Purpose: Activating ALK mutations are present in almost 10% of primary neuroblastomas and mark patients for treatment with small-molecule ALK inhibitors in clinical trials. However, recent studies have shown that multiple mechanisms drive resistance to these molecular therapies. We anticipated that detailed mapping of the oncogenic ALK-driven signaling in neuroblastoma can aid to identify potential fragile nodes as additional targets for combination therapies.

Experimental Design: To achieve this goal, transcriptome profiling was performed in neuroblastoma cell lines with the ALKF1174L or ALKR1275Q hotspot mutations, ALK amplification, or wild-type ALK following pharmacologic inhibition of ALK using four different compounds. Next, we performed cross-species genomic analyses to identify commonly transcriptionally perturbed genes in MYCN/ALKF1174L double transgenic versus MYCN transgenic mouse tumors as compared with the mutant ALK-driven transcriptome in human neuroblastomas.

Results: A 77-gene ALK signature was established and successfully validated in primary neuroblastoma samples, in a neuroblastoma cell line with ALKF1174L and ALKR1275Q regulable overexpression constructs and in other ALKomas. In addition to the previously established PI3K/AKT/mTOR, MAPK/ERK, and MYC/MYCN signaling branches, we identified that mutant ALK drives a strong upregulation of MAPK negative feedback regulators and upregulates RET and RET-driven sympathetic neuronal markers of the cholinergic lineage.

Conclusions: We provide important novel insights into the transcriptional consequences and the complexity of mutant ALK signaling in this aggressive pediatric tumor. The negative feedback loop of MAPK pathway inhibitors may affect novel ALK inhibition therapies, whereas mutant ALK induced RET signaling can offer novel opportunities for testing ALK-RET oriented molecular combination therapies. Clin Cancer Res; 21(14); 3327–39. ©2015 AACR.

This article is featured in Highlights of This Issue, p. 3097

Translational Relevance

Single-molecule therapies almost invariably lead to resistance due to oncogene switching and modulation of various regulatory loops. Therefore, a deeper understanding of the nature and plasticity of targeted pathways is required to identify fragile nodes that may act as additional targets for combination therapies and to design robust and sustainable treatment strategies. In this study, we established and validated a 77-gene ALK signature in ALK-mutant neuroblastomas. We identified a strong upregulation of MAPK-negative feedback regulators. While this did not render the cells more sensitive to MEK inhibitors, ablation of negative feedback regulation upon ALK inhibition can affect other signaling axes within the mutant cells and should be taken into account when monitoring the molecular effects of such treatment or treatment failure. Next, we also discovered mutant ALK upregulation of RET and RET-driven cholinergic markers offering novel opportunities for testing ALK-RET oriented molecular combination therapies.

Neuroblastoma is a pediatric malignancy arising from sympatho-adrenergic neural crest progenitor cells of the peripheral nervous system (1). Neuroblastoma originates from a subset of neural progenitor cells that normally differentiate into adrenal chromaffin cells and sympathetic ganglia (2).

Treating neuroblastoma remains a major therapeutic challenge for pediatric oncologists, as overall survival (OS) for patients with aggressive disease remains disappointingly low despite intensified and optimized treatment protocols (1). Previous research work from our laboratory and others has identified activating mutations in the tyrosine kinase domain of the ALK transmembrane receptor tyrosine kinase, which are found in the majority of hereditary neuroblastoma and occur as somatic defects in 7% to 10% of sporadic cases (3–6). During embryonic development, ALK is expressed in the central and peripheral nervous system (7), where it may regulate the interplay between cell proliferation and differentiation of the developing sympatho-adrenal cells of the neural crest (1, 8, 9).

The identification of activated ALK in neuroblastoma as a tractable therapeutic target has raised hope for more successful treatment: several small-molecule ALK inhibitors have recently gone into clinical trials such as a recent phase 1 clinical trial for crizotinib in patients with refractory neuroblastoma (10, 11). Moreover, these small molecules are also emerging as important novel treatment options for other tumor entities with aberrant ALK activity, including a subset of lung cancers (12). Notwithstanding these encouraging findings, intrinsic and acquired resistance almost inevitably occurs when using single compound treatment for receptor tyrosine kinases or other kinases (13–15), warranting the development of higher affinity inhibitors and the exploration of opportunities for rationally designed combinatorial treatment approaches. To achieve this goal, a more comprehensive understanding of the mutant ALK controlled regulatory network is required, including feedforward and feedback loops as well as pathway cross-talk, as these are critical in the adaptive responses of cancer cells leading to therapy resistance.

In this study, we established a robust 77-gene signature marking ALK activity in neuroblastoma cells, using transcriptome profiling. Next, we showed that this signature is preserved in other ALK-driven tumor entities and across ALKF1174L -driven human and murine neuroblastoma tumors and cell lines. First, we confirm the activation of the PI3K/AKT/mTOR, MAPK/ERK, and MYC/MYCN signaling pathways. Second, we describe important novel specific insights related to mutant ALK signaling: we demonstrate a strong upregulation of MAPK negative feedback regulators and cross-species genomic analysis revealed that mutant ALK drives the expression of the tyrosine kinase RET as well as a set of RET controlled cholinergic markers. We consider these novel findings as important leads for further studies exploring novel therapeutic combination strategies in ALK-mutant neuroblastomas and also offering first insights toward a deeper understanding of the role of ALK signaling in normal sympathetic nervous system development.

Cell lines and cell culture

Human neuroblastoma cell lines, anaplastic large cell lymphoma (ALCL) cell lines, and non–small cell lung cancer (NSCLC) cell lines (Supplementary Table S1) were cultured in RPMI-1640 medium (Invitrogen) supplemented with FBS (10%), kanamycin (1%), penicillin/streptomycin (1%), l-glutamine (1%), and HEPES (25 mmol/L; Life Technologies). Cells were kept at 37°C in a 5% CO2/95%O2 humidified environment.

Details on determining GI50 values are described in the Supplementary Materials and Methods.

Pharmacological ALK and RET inhibition and shRNA-mediated ALK knockdown in neuroblastoma cell lines

Detailed information can be found in Supplementary Materials and Methods. In summary, human wild-type ALK (SK-N-AS, NGP, IMR-32), ALKR1275Q (CLB-GA, LAN-5, UKF-NB-3), ALKF1174L (SK-N-SH, Kelly, SMS-KCNR), and ALK-amplified (NB-1) neuroblastoma cell lines were treated in triplicate with 0.3 μmol/L NPV-TAE-684 (Novartis/SelleckChem, further referred to as TAE-684) or DMSO (VWR) for 6 hours, followed by RNA isolation and gene expression profiling (see paragraph: “RNA extraction, RT-qPCR, and gene expression profiling”). CLB-GA was further treated with ALK, MEK, PI3K/mTOR, or RET inhibitors. A gene expression time series for ALK inhibition was performed in CLB-GA cells at 0-, 10-, 30-, 60-, 120-, 240-, and 360-minute time points. For shRNA-mediated knockdown, pGIPZ-ALK shRNAmir and pGIPZ-nonsilencing control shRNAmir vectors were used (Open Biosystems).

Establishment of inducible SK-N-AS ALKwt, ALKF1174L, and ALKR1275Q cell lines

Human neuroblastoma SK-N-AS cells were electroporated with pcDNA6/TR (Invitrogen) using the Neon Transfection System (Life Techologies). Single-cell clones were generated using blasticidin (7.5 μg/mL) and limited dilution. Using a TetR antibody (Clonetech), the clone with the highest TetR expression was selected (named SK-N-AS-TR) and used for the transfection with pT-REx-DEST30-ALK, ALKF1174L, or ALKR1275Q. After transfection of SK-N-AS-TR with the ALK variants, single-cell clones were raised using geneticin (500 μg/mL) and limited dilution, whereas blasticidin treatment was continued as described above. Clones with moderate expression of the ALK variants were selected for further experiments using RT-qPCR (ALK_fwd: ccatcattttggagaggattgaat; ALK_rev: gaaccccctcagggtcctt) and Western blotting.

TH-MYCN neuroblastoma progression model

Homozygous TH-MYCN transgenic mice (16) were sacrificed at days 7 (n = 4) and 14 (n = 4) of life to harvest sympathetic ganglia containing foci of neuroblast hyperplasia and at week 6 to harvest advanced neuroblastoma tumors (n = 4). In addition, we have dissected the same sympathetic ganglia from wild-type mice at days 7 (n = 4) and 14 (n = 4) and week 6 (n = 4) to control for mRNA expression changes during normal development (17).

RNA extraction, RT-qPCR, and gene expression profiling

Details on RNA extraction and RT-qPCR are described in Supplementary Materials and Methods. Gene expression profiling was performed using Affymetrix HG-U133plus2 arrays or Sureprint G3 human GE or G3 Mouse GE 8 × 60K microarrays (Agilent Technologies). Data were summarized and normalized with the gcRMA and vsn method (for Affy and Agilent data, respectively; ref. 18), in the R statistical programming language using the affy, gcrma, and limma packages. Data can be accessed via ArrayExpress (E-MTAB-3205, E-MTAB-3206, E-MTAB-3207).

Protein isolation, antibodies, and Western blotting

Total protein lysates were harvested after washing with ice-cold PBS and total protein isolation was carried out using RIPA lysis buffer, containing Complete Protease Inhibitor Cocktail (Roche Diagnostics) and PhosSTOP Phosphatase Inhibitor (Roche Diagnostics). Antibodies directed against phosphorylated ALK (Y1604), total ALK (C26G7), phosphorylated RET (Y905), total RET (C31B4), secondary anti-rabbit and anti-mouse antibodies were obtained from Cell Signaling. Antibodies directed against the loading control proteins β-actin and α-tubulin were obtained from Sigma-Aldrich.

Published datasets

Validation of the ALK signature was performed using signature score analysis in published datasets of neuroblastoma tumors (E-MTAB-161; ref. 19; Oberthuer dataset), neuroblastoma mice tumors (GSE32386; ref. 20), and other ALK-driven tumor entities, including NSCLC (GSE25118; ref. 21) and ALCL (GSE14879, ref. 22; GSE6184, ref. 23). In addition, signature score analysis was performed in a partly published dataset of mRNA expression data of 283 neuroblastoma tumor samples (NRC dataset; refs. 24, 25). In addition, GSE42762 (26) was used to check RET levels upon FOXO3a activation and PI3K/AKT inhibition.

Data mining

ALK, RET, MAPK/ERK, PI3K/AKT/mTOR signature identification.

An ALK signaling signature was established using differential expression analysis with the rank product (RP) algorithm. Genes that were significantly (P < 0.05) up- or downregulated after TAE-684 treatment in at least 3 cell lines and that showed a (log)fold-change of at least 1.2 after shRNA treatment were included in the ALK signature (Fig. 1A). MAPK/ERK, PI3K/AKT/mTOR, and RET signature genes were established by differential expression analysis (Limma) of CLB-GA cells treated with the respective inhibitor versus DMSO treatment.

Signature score analyses.

Signature score analysis was performed using a rank-scoring algorithm as described in Fredlund and colleagues. (27). In short, for each sample, expression values were transformed to ranks (a rank of 1 matching with the lowest expressing gene). Next, rank scores for the signature genes were summed for each sample generating a signature score. Correlation of the score with survival was tested using Kaplan–Meier plots and log-rank analysis by grouping the samples in 4 quartiles (R-survival package). Comparison of signature scores or expression between groups of samples was done using the Mann–Whitney test (R-base package). Signature score correlation analysis was performed using Pearson correlation analysis (R-base package).

Pathway analysis: GO, GSEA, CMAP, and cross-species genomics analysis.

The probe ID lists of the ALK signature were submitted to DAVID for gene ontology (GO) analysis (28) and to the Connectivity Map database (29) for identification of drugs with similar transcriptional responses as ALK inhibition. Gene set enrichment analysis (30, 31) was performed using the C2 geneset catalogue (genetic and chemical perturbations). This analysis was performed on each cell line separately using the fold changes of TAE-684 versus DMSO treatment and the shALK versus scrambled control transduction. Genesets that were overrepresented in at least 3 cell lines after both ALK inhibitor treatment and shRNA knockdown were withheld. Cross-species genomic analysis was performed by looking for the overlap of the ALK signature genes and the list of differentially expressed genes (RP analysis) for MYCN versus ALKF1174L-driven or double transgenic tumors.

A 77-gene signature marks constitutive ALK signaling in neuroblastoma cells

The transcriptional consequences of constitutive oncogenic ALK signaling were determined through ALK perturbation experiments in 10 neuroblastoma cell lines with either of the 2 hotspot mutations ALKF1174 and ALKR1275, high-level ALK amplification (ALKamp), or wild-type ALK [ALKwt; protein levels of phospho-ALK (pALK) and ALK are provided in Supplementary Figure S3]. We performed pharmacologic inhibition with ALK inhibitor TAE-684 and controlled for off-target effects by shRNA treatment directed against ALK. Gene expression profiling was performed following 6 hours of TAE-684 treatment or 2 days after shRNA transduction (mRNA and protein expression levels of ALK are provided in Supplementary Figure S4). Importantly, TAE-684 treatment resulted in a marked transcriptome perturbation in all ALK-activated cell lines, whereas no significant effects on the transcriptome were observed in the SK-N-AS cell line with undetectable ALK protein expression. Overall, transcriptional responses in shALK treated cell lines showed similar direction of responses in the majority of up- or downregulated genes albeit with lower fold changes, probably due to incomplete knockdown of ALK (Supplementary Table S5).

Next, we established a gene expression signature recapitulating constitutive ALK signaling in neuroblastoma. Using differential expression analysis of the above described transcriptome data (of both TAE-684–treated cell lines and shALK-treated cells to control for off-target effects), we generated an ALK signature, consisting of 32 downregulated (49 probe IDs) and 45 upregulated (61 probe IDs) genes (see Materials and Methods and Fig. 1A for details). The expression of these signature genes is visualized in Fig. 1B for CLB-GA upon ALK inhibition and for the 10 cell lines in Supplementary Figure S6 for TAE-684 ALK inhibition. The differential expression pattern for these 77 genes was highly reminiscent in the CLB-GA cell line treated with 3 additional ALK small-molecule inhibitors currently under evaluation in clinical trials: crizotinib, X-396, and LDK-378 (10, 32), further supporting the validity of the established 77-gene ALK signature (Fig. 1B). In addition, significant correlation was found between the signature scores for TAE-684 versus the 3three other compounds in 2 independent dataset as shown in Fig. 1C and D. About 44%, 49%, and 66% of the 77-signature genes were shown to be significantly differentially expressed in CLB-GA upon crizotinib, X-396, and LDK-378 treatment, respectively (with significant overlap according to Fisher's exact test, data not shown).

The ALK signature score is elevated in SK-N-AS cells overexpressing the ALKF1174L and ALKR1275Q hotspot mutations, but not in ALKwt-overexpressing SK-N-AS cells

Next, we investigated whether the ALK signature also marks de novo constitutive activation of the mutant ALK receptor. To this end, we generated and performed transcriptome profiling of the SK-N-AS cell lines with tetracycline-inducible overexpression of ALKF1174L, ALKR1275Q and ALKwt. Whereas overexpression of all ALK isoforms resulted in robust accumulation of the protein upon tetracycline induction, only ALKF1174L and ALKR1275Q showed constitutive Y1604 phosphorylation (Supplementary Figure S7AS). Indeed, it has been shown previously that even upon overexpression, wild-type ALK displays significantly reduced (to absent) kinase activity compared with the mutant ALK isoforms and is inefficient in transforming NIH3T3 cells (4). Consistent with these data, de novo mutant ALK activation in the SK-N-AS cell line showed to be very well represented by an increased ALK signature score (i.e., a summary score of the expression of the 77-gene ALK signature) when compared with cells overexpressing wild-type ALK, thus confirming the robustness of the developed gene signature list (Fig. 2A; Supplementary Figure S7BS and S7CS).

ALK signature scores are elevated in primary human and murine mutant ALK neuroblastomas and downregulated in crizotinib-treated MYCN/ALK-driven mice tumors

To validate how well the cell line–based ALK downstream transcriptional profile recapitulates ALK oncogenic activity, we evaluated ALK signature scores in 2 independent gene expression datasets consisting of respectively 252 and 283 neuroblastoma tumors (19, 24, 25), as well as data of 2 in vivo neuroblastoma model systems (20). In human primary tumors with ALK amplification or ALK mutations, ALK signature scores were significantly higher than ALK wild-type tumors (Fig. 2B and D). Moreover, increased ALK signature scores correlate to poor OS (Fig. 2C and E) and event-free survival (EFS; Supplementary Figure S8AS and S8BS) also in tumors with wild-type ALK, pointing at a possible role of ALK signaling in wild-type ALK tumors. In addition, we could show that DBH/ALKF1174L-driven murine neuroblastoma tumors have significantly higher ALK signature scores than TH-MYCN–driven murine neuroblastoma tumors and normal adrenal tissue (published in ref. 20).

Most interestingly, we could confirm the validity of the ALK signature in compound-treated tumor samples. Indeed, crizotinib-treated TH-MYCN;KI-AlkR1297Q tumors have reduced ALK signature scores compared with untreated tumors (Fig. 2F).

ALK signature score assessment in other primary ALKomas and compound-treated tumors shows a common ALK-deregulated transcriptome

Next, we analyzed publically available gene expression datasets from other ALK-driven tumor entities (ALKomas). Indeed, we identified high activity scores in primary ALK-rearranged ALCL (Fig. 3A; ref. 22). Furthermore, activity scores also decreased in NSCLC xenografts and in ALCL cell lines following ALK abrogation (either through tyrosine kinase inhibitors or ALK shRNA; refs. 21, 23; Fig. 3B and C). This observation suggests a significant overlap in activated downstream signaling pathways in different ALKoma entities.

Mutant ALK activates PI3K/AKT/mTOR, MAPK, and MYC/MYCN signaling

Gene set enrichment analysis (GSEA) on ALK inhibitor–treated cell lines yielded enriched gene sets linked to EGFR, PI3K/AKT/mTOR, and MYC/MYCN signaling pathways (Supplementary Table S9) in keeping with previous reports (3–6, 20, 33, 34). Subsequent Gene Ontology (GO) analysis applied to the list of 77 ALK-regulated genes showed that MAPK signaling genes were enriched among the ALK upregulated genes, whereas genes driving cell-cycle arrest and apoptosis were represented in the downregulated gene set (Supplementary Table S10).

To further examine which genes are under control of the MAPK and PI3K/AKT/mTOR signaling branches activated by mutant ALK, we measured the transcriptional effects of trametinib (MEK inhibitor) and BEZ-235 (a dual PI3K/mTOR inhibitor) in the ALKR1275Q-mutant CLB-GA cell line. Using this approach, we identified 19 and 42 ALK signature genes, which were differentially expressed following trametinib or BEZ-235 treatment, respectively (Supplementary Figure S11). A prominent role for mutant ALK-driven PI3K/AKT/mTOR signaling also emerged from Connectivity Map analysis, yielding LY-294002, sirolimus, and wortmannin as top ranked inhibitors targeting the PI3K/AKT/mTOR pathway (Supplementary Table S12).

Mutant ALK upregulates MAPK feedback inhibition regulators

Time-series analysis (10, 30, 60, 120, 240, and 360 minutes) of gene expression profiles after exposure of the ALKR1275Q-positive CLB-GA cells to TAE-684 showed a gradual decrease in ALK signature score starting from 2 hours toward near extinction 6 hours after treatment (Fig. 4A). This is also represented in the time-dependent modulation of transcription levels of ALK-regulated genes (Fig. 4B). Furthermore, GSEA reveals that the overall transcriptional response following ALK inhibition is obvious from 2 hours at which point MAPK pathway–driven gene expression shows the most prominent decrease (Supplementary Table S13). Indeed, 6 of these genes, DUSP4, DUSP5, DUSP6, SPRY2, SPRY4, and MAFF, mark the earliest transcriptional responses with a strong decrease 2 hours after ALK inhibition (Supplementary Figure S14; Supplementary Fig. S4BS, red arrows). Interestingly, these genes are upregulated in SK-N-AS cell lines upon regulable mutant ALK overexpression, indicating that this negative feedback loop is readily installed subsequent to ALK-driven pathway activation (Fig. 4C). These genes are known negative regulators of growth factor signaling, controlling transcription-dependent feedback attenuation. This observation is reminiscent to the effects of MAPK feedback inhibition as described in BRAFV600E-mutant melanoma (35), but has so far not been observed in mutant receptor tyrosine kinase signaling. This observation prompted us to test MEK inhibitor (trametanib) in a panel of neuroblastoma cell lines. However, responses to the compound were very modest (Supplementary Figure S16).

Mutant ALK upregulates markers of adrenergic and cholinergic neuronal differentiation

Next, a stringent cross-species genomics analyses for differentially expressed genes in MYCN- versus ALKF1174L-driven murine neuroblastoma tumors (16, 20), yielded 7 genes expressed significantly higher in ALKF1174L;DBH-iCre–positive neuroblastoma tumors. In addition to 3 known MAPK-regulated genes (SPRY4, DUSP6, ETV5), also 4 neuronal markers were identified: RET, ENC1, VGF, and VIP. Interestingly, additional comparison between the 77-gene ALK signature and the differentially expressed genes between TH-MYCN;ALKF1174L;DBH-iCre–driven versus TH-MYCN–driven murine tumors, further reduced this list to RET, ETV5, VGF, and VIP. Importantly, RET and VIP are part of a gene regulatory network determining noradrenergic and cholinergic sympathetic subtypes during neuronal development (36). Moreover, VGF is expressed in the developing adrenal gland and it is transcriptionally regulated by RET in PC12 cells (37, 38).

Further investigation of additional adrenergic and cholinergic markers in the mice tumors showed higher expression levels for both cholinergic and adrenergic marker genes in double transgenic TH-MYCN;ALKF1174L;DBH-iCre tumors compared with those from TH-MYCN mice (Fig. 5A). This was confirmed in an independent set of tumors obtained from TH-MYCN;TH-ALKF1174L mice (Fig. 5B; refs. 20, 33). Moreover, in a dataset of primary human neuroblastoma tumors, we observed that the expression of the cholinergic genes is significantly higher in human primary neuroblastoma with aberrant ALK activation (Fig. 5C; ref. 19).

Furthermore, we also observed low expression of both cholinergic and adrenergic markers in TH-MYCN tumors. Interestingly, in preneoplastic lesions isolated from TH-MYCN mice (17), dramatic downregulation of both the adrenergic and cholinergic markers was observed in full-blown tumors as compared with early hyperplastic lesions in sympathetic ganglia of transgenic mice, whereas expression levels remained unchanged during development of wild-type mice ganglia (Fig. 5D).

Collectively, these data point to a very distinct cholinergic/adrenergic phenotype in MYCN- versus MYCN;ALK-driven neuroblastomas.

Increased RET expression in primary neuroblastomas and cell lines

An important driver of the sympathetic neuronal markers of the cholinergic lineage is the RET gene. Comparison of RET expression levels in ALK-mutated and wild-type neuroblastoma tumor samples showed a significant higher expression in ALK-mutant versus ALK wild-type samples in 2 independent datasets of primary neuroblastoma tumor samples (Fig. 5E and F).

In addition, RET expression levels showed strong correlation with the 77-gene ALK signature scores in 2 independent patient sample datasets, providing strong support for ALK regulation of RET transcription (Fig. 6D and E).

Importantly, we also confirmed RET total protein expression in 8 of 12 ALK wild-type neuroblastoma cell lines (66.7%) and in 10 of 12 neuroblastoma cell lines with ALK mutation (83%), with moderate-to-strong RET phosphorylation (Tyr905) observed in 7 of 12 ALK-mutant cell lines (58%) and in 1 ALK wild-type cell line (8%; Fig. 5G). Taken together, these data show more pRET-positive mutant ALK cell lines and also more pronounced pRET levels in ALK-mutant cell lines versus ALK wild-type cell lines (Fischer exact test: P = 2.72e-2).

Mutant ALK regulates the expression of RET through FOXO3 and renders cells sensitive to RET pharmacological inhibition

Given the above findings, we sought for further mechanistic evidence for regulation of RET mRNA levels by mutant ALK. To this end, we determined RET expression levels in NIH3T3 cells transformed by mutant ALKF1174L. These cells were previously reported by Chen and colleagues (4) as a cellular model that demonstrates the transforming capacity of the ALKF1174L mutation. Using this model system, we observed a robust 2-fold upregulation of RET mRNA levels in NIH3T3ALKF1174L cells compared with the parental NIH3T3 cell line (Fig. 5H).

Given the previously described regulation of FOXO3a by PI3K/AKT signaling (26) and the observation that the related FOXO1 controls RET expression in mouse spermatogonial stem cells (39), we tested the possibility that FOXO3a could regulate RET under the control of mutant ALK. Pharmacologic inhibition of mutant ALK using LDK-378 clearly leads to the expected loss of FOXO3a phosphorylation (leading to activation of FOXO3a; Supplementary Figure S15B). Next, we investigated published data on overexpression of FOXO3a in neuroblastoma cells (26) and observed strong repression of RET mRNA expression following activation of FOXO3a in combination with PI3K/AKT inhibition (Supplementary Figure S15A). Taken together, these data convincingly show that RET expression is under direct control of mutant ALK.

Next, we explored the effect of RET inhibition for the clinically approved drug vandetanib (RET knockdown in Fig. 6A) in 5 neuroblastoma cell lines (4 ALK-mutant cell lines with varying RET phosphorylation levels and 1 ALK wild-type cell line with RET phosphorylation). All mutant ALK cell lines responded to vandetanib, with strongest effects observed for CLB-GA cells, whereas the ALK wild-type cell line SK-N-BE2C showed no significant response to the compound (Fig. 6B).

Finally, to determine on a more global scale whether RET-driven signaling partially recapitulates mutant ALK signaling, we performed gene expression analysis of CLB-GA cells following vandetanib treatment. Strikingly, the 77-ALK signature genes identified following TAE-684 treatment also showed to be regulated in the same direction following vandetanib treatment, strongly suggesting that RET contributes to ALK-driven neuroblastoma tumors (Fig. 6C). This was further illustrated by the strong correlation observed between vandetanib and ALK signature scores in 2 independent tumor datasets (Fig. 6D and E).

Detailed insights into ALK signaling and its possible interference with other signaling pathways are of utmost importance when introducing small-molecule inhibitors in the clinic, as this may yield improved tools for measuring and predicting therapy response. Also, a deeper understanding of signaling cascades driven by genetic changes and their complex intertwined compensatory regulatory programs activated during tumorigenesis will be a prerequisite for identification of druggable downstream targets for novel combination therapies.

Here, we describe the repertoire of ALK-driven transcriptional alterations in neuroblastoma cells. Using a combined approach of pharmacologic inhibition and shRNA knockdown of ALK, we identified a signature of 32 up- and 45 downregulated genes (ALK signature) and validated this signature in an in vitro cellular model for regulable ALKF1174L as well as human and murine neuroblastomas. Of further interest, also other ALK-driven tumor entities displayed higher ALK signature scores, thus underscoring the robustness of the developed gene list and revealing a significant overlap in activated downstream signaling pathways in different ALKoma entities. Finally, pathway dissection of the mutant ALK-driven transcriptome was in accordance with activation of the MAPK/ERK, PI3K/AKT/mTOR and MYC/MYCN signaling as described (3–6, 20, 33, 34, 40). Connectivity Map analysis as well as comparison of the ALK gene signature and the transcriptionally regulated genes upon PI3K/mTOR inhibition pointed at a major role of the PI3K/AKT/mTOR pathway downstream of ALK in neuroblastoma. These findings are in concordance with the observations of Berry and colleagues. (33) who showed a synergistic effect of crizotinib and Torin2 treatment of double-transgenic mouse tumors. Both observations further emphasize the possible role of PI3K/mTOR inhibitors in new combinatorial treatment schemes for ALK-positive neuroblastoma tumors.

Importantly, our study uncovered 2 major novel insights, that is, (i) the observation of upregulation of MAPK feedback inhibitors, including DUSPs, SPRYs, and MAFF, and (ii) regulation of RET and cholinergic/adrenergic neuronal differentiation genes through mutant ALK. Of notice, despite the fact that DUSP genes function as negative regulators of MAPKs, their gain of expression has often been correlated with cancer progression, drug resistance, and poor prognosis (41). A similar consitutively activated MAPK feedback loop has been observed in BRAFV600E-mutant melanoma cells (35). The exact role of this aberrant feedback loop is poorly understood but could reflect the cellular response to cell-cycle arrest and oncogene-induced senescence, keeping in mind that these can be triggered by sustained overactivation of ERK and presence of BRAFV600E mutations (41). In this scenario, elevated expression of DUSPs and other negative feedback regulators might dampen the primary cellular response to sustained MAPK activation, allowing mutant cells to proliferate. For BRAFV600E-mutant melanoma, it has been shown that MEK inhibition can counteract the effects from relief of negative feedback loop components as shown in recent clinical trials (42). Therefore, we tested the effects of MEK inhibition in vitro on selected neuroblastoma cell lines but, overall, effects of MEK inhibition were modest.

Feedback loop mechanisms present in normal cells to control for unwanted or temporarily interruption (or activation) of signaling may negatively impact upon molecular treatment and ultimately lead to therapy resistance. In this context, recent work from the Rosen team showed that BRAF inhibitors in BRAFV600E-mutant melanoma cells leads to derepression of RAS signaling due to downregulation of the negative feedback components as evidenced by a pERK rebounce (43, 44). Moreover and even more worrysome, this same mechanism can also unleash the activity of other receptor tyrosine kinase receptors, further aggravating the unwanted effects of the initial pathway inhibition. Recent work has pointed to increased occurrence of RAS mutations in relapsed neuroblastomas (45). Such mutations may invoke stronger effects on MAPK pathway activation and render cells more sensitive to MEK inhibition. Taken together, the present new insights into downstream signaling of mutant ALK in neuroblastoma cells, points at potential risks of abrogating intrinsic mutant ALK–induced negative feedback regulation of MAPK signaling which may render these cells more sensitive to subsequent accumulation of upstream RAS pathway mutations leading to therapy resistance. Also, our findings are in keeping with our initial finding of predominant AKT signaling in neuroblastoma (24) and more recent articles (33, 46, 47).

A second important novel finding from our study was that mutant ALK controls expression of the RET tyrosine kinase receptor. We first reported a possible role for RET in ALK mutant neuroblastomas first based on cross-species comparative genomic analysis on MYCN versus ALKF1174L and MYCN/ALKF1174L-driven mouse tumors and neuroblastoma cell lines (48). Further evidence was provided for this regulation, including the finding that mutant ALK likely controls RET expression levels through FOXO3a signaling. The FOXO3a forkhead transcription factor was previously shown as a key target of the PI3K/AKT pathway in neuroblastoma and essential for their survival (26). Here, we showed that mutant ALK signaling blocks FOXO3a phosphorylation through PI3K/AKT and that FOXO3a regulates RET expression, thus strongly indicating the existence of a mutant ALK–PI3K/AKT–FOXO3a–RET signaling axis in neuroblastoma cells.

This finding has several important consequences. First, this provides novel insights into the regulatory networks controlling early differentiation of sympathetic neuronal progenitors, in particular in relation to ALK and RET. RET regulates cholinergic properties in mouse sympathetic neurons and participates in cross-regulatory interactions which segregate cells toward adrenergic or cholinergic fate in the developing sympathetic ganglia (36, 49). In addition to RET, several genes implicated in cholinergic fate acquisition were identified as being part of the ALK signature, including VGF and VIP. Early neural crest RET/TRKC-positive progenitors committed to sympathetic fate express a hybrid noradrenergic/cholinergic phenotype marked by adrenergic markers TH, DBH, VMAT2, and cholinergic markers ChAT, VAChT, RET, NT3, TRKC, and PRPH expression and are marked by high proliferation levels (36). Shortly hereafter at E15.5, VAChT-positive neurons segregate with RET, PRPH, VIP, and SST and develop toward cholinergic neurons, whereas TRKA expression is initiated in VMAT2-positive neurons that will differentiate toward DBH/TH-positive noradrenergic neurons (50).

Second, the discovery of an ALK-RET regulatory pathway paves the way for novel experiments to deepen our understanding of MYCN and mutant ALK-driven tumor formation. Indeed, analysis of both cholinergic and adrenergic neuronal differentiation genes showed dramatic downregulation during MYCN-driven tumor formation, whereas these marker genes show relatively higher expression levels in MYCN/ALKF1174L double transgenic mice tumors. This could indicate a possible mutant ALK-driven attenuation of the steep decline of the expression levels of these genes but requires further investigation in hyperplastic preneoplastic lesions from these double transgenic mice tumors. During tumor formation in TH-MYCN mice, we speculate that overexpression of MYCN imposes a very immature phenotype with steeply decreased levels of both adrenergic and cholinergic differentiation markers. We hypothesize, on the basis of our current findings, that mutant ALK may drive the cells slightly further along the differentiation path with installment of the biphenotypic RET/TRKC-positive proliferative progenitor cell type (see Supplementary Figure S17). Possibly, this sustained ALK signaling and upregulation of RET may positively impact on the survival of the cells during tumor initiation, thereby counteracting the initially observed apoptotic loss of most of the tumor precursor cells in early stages of tumor formation (51). Further investigations probing deeper into the mechanisms of the interrelationship between MYCN, ALK, and RET in normal neuron diversification are needed to understand how perturbation of this early gene regulatory network governing the adrenergic/cholinergic switch may impact on neuroblastoma tumor formation.

Third, this study should trigger further work investigating novel therapeutic angles based on our observations. In particular, our data suggest possible co-regulation between mutant ALK and RET (52) and show vandetanib sensitivity in ALK-mutant neuroblastoma cell lines. Moreover, a recent study showed impaired tumor growth in vivo in both MYCN/KI-AlkR1279Q and MYCN/KI-AlkF1178L mice upon inhibition of RET by vandetanib (48). Further dissection of the role of RET signaling in neuroblastoma and its impact on therapeutic targeting of the mutant ALK receptor with small molecules is therefore warranted.

In conclusion, we provide the first in-depth analysis of the mutant ALK-driven transcriptome in neuroblastoma cells offering an important resource for future studies toward designing and assessing novel therapies for ALK-driven tumors. In the present study, we were able (i) to establish a mutant ALK activity score that is also recapitulated in other ALKomas, (ii) to uncover a MAPK negative feedback loop that may potentially play an important role in molecular rewiring of mutant ALK neuroblastoma cells following prolonged exposure to inhibitors, and (iii) to show that ALK regulates RET and propose RET as a bona fide target for molecular treatment of neuroblastoma. Taken together, these novel findings should fuel further studies toward understanding the complex interrelationship between ALK and RET signaling in the early steps of sympathetic nervous system and tumor development and provide a basis for further exploration of novel therapeutic strategies, in particular in relation to the interplay between ALK and RET signaling.

J. Gibbons and C. Liang hold ownership interest (including patents) in Xcovery. No potential conflicts of interest were disclosed by the other authors.

Conception and design: I. Lambertz, C. Kumps, S. De Brouwer, J. Gibbons, G. Laureys, T. Van Maerken, J. Cools, J. Vialard, F. Speleman, K. De Preter

Development of methodology: I. Lambertz, C. Kumps, S. Claeys, D.R. Carter, M. De Mariano, S. De Brouwer, C. Liang, D.C. Trujillo, F. Speleman

Acquisition of data (provided animals, acquired and managed patients, provided facilities, etc.): I. Lambertz, C. Kumps, S. Lindner, A. Beckers, D.R. Carter, A. Cazes, B.B. Cheung, O. Delattre, I. Janoueix-Lerosey, G. Laureys, G.M. Marchall, M. Porcu, N. Van Roy, A. Van Goethem, P. Zabrocki, J. Cools, J.H. Schulte, F. Speleman

Analysis and interpretation of data (e.g., statistical analysis, biostatistics, computational analysis): I. Lambertz, C. Kumps, S. Claeys, A. Beckers, A. De Bondt, I. Janoueix-Lerosey, G.M. Marchall, M. Porcu, D.C. Trujillo, I. Van Den Wyngaert, P. Zabrocki, J. Cools, F. Speleman, K. De Preter

Writing, review, and/or revision of the manuscript: I. Lambertz, C. Kumps, S. Claeys, A. Beckers, S. De Brouwer, G.M. Marchall, D.C. Trujillo, T. Van Maerken, J. Cools, J.H. Schulte, J. Vialard, F. Speleman, K. De Preter

Administrative, technical, or material support (i.e., reporting or organizing data, constructing databases): I. Lambertz, S. Claeys, M. De Mariano, J. Takita, D.C. Trujillo, I. Van Den Wyngaert, F. Speleman, K. De Preter

Study supervision: F. Speleman, K. De Preter

Other (figures): E. Janssens

The authors thank Jeroen Schacht, Fanny De Vloed, Els De Smet, Justine Nuytens, Lies Vantomme, and Shalina Baute for their outstanding technical support.

This work was supported by NIH grants R01CA102074 and R01CA134878 (D. Danielpour) and the Case Comprehensive Cancer Center P30 CA43703 (for Cytometry and athymic mouse cores). R.S. Wahdan-Alaswad was supported, in part, by a predoctoral fellowship from Research Oncology Training Grant 5T32CA059366-15 (2009) and a National Research Service Award Individual Fellowship Application 1F31CA142311-01 (2010–2011).

C. Kumps was indebted to the Institute for the Promotion of Innovation by Science and Technology (IWT-Vlaanderen; http://www.iwt.be/) for a predoctoral fellowship (grant number 081373); K. De Preter, I. Lambertz, S. Claeys, and T. Van Maerken are supported by the Fund for Scientific Research Flanders (FWO; http://www.fwo.be/). This work was supported by the FWO (grant number: G.0198.08), the Belgian program of Interuniversity Poles of Attraction (IUAP; http://www.belspo.be/belspo/iap/index_en.stm), initiated by the Belgian State, Prime Minister's Office, Science Policy Programming, by the GOA (http://www.ugent.be/nl/onderzoek/financiering/bof/GOA; grant number 01G01910), the FOD (http://www.health.belgium.be/eportal; grant number: NKP_29_014). The research leading to these results has received funding from the European Union's Seventh Framework Program (FP7/2010-2015) under grant agreement n°259348.

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.

1.
Cheung
NK
,
Dyer
MA
. 
Neuroblastoma: developmental biology, cancer genomics and immunotherapy
.
Nat Rev Cancer
2013
;
13
:
397
411
.
2.
De Preter
K
,
Vandesompele
J
,
Heimann
P
,
Yigit
N
,
Beckman
S
,
Schramm
A
, et al
Human fetal neuroblast and neuroblastoma transcriptome analysis confirms neuroblast origin and highlights neuroblastoma candidate genes
.
Genome Biol
2006
;
7
:
R84
.
3.
Mosse
YP
,
Laudenslager
M
,
Longo
L
,
Cole
KA
,
Wood
A
,
Attiyeh
EF
, et al
Identification of ALK as a major familial neuroblastoma predisposition gene
.
Nature
2008
;
455
:
930
5
.
4.
Chen
Y
,
Takita
J
,
Choi
YL
,
Kato
M
,
Ohira
M
,
Sanada
M
, et al
Oncogenic mutations of ALK kinase in neuroblastoma
.
Nature
2008
;
455
:
971
4
.
5.
George
RE
,
Sanda
T
,
Hanna
M
,
Frohling
S
,
Luther
W
 2nd
,
Zhang
J
, et al
Activating mutations in ALK provide a therapeutic target in neuroblastoma
.
Nature
2008
;
455
:
975
8
.
6.
Janoueix-Lerosey
I
,
Lequin
D
,
Brugieres
L
,
Ribeiro
A
,
de Pontual
L
,
Combaret
V
, et al
Somatic and germline activating mutations of the ALK kinase receptor in neuroblastoma
.
Nature
2008
;
455
:
967
70
.
7.
Azarova
AM
,
Gautam
G
,
George
RE
. 
Emerging importance of ALK in neuroblastoma
.
Semin Cancer Biol
2011
;
21
:
267
75
.
8.
Reiff
T
,
Huber
L
,
Kramer
M
,
Delattre
O
,
Janoueix-Lerosey
I
,
Rohrer
H
. 
Midkine and Alk signaling in sympathetic neuron proliferation and neuroblastoma predisposition
.
Development
2011
;
138
:
4699
708
.
9.
Hallberg
B
,
Palmer
RH
. 
Mechanistic insight into ALK receptor tyrosine kinase in human cancer biology
.
Nat Rev Cancer
2013
;
13
:
685
700
.
10.
Mossé
YP
,
Lim
MS
,
Voss
SD
,
Wilner
K
,
Ruffner
K
,
Laliberte
J
, et al
Safety and activity of crizotinib for paediatric patients with refractory solid tumours or anaplastic large-cell lymphoma: a Children's Oncology Group phase 1 consortium study
.
Lancet Oncol
2013
;
14
:
472
80
.
11.
Carpenter
EL
,
Mosse
YP
. 
Targeting ALK in neuroblastoma–preclinical and clinical advancements
.
Nat Rev Clin Oncol
2012
;
9
:
391
9
.
12.
Mano
H
. 
ALKoma: a cancer subtype with a shared target
.
Cancer Discov
2012
;
2
:
495
502
.
13.
Katayama
R
,
Shaw
AT
,
Khan
TM
,
Mino-Kenudson
M
,
Solomon
BJ
,
Halmos
B
, et al
Mechanisms of acquired crizotinib resistance in ALK-rearranged lung Cancers
.
Sci Transl Med
2012
;
4
:
120ra17
.
14.
Workman
P
,
Clarke
PA
. 
Resisting targeted therapy: fifty ways to leave your EGFR
.
Cancer Cell
2011
;
19
:
437
40
.
15.
Lovly
CM
,
Shaw
AT
. 
Molecular pathways: resistance to kinase inhibitors and implications for therapeutic strategies
.
Clin Cancer Res
2014
;
20
:
2249
56
.
16.
Weiss
WA
,
Aldape
K
,
Mohapatra
G
,
Feuerstein
BG
,
Bishop
JM
. 
Targeted expression of MYCN causes neuroblastoma in transgenic mice
.
EMBO J
1997
;
16
:
2986
95
.
17.
Beckers
A
,
Van Peer
G
,
Carter
D
,
Mets
E
,
Althoff
K
,
Cheung
BB
, et al
MYCN-targeting miRNAs are predominantly downregulated during MYCN-driven neuroblastoma tumor formation
.
Oncotarget
2015
;
6
:
5204
16
.
18.
Wu
ZI
,
Rafael
A
,
Gentleman R
,
Murillo FM
,
Spencer F
. 
Adjustment for oligonucleotide expression Arrays
.
Baltimore, MD
:
Johns Hopkins University, Dept. of Biostatistics Working Papers
; 
2004
.
19.
Oberthuer
A
,
Hero
B
,
Berthold
F
,
Juraeva
D
,
Faldum
A
,
Kahlert
Y
, et al
Prognostic impact of gene expression-based classification for neuroblastoma
.
J Clin Oncol
2010
;
28
:
3506
15
.
20.
Heukamp
LC
,
Thor
T
,
Schramm
A
,
De Preter
K
,
Kumps
C
,
De Wilde
B
, et al
Targeted expression of mutated ALK induces neuroblastoma in transgenic mice
.
Sci Transl Med
2012
;
4
:
141ra91
.
21.
Sakamoto
H
,
Tsukaguchi
T
,
Hiroshima
S
,
Kodama
T
,
Kobayashi
T
,
Fukami
TA
, et al
CH5424802, a selective ALK inhibitor capable of blocking the resistant gatekeeper mutant
.
Cancer Cell
2011
;
19
:
679
90
.
22.
Eckerle
S
,
Brune
V
,
Doring
C
,
Tiacci
E
,
Bohle
V
,
Sundstrom
C
, et al
Gene expression profiling of isolated tumour cells from anaplastic large cell lymphomas: insights into its cellular origin, pathogenesis and relation to Hodgkin lymphoma
.
Leukemia
2009
;
23
:
2129
38
.
23.
Piva
R
,
Pellegrino
E
,
Mattioli
M
,
Agnelli
L
,
Lombardi
L
,
Boccalatte
F
, et al
Functional validation of the anaplastic lymphoma kinase signature identifies CEBPB and BCL2A1 as critical target genes
.
J Clin Invest
2006
;
116
:
3171
82
.
24.
De Preter
K
,
De Brouwer
S
,
Van Maerken
T
,
Pattyn
F
,
Schramm
A
,
Eggert
A
, et al
Meta-mining of neuroblastoma and neuroblast gene expression profiles reveals candidate therapeutic compounds
.
Clin Cancer Res
2009
;
15
:
3690
6
.
25.
Schramm
A
,
Schowe
B
,
Fielitz
K
,
Heilmann
M
,
Martin
M
,
Marschall
T
, et al
Exon-level expression analyses identify MYCN and NTRK1 as major determinants of alternative exon usage and robustly predict primary neuroblastoma outcome
.
Br J Cancer
2012
;
107
:
1409
17
.
26.
Santo
EE
,
Stroeken
P
,
Sluis
PV
,
Koster
J
,
Versteeg
R
,
Westerhout
EM
. 
FOXO3a is a major target of inactivation by PI3K/AKT signaling in aggressive neuroblastoma
.
Cancer Res
2013
;
73
:
2189
98
.
27.
Fredlund
E
,
Ringner
M
,
Maris
JM
,
Pahlman
S
. 
High Myc pathway activity and low stage of neuronal differentiation associate with poor outcome in neuroblastoma
.
Proc Natl Acad Sci U S A
2008
;
105
:
14094
9
.
28.
Huang da
W
,
Sherman
BT
,
Lempicki
RA
. 
Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists
.
Nucleic Acids Res
2009
;
37
:
1
13
.
29.
Lamb
J
,
Crawford
ED
,
Peck
D
,
Modell
JW
,
Blat
IC
,
Wrobel
MJ
, et al
The Connectivity Map: using gene-expression signatures to connect small molecules, genes, and disease
.
Science
2006
;
313
:
1929
35
.
30.
Subramanian
A
,
Tamayo
P
,
Mootha
VK
,
Mukherjee
S
,
Ebert
BL
,
Gillette
MA
, et al
Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles
.
Proc Natl Acad Sci U S A
2005
;
102
:
15545
50
.
31.
Mootha
VK
,
Lindgren
CM
,
Eriksson
KF
,
Subramanian
A
,
Sihag
S
,
Lehar
J
, et al
PGC-1alpha-responsive genes involved in oxidative phosphorylation are coordinately downregulated in human diabetes
.
Nat Genet
2003
;
34
:
267
73
.
32.
Chen
J
,
Jiang
C
,
Wang
S
. 
LDK378: a promising anaplastic lymphoma kinase (ALK) inhibitor
.
J Med Chem
2013
;
56
:
5673
4
.
33.
Berry
T
,
Luther
W
,
Bhatnagar
N
,
Jamin
Y
,
Poon
E
,
Sanda
T
, et al
The ALK(F1174L) mutation potentiates the oncogenic activity of MYCN in neuroblastoma
.
Cancer Cell
2012
;
22
:
117
30
.
34.
Schonherr
C
,
Ruuth
K
,
Kamaraj
S
,
Wang
CL
,
Yang
HL
,
Combaret
V
, et al
Anaplastic Lymphoma Kinase (ALK) regulates initiation of transcription of MYCN in neuroblastoma cells
.
Oncogene
2012
;
31
:
5193
200
.
35.
Pratilas
CA
,
Taylor
BS
,
Ye
Q
,
Viale
A
,
Sander
C
,
Solit
DB
, et al
(V600E)BRAF is associated with disabled feedback inhibition of RAF-MEK signaling and elevated transcriptional output of the pathway
.
Proc Natl Acad Sci U S A
2009
;
106
:
4519
24
.
36.
Furlan
A
,
Lubke
M
,
Adameyko
I
,
Lallemend
F
,
Ernfors
P
. 
The transcription factor Hmx1 and growth factor receptor activities control sympathetic neurons diversification
.
EMBO J
2013
;
32
:
1613
25
.
37.
Salton
SR
,
Ferri
GL
,
Hahm
S
,
Snyder
SE
,
Wilson
AJ
,
Possenti
R
, et al
VGF: a novel role for this neuronal and neuroendocrine polypeptide in the regulation of energy balance
.
Front Neuroendocrinol
2000
;
21
:
199
219
.
38.
Xing
S
. 
Signal transduction pathways activated by RET oncoproteins in PC12 pheochromocytoma cells
.
J Biol Chem
1998
;
273
:
4909
14
.
39.
Goertz
MJ
,
Wu
Z
,
Gallardo
TD
,
Hamra
FK
,
Castrillon
DH
. 
Foxo1 is required in mouse spermatogonial stem cells for their maintenance and the initiation of spermatogenesis
.
J Clin Invest
2011
;
121
:
3456
66
.
40.
Passoni
L
,
Longo
L
,
Collini
P
,
Coluccia
AM
,
Bozzi
F
,
Podda
M
, et al
Mutation-independent anaplastic lymphoma kinase overexpression in poor prognosis neuroblastoma patients
.
Cancer Res
2009
;
69
:
7338
46
.
41.
Caunt
CJ
,
Keyse
SM
. 
Dual-specificity MAP kinase phosphatases (MKPs): shaping the outcome of MAP kinase signalling
.
FEBS J
2013
;
280
:
489
504
.
42.
Long
GV
,
Stroyakovskiy
D
,
Gogas
H
,
Levchenko
E
,
de Braud
F
,
Larkin
J
, et al
Combined BRAF and MEK inhibition versus BRAF inhibition alone in melanoma
.
N Engl J Med
2014
;
371
:
1877
88
.
43.
Lito
P
,
Pratilas
CA
,
Joseph
EW
,
Tadi
M
,
Halilovic
E
,
Zubrowski
M
, et al
Relief of profound feedback inhibition of mitogenic signaling by RAF inhibitors attenuates their activity in BRAFV600E melanomas
.
Cancer Cell
2012
;
22
:
668
82
.
44.
Lito
P
,
Saborowski
A
,
Yue
J
,
Solomon
M
,
Joseph
E
,
Gadal
S
, et al
Disruption of CRAF-mediated MEK activation is required for effective MEK inhibition in KRAS mutant tumors
.
Cancer Cell
2014
;
25
:
697
710
.
45.
Eleveld
T
,
Schild
L
,
Ebus
ME
,
van Sluis
PG
,
Zwijnenburg
DA
,
Westerhout
EM
, et al
Whole genome sequencing of relapse neuroblastoma identifies the RAS-MAPK pathway as a potential therapeutic target in neuroblastoma
.
ANR
2014
;
PL007
.
46.
Moore
N
,
Azarova
A
,
Bhatnagar
N
,
Ross
KN
,
Drake
L
,
Frumm
S
, et al
Molecular rationale for the use of PI3K/AKT/mTOR pathway inhibitors in combination with crizotinib in ALK-mutated neuroblastoma
.
Oncotarget
2014
;
5
:
8737
49
.
47.
Chesler
L
,
Schlieve
C
,
Goldenberg
DD
,
Kenney
A
,
Kim
G
,
McMillan
A
, et al
Inhibition of phosphatidylinositol 3-kinase destabilizes Mycn protein and blocks malignant progression in neuroblastoma
.
Cancer Res
2006
;
66
:
8139
46
.
48.
Cazes
A
,
Lopez-Delisle
L
,
Tsarovina
K
,
Pierre-Eugene
C
, De
Preter
K
,
Peuchmaur
M
, et al
Activated Alk triggers prolonged neurogenesis and Ret upregulation providing a therapeutic target in ALK-mutated neuroblastoma
.
Oncotarget
2014
;
5
:
2688
702
.
49.
Burau
K
,
Stenull
I
,
Huber
K
,
Misawa
H
,
Berse
B
,
Unsicker
K
, et al
c-ret regulates cholinergic properties in mouse sympathetic neurons: evidence from mutant mice
.
Eur J Neurosci
2004
;
20
:
353
62
.
50.
Bourdeaut
F
,
Janoueix-Lerosey
I
,
Lucchesi
C
,
Paris
R
,
Ribeiro
A
,
de Pontual
L
, et al
Cholinergic switch associated with morphological differentiation in neuroblastoma
.
J Pathol
2009
;
219
:
463
72
.
51.
Zhu
S
,
Lee
JS
,
Guo
F
,
Shin
J
,
Perez-Atayde
AR
,
Kutok
JL
, et al
Activated ALK collaborates with MYCN in neuroblastoma pathogenesis
.
Cancer Cell
2012
;
21
:
362
73
.
52.
Xu
AM
,
Huang
PH
. 
Receptor tyrosine kinase coactivation networks in cancer
.
Cancer Res
2010
;
70
:
3857
60
.

Supplementary data