Abstract
Purpose: Approved anti-EGFR antibodies cetuximab and panitumumab provide significant clinical benefit in patients with metastatic colorectal cancer (MCRC). However, patients ultimately develop disease progression, often driven by acquisition of mutations in the extracellular domain (ECD) of EGFR. Sym004 is a novel 1:1 mixture of two nonoverlapping anti-EGFR mAbs that recently showed promising clinical activity in a phase I trial in MCRC. Our aim was to determine the efficacy of Sym004 to circumvent cetuximab resistance driven by EGFR ECD mutations.
Experimental Design: Functional studies were performed to assess drug–receptor binding as well as ligand-dependent activation of individual EGFR mutants in the presence of cetuximab, panitumumab, and Sym004. Cell viability and molecular effects of the drugs were assayed in cetuximab-resistant cell lines and in tumor xenograft models. Efficacy of Sym004 was evaluated in patients progressing to cetuximab that harbored EGFR mutation in the post-cetuximab tumor sample.
Results: Contrary to cetuximab and panitumumab, Sym004 effectively bound and abrogated ligand-induced phosphorylation of all individual EGFR mutants. Cells resistant to cetuximab harboring mutations in EGFR maintained sensitivity to Sym004, which was consistent with an effective suppression of EGFR downstream signaling, translating into profound and sustained tumor regression in the xenograft model. As proof-of-principle, a patient with a tumor harboring an EGFR mutation (G465R) following cetuximab therapy benefited from Sym004 therapy.
Conclusions: Sym004 is an active drug in MCRC resistant to cetuximab/panitumumab mediated by EGFR mutations. EGFR mutations are potential biomarkers of response to Sym004 to be evaluated in ongoing large clinical trials. Clin Cancer Res; 22(13); 3260–7. ©2016 AACR.
This article is featured in Highlights of This Issue, p. 3119
The anti-EGFR mAb cetuximab is effective for the treatment of patients with KRAS and NRAS wild-type metastatic colorectal cancer (MCRC). Unfortunately, patients ultimately develop disease progression, driven by acquisition of mutations in the extracellular domain (ECD) of EGFR in approximately 20% of the cases. Therapeutic strategies to circumvent resistance driven by ECD mutations are an unmet need. In the current study, we evaluate the efficacy of Sym004 in in vitro and in vivo cetuximab-resistant CRC models and find that Sym004 is a valid strategy to treat CRC tumors harboring EGFR ECD mutations. As a proof-of-concept, one patient with an EGFR ECD mutation (G465R) benefited from treatment with Sym004. Accordingly, identification of EGR ECD mutations in cetuximab refractory MCRC patients will be paramount to design additional lines of therapy that include Sym004.
Introduction
Approved mAbs directed against the EGFR, cetuximab and panitumumab, provide significant survival benefit to patients with wild-type (WT) KRAS and NRAS metastatic colorectal cancer (MCRC) and are now standard components of treatment regimens for these patients, either alone or in combination with chemotherapy (1, 2). Unfortunately, clinical efficacy of anti-EGFR mAb is limited by the emergence of acquired resistance that eventually develops in all initially responding tumors.
Preclinical models, tumor tissue genotyping, and circulating tumor (ct) DNA obtained from patients following progression to cetuximab or panitumumab have led to the identification of several mechanisms that mediate acquired resistance to anti-EGFR therapy in MCRC (3–5). The most frequent strategy used by cancer cells to evade EGFR blockade involves downstream pathway reactivation by either mutations or, less frequently, amplification in EGFR downstream effectors including KRAS, NRAS, or activation of alternative tyrosine kinase receptors such as HER2 or c-MET (6–8). A second mechanism of resistance entails mutations in the extracellular domain (ECD) of EGFR that prevent binding of the drug to the receptor. The first reported mutation of resistance was a change of a Serine to an Arginine at position 492 (S492R; ref. 3), which occurs in approximately 16% of patients treated with cetuximab, as assessed by ctDNA (9, 10). More recently, other mutations in EGFR ECD have been identified in patients treated with anti-EGFR mAb (R451C, K467T, G465R) and in preclinical models of resistance to anti-EGFR therapy (S464L, I491M; refs. 11, 12).
Several targeted therapeutic strategies designed to circumvent resistance driven by downstream pathway reactivation are being investigated in ongoing clinical trials that combine an anti-EGFR drug with other targeted therapies such as the HER2 inhibitor trastuzumab or MEK inhibitors (13, 14). However, therapeutic strategies to overcome resistance mediated by mutations in EGFR are poorly characterized. A subset of mutations that mediate resistance to cetuximab are sensitive to panitumumab (3, 11) and as a proof-of-concept, one patient with a EGFR S492R mutation achieved a partial response to panitumumab (3). However, a subset of EGFR mutations show cross-resistance to panitumumab in preclinical models (11, 12) and the G465R mutation has also been identified in patients progressing to panitumumab (15). Therefore, there remains a significant unmet need for a therapeutic strategy to overcome resistance driven by EGFR mutations.
Sym004 is a 1:1 mixture of two recombinant, human–mouse chimeric mAbs directed against nonoverlapping EGFR epitopes (mAb992 and mAb1024). A unique feature of Sym004 is its ability to mediate rapid EGFR internalization and subsequent degradation of the receptor (16, 17). Preclinical studies with Sym004 showed superior antitumor activity as compared with other anti-EGFR antibodies as well as activity in models of acquired cetuximab resistance (16, 18). Recently, Sym004 has shown promising responses in a phase I clinical trial involving MCRC patients with disease resistant or refractory to cetuximab and/or panitumumab. Interestingly, an EGFR S492R mutation emerged in a tumor biopsy after progression to cetuximab, and this patient achieved a partial response to Sym004 (19). The aim of the current study was to characterize the efficacy of Sym004 to circumvent resistance to cetuximab driven by the emergence of ECD mutations of EGFR.
Material and Methods
Cellular models and reagents
The human colorectal cancer cell lines parental and resistant to cetuximab, parental EGFR WT DiFi and S492R EGFR mutant (DCR7) and parental LIM1215 and LIM1215 G465R cells, were described previously (3, 11). Mouse embryonic fibroblast cell line NIH3T3 was incubated with RPMI1640 medium supplemented with 10% FBS. All media also contained 2 nmol/L l-glutamine (Gibco) and antibiotics (100 U/mL penicillin and 100 mg/mL streptomycin, Gibco). The cells were maintained at 37°C in humidified atmosphere with 5% CO2. The identity of each cell line was tested and authenticated by Cell ID System and by Gene Print 10 System (Promega), through short tandem repeats (STR) at 10 different loci (D5S818, D13S317, D7S820, D16S539, D21S11, vWA, TH01, TPOX, CSF1PO, and amelogenin). Amplicons form multiplex PCRs were separated by capillary electrophoresis (3730 DNA Analyzer, Applied Biosystems) and analyzed using GeneMapperID software form Life Technologies. Resulting cell line STR profiles were cross-compared and matched with the available STR from ATCC, ECACC, and CellBank Australia repositories online database. Cetuximab (Erbitux) and panitumumab (Vectibix) were obtained from the Hospital del Mar clinical pharmacy and Sym004 from Symphogen A/S. We acquired recombinant human EGF protein from Calbiochem.
DNA constructs and mutagenesis
The EGFR DNA constructs (S492R, G465R, R451C, and K467T) created by site-directed mutagenesis were described previously. The presence of mutations was confirmed by DNA direct sequencing (3, 11).
Flow cytometry
To determine cetuximab and Sym004 binding to cells that stably express the EGFR mutants, the cells were trypsinized and washed with PBS twice. Then, the samples were incubated with Fc blocking solution (Miltenyi Biotec) for 15 minutes on ice to block nonspecific Fc binding of Igs. The samples were then washed twice with PBS and incubated with the mAbs for EGFR binding, cetuximab or Sym004, during 30 minutes at 100 ng/mL on ice. To visualize the primary antibody a goat anti-human IgGγ phycoerythrin-conjugated (Invitrogen) was used as a secondary antibody. EGFR binding was analyzed using the FACScan flow Cytometer (BD Biosciences) in the Flow Cytometry Core Facility of Barcelona Biomedical Research Park (PRBB).
Protein detection
We subjected total cell lysates to Western blot analysis as reported previously (3). The following antibodies were used for protein detection: phospho-EGFR (Y1068), phospho-ERK1/2 (Thr202/Tyr204), phospho-AKT (Ser473), EGFR, ERK1/2, and AKT. All the antibodies were purchased from Cell Signaling Technology. Antibody to α-tubulin was obtained from Sigma.
Cell viability determination by crystal violet staining assay
To analyze the growth inhibitory effect of cetuximab and Sym004 in long-term experiments, we plated 6 × 103 cells per well in a 6-well plate with culture medium containing 10% FBS. After 24 hours, cetuximab, panitumumab, or Sym004 were added at 0.1 or 10 μg/mL, and incubated during 10 to 15 days. The medium was changed three times a week. Cell viability was determined by crystal violet staining at 0.1% for 1 hour. Quantification was evaluated using ImageJ software. The results were plotted as percentage of control.
Molecular simulations
The coordinates of the cetuximab:EGFR complex were downloaded from the RCSB protein data bank (pdb ID code 1YY9). The positions of EGFR mutants on domain III were visualized with PyMOL software.
Samples from patients
Formalin-fixed and paraffin-embedded tumor biopsy samples from metastatic refractory colorectal cancer patients included in a phase I clinical trial with Sym004 (19) were sent to Hospital del Mar Molecular Laboratory. Biopsies were performed before the first infusion of Sym004. DNA was extracted and mutations in exon 12 of EGFR, exon 3,4,5 of KRAS, exons 3,4,5 of NRAS, exon 15 of BRAF and exons 9, 20 of PIK3CA were analyzed by pyrosequencing using, a next-generation sequencing 454 GS Junior platform (Roche Applied Science) and by MiSeq (illumina) as reported previously (11).
Subcutaneous tumorigenesis
Five-week-old male BALB/c nude mice were purchase from Charles River Laboratories and hosted under standard conditions in the pathogen-free animal facility at the Barcelona Biomedical Research Park (PRBB). Animal treatments were done according to institution-approved protocols. Mice were treated humanely and with regard for alleviation of suffering. Cells were suspended in sterile PBS with 50% Matrigel (BD Biosciences) and 5 × 106 cells were injected subcutaneously into the flank of mice. Tumor volume was determined from caliper measurements of tumor length (L) and width (W) according to the formula L × W2/2 twice a week. Tumors were allowed to grow until the volume reached approximately 200 to 300 mm3. To analyze the S492R EGFR mutation mice were randomized to 6 groups with 5 mice in each group, 3 groups injected with DiFi cells and 3 with DCR7 cells. Treatment groups consisted of DiFi control (IgG isotype control), DCR7 control (IgG isotype control), DiFi + cetuximab (40 mg/kg), DCR7 + cetuximab (40 mg/kg), DiFi + Sym004 (40 mg/kg), and DCR7 + Sym004 (40 mg/kg). To analyze the G465R EGFR mutation, mice were randomized to 8 groups with 5 mice in each group, 4 groups injected with DiFi cells and 4 with DCR7 cells. Treatment groups consisted of LIM1215 control (IgG isotype control), LIM1215 G465R control (IgG isotype control), LIM1215 + cetuximab (40 mg/kg), LIM1215 G465R + cetuximab (40 mg/kg), LIM1215 + panitumumab (40 mg/kg), LIM1215 G465R + panitumumab (40 mg/kg), Lim1215 + Sym004 (40 mg/kg), and LIM1215 G465R + Sym004 (40 mg/kg). Mice were treated intraperitoneally twice a week.
Statistical analysis of data
Statistical analyses were carried out using one-way ANOVA tests followed by post hoc Tukey adjustment. For the MTS assay, two-way ANOVA tests followed by post hoc Bonferroni adjustment was done. Prism 5.0 software (GraphPad) was used for the statistical analyses. Significance was set at P < 0.05. Data shown are mean ± SD.
Results
Contrary to cetuximab and panitumumab, Sym004 effectively binds to and prevents activation of all the EGFR mutants
To assess the ability of Sym004 to interact with EGFR harboring ectodomain mutations identified in patients (S492R, R451C, K467T, and G465R), WT and mutant EGFR were ectopically expressed in NIH 3T3 cells that lack endogenous EGFR. Flow cytometry was used to establish the extent of cetuximab, panitumumab, and Sym004 binding to cells expressing the mutants as compared with WT EGFR. These experiments clearly showed that EGFR mutations were not permissive for binding to cetuximab, providing functional evidence of their role in driving acquired resistance to this drug. On the other hand, while only a subset of EGFR mutations was permissive for binding to panitumumab, Sym004 was effectively binding to all mutants including the one harboring the G465R mutation (Table 1; Fig. 1A and Supplementary Fig. S1). Of note, the effect of EGFR R451C on cetuximab, panitumumab, and Sym004 binding was moderate compared with the other mutants. Analysis of the published cetuximab: EGFR crystal structure confirmed that all EGFR mutations tested are located in the surface recognized by cetuximab, with the exception of the R451C mutation (Fig. 1B).
. | Drug–receptor binding . | Inhibition of EGFR phosphorylation . | Drug sensitivity . | EGFR downstream signaling inhibition . | Patient's response . | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
EGFR mutation . | CTX . | PNM . | Sym004 . | CTX . | PNM . | Sym004 . | CTX . | PNM . | Sym004 . | CTX . | PNM . | Sym004 . | PNM . | Sym004 . |
S492R | No | Yes | Yes | No | Yes | Yes | R | S | S | No | Yes | Yes | Yes | Yes |
R451C | Moderate | Moderate | Moderate | Yes | Yes | Yes | ∗ | ∗ | ∗ | ∗ | ∗ | ∗ | —a | —a |
K467T | No | Yes | Yes | No | Yes | Yes | ∗ | ∗ | ∗ | ∗ | ∗ | ∗ | —a | —a |
G465R | No | No | Yes | No | No | Yes | R | R | S | No | No | Yes | No | Yes |
. | Drug–receptor binding . | Inhibition of EGFR phosphorylation . | Drug sensitivity . | EGFR downstream signaling inhibition . | Patient's response . | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
EGFR mutation . | CTX . | PNM . | Sym004 . | CTX . | PNM . | Sym004 . | CTX . | PNM . | Sym004 . | CTX . | PNM . | Sym004 . | PNM . | Sym004 . |
S492R | No | Yes | Yes | No | Yes | Yes | R | S | S | No | Yes | Yes | Yes | Yes |
R451C | Moderate | Moderate | Moderate | Yes | Yes | Yes | ∗ | ∗ | ∗ | ∗ | ∗ | ∗ | —a | —a |
K467T | No | Yes | Yes | No | Yes | Yes | ∗ | ∗ | ∗ | ∗ | ∗ | ∗ | —a | —a |
G465R | No | No | Yes | No | No | Yes | R | R | S | No | No | Yes | No | Yes |
Abbreviations: R, resistant; S, sensitive.
*No existing preclinical model.
aNonevaluated in patients.
To further characterize the functional properties of EGFR mutations, we performed competitive studies to determine the capacity of the three drugs to revert the activation of the receptor, via phosphorylation of the tyrosine 1068, in the presence of its natural ligand EGF. As expected, cetuximab abrogated ligand-mediated activation of the WT receptor, while had no or very limited impact in cells carrying individual EGFR mutants. Notably, cetuximab was still inhibiting phosphorylation of the EGFR R451C-mutant receptor. Panitumumab was preventing the phosphorylation of all EGFR mutants except for the EGFR p.G465R. On the contrary, Sym004 effectively prevented phosphorylation of all EGFR mutants including the EGFR p.G465R one (Table 1; Fig. 1C). To better characterize the effects of the G465R mutation, we assessed the capacity of the different antibodies to block the phosphorylation of EGFR p.G465R in the presence of increasing concentrations of the high-affinity natural ligand EGF. Although Sym004 showed a potent blockade of EGFR phosphorylation even in the presence of high concentrations of EGF, cetuximab was not able to prevent ligand-induced phosphorylation of EGFR at any given concentration of EGF (Fig. 1D).
Sym004 effectively inhibits proliferation and EGFR downstream signaling in cetuximab-resistant derivatives harboring the S492R and G465R EGFR mutations
Among the EGFR mutations identified in patients, the S492R and the G465R EGFR mutations have also spontaneously emerged upon continuous exposure to cetuximab in CRC cell lines, offering an interesting preclinical model to assess the cell viability and molecular effects of Sym004 in vitro.
We first characterized the effects of Sym004 on the DiFi cetuximab-resistant cells (DCR7) harboring the EGFR S492R mutation. Long-term cell viability assay showed that both panitumumab and Sym004 were effectively inhibiting the proliferation of the parental DiFi as well as DCR7 cells, as compared with cetuximab that was only effective in DiFi parental cells (Fig. 2A and Supplementary Fig. S2A). Sensitivity to Sym004 and panitumumab correlated with an effective abrogation of the phosphorylation of the downstream effectors AKT and ERK, being the effects on AKT more evident with Sym004 (Fig. 2B). Sym004 also effectively inhibited proliferation of the LIM1215 G465R cell line, as observed with a significant reduction on the long-term cell cloning capacity, whereas effects of panitumumab and cetuximab were not significant (Fig. 2C and Supplementary Fig. S2B). Biochemical analysis revealed that sensitivity to Sym004 was consistent with a detectable attenuation of signaling to the downstream effectors ERK and AKT in LIM1215 G465R-mutant cells (Fig. 2D). On the contrary, panitumumab did not significantly impact cell viability of G465R-mutant cells (Fig. 2C and Supplementary Fig. S2B) and did not inhibit phosphorylation of the downstream effectors ERK and AKT (Fig. 2D).
Sym004 causes profound and sustained regression in S492R-mutant EGFR and delays tumor growth in G465R-mutant EGFR in vivo
Parental EGFR WT DiFi, S492R EGFR-mutant DCR7, parental EGFR WT LIM1215, and G465R EGFR-mutant LIM1215 cell lines were injected in the flanks of immunodeficient mice (n = 5 in each group) to establish tumor xenografts. To analyze the in vivo antitumor efficacy of anti-EGFR therapy, we treated the mice with cetuximab, panitumumab, or Sym004 twice a week. We observed that large tumors were generated in the control groups within the first weeks independently from the injected cell lines (Figs. 3A and B and 4A and B). Tumor growth was not detected for cetuximab- or Sym004-treated mice with DiFi cells xenografts (Fig. 3A). However, in cetuximab-treated S492R EGFR-mutant DCR7 xenografts, an increase in tumor growth rate was observed after approximately 40 days (Fig. 3B). Strikingly, in the group of Sym004-treated S492R EGFR-mutant DCR7 cells injected mice, no tumor growth was observed along the whole experiment (Fig. 3B), suggesting that Sym004 is able to induce a profound and sustained tumor regression. When injecting the mice with parental LIM1215 cells and treated with cetuximab, panitumumab, or Sym004, we observed significantly less tumor growth than in the control condition (Fig. 4A). In the groups of cetuximab- and panitumumab-treated G465R EGFR-mutant LIM1215 injected mice, the tumors proliferated at a comparable rate to control-treated xenografts. Importantly, Sym004 significantly delayed tumor growth in G465R EGFR-mutant LIM1215 xenografts (Fig. 4B).
Proof-of-principle clinical activity of Sym004 in a MCRC patients with acquired resistance to cetuximab mediated by an EGFR G465R mutation
To gain further insight into the clinical activity of Sym004, we obtained tissue samples from 13 refractory MCRC patients treated with Sym004 in a phase I clinical trial (19). The analyzed tumor samples corresponded to biopsies obtained after progression to cetuximab/panitumumab, and prior to Sym004 treatment initiation. Genomic DNA was extracted and exploited to ascertain the mutational profiling of genes known to be involved in the EGFR signaling axis. Acquired resistance to cetuximab was associated with the emergence of mutations, which occurred mainly in KRAS, NRAS, and EGFR genes (Table 2). An EGFR G465R mutation (22% of mutant alleles) was detected in a biopsy from a patient which had been previously treated with cetuximab. As a proof-of-principle, subsequent treatment of this patient with Sym004 at yielded a stabilization of the disease lasting 15 weeks. Although this is a promising observation, further evidence of the clinical relevance of Sym004 in patients with resistance to cetuximab/panitumumab harbouring a G465 EGFR mutation is needed. In this context, a clinical trial to assess the efficacy of Sym004 in patients with EGFR ECD mutations is ongoing.
Discussion
Targeting EGFR is an approved clinical strategy for the treatment of patients with KRAS and NRAS WT MCRC. Unfortunately, responses are transient, and acquired resistance inevitably emerges which limits the clinical efficacy of these drugs (1, 2). Ascertainment of the molecular landscape of resistant tumors has shown that colorectal cancer cells evade EGFR blockade by two main strategies, including downstream pathway reactivation (mainly KRAS and NRAS mutations) and EGFR ECD mutations that occurs in 15% to 20% of patients (3–5, 9, 11, 12). No specific treatments for patients with acquired resistance to current anti-EGFR mAb have yet been approved. Here, we describe Sym004 as a valid strategy to effectively bypass resistance driven by mutations in EGFR in patients previously treated with anti-EGFR mAb.
So far, four mutations in the ECD of EGFR have been identified to drive resistance to approved anti-EGFR mAb in patients: S492R, R451C, K467T after cetuximab and G465R after panitumumab failure. Two more mutations have been reported in cell lines only (S464L, I491M). These mutations occur in key amino acids located in the binding epitope of the mAb that impair the affinity of the drug to the receptor (3, 11, 15). Interestingly, resistance is caused by the failure of the antibody to bind to its receptor, but tumors still retain their dependence on EGFR, which suggests that therapeutic strategies administered after the development of resistance to cetuximab or panitumumab should still include an EGFR inhibitor. Sym004 is a mixture of two synergistic anti-EGFR monoclonal (992 and 1024) antibodies directed against distinct nonoverlapping epitopes in EGFR ECD III that has shown promising clinical activity in phase 1/2 (19). Specific for Sym004, mAb 992 has been shown to bind contact residues K467, I491, and S492, whereas mAb 1024 has been shown to bind to S484 and G485 (17). The larger binding region of the sum of the two antibodies in Sym004 confers an advantage to Sym004 in reverting resistance driven by point mutations in EGFR. Of note, R451C is the only EGFR mutation not located in the cetuximab, panitumumab, or Sym004 binding site. However, the mutation may lead to critical structural changes that impair antibody–receptor binding. It is also worth noting that R451C has always been concurrently detected with mutations in KRAS/NRAS within the same tumor sample (11). Furthermore, compared with anti-EGFR mAbs currently approved for clinical use, Sym004 does not only block ligand-binding receptor activation and downstream receptor signaling, but also induces rapid EGFR internalization and degradation (16, 20).
Of special interest is the G465R mutation that has been shown to emerge in cetuximab-resistant cell lines as well as in patients with disease progressing to panitumumab. This mutation is effectively targeted by Sym004 in our preclinical functional studies. Moreover, as a proof-of-concept, a patient with cetuximab resistance harboring the G465R mutation responded to treatment with Sym004. Similarly, the S492R mutation has also previously been reported in a patient progressing to cetuximab therapy that responded to subsequent treatment with Sym004 (19). Of note, the percentage of EGFR mutations found in the current study was lower than previously reported, in part due to different sensitivity of the detection techniques in the studies as well as the recent advantage of ct DNA in capturing the heterogeneity of solid tumors as compared with single biopsies of one tumor lesion (8, 21).
Importantly, Sym004 could also offer an attractive treatment option in anti-EGFR naïve patients, alone or in combination with chemotherapy, through targeting both WT EGFR population and delaying the emergence of mutant EGFR tumor cells. However, it remains to be determined in the clinics whether a delay of disease progression and increase in survival will be achieved through treatment with Sym004 after cetuximab progression or earlier in MCRC patients.
To sum up, 15% to 20% of MCRC evade EGFR blockade through EGFR extracellular mutations. Our data suggest that Sym004 is an effective strategy to bypass resistance driven by mutations in EGFR. The identification of mutations of EGFR in patients resistant to EGFR blockade is paramount to design additional lines of therapy that include Sym004.
Disclosure of Potential Conflicts of Interest
I.D. Horak is a CSO/CMO at Symphogen and has ownership interest (including patents) in Symphogen. C. Stroh is a Director Biomarker at Merck KGaA. J. Albanell reports receiving a commercial research grant from Merck. J. Tabernero is a consultant/advisory board member for Amgen, Merck Serono, and Symphogen. A. Bardelli is a consultant/advisory board member for Biocartis, Horizon Discovery, and Trovagene. No potential conflicts of interest were disclosed by the other authors.
Authors' Contributions
Conception and design: F.J. Sánchez-Martín, I. Cañadas, J. Vidal, A. Martinez, C. Stroh, J. Tabernero, A. Bardelli, C. Montagut
Development of methodology: F.J. Sánchez-Martín, M. Gelabert-Baldrich, I. Cañadas, J. Vidal, O. Arpí, A. Rovira, C. Montagut
Acquisition of data (provided animals, acquired and managed patients, provided facilities, etc.): B. Bellosillo, M. Gelabert-Baldrich, A. Dalmases, I. Cañadas, J. Vidal, A. Martinez, G. Argilés, G. Siravegna, L. Visa, O. Arpí, M. Iglesias, J. Tabernero, C. Montagut
Analysis and interpretation of data (e.g., statistical analysis, biostatistics, computational analysis): F.J. Sánchez-Martín, B. Bellosillo, M. Gelabert-Baldrich, A. Dalmases, I. Cañadas, J. Vidal, A. Martinez, G. Siravegna, K. Koefoed, J. Albanell, J. Tabernero, C. Montagut
Writing, review, and/or revision of the manuscript: F.J. Sánchez-Martín, B. Bellosillo, J. Vidal, A. Martinez, S. Arena, K. Koefoed, I.D. Horak, C. Stroh, M. Kragh, A. Rovira, J. Albanell, J. Tabernero, A. Bardelli, C. Montagut
Administrative, technical, or material support (i.e., reporting or organizing data, constructing databases): I. Cañadas, J. Vidal, L. Visa, M. Iglesias, C. Stroh, M. Kragh, C. Montagut
Study supervision: J. Albanell, C. Montagut
Other (provided cell lines): S. Arena
Acknowledgments
The authors thank Fundació Cellex (Barcelona) for a generous donation to the Hospital del Mar Medical Oncology Service.
Grant Support
This work was supported by PI12/00989, PI15/00457, DTS15/00048, RD12/0036/0051, 2014SGR740, PIE15/00008, and by the Xarxa de Banc de Tumors de Catalunya.
The costs of publication of this article were defrayed in part by the payment of page charges. This article must therefore be hereby marked advertisement in accordance with 18 U.S.C. Section 1734 solely to indicate this fact.