic profiles compared to histological analyses for prediction of overall survival (OS) in patients with glioma (3, 4). Instead, by implementing an advanced MI-based approach, the molecular marker status of tumors could be interrogated repeatedly in vivo over the course of the patient’s treatment regimens. Accordingly, translational research involving these methods is currently underway at different stages including subcutaneous glioma animal models, orthotopic glioma animal models, and patients with glioma (e.g., NCT03539731).

Here, we searched PubMed (2000 to 2020) using the search terms “glioma” or “glioblastoma” in combination with “molecular imaging”, “positron emission tomography (PET)”, “fluorescence”, “magnetic resonance spectroscopy (MRS)”, and “single-photon emission computed tomography (SPECT)”. We included only articles published in English. The articles relevant to this topic were included for analysis. Next, we address the MI tracers developed for glioma and review their current stage of clinical translation. We also discuss nonspecific tracers (e.g., 18F-fluoro-2-deoxyglucose [18F-FDG] and radiolabeled amino acids) that are used to monitor for treatment response to anti-glioma therapies. Additional details about the tracers routinely utilized in glioma diagnosis and therapy have been reviewed previously (58). The goal of this review is to narrow the gap between multidisciplinary researchers in the fields of glioma molecular diagnosis, therapy, and imaging techniques, in order to ultimately help improve targeted diagnosis and therapy in glioma.

Applications of Current Molecular Imaging Tracers in Targeted Therapy

In Table 1, we summarize distinct MI modalities, and their corresponding tracers, in the context of targeted therapies against glioma. Other advanced MR imaging (MRI) techniques such as MR perfusion imaging, dynamic susceptibility contrast (DSC) MRI, and diffusion-weighted MRI are summarized elsewhere (18, 19).

Table 1

ProbeArticleModel for testMolecule targetedAgentsKey details of study
18F-FDG1Graham et al. (9)31 recurrent HGG patientsVEGF receptorBevacizumabPrognostic of response to therapy and predictor of OS
18F-FDG and MRI1Omuro A et al. (10)40 newly diagnosed GBM patientsVEGF receptorBevacizumab and temozolomideHigher baseline ADC ratios and persistent 6-month FDG-PET hypermetabolism predicted poor OS
18F-FET1Fleischmann et al. (11)72 recurrent HGG patientsVEGF receptorBevacizumab and re-irradiationMinimal time-to-peak (TTPmin) provided a high prognostic value prior to re-irradiation
18F-FDOPAJohannes et al. (12)30 recurrent GBM patientsVEGF receptorBevacizumabIdentified treatment responders as early as two weeks after treatment initiation
18F-FDOPARobert et al. (13)24 recurrent GBM patientsVEGF receptorBevacizumabFDOPA or FLT PET uptake on parametric response maps after treatment as a useful biomarker for predicting PFS, FDOPA predicted patient OS
18F-FDG PET/MRI1Benjamin et al. (14)47 recurrent GBM patientsPI3-kinase and mTORGDC-0084change in PET uptake, ADC, Ktrans, and relative cerebral blood volume correlated with maximum concentration of drug and PFS
18F-FLT, 18F-FET and MRIPhilip et al. (15)U87MG (orthotopically in mice)PI3-kinase and mTORBevacizumab and BEZ235More accurately predict the clinical potential with multimodality imaging
18F-FDG and 18F-FLTRex et al. (16)U87MG (subcutaneously in mice)c-MetRilotumumab and CE-355621Accumulation of both radiotracers reduced as early as 2 and 4 days post-initiation of therapy
18F-FDG or 18F-FLTMoonshi et al. (17)U87MG (orthotopically in mice)RTKSunitinibLongitudinal 18F-FLT imaging detected therapeutic response at 7 days post-initiation of therapy, earlier than MRI (10 days) or 18F-FDG PET (16 days)

Widely used nonspecific molecular imaging tracers to assess glioma response to targeted inhibitor therapies.

1Clinically used in glioma patients. ADC, apparent diffusion coefficient; c-Met, one cell surface receptor tyrosine kinase; HGG, high-grade glioma; FDG, fluorodeoxyglucose; FLT, fluorothymidine; FET, fluoro-ethyl-tyrosine; GBM, glioblastoma multiforme; MRI, magnetic resonance imaging; mTOR, mammalian target of rapamycin; OS, overall survival; PFS, progression-free survival; PI3, phosphoinositide 3-kinase; RTK, receptor tyrosine kinase; U87, human GBM cell line; VEGF, vascular endothelial growth factor.

The widely used oncologic and neurologic radiotracer, 18F-FDG, has been employed not only for evaluating the efficacy of bevacizumab [the only U.S. Food and Drug Administration (FDA)–approved targeted inhibitor for recurrent GBM (20)] for newly diagnosed and recurrent GBM (9, 10), but also for monitoring efficacy of novel inhibitors against molecular targets of interest in glioma, such as c-Met [a receptor tyrosine kinase (RTK) whose ligand is hepatocyte growth factor] (16), phosphoinositide 3 (PI3)-kinase (21), mammalian target of rapamycin (mTOR) (22), and other RTKs (17). These studies demonstrate that 18F-FDG PET/computed tomography (PET/CT) can potentially detect early metabolic changes that occur before alterations discernable on traditional anatomic MRI (e.g., tumor volume) and can thus help predict OS in these patients.

To evaluate the efficacy of novel targeted medications in glioma, other MI tracers besides 18F-FDG have been used. Goggi et al. compared various PET imaging radiotracers, including 18F-FDG, 3’-deoxy-3’-18F-fluorothymidine (18F-FLT), and 2-18F-fluoroethyl-triazolyl-conjugated c(RGDyK) peptide (18F-FtRGD), for early determination of tumor response to the antiangiogenic agent axitinib in mice bearing U87MG subcutaneous tumors (23). The results showed that the retention of 18F-FtRGD exhibited a much earlier attenuation in the tumor by Day 7 (Day 3 for 18F-FLT), compared to Day 10 for 18F-FDG. Moreover, a prospective study of 16 patients with recurrent high-grade glioma (HGG) treated with bevacizumab and irinotecan concluded that both 18F-FLT-avid and 18F-fluoro-ethyl-tyrosine (18F-FET)-avid volume reduction after two months of therapy predicted progression-free survival (PFS) and OS, and the volume-based analysis of 18F-FET uptake was superior to that of 18F-FLT in predicting patient survival (24).

18F-FLT PET has gained traction in neuro-oncology imaging in Europe to help guide targeted therapy for gliomas. The use of this probe allows for direct and correlated quantification of proliferation rates through expression of the enzyme thymidine kinase-1 during DNA synthesis at an early stage (25, 26). Other studies have evaluated the 11C-methyl-L-methionine (11C-Met) radiotracer, which has been demonstrated to be an early indicator, at 3 weeks, of tumor proliferation and vessel remodeling. By comparison, 18F-FLT uptake correlated with positive Ki-67 staining only at 6 weeks in an analysis of the dynamic growth of angiogenesis-dependent/independent experimental GBM (27). Compared to the 110-min half-life of 18F, the 20-min half-life of 11C makes the latter radioisotope less amenable to practical clinical translation.

In the United States, the more commonly used amino acid-based PET radiotracer is 18F-FDOPA and its uptake has been prospectively shown to be correlated with glioma grade and cellularity (28). A prospective study of 30 patients with recurrent HGG on bevacizumab therapy demonstrated that 18F-FDOPA PET identified treatment responders as early as two weeks after starting treatment (12). In an earlier study of 18F-FDOPA and 18F-FLT PET in recurrent HGG patients treated with bevacizumab, a post-treatment increase in uptake of both radiotracers on parametric response maps (PRMs) predicted PFS, but only the 18F-FDOPA PET PRMs predicted OS (13). One advantage of the amino acid-based tracers, including 11C-Met, 18F-FET, 18F-FLT and 18F-FDOPA, etc., is the fact that their uptake does not depend on blood-brain barrier (BBB) permeability.

In another study, patients treated with the indoleamine 2,3 dioxygenase 1 (IDO1) pathway inhibitor indoximod (D1-MT) and temozolomide underwent pre-treatment and on-treatment α-11C-methyl-L-tryptophan (AMT) PET, and post-treatment imaging showed decreased regional uptake of the radiotracer (29). Because IDO1 metabolizes tryptophan into kynurenine, this strategy of using AMT PET to monitor therapeutic response with an IDO1 inhibitor serves as an example of a PET radiotracer “companion diagnostic” to targeted molecular therapy in GBM.

Molecules With Targeted Inhibitors Under Evaluation in Clinical Trials

Noninvasive imaging of the molecular events that occur in glioma has attracted increased research interest. Several promising molecular targets have been identified, including mutant IDH, PDGFR, VEGFR, integrin αvβ3 receptor, EGFR, c-Met, etc., These molecules and their specific inhibitors have been studied in multiple trials, and we summarize the MI modalities that are being used to visualize them in the context of glioma therapy. With a focus on translation from pre-clinical models to human trials, relevant studies are summarized in Table 2.

Table 2

MoleculeArticleMolecular imaging probesImaging instrumentModel for testKey details of studyTargeted drugs
IDH mutationChoi et al. (30)None3T Proton MRS30 Glioma patients of all gradesNoninvasive detection of D-2HGAGI-5198 (31),
HMS-101 (32)
PDGFRβTolmachev et al. (33)2111In-DOTA-Z09591SPECT/CTU87MG (subcutaneous)Imatinib,
Dasatinib (34)
VEGFR2He et al. (35)2Anti-VEGFR2-albumin-Gd-DTPAMolecular MRIC6 or RG2 glioma-bearing rats (orthotopic)Angiogenesis; intratumor and intertumor heterogeneityBevacizumab (20)
Chen et al. (36)264Cu-DOTA-VEGFPETU87MG (subcutaneous in mice)Quantitative; treatment monitoring
Rainer et al. (37)123I-VEGFSPECT23 Glioma patientsPrognostic value for overall survival
Jansen et al. (38)89Zr-BevacizumabPET7 Children with diffuse intrinsic pontine gliomaSpecific uptake in MRI contrast-enhanced areas, but with heterogeneous patterns
Integrin αvβ3Iagaru et al. (39)18F-FPPRGD2PET17 Recurrent GBM patientsEarlier identification of recurrence compared to MRI and 18F-FDG PETCilengitide (40);
Li et al. (41)68Ga-BNOTA-
PRGD2
PET12 Newly diagnosed glioma patientsUptake correlated with grade
Schnell et al. (42)18F-Galacto-RGDPET12 GBM patients (newly diagnosed and recurrent)Significant but heterogeneous tracer uptake in microvessels and glial tumor cells
Lee et al. (43)2RGD- NaGdF4:Yb3+/Er3+ nanophosphorPET and 3T T1-weighted MRIU87MG (subcutaneous in mice)
Morales-Avila et al. (44) 299mTc-HYNIC-GGC-AuNP-c[RGDfK(C)Micro-SPECT/CTC6-Induced tumors with blocked/nonblocked receptors (subcutaneous in mice)
Lanzardo et al. (45) 2RGD cyclic probe (DA364)NIRFU87MG (subcutaneous in mice)
Hsu et al.
(46) 2
Cy5.5-linked cyclic RGD peptideNIRF and BLIU87MG expressing luciferase (orthotopic in mice)Angiogenesis
Ellegala et al.
(47) 2
PETU87MG (orthotopic in mice)Biodistribution of tracer and MET expression
Choi et al. (48) 2123I- and 68Ga- RGD-HSA-TIMP2SPECT and PETU87MG (subcutaneous in mice)TIMP2 as an inhibitor of angiogenesis, also targets integrin αvβ3
Integrin αvβ3 and TIMP2Tang et al. (49) 289Zr-DFO-nimotuzumabPETU87MG expressing EGFR (subcutaneous in mice)Assessing EGFR status
EGFRvIIIElliott et al. (50) 2ABY-029NIRFF98 expressing EGFR (orthotopic in mice)Outperformed 5-ALA for fluorescence-guided surgery in EGFR+ tumorsErlotinib (51);
EGFR-retargeted oncolytic herpes simplex virus (mice) (52)
CDX-110 (53)

CAR-modified T (CART)-EGFRvIII cells
(54)
Fatehi et al. (55) 2Qd800 to an anti-EGFRvIII single domain antibody (EG2-Cys)NIRFU87MG (subcutaneous in mice)Correlated with aggressiveness and resistance
Mishra et al.
(56) 2
EGFR conjugated metal chelatesSPECTU-87MG and MDA-MB-468 (subcutaneous in mice)
Davis et al. (57) 2Gadolinium contrast;
near-infrared fluorophore bound to EGF ligand
MRI-coupled FMTU251 and 9L-GFP
(orthotopic in mice)
Quantification of EGFR receptor
Zhang et al. (58) 2Engineered Bioluminescence Met reporter (BMR)BLIU87MG (subcutaneous in mice)Pharmacokinetics and bioavailability of c-Met specific agents
c-MetTerwisscha et al. (59) 2Anticalin 89Zr-PRS-110PETU87MG (subcutaneous in mice)Specific uptake and earlier accumulation in c-Met-expressing tumorsAMG102 (60)
Crizotinib (61)
Jun et al. (62) 2NoneBLIc-MET-positive and c-MET-negative luciferase-expressing primary GBM tumor cells (orthotopic in mice)Correlating c-Met expression status with tumor growth
Kim et al. (63) 2125I-labeled MET-binding peptidesSPECT/CTU87MG (subcutaneous in mice)Visualizing tumor but with unremarkable overall image quality
Jagoda et al. (64) 289Zr-df-Onartuzum vs. 76Br-OnartuzumabPETU87MG (subcutaneous in mice)Improved c-Met imaging for prognostic purposes

List of in vivo visualization of specific molecules whose targeted inhibitors are under evaluation in clinical trials.

2Only in vivo imaging including glioma patients and animal model, but excluding in vitro imaging. 5-ALA, 5-aminolevulinic acid; 9L-GFP, rat gliosarcoma cell line expressing GFP; αvβ3, alpha(V) beta(3); BLI, bioluminescence imaging; c-Met, tyrosine-protein kinase Met or hepatocyte growth factor receptor; CT, computed tomography; D-2HG, D-2-hydroxyglutarate; DOTA, tetraxetan; DFO, desferoxamine; EGFR, epidermal growth factor receptor; FDG, fluorodeoxyglucose; FMT, fluorescence molecular tomography; GBM, glioblastoma multiforme; Gd-DTPA, gadolinium with diethylenetriaminepentacetate; HSA, human serum albumin; MRI, magnetic resonance imaging; MRS, magnetic resonance spectroscopy; NIRF, near-infrared fluorescence; NOTA, 1,4,7-triazacyclononane-1,4,7-triacetic acid; PDGF, platelet-derived growth factor; PET, positron emission tomography; RGD, tripeptide Arg–Gly–Asp; SPECT, single-photon emission computed tomography; TIMP, tissue inhibitor of metalloproteinase; U87, human GBM cell line; VEGF, vascular endothelial growth factor; U251, human GBM cell line.

IDH Mutation and Its Inhibitors

IDH mutation was identified in most astrocytomas and secondary GBM as an early and inducing event in gliomagenesis (65, 66). IDH mutation status is a predictive marker of the therapeutic efficacy of alkylating chemotherapy in HGG patients (67, 68) and has also been associated with improved prognostic (i.e., OS) value in HGG and low-grade glioma (LGG) (65, 69). Therefore, IDH mutational status was introduced into the 2016 World Health Organization (WHO) classification of cancers of the central nervous system as a crucial molecular genetic feature (70). In addition, the presence of IDH mutation itself represents a therapeutic target in glioma, and several IDH1 mutation inhibitors have been evaluated in IDH-mutant glioma patients (71).

IDH mutation can be detected using various ex vivo methods, including direct sequencing (65, 72), allele-specific PCR (73), and immunohistochemistry (IHC) (74). Several studies have also focused on D-2-hydroxyglutarate (D-2HG). Santagata et al. used desorption electrospray-ionization mass spectrometry to detect D-2HG ex vivo and found that its signal overlaps with areas of tumor and correlates with the tumor contents. They further suggested that mapping the D-2HG signal onto anatomic 3D reconstructed MR images of tumors can be integrated with advanced multimodality image-guided neurosurgical procedures to enable rapid molecular analysis of surgical tissue intraoperatively (75).

In vivo imaging of IDH mutation has attracted considerable attention. However, because of the technical challenges associated with imaging the gene mutation itself, the MI approaches are currently based on D-2HG. Choi et al. estimated the concentration of D-2HG by performing spectral fitting in the case of tumors from 30 patients. Numerical and phantom analyses of MRS pulse sequences were performed, and the results were validated with mass spectrometry of ex vivo tissues and then successfully translated to clinic with a larger prospective trial (30, 76). Such in vivo MRS methods have also been shown to detect IDH mutations (Figures 1A, B) that were missed in IHC analyses, and the reduction in D-2HG levels has been used to monitor treatment response in patients with IDH-mutant gliomas and correlated with clinical status (82, 83). A recent clinical trial and pooled analysis demonstrated the high sensitivity and specificity of MRS compared to other imaging modalities for the detection of IDH mutational status (84, 85). MRS was used to serially monitor for a decrement of D-2HG levels in gliomas in a Phase I clinical trial of a new mutant IDH1 inhibitor (86). To date, no specific IDH-mutant-specific targeted MI probe has been developed for PET or SPECT. Nonspecific probes such as 18F-FDOPA were shown to accumulate in LGG with IDH mutation (87). A more recent study suggests that dynamic 18F-FDOPA uptake parameters (e.g., time to peak SUV) rather than static uptake parameters (e.g., SUVmax) may be able to discriminate between IDH mutant and IDH wild-type gliomas (88).

Figure 1

MI of D-2HG as a marker of IDH mutant status by MRS has achieved successful clinical translation in glioma patients and can be used to serially and noninvasively monitor for this important pathophysiologic molecular marker. Further research should be conducted to integrate this imaging modality as a neuroimaging “companion diagnostic” in clinical trials of therapies targeting the IDH1 mutation, to determine whether it can stratify patients into the responder and non-responder subsets. More novel MI techniques with higher sensitivity, higher specificity, and lower dependence on BBB permeability should be developed, in light of the low sensitivity of MRS for detecting IDH mutant status in smaller tumors due to partial-volume effects (89).

PDGFR and Src Family Kinases (SFKs) and Their Inhibitors

PDGFR plays a critical role in HGG and synergizes with SFKs, which are nonreceptor membrane-associated tyrosine kinases. PDGFR and SFKs are both associated with the invasiveness (90), self-renewal of glioma-initiating cells, and growth of tumor vasculature in HGG (91). PDGFRβ is expressed not only in vasculature, but also in GBM-associated stromal cells, which exert tumor-promoting effects on glioma cells in vitro and in vivo (92).

Specific targeted inhibitors of PDGFRβ include first-generation single-kinase inhibitors (e.g., imatinib) and second-generation inhibitors of multiple protein tyrosine kinases (e.g., dasatinib, which targets both PDGFR and SFKs). Dasatinib has been shown to inhibit bevacizumab-induced glioma cell invasion in an orthotopic xenograft model, supporting the human translation of combining dasatinib with bevacizumab in HGG (93). However, recent clinical trials showed that dasatinib in conjunction with bevacizumab did not appear to benefit patients with newly diagnosed and recurrent GBM (94, 95). MEDI-575, an immunoglobulin G2κ monoclonal antibody that selectively binds to platelet-derived growth factor receptor α (PDGFRα), also showed limited clinical efficacy in recurrent GBM in a Phase II clinical trial (96).

Developments in visualizing PDGFR expression in glioma via MI are relatively insufficient. Tolmachev et al. designed a PDGFRβ-binding affibody molecule, Z09591, which was labeled with 111In to specifically visualize PDGFRβ expression; the affibody was used for imaging in an U87MG xenograft model by applying small-animal SPECT/CT (33). Future studies of novel PET radiotracers are warranted because they may provide increased sensitivity, specificity, and quantification accuracy. In conclusion, PDGFR can be used as a pathophysiologic marker of glioma but much work still remains for further PDGFR-based targeted therapy and imaging.

VEGFR and Bevacizumab

VEGF is the key pro-angiogenic protein that is overexpressed in and released by gliomas into their microenvironment (97). Glioma treatment with bevacizumab, an inhibitor of VEGF receptor (VEGFR) expressed on vascular endothelium, has led to increased PFS but no OS benefit in the patients with recurrent GBM and was approved for GBM therapy in 2009 (98). However, bevacizumab failed to show a survival advantage in two large studies of patients with newly diagnosed GBM: AVaglio in Europe and RTOG-0825 in North America (99, 100).

Selecting appropriate candidates for optimal antiangiogenic therapy is critical, and this has recently attracted considerable research attention. EGFR gene amplification are associated with shorter time to progression in patients with recurrent GBM while treated with bevacizumab (101). Other tissue-based and advanced neuroimaging parameters that are used as potential biomarkers in the setting of anti-VEGFR therapy are reviewed elsewhere (102). The 18F-radiolabeled FET, FLT, and FDG PET tracers mentioned earlier are based on cell proliferation and metabolism and can be used to indirectly assess anti-VEGFR treatment response (103). Here, we focus on VEGFR-specific MI, which may help in identifying suitable candidates for antiangiogenic treatment, as well as in evaluating treatment response and disease progression. An anti-VEGFR probe (anti-VEGFR-albumin-gadolinium) was designed to image VEGFR in C6 and RG2 glioma-bearing rats with MRI, and the findings were further confirmed through fluorescence staining and quantification of the fluorescence intensity of the anti-VEGFR probe (35). Moreover, a PET tracer, 64Cu-DOTA-VEGF, was developed for use in small-animal PET to quantify VEGFR expression levels in animal models in vivo (36).A clinical research demonstrated the SPECT using recombinant human VEGF labeled with 123I can visualize GBM rather than LGG and stratify patients’ OS based on specific T/N ratio threshold (37) (Figure 1C, left). In HGG, VEGF-based radiotracer approaches used to assess response to therapy may be confounded by endogenous VEGF levels in the tumor microenvironment that compete to bind for the same VEGFR’s on the vascular endothelium. Therefore, another approach would be to develop an anti-VEGFR-based radiolabeled antibody. An immunoPET tracer, 89Zr-bevacizumab, was designed using a diagnostic radioisotope with the commercial antibody drug (Avastin®) to visualize the heterogeneity of binding of this drug on the vascular endothelium in diffuse intrinsic pontine glioma (DIPG) (38) (Figure 1C, right).

In conclusion, VEGFR has been successfully targeted with bevacizumab as an approved therapy for recurrent GBM, and its effects could be monitored with several MI techniques. Further investigation is required to correlate these VEGF- and VEGFR-targeted MI techniques with treatment efficacy in clinical trials of bevacizumab therapy for GBM, which has potential to identify the patient subset that is most likely to respond to therapy. Taking the relatively large molecular weights of VEGF or antibody into consideration, the BBB influence of these tracers should be investigated further. The newer anti-angiogenic agents in GBM, e.g., anti-VEGF therapies like TTAC-0001 (NCT03856099), could similarly be evaluated with this MI-based approach.

Integrin αVβ3 and Cilengitide

Integrin alpha(V)beta(3) (αvβ3) was shown to be overexpressed in neogenic vessels and glioma cells in vitro (104) and ex vivo (105); the expression of this integrin generally correlates with malignancy grade and is a negative prognostic factor (105). Several inhibitors targeting integrin αvβ3 are under development. Cilengitide, a selective αVβ3 and αVβ5 integrin inhibitor, has been shown to inhibit GBM growth in preclinical tumor models, as well as in patients with newly diagnosed and recurrent GBM in Phase I and II clinical trials (106110). However, in the Phase III CENTRIC EORTC 26071-22072 trial, Stupp et al. reported no OS benefit when this inhibitor was combined with standard chemotherapy in newly diagnosed GBM patients with methylation of the MGMT promoter (111).

Chinot noted several possible reasons for the failure of that trial, including screening based on MGMT promoter methylation status when this biomarker may not necessarily be associated with integrin biology (112). Another reason for failure of that trial may be the heterogeneity of integrin αvβ3 expression in GBM, which was clearly demonstrated by ex vivo IHC (105) and in vivo MI studies (42). Targeted therapy is likely to be effective only when the defined target molecule is expressed at high levels. Thus, for GBM treatment, a rational MI-based approach for future clinical trials would be to (1) confirm the existence of the target as a screening inclusion criterion before initiating integrin-inhibitor treatment and (2) serially track expression of the molecular target as a physiologic surrogate for monitoring tumor response alongside traditional anatomic MRI.

Noninvasive visualization of integrins in the setting of cancer has been developed over the past decades. Sipkins et al. visualized integrin αvβ3 by using Gd-containing liposomes coated with a monoclonal antibody (mAb) in animal models of breast cancer and malignant melanoma (113). Integrin imaging for several tumor types via multimodality imaging including MRI, ultrasound, near-infrared fluorescence (NIRF) imaging, SPECT, and PET has been reviewed elsewhere (114).

NIRF dyes conjugated with a cyclic arginine-glycine-aspartic acid (RGD) peptide were applied to visualize subcutaneously inoculated integrin-positive gliomas (46, 77, 115). Chen et al. confirmed that the specific RGD peptide−integrin interaction which was detected using the NIRF technique could be employed to noninvasively image integrin expression in almost real-time in U87MG GBM xenografts (Figure 1D, right) (77). A study using 64Cu-cyclam-RAFT-c(-RGDfK-)4 in a mouse model of glioma demonstrated its therapeutic efficacy and suitability for integrin imaging in the tumor (116).

The RGD-based MI tracers and techniques have been successfully translated to patients in clinical trials. 18F-FPPRGD2, an RGD-dimer PET tracer, was evaluated for imaging the expression of integrin αvβ3 in healthy volunteers and in patients with GBM and other cancers requiring antiangiogenic treatment (117). 18F-galacto-RGD was found to have marked yet heterogeneous uptake in microvessels and glial tumor cells (42). In another study, a relatively more specific dimer, 68Ga-BNOTA-PRGD2, was utilized (Figure 1D, left) and a semiquantitative feature of uptake was correlated with tumor grade (41). A clinical study of 18F-AlF-NOTA-PRGD2 PET/CT in newly diagnosed GBM patients showed that this integrin-targeting PET approach predicted response to chemoradiation (84.6% sensitivity, 90.0% specificity, and 87.0% accuracy) as early as 3 weeks post-initiation of treatment when using a SUVmax threshold of 1.35 (118). How much these typical peptide-based imaging tracers depend on BBB breakdown for imaging have not thoroughly assessed in suitable models.

Although integrin αvβ3-targeted inhibitors were effective in preclinical studies and small cohorts of GBM patients in phase I and II clinical trials, they failed to demonstrate a survival benefit in a Phase III trial. However, integrin receptor imaging has been successfully translated to small pilot clinical studies of GBM patients and can be used to noninvasively demonstrate the integrin receptor distribution and expression density, which supports its use as a predictive neuroimaging biomarker during screening for prospective trial participants. Before this imaging can become a reliable predictive indicator for a specific subgroup of glioma patients, the imaging probes and techniques should be further validated for improved sensitivity and specificity in human patients.

EGFR and Its Inhibitors

EGFR gene amplification and overexpression are striking features of GBM, particularly primary GBM. In approximately 50% of tumors showing EGFR amplification, a specific EGFR mutant, EGFR variant III (EGFRvIII), can be detected. EGFRvIII is specifically expressed in 31% of primary GBM patients, and compared to patients with wild-type EGFR GBM, those with EGFR-mutant GBM tend to have an older age at diagnosis, worse prognosis, and resistance to chemoradiotherapy (119, 120).

In addition to EGFR inhibitors (e.g., erlotinib), oncolytic HSV retargeted to GBM EGFR (52) and EGFRvIII vaccines have been evaluated in clinical trials. Rindopepimut (CDX-110) was designed to generate a specific immune response against EGFRvIII-expressing tumors, and the drug was demonstrated to benefit EGFRvIII-positive GBM patients in a Phase II trial, although it failed in a Phase III trial (ACT IV) of newly diagnosed, EGFRvIII-positive GBM patients (121, 122). Binder and colleagues reviewed possible reasons for failure of that trial, including loss of GBM EGFRvIII expression in ~60% of cases regardless of whether rindopepimut or control treatment was administered, and the lack of control arms in the previous promising Phase II trials (123). The incorporation of MI in such clinical trials to non-invasively detect the loss of expression of the target protein could prompt an earlier determination of lack of treatment efficacy, so a new therapy could be initiated that may lead to improved patient outcomes.

The first-in-human study of the chimeric antigen receptor modified T cell (CART)-EGFRvIII, as a cellular immunotherapy, in 10 recurrent GBM patients demonstrated on-target activity in brain. One patient had stable disease for over 18 months. However, the investigators found that the antigen expression decreased in the biopsied tissue in most patients (54). We believe that MI of antigen heterogeneity and reductions in antigen expression may provide earlier detection that the current therapy may no longer be efficacious, so that a different therapeutic strategy can be pursued earlier on.

EGFR-specific tracers were developed for multiple imaging modalities including SPECT, optical imaging, and MRI. Mishra et al. used anti-EGFR antibody-conjugated metal chelates in SPECT to image EGFR expression in mice bearing glioma cell lines (56). In another study, near-infrared imaging was performed on mice bearing orthotopic GBM by using a method in which a near-infrared quantum dot (Qd800) was conjugated to an anti-EGFRvIII single-domain (sd) antibody containing an extra cysteine to enable site-specific conjugation (EG2-Cys) (Figure 1E, right); this quantum dot-modified probe showed increased accumulation in tumors relative to the unconjugated quantum dot or the quantum dot conjugated to the Fc region of the antibody (EG2-hFc) (55). Another specific NIRF tracer, ABY-029, outperformed 5-ALA in detecting the tumor margin of EGFR-positive tumors and has the potential to enhance fluorescence-guided surgery (50). Lastly, 11C-PD153035 PET/CT was demonstrated to be positively correlated with ex vivo EGFR immunostaining and Western blot analysis in the case of glioma patients (Figure 1E, left) (78).

Davis et al. designed a MRI-coupled fluorescence molecular tomography (FMT) system in which gadolinium (Gd)–based contrast was used and a near-infrared fluorophore was bound to EGF, the ligand of EGFR. By using this system, the EGFR expression status in animal models of U251 and 9L-GFP tumors was quantified with 100% sensitivity and specificity (57). The FMT system was particularly effective when used in combination with the anatomy-based information provided by the Gd-enhanced MRI scan data.

Therefore, specific types of EGFR mutations should be screened with MI probes to investigate their utilization as imaging biomarkers for selecting patients for oncologic vaccine-based approaches. Future studies should also examine whether targeted EGFR-mutant MI tracers can be used to direct EGFR-targeted therapy in vivo.

c-Met and Its Inhibitors

Hepatocyte growth factor/scatter factor (HGF/SF) and its cell-surface receptor, the tyrosine kinase c-Met, were found to be closely linked with glioma cell invasion and tumor progression (124), and c-Met has been widely confirmed as a crucial predictor of GBM patient outcomes (125).

Nearly two decades ago, c-Met expression was not only demonstrated in glioma cells and tumor microvasculature, but was also shown to be associated with astrocytic tumors through immunohistochemical staining of ex vivo glioma samples. Elevated c-Met expression levels paralleled higher tumor grades: 21.4% positive in astrocytoma (WHO grade II) and 53.8% positive in anaplastic astrocytoma as compared with 87.5% in GBM (126). Moreover, recent research has demonstrated increased efficacy of a prognosis model that includes c-Met protein expression (127). Jun et al. found c-Met was preferentially localized in the perivascular regions of human GBM tissues that are highly clonogenic, tumorigenic, and resistant to radiation. Bioluminescence imaging (BLI) was used to monitor tumor growth in nude mouse brains implanted with c-Met-positive and c-Met-negative luciferase-expressing GBM tumor cells, and this confirmed the relationship between c-Met expression tumor growth in vivo (62).

Both c-Met pathway-targeting small molecules and mAbs have been investigated in GBM, yielding promising results. AMG 102 (rilotumumab) enhanced the efficacy of temozolomide or docetaxel in U87MG cells and xenografts (60). However, in a Phase II clinical trial of rilotumumab in heavily pretreated patients with recurrent GBM, monotherapy was not associated with significant antitumor activity (128). Cabozantinib (XL184), an oral inhibitor of multiple RTKs such as c-Met and VEGFR2, yielded favorable results in the case of advanced prostate cancer (129), thyroid cancer (130), and was approved by the U.S. FDA in 2012. Interestingly, the Phase II trial of XL184 in recurrent GBM demonstrated antitumor activity, particularly in the antiangiogenic treatment-naive cohort, with a median PFS of 3.7 months in both the 140 mg/day and 100 mg/day groups (131). In the subset of patients who had received prior antiangiogenic therapy, the objective response rate was only 4.3% with a median duration of response of 4.2 months (132).

Knockdown of the c-Met protein can make tumor necrosis factor related apoptosis-inducing ligand (TRAIL)-resistant brain tumor cells sensitive to TRAIL treatment in vitro; moreover, in nude mice intracerebrally implanted with a c-Met-knockdown tumor cell line, the effect of stem cell-delivered S-TRAIL in vivo was confirmed using BLI (133). Zhang et al. monitored gene expression quantitatively and dynamically in cultured cells and in a U87MG tumor xenograft model by using a genetically engineered bioluminescent c-Met reporter gene (58). This novel MI of the reporter gene has been gradually used to visualize the crosstalk among different relevant molecular targets in glioma animal models.

Several groups have developed new radionuclide tracers to image c-Met expression in gliomas in vivo. With SPECT imaging, the tumor can be visualized using 125I-labeled c-Met-binding peptides in human U87MG tumor-bearing mice (63). Onartuzumab, an experimental therapeutic anti-c-Met mAb, was radiolabeled with 76Br or 89Zr, and the resulting probes showed minimal background in normal brain (64). Terwisscha van Scheltinga et al. visualized c-Met expression by using an anticalin 89Zr-PRS-110 PET radiotracer in U87MG xenografts (Figure 1F, left); however, nearly 40% nonspecific uptake of this probe was confirmed in the blocking experiment, and thus further investigation is necessary (59). In another study, recombinant human HGF was labeled with 64Cu, and this probe had strong and specific binding to c-Met in a U87MG tumor model (Figure 1F, right) (79).

In summary, all the MI techniques for visualizing c-Met expression are in the preclinical phase, and they will be clinically translated after the development of targeted drugs evaluated in clinical trials.

Visualization of Specific Molecules That Do Not Yet Have Inhibitors Under Evaluation in Clinical Trials

In addition to the molecular targets for diagnosis, treatment, and imaging, other molecules exist that better characterize glioma pathophysiology including glioma stem-like cells, newly formed tumor blood vessels, etc. However, specific inhibitors against these emerging molecular biomarkers have not yet been evaluated in clinical trials. The relevant studies are summarized in Table 3.

Table 3

MoleculeArticleUtilized imaging probesImaging modalityModel for testKey details of study
CD133Gaedicke et al. (80)64Cu-NOTA-AC133 mAbMicroPETOrthotopic glioma xenografts (subcutaneous)Monitoring of AC133(+) glioblastoma stem cells
Jing H et al. (81)IR700-AC133 mAbNIRFOrthotopic gliomas (subcutaneous)Non-invasive detection of AC133 and linked with photoimmunotherapy
ELTD1Towner et al. (134)Anti-ELTD1 SPIO-based probeMolecular MRIF98 (orthotopic in rat)Signal correlated with grade and survival

List of in vivo visualization of specific molecules that do not yet have inhibitors under evaluation in clinical trials.

CD133, promonin-1; ELTD1, epidermal growth factor, latrophilin, and 7 transmembrane domain-containing protein 1 on chromosome 1; F98, rat GBM cell line; mAb, monoclonal antibody; NIRF, near-infrared fluorescence; NOTA, 1,4,7-triazacyclononane-1,4,7-triacetic acid; PET, positron emission tomography; SPIO, superparamagnetic iron oxide.

CD133 and Glioma Stem Cells

Glioma cancer stem cells (CSCs) are resistant to chemoradiotherapy and have attracted the attention of multidisciplinary researchers. Gaedicke et al. developed a new imaging tracer targeting the AC133 epitope of CD133, which is a well-investigated CSC marker. An AC133-specific mAb was radiolabeled with 64Cu to generate 64Cu-NOTA-AC133 mAb, which was used to monitor AC133-positive GBM CSCs. High-sensitivity and high-resolution images were obtained in animal models using both PET and NIRF imaging (Figure 1G) (80). A novel small peptide, CBP4, was linked to gold nanoparticles and the resultant probe was shown to be suitable as an imaging agent for CD133-expressing GBM CSCs (135). Jing et al. conjugated the AC133 antibody with an IR700 dye and showed that the resulting probe can be used noninvasively to assess AC133-positive gliomas via near-infrared FMT; the probe was employed in near-infrared photoimmunotherapy to effectively induce cell death and tumor shrinkage in an animal model (81).

ELTD1

EGF, latrophilin, and 7-transmembrane domain-containing protein 1 on chromosome 1 (ELTD1) was identified as a putative glioma-associated marker using a bioinformatics method and reported to be associated with glioma grade and patient survival by Towner et al. (134). An anti-ELTD1 superparamagnetic iron oxide (SPIO)-based probe was designed by coating SPIO nanoparticles with dextran and conjugating an anti-ELTD1 antibody. This probe was used to assess the in vivo levels of ELTD1, and further investigation revealed that the anti-ELTD1 antibody inhibited glioma growth in mouse glioma models, an effect that could be attributed to diminished vascularization (136).

Progress in Clinical Translation of Various Tracers With Different Molecular Imaging Techniques

We divided the translation process (from bench to bedside) into three stages of development: (1) Preclinical stage that includes subcutaneous animal models with glioma cell lines; (2) Preclinical stage that includes orthotopic animal models with glioma cell lines; and (3) Clinical stage that involves glioma patients. In Figure 2, we summarize the progress from pre-clinical to clinical translation of the abovementioned targeted MI tracers. Most of the targeted tracers have only been studied in animal models. The MI studies evaluated in human glioma patients target integrin αVβ3, IDH-mutation and VEGFR, pyruvate kinase M2 and have been imaged using PET/CT, SPECT and MRI modalities. The superior molecular sensitivity of PET, the lack of radiation, and high spatial resolution of MRI render these techniques much easier to translate, along with the fact that they are routinely used in the medical field. Optical imaging (e.g., NIRF and BLI), have also been utilized to image molecular expression in glioma xenografts in subcutaneous and orthotopic animal models. Although penetration depth remains a challenge in optical imaging, intraoperative imaging could represent a promising area of research following further development in both imaging technique and tracer design. Multimodality imaging can provide a possible solution to overcome certain limitations of current methods (e.g., PET and MRI for imaging integrin αvβ3, or optical imaging and MRI for imaging EGFR and IGFBP7). This strategy could enable imaging to be performed, using a single probe, on multiple imaging platforms with diverse disease models, ranging from small animal models to large animal models and even humans.

Figure 2

Conclusions and Perspectives

With the discovery of multiple new molecular targets in glioma, the design and clinical translation of novel targeted diagnostics, treatments, and MI techniques have rapidly developed. MI offers several promising advantages over conventional anatomic imaging in glioma. Firstly, specific molecular expression patterns and therapeutic responses can be serially imaged in vivo, particularly for HGG patients, who typically undergo surgical treatment once at the time of initial diagnosis. Because of the minimal risk to patients, MI can be performed repeatedly if necessary, and can be used to evaluate tumor heterogeneity across the entire tumor, including its resected and residual components. Secondly, MI can potentially visualize prognostic and predictive biomarkers of interest to aid in selecting appropriate patients for molecular-targeted therapy. This approach would promote the evidence-based selection of patients for molecular-targeted therapeutic clinical trials and thereby possibly increase the success of improving survival in the appropriate patient cohort. Thirdly, MI can be applied routinely for the development and assessment of novel anti-glioma drugs or immunotherapy agents, because it can accurately monitor the pharmacodynamic and bioavailability of therapeutics in tumors.

Multimodality imaging probes can be designed to detect multiple biomarkers concurrently in glioma patients, and thus noninvasively map crucial molecules in this heterogenous and challenging disease. Given the advantages mentioned above, MI can represent an optimal method for achieving personalized medical care for glioma patients (137). To the previously identified “3 Rs” (right patient, right time, and right drug), MI enables us to add a fourth “R”: right dosing.

Although MI offers several advantages, the use of this method in clinical research and practice currently remains at an early stage. Most MI probes are in the preclinical stage, while MI tracers targeting integrin αVβ3, VEGF receptor, and IDH-mutation have been successfully translated to pilot studies in glioma patients. Another potential limitation is that most of these studies are based on the use of peptides, proteins, and even nanoparticles. Demand exists for designing small-molecule tracers that can cross the BBB, which generally hinders the use of MI in the case of LGG with relatively more intact BBB functionality compared to HGG.

Accelerating the clinical translation of MI to benefit patients with glioma will only be achieved with deft navigation of regulatory requirements and multi-center, international cooperation. Firstly, after the potential toxicity of MI probes has been tested in small-animal models, we recommend taking advantage of early exploratory Investigational New Drug studies (138). Due to the very low concentrations of injected tracers visualized on exquisitely sensitive MI platforms, this regulatory compliance strategy is more apt for MI research in an incurable disease such as GBM. Secondly, accrual of a sufficient number of patients into MI studies to make meaningful conclusions will require international multi-center clinical trials that are guided by uniform research protocols with built-in continual quality assessment and quality control.

Funding

This paper was partially sponsored by the Beijing Medical Research (2018-7), the National Natural Science Foundation of China Projects (81971668), Beijing Nova Program (xx2017017), Beijing Talents foundation, Clinical Scientist Supporting grant of Beijing Tiantan Hospital (YSP201902), as well as the funding from the Radiology Department at Stanford University.

Statements

Author contributions

DL and CP wrote the manuscript, under the supervision of LZ and ZC. Other authors participated in some discussions. All authors contributed to the article and approved the submitted version.

Acknowledgments

We thank Tracy Burk for helping with communication among co-authors with different backgrounds. We also thank William Ding for proofreading this article and language revision. Finally, we dedicate this manuscript to the memory of Sanjiv S. Gambhir, our dear colleague, advisor, and friend.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

References

  • 1

    OstromQTCioffiGGittlemanHPatilNWaiteKKruchkoCet al. CBTRUS Statistical Report: Primary Brain and Other Central Nervous System Tumors Diagnosed in the United States in 2012-2016. Neuro Oncol (2019) 21(Suppl 5):v1v100. doi: 10.1093/neuonc/noz150

  • 2

    MankoffDA. A definition of molecular imaging. J Nucl Med (2007) 48(6):18N, 21N.

  • 3

    GravendeelLAKouwenhovenMCGevaertOde RooiJJStubbsAPDuijmJEet al. Intrinsic gene expression profiles of gliomas are a better predictor of survival than histology. Cancer Res (2009) 69(23):9065–72. doi: 10.1158/0008-5472.CAN-09-2307

  • 4

    HoldhoffMYeXPiotrowskiAFStrowdRESeopaulSLuYet al. The consistency of neuropathological diagnoses in patients undergoing surgery for suspected recurrence of glioblastoma. J Neurooncol (2019) 141(2):347–54. doi: 10.1007/s11060-018-03037-3

  • 5

    AhmedROborskiMJHwangMLiebermanFSMountzJM. Malignant gliomas: current perspectives in diagnosis, treatment, and early response assessment using advanced quantitative imaging methods. Cancer Manag Res (2014) 6:149–70. doi: 10.2147/CMAR.S54726

  • 6

    SharmaAMcConathyJ. Overview of PET tracers for brain tumor imaging. PET Clin (2013) 8:129–46. doi: 10.1016/j.cpet.2013.02.001

  • 7

    AlbertNLWellerMSuchorskaBGalldiksNSoffiettiRKimMMet al. Response Assessment in Neuro-Oncology working group and European Association for Neuro-Oncology recommendations for the clinical use of PET imaging in gliomas. Neuro Oncol (2016) 18(9):1199–208. doi: 10.1093/neuonc/now058

  • 8

    MuoioBGiovanellaLTregliaG. Recent Developments of 18F-FET PET in Neuro-oncology. Curr Med Chem (2018) 25(26):3061–73. doi: 10.2174/0929867325666171123202644

  • 9

    GrahamMSKrebsSBaleTDomfeKLobaughSMZhangZet al. Value of [(18)F]-FDG positron emission tomography in patients with recurrent glioblastoma receiving bevacizumab. Neurooncol Adv (2020) 2(1):vdaa050. doi: 10.1093/noajnl/vdaa050

  • 10

    OmuroABealKGutinPKarimiSCorreaDDKaleyTJet al. Phase II Study of Bevacizumab, Temozolomide, and Hypofractionated Stereotactic Radiotherapy for Newly Diagnosed Glioblastoma. Clin Cancer Res (2014) 20(19):5023–31. doi: 10.1158/1078-0432.CCR-14-0822

  • 11

    FleischmannDFUnterrainerMBartensteinPBelkaCAlbertNLNiyaziM. (18)F-FET PET prior to recurrent high-grade glioma re-irradiation-additional prognostic value of dynamic time-to-peak analysis and early static summation images? J Neurooncol (2017) 132(2):277–86. doi: 10.1007/s11060-016-2366-8

  • 12

    SchwarzenbergJCzerninJCloughesyTFEllingsonBMPopeWBGroganTet al. Treatment response evaluation using 18F-FDOPA PET in patients with recurrent malignant glioma on bevacizumab therapy. Clin Cancer Res (2014) 20(13):3550–9. doi: 10.1158/1078-0432.CCR-13-1440

  • 13

    HarrisRJCloughesyTFPopeWBNghiemphuPLLaiAZawTet al. 18F-FDOPA and 18F-FLT positron emission tomography parametric response maps predict response in recurrent malignant gliomas treated with bevacizumab. Neuro Oncol (2012) 14(8):1079–89. doi: 10.1093/neuonc/nos141

  • 14

    EllingsonBMYaoJRaymondCNathansonDAChakhoyanASimpsonJet al. Multiparametric MR-PET Imaging Predicts Pharmacokinetics and Clinical Response to GDC-0084 in Patients with Recurrent High-Grade Glioma. Clin Cancer Res (2020) 26(13):3135–44. doi: 10.1158/1078-0432.CCR-19-3817

  • 15

    O’HalloranPJVielTMurrayDWWachsmuthLSchwegmannKWagnerSet al. Mechanistic interrogation of combination bevacizumab/dual PI3K/mTOR inhibitor response in glioblastoma implementing novel MR and PET imaging biomarkers. Eur J Nucl Med Mol Imaging (2016) 43(9):1673–83. doi: 10.1007/s00259-016-3343-3

  • 16

    RexKLewisXZGobalakrishnanSGlausCSilvaMDRadinskyRet al. Evaluation of the antitumor effects of rilotumumab by PET imaging in a U-87 MG mouse xenograft model. Nucl Med Biol (2013) 40(4):458–63. doi: 10.1016/j.nucmedbio.2013.01.004

  • 17

    MoonshiSSBejotRAtchaZVijayaragavanVBhakooKKGoggiJL. A comparison of PET imaging agents for the assessment of therapy efficacy in a rodent model of glioma. Am J Nucl Med Mol Imaging (2013) 3(5):397407.

  • 18

    HuttererMHattingenEPalmCProescholdtMAHauP. Current standards and new concepts in MRI and PET response assessment of antiangiogenic therapies in high-grade glioma patients. Neuro Oncol (2015) 17(6):784800. doi: 10.1093/neuonc/nou322

  • 19

    ShuklaGAlexanderGSBakasSNikamRTalekarKPalmerJDet al. Advanced magnetic resonance imaging in glioblastoma: a review. Chin Clin Oncol (2017) 6(4):40. doi: 10.21037/cco.2017.06.28

  • 20

    CohenMHShenYLKeeganPPazdurR. FDA drug approval summary: bevacizumab (Avastin) as treatment of recurrent glioblastoma multiforme. Oncologist (2009) 14(11):1131–8. doi: 10.1634/theoncologist.2009-0121

  • 21

    CawthorneCBurrowsNGielingRGMorrowCJForsterDGregoryJet al. [18F]-FLT positron emission tomography can be used to image the response of sensitive tumors to PI3-kinase inhibition with the novel agent GDC-0941. Mol Cancer Ther (2013) 12(5):819–28. doi: 10.1158/1535-7163.MCT-12-0905

  • 22

    KeenHGRickettsSAMaynardJLogieAOdedraRShannonAMet al. Examining changes in [18 F]FDG and [18 F]FLT uptake in U87-MG glioma xenografts as early response biomarkers to treatment with the dual mTOR1/2 inhibitor AZD8055. Mol Imaging Biol (2014) 16(3):421–30. doi: 10.1007/s11307-013-0705-0

  • 23

    GoggiJLBejotRMoonshiSSBhakooKK. Stratification of 18F-labeled PET imaging agents for the assessment of antiangiogenic therapy responses in tumors. J Nucl Med (2013) 54(9):1630–6. doi: 10.2967/jnumed.112.115824

  • 24

    Martha NowosielskiMHPutzerDIglsederSSeizMJacobsAHGobelGet al. FET- and FLT-PET response assessment of anti-angiogenic therapy in recurrent high-grade glioma comparing tracer uptake and volume reduction. Neuro Oncol (2012) 14(vi):122–3. doi: 10.1093/neuonc/nos236

  • 25

    UllrichRBackesHLiHKrachtLMileticHKesperKet al. Glioma proliferation as assessed by 3’-fluoro-3’-deoxy-L-thymidine positron emission tomography in patients with newly diagnosed high-grade glioma. Clin Cancer Res (2008) 14(7):2049–55. doi: 10.1158/1078-0432.CCR-07-1553

  • 26

    BackesHUllrichRNeumaierBKrachtLWienhardKJacobsAH. Noninvasive quantification of 18F-FLT human brain PET for the assessment of tumour proliferation in patients with high-grade glioma. Eur J Nucl Med Mol Imaging (2009) 36(12):1960–7. doi: 10.1007/s00259-009-1244-4

  • 27

    VielTTalasilaKMMonfaredPWangJJikeliJFWaerzeggersYet al. Analysis of the growth dynamics of angiogenesis-dependent and -independent experimental glioblastomas by multimodal small-animal PET and MRI. J Nucl Med (2012) 53(7):1135–45. doi: 10.2967/jnumed.111.101659

  • 28

    PafundiDHLaackNNYoulandRSParneyIFLoweVJGianniniCet al. Biopsy validation of 18F-DOPA PET and biodistribution in gliomas for neurosurgical planning and radiotherapy target delineation: results of a prospective pilot study. Neuro Oncol (2013) 15(8):1058–67. doi: 10.1093/neuonc/not002

  • 29

    LukasRVJuhaszCWainwrightDAJamesCDKennedyEStuppRet al. Imaging tryptophan uptake with positron emission tomography in glioblastoma patients treated with indoximod. J Neurooncol (2019) 141(1):111–20. doi: 10.1007/s11060-018-03013-x

  • 30

    ChoiCGanjiSKDeBerardinisRJHatanpaaKJRakhejaDKovacsZet al. 2-hydroxyglutarate detection by magnetic resonance spectroscopy in IDH-mutated patients with gliomas. Nat Med (2012) 18(4):624–9. doi: 10.1038/nm.2682

  • 31

    RohleDPopovici-MullerJPalaskasNTurcanSGrommesCCamposCet al. An inhibitor of mutant IDH1 delays growth and promotes differentiation of glioma cells. Science (2013) 340(6132):626–30. doi: 10.1126/science.1236062

  • 32

    ChaturvediAAraujo CruzMMJyotsanaNSharmaAYunHGorlichKet al. Mutant IDH1 promotes leukemogenesis in vivo and can be specifically targeted in human AML. Blood (2013) 122(16):2877–87. doi: 10.1182/blood-2013-03-491571

  • 33

    TolmachevVVarastehZHonarvarHHosseinimehrSJErikssonOJonassonPet al. Imaging of platelet-derived growth factor receptor beta expression in glioblastoma xenografts using affibody molecule 111In-DOTA-Z09591. J Nucl Med (2014) 55(2):294300. doi: 10.2967/jnumed.113.121814

  • 34

    AhluwaliaMSde GrootJLiuWMGladsonCL. Targeting SRC in glioblastoma tumors and brain metastases: rationale and preclinical studies. Cancer Lett (2010) 298(2):139–49. doi: 10.1016/j.canlet.2010.08.014

  • 35

    HeTSmithNSaundersDPittmanBPLernerMLightfootSet al. Molecular MRI differentiation of VEGF receptor-2 levels in C6 and RG2 glioma models. Am J Nucl Med Mol Imaging (2013) 3(4):300–11.

  • 36

    ChenKCaiWLiZBWangHChenX. Quantitative PET imaging of VEGF receptor expression. Mol Imaging Biol (2009) 11(1):1522. doi: 10.1007/s11307-008-0172-1

  • 37

    RainerEWangHTraub-WeidingerTWidhalmGFuegerBChangJet al. The prognostic value of [(123)I]-vascular endothelial growth factor ([(123)I]-VEGF) in glioma. Eur J Nucl Med Mol Imaging (2018) 45(13):2396–403. doi: 10.1007/s00259-018-4088-y

  • 38

    JansenMHVeldhuijzen van ZantenSEMvan VuurdenDGHuismanMCVugtsDJHoekstraOSet al. Molecular Drug Imaging: (89)Zr-Bevacizumab PET in Children with Diffuse Intrinsic Pontine Glioma. J Nucl Med (2017) 58(5):711–6. doi: 10.2967/jnumed.116.180216

  • 39

    IagaruAMosciCMittraEZaharchukGFischbeinNHarshGet al. Glioblastoma Multiforme Recurrence: An Exploratory Study of (18)F FPPRGD2 PET/CT. Radiology (2015) 277(2):497506. doi: 10.1148/radiol.2015141550

  • 40

    ScaringiCMinnitiGCaporelloPEnriciRM. Integrin inhibitor cilengitide for the treatment of glioblastoma: a brief overview of current clinical results. Anticancer Res (2012) 32(10):4213–23.

  • 41

    LiDZhaoXZhangLLiFJiNGaoZet al. (68)Ga-PRGD2 PET/CT in the evaluation of Glioma: a prospective study. Mol Pharm (2014) 11(11):3923–9. doi: 10.1021/mp5003224

  • 42

    SchnellOKrebsBCarlsenJMiedererIGoetzCGoldbrunnerRHet al. Imaging of integrin alpha(v)beta(3) expression in patients with malignant glioma by [18F] Galacto-RGD positron emission tomography. Neuro Oncol (2009) 11(6):861–70. doi: 10.1215/15228517-2009-024

  • 43

    LeeJLeeTSRyuJHongSKangMImKet al. RGD peptide-conjugated multimodal NaGdF4:Yb3+/Er3+ nanophosphors for upconversion luminescence, MR, and PET imaging of tumor angiogenesis. J Nucl Med (2013) 54(1):96103. doi: 10.2967/jnumed.112.108043

  • 44

    Morales-AvilaEFerro-FloresGOcampo-GarciaBEDe Leon-RodriguezLMSantos-CuevasCLGarcia-BecerraRet al. Multimeric system of 99mTc-labeled gold nanoparticles conjugated to c[RGDfK(C)] for molecular imaging of tumor alpha(v)beta(3) expression. Bioconjug Chem (2011) 22(5):913–22. doi: 10.1021/bc100551s

  • 45

    LanzardoSContiLBrioschiCBartolomeoMPArosioDBelvisiLet al. A new optical imaging probe targeting alphaVbeta3 integrin in glioblastoma xenografts. Contrast Media Mol Imaging (2011) 6(6):449–58. doi: 10.1002/cmmi.444

  • 46

    HsuARHouLCVeeravaguAGreveJMVogelHTseVet al. In vivo near-infrared fluorescence imaging of integrin alphavbeta3 in an orthotopic glioblastoma model. Mol Imaging Biol (2006) 8(6):315–23. doi: 10.1007/s11307-006-0059-y

  • 47

    EllegalaDBLeong-PoiHCarpenterJEKlibanovALKaulSShaffreyMEet al. Imaging tumor angiogenesis with contrast ultrasound and microbubbles targeted to alpha(v)beta3. Circulation (2003) 108(3):336–41. doi: 10.1161/01.CIR.0000080326.15367.0C

  • 48

    ChoiNKimSMHongKSChoGChoJHLeeCet al. The use of the fusion protein RGD-HSA-TIMP2 as a tumor targeting imaging probe for SPECT and PET. Biomaterials (2011) 32(29):7151–8. doi: 10.1016/j.biomaterials.2011.06.007

  • 49

    TangYHuYLiuWChenLZhaoYMaHet al. A radiopharmaceutical [(89)Zr]Zr-DFO-nimotuzumab for immunoPET with epidermal growth factor receptor expression in vivo. Nucl Med Biol (2019) 70:2331. doi: 10.1016/j.nucmedbio.2019.01.007

  • 50

    ElliottJTMarraKEvansLTDavisSCSamkoeKSFeldwischJet al. Simultaneous In Vivo Fluorescent Markers for Perfusion, Protoporphyrin Metabolism, and EGFR Expression for Optically Guided Identification of Orthotopic Glioma. Clin Cancer Res (2017) 23(9):2203–12. doi: 10.1158/1078-0432.CCR-16-1400

  • 51

    HatanpaaKJBurmaSZhaoDHabibAA. Epidermal growth factor receptor in glioma: signal transduction, neuropathology, imaging, and radioresistance. Neoplasia (2010) 12(9):675–84. doi: 10.1593/neo.10688

  • 52

    UchidaHMarzulliMNakanoKGoinsWFChanJHongCSet al. Effective treatment of an orthotopic xenograft model of human glioblastoma using an EGFR-retargeted oncolytic herpes simplex virus. Mol Ther (2013) 21(3):561–9. doi: 10.1038/mt.2012.211

  • 53

    SwartzAMLiQJSampsonJH. Rindopepimut: a promising immunotherapeutic for the treatment of glioblastoma multiforme. Immunotherapy (2014) 6(6):679–90. doi: 10.2217/imt.14.21

  • 54

    O’RourkeDMNasrallahMPDesaiAMelenhorstJJMansfieldKMorrissetteJJDet al. A single dose of peripherally infused EGFRvIII-directed CAR T cells mediates antigen loss and induces adaptive resistance in patients with recurrent glioblastoma. Sci Transl Med (2017) 9(399):130. doi: 10.1126/scitranslmed.aaa0984

  • 55

    FatehiDBaralTNAbulrobA. In vivo imaging of brain cancer using epidermal growth factor single domain antibody bioconjugated to near-infrared quantum dots. J Nanosci Nanotechnol (2014) 14(7):5355–62. doi: 10.1166/jnn.2014.9076

  • 56

    MishraGPanwarPMishraAK. Tumor targeting using anti-epidermal growth factor receptor (ior egf/r3) immunoconjugate with a tetraaza macrocyclic agent (DO3A-EA). Mol Imaging (2012) 11(5):408–16.

  • 57

    DavisSCSamkoeKSO’HaraJAGibbs-StraussSLPayneHLHoopesPJet al. MRI-coupled fluorescence tomography quantifies EGFR activity in brain tumors. Acad Radiol (2010) 17(3):271–6. doi: 10.1016/j.acra.2009.11.001

  • 58

    ZhangLViraniSZhangYBhojaniMSBurgessTLCoxonAet al. Molecular imaging of c-Met tyrosine kinase activity. Anal Biochem (2011) 412(1):18. doi: 10.1016/j.ab.2011.01.028

  • 59

    Terwisscha van ScheltingaAGLub-de HoogeMNHinnerMJVerheijenRBAllersdorferAHulsmeyerMet al. In vivo visualization of MET tumor expression and anticalin biodistribution with the MET-specific anticalin 89Zr-PRS-110 PET tracer. J Nucl Med (2014) 55(4):665–71. doi: 10.2967/jnumed.113.124941

  • 60

    JunHTSunJRexKRadinskyRKendallRCoxonAet al. AMG 102, a fully human anti-hepatocyte growth factor/scatter factor neutralizing antibody, enhances the efficacy of temozolomide or docetaxel in U-87 MG cells and xenografts. Clin Cancer Res (2007) 13(22 Pt 1):6735–42. doi: 10.1158/1078-0432.CCR-06-2969

  • 61

    GoodwinCRRathPOyinladeOLopezHMughalSXiaSet al. Crizotinib and erlotinib inhibits growth of c-Met(+)/EGFRvIII(+) primary human glioblastoma xenografts. Clin Neurol Neurosurg (2018) 171:2633. doi: 10.1016/j.clineuro.2018.02.041

  • 62

    JunHJBronsonRTCharestA. Inhibition of EGFR induces a c-MET-driven stem cell population in glioblastoma. Stem Cells (2014) 32(2):338–48. doi: 10.1002/stem.1554

  • 63

    KimEMParkEHCheongSJLeeCMKimDWJeongHJet al. Characterization, biodistribution and small-animal SPECT of I-125-labeled c-Met binding peptide in mice bearing c-Met receptor tyrosine kinase-positive tumor xenografts. Nucl Med Biol (2009) 36(4):371–8. doi: 10.1016/j.nucmedbio.2009.01.005

  • 64

    JagodaEMLangLBhadrasettyVHistedSWilliamsMKramer-MarekGet al. Immuno-PET of the hepatocyte growth factor receptor Met using the 1-armed antibody onartuzumab. J Nucl Med (2012) 53(10):1592–600. doi: 10.2967/jnumed.111.102293

  • 65

    YanHParsonsDWJinGMcLendonRRasheedBAYuanWet al. IDH1 and IDH2 mutations in gliomas. N Engl J Med (2009) 360(8):765–73. doi: 10.1056/NEJMoa0808710

  • 66

    KloosterhofNKBraltenLBDubbinkHJFrenchPJvan den BentMJ. Isocitrate dehydrogenase-1 mutations: a fundamentally new understanding of diffuse glioma? Lancet Oncol (2011) 12(1):8391. doi: 10.1016/S1470-2045(10)70053-X

  • 67

    LeibetsederAAckerlMFlechlBWohrerAWidhalmGDieckmannKet al. Outcome and molecular characteristics of adolescent and young adult patients with newly diagnosed primary glioblastoma: a study of the Society of Austrian Neurooncology (SANO). Neuro Oncol (2013) 15(1):112–21. doi: 10.1093/neuonc/nos283

  • 68

    SongTaoQLeiYSiGYanQingDHuiXiaHXueLinZet al. IDH mutations predict longer survival and response to temozolomide in secondary glioblastoma. Cancer Sci (2012) 103(2):269–73. doi: 10.1111/j.1349-7006.2011.02134.x

  • 69

    LabussiereMBoisselierBMokhtariKDi StefanoALRahimianARossettoMet al. Combined analysis of TERT, EGFR, and IDH status defines distinct prognostic glioblastoma classes. Neurology (2014) 83(13):1200–6. doi: 10.1212/WNL.0000000000000814

  • 70

    LouisDNPerryAReifenbergerGvon DeimlingAFigarella-BrangerDCaveneeWKet al. The 2016 World Health Organization Classification of Tumors of the Central Nervous System: a summary. Acta Neuropathol (2016) 131(6):803–20. doi: 10.1007/s00401-016-1545-1

  • 71

    SchiffDVan den BentMVogelbaumMAWickWMillerCRTaphoornMet al. Recent developments and future directions in adult lower-grade gliomas: Society for Neuro-Oncology (SNO) and European Association of Neuro-Oncology (EANO) consensus. Neuro Oncol (2019) 21(7):837–53. doi: 10.1093/neuonc/noz033

  • 72

    ParsonsDWJonesSZhangXLinJCLearyRJAngenendtPet al. An integrated genomic analysis of human glioblastoma multiforme. Science (2008) 321(5897):1807–12. doi: 10.1126/science.1164382

  • 73

    PerizzoloMWinkfeinBHuiSKrulickiWChanJADemetrickDJ. IDH mutation detection in formalin-fixed paraffin-embedded gliomas using multiplex PCR and single-base extension. Brain Pathol (2012) 22(5):619–24. doi: 10.1111/j.1750-3639.2012.00579.x

  • 74

    CapperDZentgrafHBalssJHartmannCvon DeimlingA. Monoclonal antibody specific for IDH1 R132H mutation. Acta Neuropathol (2009) 118(5):599601. doi: 10.1007/s00401-009-0595-z

  • 75

    SantagataSEberlinLSNortonICalligarisDFeldmanDRIdeJLet al. Intraoperative mass spectrometry mapping of an onco-metabolite to guide brain tumor surgery. Proc Natl Acad Sci U S A (2014) 111(30):11121–6. doi: 10.1073/pnas.1404724111

  • 76

    ChoiCRaisanenJMGanjiSKZhangSMcNeilSSAnZet al. Prospective Longitudinal Analysis of 2-Hydroxyglutarate Magnetic Resonance Spectroscopy Identifies Broad Clinical Utility for the Management of Patients With IDH-Mutant Glioma. J Clin Oncol (2016) 34(33):4030–9. doi: 10.1200/JCO.2016.67.1222

  • 77

    ChenXContiPSMoatsRA. In vivo near-infrared fluorescence imaging of integrin alphavbeta3 in brain tumor xenografts. Cancer Res (2004) 64(21):8009–14. doi: 10.1158/0008-5472.CAN-04-1956

  • 78

    SunJCaiLZhangKZhangAPuPYangWet al. A pilot study on EGFR-targeted molecular imaging of PET/CT With 11C-PD153035 in human gliomas. Clin Nucl Med (2014) 39(1):e20–6. doi: 10.1097/RLU.0b013e3182a23b73

  • 79

    LuoHHongHSlaterMRGravesSAShiSYangYet al. PET of c-Met in Cancer with (6)(4)Cu-Labeled Hepatocyte Growth Factor. J Nucl Med (2015) 56(5):758–63. doi: 10.2967/jnumed.115.154690

  • 80

    GaedickeSBraunFPrasadSMacheinMFiratEHettichMet al. Noninvasive positron emission tomography and fluorescence imaging of CD133+ tumor stem cells. Proc Natl Acad Sci U S A (2014) 111(6):E692–701. doi: 10.1073/pnas.1314189111

  • 81

    JingHWeidensteinerCReichardtWGaedickeSZhuXGrosuALet al. Imaging and Selective Elimination of Glioblastoma Stem Cells with Theranostic Near-Infrared-Labeled CD133-Specific Antibodies. Theranostics (2016) 6(6):862–74. doi: 10.7150/thno.12890

  • 82

    AndronesiOCLoebelFBognerWMarjanskaMVander HeidenMGIafrateAJet al. Treatment Response Assessment in IDH-Mutant Glioma Patients by Noninvasive 3D Functional Spectroscopic Mapping of 2-Hydroxyglutarate. Clin Cancer Res (2016) 22(7):1632–41. doi: 10.1158/1078-0432.CCR-15-0656

  • 83

    de la FuenteMIIYoungRJRubelJRosenblumMTisnadoJBriggsSet al. Integration of 2-hydroxyglutarate-proton magnetic resonance spectroscopy into clinical practice for disease monitoring in isocitrate dehydrogenase-mutant glioma. Neuro Oncol (2016) 18(2):283–90. doi: 10.1093/neuonc/nov307

  • 84

    BranzoliFDi StefanoALCapelleLOttolenghiCValabregueRDeelchandDKet al. Highly specific determination of IDH status using edited in vivo magnetic resonance spectroscopy. Neuro Oncol (2018) 20(7):907–16. doi: 10.1093/neuonc/nox214

  • 85

    SuhCHKimHSJungSCChoiCGKimSJ. Imaging prediction of isocitrate dehydrogenase (IDH) mutation in patients with glioma: a systemic review and meta-analysis. Eur Radiol (2019) 29(2):745–58. doi: 10.1007/s00330-018-5608-7

  • 86

    AndronesiOCArrillaga-RomanyICLyKIIBognerWRataiEMReitzKet al. Pharmacodynamics of mutant-IDH1 inhibitors in glioma patients probed by in vivo 3D MRS imaging of 2-hydroxyglutarate. Nat Commun (2018) 9(1):1474. doi: 10.1038/s41467-018-03905-6

  • 87

    VergerAMetellusPSalaQColinCBialeckiETaiebDet al. IDH mutation is paradoxically associated with higher 18F-FDOPA PET uptake in diffuse grade II and grade III gliomas. Eur J Nucl Med Mol Imaging (2017) 44(8):1306–11. doi: 10.1007/s00259-017-3668-6

  • 88

    GinetMZaragoriTMariePYRochVGauchotteGRechFet al. Integration of dynamic parameters in the analysis of (18)F-FDopa PET imaging improves the prediction of molecular features of gliomas. Eur J Nucl Med Mol Imaging (2020) 47(6):1381–90. doi: 10.1007/s00259-019-04509-y

  • 89

    WengerKJHattingenEHarterPNRichterCFranzKSteinbachJPet al. Fitting algorithms and baseline correction influence the results of non-invasive in vivo quantitation of 2-hydroxyglutarate with (1) H-MRS. NMR BioMed (2019) 32(1):e4027. doi: 10.1002/nbm.4027

  • 90

    LuKVZhuSCvrljevicAHuangTTSarkariaSAhkavanDet al. Fyn and SRC are effectors of oncogenic epidermal growth factor receptor signaling in glioblastoma patients. Cancer Res (2009) 69(17):6889–98. doi: 10.1158/0008-5472.CAN-09-0347

  • 91

    JeonHMKimSHJinXParkJBJoshiKNakanoIet al. Crosstalk between Glioma-Initiating Cells and Endothelial Cells Drives Tumor Progression. Cancer Res (2014) 74(16):4482–92. doi: 10.1158/0008-5472.CAN-13-1597

  • 92

    ClavreulAEtcheverryAChasseventAQuillienVAvrilTJourdanMLet al. Isolation of a new cell population in the glioblastoma microenvironment. J Neurooncol (2012) 106(3):493504. doi: 10.1007/s11060-011-0701-7

  • 93

    HuveldtDLewis-TuffinLJCarlsonBLSchroederMARodriguezFGianniniCet al. Targeting Src family kinases inhibits bevacizumab-induced glioma cell invasion. PLoS One (2013) 8(2):e56505. doi: 10.1371/journal.pone.0056505

  • 94

    LassmanABPughSLGilbertMRAldapeKDGeinozSBeumerJHet al. Phase 2 trial of dasatinib in target-selected patients with recurrent glioblastoma (RTOG 0627). Neuro Oncol (2015) 17(7):992–8. doi: 10.1093/neuonc/nov011

  • 95

    GalanisEAndersonSKTwohyELCarreroXWDixonJGTranDDet al. A phase 1 and randomized, placebo-controlled phase 2 trial of bevacizumab plus dasatinib in patients with recurrent glioblastoma: Alliance/North Central Cancer Treatment Group N0872. Cancer (2019) 125(21):3790–800. doi: 10.1002/cncr.32340

  • 96

    PhuphanichSRaizerJChamberlainMCanelosPNarwalRHongSet al. Phase II study of MEDI-575, an anti-platelet-derived growth factor-alpha antibody, in patients with recurrent glioblastoma. J Neurooncol (2017) 131(1):185–91. doi: 10.1007/s11060-016-2287-6

  • 97

    PlateKHBreierGWeichHAMennelHDRisauW. Vascular endothelial growth factor and glioma angiogenesis: coordinate induction of VEGF receptors, distribution of VEGF protein and possible in vivo regulatory mechanisms. Int J Cancer (1994) 59(4):520–9. doi: 10.1002/ijc.2910590415

  • 98

    KreislTNKimLMooreKDuicPRoyceCStroudIet al. Phase II trial of single-agent bevacizumab followed by bevacizumab plus irinotecan at tumor progression in recurrent glioblastoma. J Clin Oncol (2009) 27(5):740–5. doi: 10.1200/JCO.2008.16.3055

  • 99

    GilbertMRDignamJJArmstrongTSWefelJSBlumenthalDTVogelbaumMAet al. A randomized trial of bevacizumab for newly diagnosed glioblastoma. N Engl J Med (2014) 370(8):699708. doi: 10.1056/NEJMoa1308573

  • 100

    ChinotOLWickWMasonWHenrikssonRSaranFNishikawaRet al. Bevacizumab plus radiotherapy-temozolomide for newly diagnosed glioblastoma. N Engl J Med (2014) 370(8):709–22. doi: 10.1056/NEJMoa1308345

  • 101

    HovingaKEMcCreaHJBrennanCHuseJZhengJEsquenaziYet al. EGFR amplification and classical subtype are associated with a poor response to bevacizumab in recurrent glioblastoma. J Neurooncol (2019) 142(2):337–45. doi: 10.1007/s11060-019-03102-5

  • 102

    ThomasAAOmuroA. Current role of anti-angiogenic strategies for glioblastoma. Curr Treat Options Oncol (2014) 15(4):551–66. doi: 10.1007/s11864-014-0308-2

  • 103

    NedergaardMKMichaelsenSRPerrymanLErlerJPoulsenHSStockhausenMTet al. Comparison of (18)F-FET and (18)F-FLT small animal PET for the assessment of anti-VEGF treatment response in an orthotopic model of glioblastoma. Nucl Med Biol (2016) 43(3):198205. doi: 10.1016/j.nucmedbio.2015.12.002

  • 104

    MatternRHReadSBPierschbacherMDSzeCIIEliceiriBPKruseCA. Glioma cell integrin expression and their interactions with integrin antagonists: Research Article. Cancer Ther (2005) 3A:325–40.

  • 105

    SchittenhelmJSchwabEIISperveslageJTatagibaMMeyermannRFendFet al. Longitudinal expression analysis of alphav integrins in human gliomas reveals upregulation of integrin alphavbeta3 as a negative prognostic factor. J Neuropathol Exp Neurol (2013) 72(3):194210. doi: 10.1097/NEN.0b013e3182851019

  • 106

    MacDonaldTJStewartCFKocakMGoldmanSEllenbogenRGPhillipsPet al. Phase I clinical trial of cilengitide in children with refractory brain tumors: Pediatric Brain Tumor Consortium Study PBTC-012. J Clin Oncol (2008) 26(6):919–24. doi: 10.1200/JCO.2007.14.1812

  • 107

    StuppRHegiMENeynsBGoldbrunnerRSchlegelUClementPMet al. Phase I/IIa study of cilengitide and temozolomide with concomitant radiotherapy followed by cilengitide and temozolomide maintenance therapy in patients with newly diagnosed glioblastoma. J Clin Oncol (2010) 28(16):2712–8. doi: 10.1200/JCO.2009.26.6650

  • 108

    GilbertMRKuhnJLambornKRLiebermanFWenPYMehtaMet al. Cilengitide in patients with recurrent glioblastoma: the results of NABTC 03-02, a phase II trial with measures of treatment delivery. J Neurooncol (2012) 106(1):147–53. doi: 10.1007/s11060-011-0650-1

  • 109

    IshidaJOnishiMKurozumiKIchikawaTFujiiKShimazuYet al. Integrin inhibitor suppresses bevacizumab-induced glioma invasion. Transl Oncol (2014) 7(2):292302 e1. doi: 10.1016/j.tranon.2014.02.016

  • 110

    NaborsLBFinkKLMikkelsenTGrujicicDTarnawskiRNamDHet al. Two cilengitide regimens in combination with standard treatment for patients with newly diagnosed glioblastoma and unmethylated MGMT gene promoter: results of the open-label, controlled, randomized phase II CORE study. Neuro Oncol (2015) 17(5):708–17. doi: 10.1093/neuonc/nou356

  • 111

    StuppRHegiMEGorliaTErridgeSCPerryJHongYKet al. Cilengitide combined with standard treatment for patients with newly diagnosed glioblastoma with methylated MGMT promoter (CENTRIC EORTC 26071-22072 study): a multicentre, randomised, open-label, phase 3 trial. Lancet Oncol (2014) 15(10):1100–8. doi: 10.1016/S1470-2045(14)70379-1

  • 112

    ChinotOL. Cilengitide in glioblastoma: when did it fail? Lancet Oncol (2014) 15(10):1044–5. doi: 10.1016/S1470-2045(14)70403-6

  • 113

    SipkinsDAChereshDAKazemiMRNevinLMBednarskiMDLiKC. Detection of tumor angiogenesis in vivo by alphaVbeta3-targeted magnetic resonance imaging. Nat Med (1998) 4(5):623–6. doi: 10.1038/nm0598-623

  • 114

    CaiWSam GambhirSChenX. Multimodality tumor imaging targeting integrin alphavbeta3. Biotechniques (2005) 39(6 Suppl):S14–25. doi: 10.2144/000112091

  • 115

    HandgraafHJMBoonstraMCPrevooHKuilJBordoMWBoogerdLSFet al. Real-time near-infrared fluorescence imaging using cRGD-ZW800-1 for intraoperative visualization of multiple cancer types. Oncotarget (2017) 8(13):21054–66. doi: 10.18632/oncotarget.15486

  • 116

    JinZHFurukawaTDegardinMSugyoATsujiABYamasakiTet al. alphaVbeta3 Integrin-Targeted Radionuclide Therapy with 64Cu-cyclam-RAFT-c(-RGDfK-)4. Mol Cancer Ther (2016) 15(9):2076–85. doi: 10.1158/1535-7163.MCT-16-0040

  • 117

    IagaruAMosciCShenBChinFTMittraETelliMLet al. (18)F-FPPRGD2 PET/CT: Pilot Phase Evaluation of Breast Cancer Patients. Radiology (2014) 273(2):549–59. doi: 10.1148/radiol.14140028

  • 118

    ZhangHLiuNGaoSHuXZhaoWTaoRet al. Can an (1)(8)F-ALF-NOTA-PRGD2 PET/CT Scan Predict Treatment Sensitivity to Concurrent Chemoradiotherapy in Patients with Newly Diagnosed Glioblastoma? J Nucl Med (2016) 57(4):524–9. doi: 10.2967/jnumed.115.165514

  • 119

    HeimbergerABCrottyLEArcherGEHessKRWikstrandCJFriedmanAHet al. Epidermal growth factor receptor VIII peptide vaccination is efficacious against established intracerebral tumors. Clin Cancer Res (2003) 9(11):4247–54.

  • 120

    HeimbergerABHlatkyRSukiDYangDWeinbergJGilbertMet al. Prognostic effect of epidermal growth factor receptor and EGFRvIII in glioblastoma multiforme patients. Clin Cancer Res (2005) 11(4):1462–6. doi: 10.1158/1078-0432.CCR-04-1737

  • 121

    SchusterJLaiRKRechtLDReardonDAPaleologosNAGrovesMDet al. multicenter trial of rindopepimut (CDX-110) in newly diagnosed glioblastoma: the ACT III study. Neuro Oncol (2015) 17(6):854–61. doi: 10.1093/neuonc/nou348

  • 122

    WellerMButowskiNTranDDRechtLDLimMHirteHet al. Rindopepimut with temozolomide for patients with newly diagnosed, EGFRvIII-expressing glioblastoma (ACT IV): a randomised, double-blind, international phase 3 trial. Lancet Oncol (2017) 18(10):1373–85. doi: 10.1016/S1470-2045(17)30517-X

  • 123

    BinderDCLadomerskyELenzenAZhaiLLauingKLOtto-MeyerSDet al. Lessons learned from rindopepimut treatment in patients with EGFRvIII-expressing glioblastoma. Transl Cancer Res (2018) 7(Suppl 4):S510–3.

  • 124

    MoriyamaTKataokaHSeguchiKTsubouchiHKoonoM. Effects of hepatocyte growth factor (HGF) on human glioma cells in vitro: HGF acts as a motility factor in glioma cells. Int J Cancer (1996) 66(5):678–85. doi: 10.1002/(SICI)1097-0215(19960529)66:5<678::AID-IJC16>3.0.CO;2-0

  • 125

    LiMYYangPLiuYWZhangCBWangKYWangYYet al. Low c-Met expression levels are prognostic for and predict the benefits of temozolomide chemotherapy in malignant gliomas. Sci Rep (2016) 6:21141. doi: 10.1038/srep21141

  • 126

    NabeshimaKShimaoYSatoSKataokaHMoriyamaTKawanoHet al. Expression of c-Met correlates with grade of malignancy in human astrocytic tumours: an immunohistochemical study. Histopathology (1997) 31(5):436–43. doi: 10.1046/j.1365-2559.1997.3010889.x

  • 127

    BellEHPughSLMcElroyJPGilbertMRMehtaMKlimowiczACet al. Molecular-Based Recursive Partitioning Analysis Model for Glioblastoma in the Temozolomide Era: A Correlative Analysis Based on NRG Oncology RTOG 0525. JAMA Oncol (2017) 3(6):784–92. doi: 10.1001/jamaoncol.2016.6020

  • 128

    WenPYSchiffDCloughesyTFRaizerJJLaterraJSmittMet al. A phase II study evaluating the efficacy and safety of AMG 102 (rilotumumab) in patients with recurrent glioblastoma. Neuro Oncol (2011) 13(4):437–46. doi: 10.1093/neuonc/noq198

  • 129

    SmithMRSweeneyCJCornPGRathkopfDESmithDCHussainMet al. Cabozantinib in Chemotherapy-Pretreated Metastatic Castration-Resistant Prostate Cancer: Results of a Phase II Nonrandomized Expansion Study. J Clin Oncol (2014) 32(30):3391–9. doi: 10.1200/JCO.2013.54.5954

  • 130

    EliseiRSchlumbergerMJMullerSPSchoffskiPBroseMSShahMHet al. Cabozantinib in progressive medullary thyroid cancer. J Clin Oncol (2013) 31(29):3639–46. doi: 10.1200/JCO.2012.48.4659

  • 131

    WenPYDrappatzJde GrootJPradosMDReardonDASchiffDet al. Phase II study of cabozantinib in patients with progressive glioblastoma: subset analysis of patients naive to antiangiogenic therapy. Neuro Oncol (2018) 20(2):249–58. doi: 10.1093/neuonc/nox154

  • 132

    CloughesyTFDrappatzJde GrootJPradosMDReardonDASchiffDet al. Phase II study of cabozantinib in patients with progressive glioblastoma: subset analysis of patients with prior antiangiogenic therapy. Neuro Oncol (2018) 20(2):259–67. doi: 10.1093/neuonc/nox151

  • 133

    DuWUslarLSevalaSShahK. Targeting c-Met receptor overcomes TRAIL-resistance in brain tumors. PLoS One (2014) 9(4):e95490. doi: 10.1371/journal.pone.0095490

  • 134

    TownerRAJensenRLColmanHVaillantBSmithNCasteelRet al. ELTD1, a potential new biomarker for gliomas. Neurosurgery (2013) 72(1):7790. doi: 10.1227/NEU.0b013e318276b29d. discussion 91.

  • 135

    ChoJHKimARKimSHLeeSJChungHYoonMY. Development of a novel imaging agent using peptide-coated gold nanoparticles toward brain glioma stem cell marker CD133. Acta Biomater (2017) 47:182–92. doi: 10.1016/j.actbio.2016.10.009

  • 136

    ZieglerJPodyRCoutinho de SouzaPEvansBSaundersDSmithNet al. ELTD1, an effective anti-angiogenic target for gliomas: preclinical assessment in mouse GL261 and human G55 xenograft glioma models. Neuro Oncol (2017) 19(2):175–85. doi: 10.1093/neuonc/now147

  • 137

    WellerMStuppRHegiMWickW. Individualized targeted therapy for glioblastoma: fact or fiction? Cancer J (2012) 18(1):40–4. doi: 10.1097/PPO.0b013e318243f6c9

  • 138

    Guidance for Industry, Investigators, and Reviewers. Exploratory IND Studies. Biotechnol Law Rep (2005) 24(5):603–11. doi: 10.1089/blr.2006.25.167

  • 139

    Phase III Study of Rindopepimut/GM-CSF in Patients With Newly Diagnosed Glioblastoma (ACT IV). NIH. U.S. National Library of Medicine, ClinicalTrials. gov (2011). Available at: http://clinicaltrials.gov/ct2/show/record/ NCT01480479.

Summary

Keywords

glioma, molecular imaging, probes, targeted therapy, precision medicine

Citation

Li D, Patel CB, Xu G, Iagaru A, Zhu Z, Zhang L and Cheng Z (2020) Visualization of Diagnostic and Therapeutic Targets in Glioma With Molecular Imaging. Front. Immunol. 11:592389. doi: 10.3389/fimmu.2020.592389

Received

07 August 2020

Accepted

08 October 2020

Published

30 October 2020

Volume

11 - 2020

Edited by

Xiaoxing Xiong, Renmin Hospital of Wuhan University, China

Reviewed by

Yoshua Esquenazi, University of Texas Health Science Center at Houston, United States; Csaba Juhasz, Wayne State University, United States; Xuejun Li, Central South University, China

Updates

Copyright

*Correspondence: Liwei Zhang, ; Zhen Cheng,

This article was submitted to Cancer Immunity and Immunotherapy, a section of the journal Frontiers in Immunology

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

Outline

Figures

Cite article

Copy to clipboard


Export citation file


Share article

Article metrics