Mladek, Ann C.

Abstract Despite aggressive treatment that involves surgery, radiation and temozolomide therapy, a significant morbidity from glioblastoma (GBM) recurrence highlights the pressing unmet medical need to develop effective novel therapies for GBM. Murine Double Minute 2 (MDM2) is an important regulator of the p53 tumor suppressor, which promotes cell cycle arrest and apoptosis in response to DNA damage. Here we have assessed the efficacy of RG7388, a purported brain penetrant MDM2-inhibitor, alone or combined with radiation therapy (RT) in patient-derived xenograft (PDX) models of GBM. In vitro, RG7388 suppressed viability of GBM PDX short-term stem cell cultures of p53 wildtype lines with MDM2-amplification (GBM46 and 108, IC50 25 and 11 nM, respectively) or without MDM2-amplification (GBM10 and 14, IC50 43.5 and 9.1 nM, respectively). Serum proteins appear to reduce efficacy of RG7388, which is supported by the notion that adding 2.5% bovine serum albumin to a serum free stem cell cultures increased the IC50 by 3 to 5 fold. At the molecular level, both RG7388 and RT could induce p53 signaling in GBM10, but a more robust induction was observed with the combination. In athymic nude mice, RG7388 readily distributes into normal brain as measured by LCMS-MS at 1 hour after five daily oral doses (70 mg/kg) the average RG7388 concentrations in brain and plasma were 2167 ng/g and 4423 ng/ml, respectively. In an initial efficacy study using flank tumors established from GBM10, one week of dosing at 70 mg/kg/day RG7388 alone was ineffective, while combining RG7388 with focal radiation (4 daily doses of 5 Gy each) had a moderate 15 day delay in tumor progression. However, in an MDM2-amplified GBM108 line with a relatively intact blood-brain barrier, one week of daily RG7388 dosing, either alone or in combination with RT was remarkably effective (median survival 71 days with RG7388 alone vs. 29 days with vehicle, p<0.0001; and 262 days for RG7388/RT vs. 74 days with RT, p=0.017). Taken together, RG7388 alone or in combination with RT is highly effective in an MDM2-amplified pre-clinical model of GBM. Determining impact of serum protein binding on drug pharmacokinetics and further evaluation of pharmacodynamic effects and orthotopic therapy in additional p53 wildtype PDX lines will help to increase our understanding if RG7388/RT therapy can be used in a larger population of GBM tumors. Citation Format: Shiv K. Gupta, Ann C. Mladek, Surabhi Telele, Afroz S. Mohammad, Lihong He, Zeng Hu, Katrina K. Bakken, Danielle M. Burgenske, Brett L. Carlson, William F. Elmquist, Jann N. Sarkaria. Brain penetrant MDM2 inhibitor RG7388 extends survival benefit of radiation treatment in select glioblastoma patient-derived xenograft models [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 6276.

Abstract Radio-resistant properties of melanomas undermine benefit of radiation therapy (RT). DNA-dependent protein kinase (DNA-PKcs) is essential for the non-homologous end joining (NHEJ) mediated repair DNA double-strand break (DSB). We evaluated radio-sensitizing effects of M3814, a selective oral inhibitor of DNA-PKcs, in patient-derived xenografts (PDXs) of melanoma brain metastases. M3814 (≥300 nM) inhibited RT-induced (5 Gy) auto-phosphorylation of serine-2056 of DNA-PKcs in primary cultures of M12, M15 and M27 PDX lines. Interestingly, inhibition of RT-induced DNA-PKcs by M3814 coincided with increased KAP1 phosphorylation, a DNA damage signaling regulated via ATM. As a measure of lasting DNA damage, persistent γH2AX foci were observed in 28% cells 24 hours after co-treatment with M3814 and RT as compared to RT controls, where only 12% cells had persistent γH2AX foci. In a clonogenic survival assay, M3841 augmented RT-induced killing of M12 cells in a dose dependent manner. However, a minimal 16 h exposure with ~300 nM M3814 was most effective treatment. Pharmacokinetics (PK) after single oral dose of 20 mg/kg M3814, showed considerably short half-life (~2.44 hours) and poor brain distribution in wildtype (WT) FBV mice (Kpuu, 0.027). Suggesting liability to efflux transporters, brain distribution of M3814 in TKO mice (triple knockouts for efflux transporters Mdr1a, Mdr1b and BCRP1) was ~11 fold higher than WT animals (kpuu, 0.215). Using this preliminary PK data, simulations were performed using simBiology software to define dosing regimen and schedule to maximize drug exposures in brain. Based on this in silico modeling, two regimens- (A: 125 mg/kg twice a day (at 0 and 7 hours), and B: 50 mg/kg dose followed by three additional doses of 35 mg/kg per day at 4 hour intervals), combined with a single fraction RT (3 Gy) delivered 10 min after the first M3814 dose in each regimen, were tested in athymic nude mice carrying M12 flank tumors. In this study, drug levels achieved in brain and plasma (121±95, 1914±1661 nM with regimens A and 79±51, 1205±664 nM with regimen B, respectively at 24 h), exceeded predictions. Consistent with a much higher accumulation of M3814 in flank tumor tissues (1.5 to 3.4 fold higher than plasma), therapy with M3814/RT had robust pharmacodynamics effects on DNA damage signaling both at 6 and 24 hours of treatment as compared to RT alone. In summary, M3814 is a promising radio-sensitizer in melanoma brain metastases. Further studies will determine efficacy and pharmacodynamics effects of M3814/RT regimens in relevant orthotopic models of brain metastases and address potential concerns of normal tissue toxicity. Citation Format: Jianxiong Ji, Emily J. Smith, Paige Sarkaria, Ann C. Mladek, Surabhi Talele, Katelyn Swanson, Afroz S. Mohammad, Lihong He, Zeng Hu, Katrina K. Bakken, Shiv K. Gupta, Danielle M. Burgenske, Gaspar J. Kitange, William F. Elmquist, Jann N. Sarkaria. Inhibition of DNA-PKcs by M3814 potentiates efficacy of ionizing radiation in patient derived xenografts of melanoma brain metastases [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 1381.

Abstract The Mayo Clinic collection of patient-derived xenograft (PDX) models has been developed from the direct implantation of fresh glioblastoma samples into immunodeficient mice. Over 95 models have been extensively characterized with regards to histology, invasion, flank and orthotopic growth rates, and molecular profiling. Evaluation of orthotopic tumors demonstrated clear infiltration of tumor cells into the brain parenchymal in 90% of PDXs with contralateral hemisphere involvement in 64%. Extensive molecular profiling confirmed that our collection of PDXs captures the genetic heterogeneity of GBM, with the majority of known alterations represented at a frequency similar to the TCGA including gain of chromosome 7 and loss of chromosome 10. TERT promoter mutations were the most frequent overall (86%) followed by homozygous deletion of CDKN2A (70%). Multiple alterations were identified in the p53 pathway, including TP53 mutations (36%) and MDM2/4 (10%/2%) amplification. PI3-kinase pathway alterations mainly involved PTEN (48%) while MAP kinase pathway alterations were present in a subset of PDXs (NF1 alterations 17%, BRAF 4%). IDH mutations were found in only two models. Gene expression analysis revealed that our PDX collection includes all GBM subtypes with classical being the most represented (46% vs mesenchymal 31% and proneural 23%). MGMT promoter methylation was also observed in 45% of PDXs. The high fidelity of PDX models to their human counterpart makes these models ideal for testing standard of care and novel targeted therapies. To assess if PDXs are predictive of patient treatment response, 37 orthotopic PDX lines were treated with radiation (RT), temozolomide (TMZ), or concurrent RT/TMZ. Across all PDXs, RT and TMZ demonstrated median survival extension of 90 and 46 days relative to vehicle. Concurrent RT/TMZ further extended survival by 146 days. MGMT promoter methylation was strongly associated with response to TMZ-based strategies but not RT alone.This observation suggests that our PDX collection possesses clinically relevant predictive value. To date, we have characterized treatment responses to over 135 regimens including both GBM standards of care and targeted strategies in our PDX models. Recent lab efforts strive to define the effect of blood brain barrier disruption on drug delivery. With over 20 years of experience, our group has extensive expertise in the development of clinically relevant study designs focused on examining efficacy, tolerability, and pharmacokinetic/pharmacodynamic assessments. Since 2016, we have shared over 5200 individual samples (tumor tissue, cells, DNA/RNA, protein extracts, tissue microarray slides) in both internal and external collaborators. Our models have been utilized in over 41 NIH funded grants, including 33 funded RO1s, as well as by the pharmaceutical community with 50 working relationships to date (20 contracts, 30 collaborations). Finally, our PDX collection has been used in over 120 peer-reviewed published manuscripts. Citation Format: Danielle Burgenske, Ann C. Mladek, Rachael A. Vaubel, Shulan Tian, Mark A. Schroeder, Zeng Hu, Brett L. Carlson, Paul A. Decker, Jeanette E. Eckel-Passow, Jann N. Sarkaria. Evaluation of novel therapeutics using models from the Mayo Clinic GBM patient-derived xenograft (PDX) collection [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 1113.

Abstract Lisavanbulin (LIS; BAL101553) is the prodrug of BAL27862, a microtubule-binding, tumor checkpoint controller and potential radiosensitizer. These studies evaluated optimal integration of LIS with standard of care radiation therapy (RT) and/or temozolomide (TMZ) using GBM PDX models. Distribution across the blood brain barrier was evaluated after a single 30 mg/kg oral LIS dose, and concentrations of the active metabolite BAL27862 were measured by liquid chromatography-tandem mass spectrometry. Similar BAL27862 concentrations were detected in the brain (B) and plasma (P) at both two (B:P ratio 1.29) and six hours (B:P ratio 1.64) post-dose. An in vivo screen of LIS monotherapy across 14 orthotopic GBM PDX models showed significant survival benefit (p<0.01) in seven models (median survival extension 24-87%). Extending from these results, LIS was evaluated in several of the sensitive models in combination with RT +/- TMZ. Two MGMT unmethylated PDXs, GBM6 and GBM150, were treated with vehicle or two weeks of RT +/- LIS. LIS dosing during the RT dosing period did not significantly improve median survival in either line (GBM6 survival with RT 54 days vs RT/LIS 58 days, p=0.16; GBM150 RT 86 days vs RT/LIS 101 days, p=0.21). However, prolonged LIS dosing from the start of RT until mice reached a moribund state demonstrated added benefit (GBM6 median 90 days vs RT 69 days, p=0.0001; GBM150 median 143 days vs RT 73 days, p=0.06). In GBM6, prolonged LIS dosing also significantly extended survival when combined with 2 weeks of RT/TMZ (median 101 days vs 66 days, p<0.0001), while LIS alone or RT/TMZ resulted in similar median survivals (63 days vs 66 days, respectively; p=0.68). This same RT/TMZ/LIS benefit was not seen in the MGMT methylated GBM12. Subsequent experiments were performed to evaluate integration of prolonged LIS dosing with concurrent RT/TMZ followed by 3 cycles of adjuvant TMZ (‘Stupp’ regimen). In MGMT methylated GBM39, LIS alone did not significantly extend survival, but LIS addition to the Stupp regimen doubled median survival (Stupp 249 days vs Stupp/LIS 502 days, p=0.0001). GBM150 demonstrated equal benefit from LIS alone or Stupp regimen (median 118 days vs 123 days, p=0.49). Stupp/LIS showed no additional survival benefit (median 98 days, p=0.97). In a second MGMT unmethylated, TMZ-resistant GBM26 PDX, LIS alone or combined with the Stupp regimen provided significant survival benefit: median survival 53 days for vehicle vs. 80 days for LIS (p=0.0001), 114 days for RT only (p<0.0001), 147 days for RT/LIS (p=0.30 relative to RT), 121 days for ‘Stupp’ regimen alone (p=0.57 relative to RT), and 172 days for Stupp/LIS (p=0.04 relative to Stupp). A follow-up GBM39 study revealed a significant increase in the mitotic marker phospho-histone H3 with LIS treatment relative to vehicle-treated controls (p=0.01) while Ki67 levels were similar (p=0.15). This suggests that LIS induces a mitotic arrest associated with microtubule deregulation. Collectively, these data provide a strong rationale to evaluate lisavanbulin (BAL101553) with RT +/- TMZ in GBM and provided the basis for an ongoing Phase I clinical trial. Citation Format: Danielle M Burgenske, Ann C Mladek, Jenny L Pokorny, Heidi A Lane, Felix Bachmann, Rachael A Vaubel, Mark A Schroeder, Katrina K Bakken, Lihong He, Zeng Hu, Brett L Carlson, Surabhi Talele, Gautham Gampa, Matthew L Kosel, Paul A Decker, Jeanette E Eckel-Passow, William F Elmquist, Jann Sarkaria. Modeling the clinical paradigm of lisavanbulin (BAL101553) deployment in patient-derived xenografts (PDX) of glioblastoma (GBM) [abstract]. In: Proceedings of the AACR-NCI-EORTC International Conference on Molecular Targets and Cancer Therapeutics; 2019 Oct 26-30; Boston, MA. Philadelphia (PA): AACR; Mol Cancer Ther 2019;18(12 Suppl):Abstract nr C096. doi:10.1158/1535-7163.TARG-19-C096

Abstract Cell survival following radiation therapy (RT) is critically modulated by multiple DNA damage response pathways including the p53 tumor suppressor, which promotes cell cycle arrest and/or apoptosis in the face of DNA damage. Murine Double Minute 2 (MDM2) targets p53 for degradation and suppresses its functions. The MDM2 locus is amplified in approximately 14% of glioblastoma (GBM) tumors and is a promising target for individualized therapy. In these studies, we tested the MDM2 small molecule inhibitor KRT-232, alone and in combination with RT, in MDM2-amplified and/or p53 wildtype patient-derived xenograft (PDX) models of GBM in vitro and in vivo. KRT-232 suppressed GBM PDX cell explant culture viability in three MDM2-amplified lines (GBM46, 108, and 148) and two non-amplified but p53 wildtype lines (GBM10 and 39) with similar IC50s ranging from 300-800nM in FBS culture conditions. As expected, little suppression was observed in a p53 mutant (GBM43) line. Many drugs have limited distribution in the brain, and to understand limitations surrounding KRT-232, LCMS-MS was used to compare brain and plasma levels of drug in mice. Preliminary pharmacokinetic analysis using FVB wildtype mice compared to mice which maintain triple knockout of the efflux transporters Mdr1a, Mdr1b and Bcrp1–/– (TKO) treated with a single 10 mg/kg oral dose of KRT-232 and harvested 2 hours later demonstrate an 8% brain/plasma ratio of KRT-232 in the TKO mice, while levels were undetectable in WT mice. In light of these data, the efficacy of KRT-232 was initially tested in vivo in an MDM2-amplified GBM108 PDX with an artificially disrupted BBB afforded by VEGFA lentiviral expression. In this model, daily dosing with KRT-232 alone produced a 100 day prolongation in survival as compared to vehicle. In a subsequent experiment, just one week of daily KRT-232 dosing, either alone or in combination with RT, in the control GBM108 PDX with a relatively intact BBB, was remarkably effective; median survival for placebo 22 days, KRT-232 alone 46 days, RT alone 31 days, and the KRT-232/RT combination 77 days. Despite low BBB penetration as determined by pharmacokinetic studies, KRT-232 alone and in combination with RT is an effective treatment in a pre-clinical model of glioblastoma. Future studies will evaluate KRT-232 pharmacodynamic responses as well as PDX orthotopic combination therapy in additional MDM2 amplified and non-amplified/p53 wildtype lines to understand if this therapy can be used in a larger population of GBM tumors. Citation Format: Ann C Mladek, Shiv Gupta, Minjee Kim, Afroz Shareef Mohammad, Katrina K Bakken, Helen He, Zeng Hu, Danielle M Burgenske, Brett L Carlson, William F Elmquist, Jann Sarkaria. MDM2 inhibitor KRT-232 extends survival in glioblastoma patient-derived xenograft models [abstract]. In: Proceedings of the AACR-NCI-EORTC International Conference on Molecular Targets and Cancer Therapeutics; 2019 Oct 26-30; Boston, MA. Philadelphia (PA): AACR; Mol Cancer Ther 2019;18(12 Suppl):Abstract nr C051. doi:10.1158/1535-7163.TARG-19-C051

Abstract Purpose: Glioblastoma is the most frequent and lethal primary brain tumor. Development of novel therapies relies on the availability of relevant preclinical models. We have established a panel of 96 glioblastoma patient-derived xenografts (PDX) and undertaken its genomic and phenotypic characterization. Experimental Design: PDXs were established from glioblastoma, IDH-wildtype (n = 93), glioblastoma, IDH-mutant (n = 2), diffuse midline glioma, H3 K27M-mutant (n = 1), and both primary (n = 60) and recurrent (n = 34) tumors. Tumor growth rates, histopathology, and treatment response were characterized. Integrated molecular profiling was performed by whole-exome sequencing (WES, n = 83), RNA-sequencing (n = 68), and genome-wide methylation profiling (n = 76). WES data from 24 patient tumors was compared with derivative models. Results: PDXs recapitulate many key phenotypic and molecular features of patient tumors. Orthotopic PDXs show characteristic tumor morphology and invasion patterns, but largely lack microvascular proliferation and necrosis. PDXs capture common and rare molecular drivers, including alterations of TERT, EGFR, PTEN, TP53, BRAF, and IDH1, most at frequencies comparable with human glioblastoma. However, PDGFRA amplification was absent. RNA-sequencing and genome-wide methylation profiling demonstrated broad representation of glioblastoma molecular subtypes. MGMT promoter methylation correlated with increased survival in response to temozolomide. WES of 24 matched patient tumors showed preservation of most genetic driver alterations, including EGFR amplification. However, in four patient–PDX pairs, driver alterations were gained or lost on engraftment, consistent with clonal selection. Conclusions: Our PDX panel captures the molecular heterogeneity of glioblastoma and recapitulates many salient genetic and phenotypic features. All models and genomic data are openly available to investigators.

Abstract INTRODUCTION Neuroimaging dogma for glioblastoma asserts that hyperintensity on T1Gd MRI reveals the bulk of the tumor, while T2/FLAIR signal indicates edema. However, it is unclear whether this edema results from immune response or increased tumor cells. Further, one significant driver of the known sex differences in glioblastoma may be differences in immune response, due to the X-linkage of many immune genes. Based on this, we hypothesized that assumptions regarding tumor cellularity in T2/FLAIR images should be tailored to the biological sex of the patient. METHODS Using a retrospective cohort of 18 primary glioblastoma patients receiving multiple image-localized biopsies (82 total) and standard MRI, we assessed: distance of biopsy from T1Gd and T2 areas; a pathologist’s score of percent tumor cell density; and an imaging-based invasion metric, D/ρ. This metric is derived from the biomathematical Proliferation-Invasion model of glioma growth, which features two parameters, net growth rate (ρ) and net invasion rate (D). Their ratio D/ρ is related to degree of invasion, and is estimated from volumetric measurements of MRI abnormalities. Additionally, 25 patient-derived xenograft models implanted in females were grown until moribund, at which point brains were excised and stained for DAPI (to show all cells) and Lamin (to highlight tumor cells). Image processing of lamin-stained sections defines contours of intensity correlating with cell density. RESULTS Outside both the T1Gd and T2 region, male patient biopsies had higher tumor cell densities than females. Males also tended to have higher invasion metrics. Although each set derived from different patients, preclinical metrics of invasion were positively correlated with clinical invasion in females but negatively correlated in males. CONCLUSION Our preliminary finding that cell distribution patterns correlate with imaging metrics differently between the sexes supports the hypothesis that the degree of tumor cell density represented on certain MRI sequences may be sex-specific.

Abstract In glioblastoma (GBM), invasion and proliferation are reciprocally related—e.g., targeting one stimulates the other. Thus, effective therapy for GBM requires finding targets that drive both invasion and proliferation and which are druggable, ideally with FDA approved therapeutics. We find that the atypical protein kinase C isoform, PKCi meets these criteria. Using a human GBM tissue microarray, we find that PKCi protein expression fits a bimodal distribution, with >35% of GBMs showing high levels of PKCi expression. Genetic deletion of Prkci, the gene encoding mouse PKCi, impairs tumor invasion and proliferation both in vitro and in vivo, and significantly prolongs survival in an immunocompetent PDGF-driven orthotopic mouse model of GBM. PKCi can be selectively targeted with Auranofin, a small molecule PKCi inhibitor that has been FDA approved for treatment of inflammatory diseases. Like genetic deletion of Prkci Auranofin treatment significantly prolongs survival in our murine GBM model, and does so to a similar degree. Interestingly, analysis of a panel of human and murine GBM cells reveals that sensitivity to Auranofin inhibition of transformed growth directly correlates with expression of PKCi, indicating that PKCi expression profiling could serve as a predictive biomarker for responsiveness to Auranofin. However, genetically deleting or pharmacologically inactivating PKCi does not permanently arrest tumor growth, implying that GBM cells acquire mechanisms that allow them to compensate for the loss of this important signaling molecule. We are currently examining potential “escape” mechanisms through ‘omics-based approaches, which may enable us to enhance the therapeutic potential of Auranofin. Taken together, our results demonstrate that PKCi is a compelling therapeutic target for treatment of GBM that deserves further investigation.

AbstractBackgroundGlioblastoma (GBM) represents an aggressive cancer type with a median survival of only 14 months. With fewer than 5% of patients surviving 5 years, comprehensive profiling of these rare patients could elucidate prognostic biomarkers that may confer better patient outcomes. We utilized multiple molecular approaches to characterize the largest patient cohort of isocitrate dehydrogenase (IDH)–wildtype GBM long-term survivors (LTS) to date.MethodsRetrospective analysis was performed on 49 archived formalin-fixed paraffin embedded tumor specimens from patients diagnosed with GBM at the Mayo Clinic between December 1995 and September 2013. These patient samples were subdivided into 2 groups based on survival (12 LTS, 37 short-term survivors [STS]) and subsequently examined by mutation sequencing, copy number analysis, methylation profiling, and gene expression.ResultsOf the 49 patients analyzed in this study, LTS were younger at diagnosis (P = 0.016), more likely to be female (P = 0.048), and MGMT promoter methylated (UniD, P = 0.01). IDH-wildtype STS and LTS demonstrated classic GBM mutations and copy number changes. Pathway analysis of differentially expressed genes showed LTS enrichment for sphingomyelin metabolism, which has been linked to decreased GBM growth, invasion, and angiogenesis. STS were enriched for DNA repair and cell cycle control networks.ConclusionsWhile our findings largely report remarkable similarity between these LTS and more typical STS, unique attributes were observed in regard to altered gene expression and pathway enrichment. These attributes may be valuable prognostic markers and are worth further examination. Importantly, this study also underscores the limitations of existing biomarkers and classification methods in predicting patient prognosis.

Abstract Background Predictive molecular biomarkers to select optimal treatment for patients with glioblastoma and other cancers are lacking. New strategies are needed when large randomized trials with correlative molecular data are not feasible. Methods Gene signatures (GS) were developed from 31 orthotopic glioblastoma patient-derived xenografts (PDXs), treated with standard therapies, to predict benefit from radiotherapy (RT-GS), temozolomide (Chemo-GS), or the combination (ChemoRT-GS). Independent validation was performed in a heterogeneously treated clinical cohort of 502 glioblastoma patients with overall survival as the primary endpoint. Multivariate Cox analysis was used to adjust for confounding variables and evaluate interactions between signatures and treatment. Results PDX models recapitulated the clinical heterogeneity of glioblastoma patients. RT-GS, Chemo-GS, and ChemoRT-GS were correlated with benefit from treatment in the PDX models. In independent clinical validation, higher RT-GS scores were associated with increased survival only in patients receiving RT (P = 0.0031, hazard ratio [HR] = 0.78 [0.66–0.92]), higher Chemo-GS scores were associated with increased survival only in patients receiving chemotherapy (P < 0.0001, HR = 0.66 [0.55–0.8]), and higher ChemoRT-GS scores were associated with increased survival only in patients receiving ChemoRT (P = 0.0001, HR = 0.54 [0.4–0.74]). RT-GS and ChemoRT-GS had significant interactions with treatment on multivariate analysis (P = 0.0009 and 0.02, respectively), indicating that they are bona fide predictive biomarkers. Conclusions Using a novel PDX-driven methodology, we developed and validated 3 platform-independent molecular signatures that predict benefit from standard of care therapies for glioblastoma. These signatures may be useful to personalize glioblastoma treatment in the clinic and this approach may be a generalizable method to identify predictive biomarkers without resource-intensive randomized trials.