Abstract
Basal cell carcinomas (BCCs) rely on Hedgehog (HH) pathway growth signal amplification by the microtubule-based organelle, the primary cilium. Despite naive tumors responsiveness to Smoothened inhibitors (Smoi), resistance in advanced tumors remains frequent. While the resistant BCCs usually maintain HH pathway activation, squamous cell carcinomas with Ras/MAPK pathway activation also arise, with the molecular basis of tumor type and pathway selection still obscure. Here we identify the primary cilium as a critical determinant controlling tumor pathway switching. Strikingly, Smoi-resistant BCCs possess an increased mutational load in ciliome genes, resulting in reduced primary cilia and HH pathway activation compared to naive or Gorlin patient BCCs. Gene set enrichment analysis of resistant BCCs with a low HH pathway signature reveals increased Ras/MAPK pathway activation. Tissue analysis confirms an inverse relationship between primary cilia presence and Ras/MAPK activation, and primary cilia removal in BCCs potentiates Ras/MAPK pathway activation. Moreover, activating Ras in HH-responsive cell lines confers resistance to both canonical (vismodegib) and non-canonical (aPKC and MRTF inhibitors) HH pathway inhibitors, while conferring sensitivity to MAPK inhibitors. Our results provide insights into BCC treatment and identify the primary cilium as an important lineage gatekeeper, preventing HH to Ras/MAPK pathway switching.
Introduction
Basal cell carcinoma (BCC) is the most common skin cancer, affecting more than 50% of Caucasians during their lifetime (Kasper et al., 2012). BCCs depend on a deregulated Hedgehog (HH) signaling pathway, leading to Smoothened (Smo) de-repression and the activation of GLI transcription factors (Epstein, 2008, Rubin and de Sauvage, 2006). Facilitating high pathway output is the primary cilium, a microtubule-based organelle where the core components of the HH pathway co-localize upon signal transduction (Bangs and Anderson, 2017, Pak and Segal, 2016, Wu et al., 2017). Intense study over the past decade demonstrates the necessity of the primary cilium for HH pathway activity, as human ciliopathies phenocopy HH mutations.
While Smo inhibitors (Smoi) potently prevent naïve BCC growth (Migden et al., 2015, Rubin and de Sauvage, 2006), resistance emerges rapidly with early and advanced sporadic BCC demonstrating 40 to 60% resistance respectively (Axelson et al., 2013, Chang and Oro, 2012, Sekulic et al., 2012, Tang et al., 2012). While sensitive BCC harbor reduced HH pathway activation under Smoi (Migden et al., 2015), detailed genomic interrogation of Smoi resistant BCCs has identified both genetic alterations in Smo and downstream compensatory mechanisms that maintain BCC growth through HH pathway activation. These include point mutations in Smoi binding-pocket or Smo activating mutations (Atwood et al., 2015, Sharpe et al., 2015, Yauch et al., 2009), amplification of Gli2 or the HH target gene Cyclin D1 (Buonamici et al., 2010, Dijkgraaf et al., 2011), and non-canonical mechanisms to bolster HH pathway output through enhanced PI3K, aPKC signaling or G-actin-mediated activation of the MRTF/SRF complex (Atwood et al., 2013, Buonamici et al., 2010, Whitson et al., 2018). These results demonstrate the diverse mechanisms used to maintain GLI activity in resistant BCCs and suggest the existence of other as yet undiscovered resistance pathways.
An emerging resistance route to Smoi resistance occurs through the switching of BCC to squamous cell carcinoma (SCC) (Otsuka et al., 2015, Ransohoff et al., 2015, Saintes et al., 2015, Zhao et al., 2015). Primarily seen in patients with sporadic, not syndromic BCCs, multiple independent studies have found that the SCC arising during Smoi treatment shares high sequence similarity to the naïve BCC, supporting the idea that these SCC emerge directly from the naïve BCC (Ransohoff et al., 2015, Zhao et al., 2015). Rather than HH dependence for cell growth, SCCs depend instead on the Ras/MAP kinase (MAPK) pathway activation and loss of Notch signaling for proliferation and blocking of differentiation respectively (Lee et al., 2014, Lefort et al., 2007). While previous work in transgenic mice illustrates how Ras pathway blockade in the context of SCC development leads to hair follicle-lineage sebaceous adenomas with increased HH signaling (Gerdes et al., 2006), the factors determining BCC-to-SCC pathway switching in human tumor setting remain mysterious.
In this study, we find increased levels of mutations in genes encoding the ciliome as well as reduced primary cilia in human resistant BCC. Importantly, loss of cilia correlates with lower HH and higher Ras/MAPK pathway activation. Consistently, both pharmacological and genetic depletions of primary cilia inhibit HH pathway, while potentiating Ras/MAPK pathway activation. Using GLI-dependent cell lines, we show that Ras/MAPK pathway activation confers resistance to both canonical and non-canonical HH pathway inhibitors, while conferring sensitivity to MEK inhibitors, suggesting a switch from a GLI-dependent to a GLI-independent cell state. Altogether, these results identify primary cilia as gatekeepers between HH and Ras/MAPK signaling pathways in BCC. They support the switch to Ras/MAPK pathway as a potential mechanism of resistance to both canonical and non-canonical HH pathway inhibitors.
Results
Human resistant BCCs harbor reduced primary cilia.
We have previously observed that the rate of resistance to Smoi differed dramatically between different patient populations, with syndromic Gorlin’s syndrome patients demonstrating significantly less resistance despite hundreds of tumors (Tang et al., 2012). To gain insight into the basis of this resistance, we submitted our previously identified list of genes commonly mutated in resistant BCCs (Atwood et al., 2015) (GEO accession number GSE58377; Suppl. Table 1) to gene ontology analysis. Remarkably, analyses for both cellular component and molecular function highlighted constitutive and functional components of the primary cilium (Figure 1a). To quantify mutations in ciliary genes, we reported the mutations in the coding sequences of the 303 ciliary genes comprised in the SYSCILIA list (van Dam et al., 2013) for Gorlin patients, sporadic naïve and vismodegib-resistant BCCs (National Institutes of Health Sequence Read Archive SAMN07507265 – SAMN07507288, GEO accession number GSE58377; Suppl. Fig. S1a). Importantly, the mutation rates found in the ciliome (5.73 and 13.29 mut/Mb for Gorlin patient and sporadic BCCs respectively) were significantly lower than the genome-wide mutation rates previously reported in BCCs (21 and 65 mut/Mb respectively) (Bonilla et al., 2016), indicating that the ciliome is conserved during the early stages of BCC progression. This is consistent with the prominent role of cilia for HH pathway activation and maintenance. However, ciliome mutations were found in significantly higher number in resistant compared to sporadic or Gorlin patients BCC (Fig. 1b), including when controlling for the large gene size of ciliary protein-encoding genes.
To confirm that these sequence alterations in ciliome components were reflected in altered ciliogenesis, we compared Gorlin patients, sporadic naïve and resistant BCCs for cilia by immunostaining. Consistent with the sequencing data, we found that resistant BCCs harbored significantly reduced cilia number (Fig. 1c). To question the potential contribution of Smoi in reduced ciliogenesis (Otsuka et al., 2015), we compared primary cilia in both the tumor and stromal compartments. Importantly, cilia were lost specifically in the tumor epithelium, and not in the stromal compartment (Fig. 1d and Suppl. Fig. S1b). Moreover, Gorlin patients BCC treated with Smoi harbored conserved cilia relatively to resistant BCC, despite efficient HH pathway inhibition, evaluated by nuclear Gli1 staining intensity (Suppl. Fig. S1c and S1d). Finally, as ciliogenesis may be affected by a higher proliferation rate, we compared proliferation rates of sporadic naïve to resistant BCC using Ki67 immunostaining and failed to detect differences (Suppl. Fig. S1e). Altogether, these observations suggest a major contribution of the genetic mutations rather than the Smoi therapy or the proliferation status in the reduced ciliogenesis observed in resistant BCCs.
Loss of primary cilia correlates with HH pathway inactivation and Ras/MAPK pathway activation in a subset of resistant BCCs.
The observation of reduced cilia questions previous demonstration that BCCs uniformly depend on the HH pathway for growth; indeed, all Smoi resistant BCCs our group and others have characterized maintain or upregulate HH pathway target genes (Atwood et al., 2015, Sharpe et al., 2015). This led us to investigate alternative signaling mechanisms upon which BCCs with altered cilia depend for growth, a phenomenon well-characterized in many tumor types as pathway switching (Chandarlapaty, 2012, Chandarlapaty et al., 2011, Serra et al., 2011). Our group and others previously reported the emergence of SCCs from vismodegib-treated BCCs (Otsuka et al., 2015, Ransohoff et al., 2015, Zhao et al., 2015). As Ras/MAPK pathway is a main driver of SCC progression (Lee et al., 2014, Lefort et al., 2007, Pickering et al., 2014), and was shown to promote resistance to sonidegib, a Smoi, in an experimental model of medulloblastoma (Zhao et al., 2015), we hypothesized that BCC may transition from HH to Ras/MAPK pathway upon Smoi therapy.
To determine whether Ras pathway was activated in resistant BCC, we used previously obtained RNA sequencing data (GEO accession number GSE58377) (Atwood et al., 2015). As Ras pathway is activated during normal skin differentiation, we decided to compare transcriptomes of resistant to sporadic naïve BCC samples (rather than normal skin) obtained from the same patient. In this setting, we identified 7 matched pairs. When the RNA sequencing data were analyzed together, GSEA identified HH pathway (as previously reported in (Atwood et al., 2015, Sharpe et al., 2015)), but failed to identify Ras pathway activation in resistant BCCs (Suppl. Fig. S2a). However, we may reasonably expect the activation of the Ras pathway to occur as an alternative rather than an additional mechanism to HH pathway activation in resistant BCC. Therefore, we distinguished “HH high” paired samples defined by a significant enrichment for HH pathway (NES>1 and p-value<0.05) from “HH low” paired samples (NES<1 or p-value>0.05) (Fig. 2a). When analyzed separately, we confirmed the absence of Ras pathway enrichment in the “HH high” group, whereas Ras pathway was significantly enriched in the “HH low” group (Fig. 2b and Suppl. Fig. S2b).
To further document their reciprocal relationship, we quantified cilia, nuclear Gli1 (as readout for HH pathway activation, Suppl. Fig. S1d) and p-MEK (as readout for Ras/MAPK pathway activation, Suppl. Fig. S1d) in various areas across resistant BCCs on immediate adjacent sections. Overall, cilia, nuclear Gli1 and p-MEK immunostainings revealed intra- and inter-tumoral heterogeneity. Interestingly, nuclear Gli1 and p-MEK immunostainings revealed a non-continuous inverse correlation identifying both Gli1high/p-MEKlow and Gli1low/p-MEKhigh areas (n= 43 sections examined, Fig. 2c and 2d; Suppl. Fig. S2c). Notably, cilia were mostly conserved in the Gli1high/p-MEKlow areas, while mostly lost in the Gli1low/p-MEKhigh areas (Fig. 2c and 2d). As expected, primary cilia showed a significant positive correlation with HH pathway activation (Spearman correlation factors of 0.80, Suppl. Fig. S2d), while a significant negative correlation with Ras/MAPK pathway activation (Spearman correlation factors of −0.61, Suppl. Fig. S2e). Altogether, our results identify an antagonistic relationship between cilia/HH pathway and Ras/MAPK pathway in a subset of resistant BCCs.
Loss of primary cilia potentiates Ras/MAPK pathway activation in resistant BCC cell lines.
Our sequencing and histological results suggest a strong reciprocal relationship between the presence of normal cilia/HH pathway activation and Ras/MAPK pathway activation. To confirm the cilia-dependency of the HH pathway in vitro, we used the GLI-dependent murine (ASZ) and human (UWBCC) BCC cell lines. First we mimicked loss of cilia using ciliobrevin D (CBD), a cytoplasmic dynein inhibitor known to impede cilia formation (Fu et al., 2014). Both ASZ and UWBCC cell lines showed a dose-dependent reduction in both the fraction of ciliated cells and the cilia length upon CBD treatment (Suppl. Fig. S3a-c). To determine HH pathway response upon CBD treatment, we performed RNA sequencing on ASZ upon DMSO (control) or CBD (10μM) (GEO accession number GSE120954). GSEA revealed a significant negative enrichment for HH pathway upon CBD (Fig. 3a), demonstrating HH pathway inactivation upon loss of cilia. This was confirmed in both ASZ and UWBCC cell lines showing a dose-dependent reduction in Gli1 mRNA in response to CBD treatment (Suppl. Fig. S3d and S3e). To confirm these results, we tested a complementary genetic approach, using mRNA silencing of Oral-facial-digital syndrome 1 (OFD1), a gene essential for primary cilia formation (Ferrante et al., 2006). OFD1_siRNA efficiently silenced OFD1 mRNA (Suppl. Fig. S3f and S3g), prevented cilia formation (Suppl. Fig. S3h-j) and inhibited HH pathway activation in both ASZ and UWBCC cells (Suppl. Fig. S3k), confirming the cilia-dependency of the HH pathway in GLI-dependent BCC cell lines.
We then wondered whether loss of cilia may affect Ras/MAPK pathway activation as well. Therefore, we first used the RNA-sequencing data obtained from ASZ cells lines upon DMSO (control) or CBD (10μM) (GEO accession number GSE120954). GSEA for Ras pathway activation did not reveal any significant enrichment upon CBD treatment (Fig. 3b), indicating that loss of cilia fails to elicit Ras pathway activation by itself. We thus hypothesized that loss of cilia sustains pathway activity once activated. Therefore, we subcloned the previously reported 4-hydroxy-tamoxifen (4OHT) -dependent constitutive RasV12 (Dajee et al., 2002) under the doxycycline (DOX)–inducible promoter in the piggyBac transposon vector. Stable transfections were performed in both the Smoi-sensitive 3T3 cell line and Smoi-resistant ASZ and UWBCC BCC cell lines. As shown by western blot for p-ERK1/2 and p-MEK immunostaining (as readout for Ras/MAPK pathway activation), all three obtained cell lines showed inducible Ras pathway activation upon doxycycline and 4OHT stimulation (Suppl. Fig. S4a-d). Importantly, similar levels of Ras/MAPK induction compared to human SCC cell line SCC-13 (Suppl. Fig. S4e and S4f), confirming physiological activation of the Ras/MAPK pathway. To test the effect of the loss of cilia on activated Ras/MAPK pathway, we performed RNA-sequencing on ASZ_ERRasV12/Dox-4OHT upon either DMSO (control) or CBD (10μM) (GEO accession number GSE120954). In this setting, GSEA revealed a significant positive enrichment for Ras signaling in CBD-treated cells (Fig. 3b), suggesting that loss of cilia potentiates Ras pathway activation. This result was confirmed by Western blot for p-ERK1/2. Whereas CBD treatment did not affect ERK1/2 phosphorylation on ASZ_ERRasV12 or UWBCC_ERRasV12, it did enhance ERK1/2 phosphorylation upon concomitant Ras pathway activation through Dox/4OHT stimulation (Fig. 3c and Suppl. Fig. S5a). Similar observations were done using p-MEK immunostaining (Fig. 3d and 3e). Notably, the higher individual values (at the cellular level) of MEK phosphorylation observed in both ASZ_ERRasV12/Dox-4OHT and UWBCCERRasV12/Dox upon CBD treatment compared to control (DMSO) suggest a potentiation of Ras pathway activation rather than a selection process. As an alternative approach to pharmacological depletion of primary cilia, we measured p-ERK1/2 level by Western blot in ASZ_ERRasV12 and UWBCC_ERRasV12 previously treated with either non-silencing or OFD1 siRNAs. OFD1_siRNA efficiently potentiated Ras/MAPK pathway activation induced upon Dox-4OHT stimulation, in both ASZ and UWBCC cell lines (Fig. 3f and Suppl. Fig. S5b), confirming the role of primary cilia in antagonizing Ras/MAPK pathway activity.
HH to Ras/MAPK pathway switching confers resistance to canonical and non-canonical HH pathway inhibitors and sensitivity to MEK inhibitor UO126 in vitro.
Finally, we interrogated the extent pathway switching affects BCC sensitivity to targeted therapy. We first tested the effect of Ras pathway activation on sensitivity to Smoi, using the 3T3_ERRasv12, that shows physiological sensitivity to vismodegib upon stimulation with Smoothened agonist (SAG). Interestingly, SAG-induced sensitivity to vismodegib was lost upon concomitant activation of the Ras pathway (Fig. 4a). To determine whether this effect was Smoi-specific, we then induced Ras pathway activation under HH pathway inhibitors acting downstream of Smo inhibition, in both ASZ and UWBCC BCC cell lines. Similarly, Ras pathway activation in ASZ_ERRasV12 and UWBCC_ERRasV12 conferred resistance to both PSI (an aPKC inhibitor, acting downstream of Smo (Mirza et al., 2017)) and CCG1423 (a MRTF inhibitor, implicated in non-canonical HH pathway activation (Whitson et al., 2018)), as illustrated by the right shift of the IC50 values (Fig. 4b and 4c). Although non-canonical HH inhibitors have not been tested in clinical practice yet, these results suggest that HH to Ras pathway switching may confer a distinct cell state from that driven by canonical or non-canonical HH activation. To test this idea, we investigated whether resistance to HH inhibitors might be overcome by Ras/MAPK inhibition. Indeed, both ASZ_ERRasV12 and UWBCC_ERRasV12 cell lines were sensitive to MEK inhibitor UO126 upon Ras pathway activation, as illustrated by the left shift of the IC50 values (Fig. 4d).
Altogether, these results identify HH to Ras/MAPK pathway switching as a mechanism for BCC resistance distinct from both canonical and non-canonical HH pathway activation and MAPK inhibition as a promising therapy to prevent BCC escape from HH inhibition. Importantly, they identify the primary cilia as key regulators of this switch.
Discussion
Here we show the correlation of resistance with loss of the primary cilium and the antagonistic relationship between the primary cilium and Ras/MAPK activity, thereby providing insight into BCC pathway switching and resistance to Smoi.
Our work provides an important contrast to previous mechanisms as we find an accumulation of mutations in genes encoding components of the primary cilia, reduced numbers of cells with primary cilium, reduced HH pathway output, and activation of Ras/MAPK signaling. The cilium is composed of over 300 proteins that must work together for proper HH signaling (van Dam et al., 2013). The frequency of recurrent coding region variants that include nonsense and small deletions argues for the existence of mutations of more than one ciliary protein in each tumor cell and a reduction in ciliary function. However, because of the observed complex ciliary genotypes, we can only speculate as to the precise phenotype in each cell, especially given the known functional variability of each genotype in distinct biological contexts (Arnaiz et al., 2014). This complexity likely explains the observed sporadic loss of full-length mature cilia despite the frequency of ciliary mutations.
Elevated mutation frequencies of ciliome genes have been detected in other advanced cancers, including breast carcinoma (Menzl et al., 2014), melanoma (Zingg et al., 2018), ovarian cancer (Egeberg et al., 2012) and thyroid cancer (Lee et al., 2018, Menzl et al., 2014), suggesting that the cilia may function to enforce particular lineages or cell states outside the skin. Recently, Zhao et al. identified mutations in ciliary genes conferring resistance to sonidegib in medulloblastoma (Zhao et al., 2017). In their model, HH pathway reduction upon loss of cilia induces tumor cells to go into a “persister” state, where low proliferation rate reduces sensitivity to Smoi, while allowing for further HH pathway activating genetic alterations to accumulate. Here we show that loss of cilia, in addition to reducing HH pathway, appears permissive for the dominant oncogenic Ras/MAPK pathway, involved in both skin differentiation (Dajee et al., 2002, Dlugosz et al., 1994, Lin and Lowe, 2001, Mainiero et al., 1997) and SCC carcinogenesis (Dajee et al., 2003, To et al., 2005, Woodworth et al., 2004). Our data indicate that Ras pathway activation constitutes a distinct state, as it confers resistance to both canonical and non-canonical HH inhibitors. We may thus reasonably expect Ras activation to appear upon and confer resistance to newly approved HHI (as sonidegib (Danial et al., 2016, Migden et al., 2015)) or pre-clinical HH inhibitors currently in development. Here, as a proof-of-principle for the use of MAPK inhibitors for the treatment of BCC, we show that Ras activation in BCC cell lines actually confers sensitivity to p-MEK inhibitor UO126. However, given the existence of rapid resistance or limited efficiency of Smo and Ras/MAPK inhibitors in clinical trials of patients with non-syndromic tumors (Axelson et al., 2013, Santarpia et al., 2012, Sekulic et al., 2012), an alternative strategy may consist in targeting the crosstalk between cilia and Ras/MAPK pathway, thereby potentially preventing pathway switching and reducing the frequency of resistance. Our data did not identify the mechanism of Ras/MAPK regulation by primary cilia. Interestingly, Abdul-Majeed, S. et al. reported that, in polycystic kidney disease, reduced intracellular Ca2+ resulting from reduced ciliogenesis decreases phosphodiesterase 1-mediated conversion of cAMP to AMP, inducing downstream MAPK targets activation (Abdul-Majeed and Nauli, 2011). Alternatively, Ras pathway activation was reported to induce primary cilia disassembly and reduce HH pathway activation through the induction of AurorA kinase and Dyrk1b respectively (Furukawa et al., 2006, Kobayashi et al., 2017, Lauth et al., 2010, Seeley et al., 2009), suggesting that restoring ciliogenesis may restore sensitivity to HH inhibition. These mechanisms however need to be further validated experimentally in BCC. Therefore, experimental models fully recapitulating the BCC-to-SCC transition will be required to help deciphering the implication of primary cilia both dynamically and mechanistically in this intriguing process.
In conclusion, this work identifies the pathway switching from HH to Ras/MAPK as a further mechanism of resistance in BCCs treated with Smoi, emphasizing the need for combined and tailored targeted therapies as BCCs display various ways to escape Smo inhibition. Importantly, we bring experimental evidence for the role of primary cilia as pivotal regulators of the antagonistic HH and Ras/MAPK pathways, thereby opening perspectives for the treatment of advanced resistant BCC.
Material and Methods
Human samples.
Study on human paraffin samples was performed with approval from the Stanford University Institutional Review Board, protocol #18325 (Stanford, CA), with a waiver of written, informed consent from participants for the paraffin blocks. Histological diagnoses of Gorlin patients, sporadic naive and resistant BCC samples used in this study were previously confirmed in (Chiang et al., 2018) and (Atwood et al., 2015). Histological diagnoses of BCC and SCC samples used for Gli1 and and p-MEK immunostainings were confirmed by an independent dermatopathologist.
Whole exome sequencing and analysis.
Gene ontology analysis was performed with Panther 13.1 using GO annotations database (released 2018-02-02) on the list of previously identified genes specifically mutated in resistant BCC compared to normal skin (GEO accession number GSE58377) (Atwood et al., 2015). Ciliome mutations were quantified from whole-exome sequencing data from 21 Gorlin patients, 12 sporadic, 12 resistant BCCs and normal skin pairs previously obtained as described in (Chiang et al., 2018) and (Atwood et al., 2015) and deposited under National Institutes of Health Sequence Read Archive SAMN07507265 – SAMN07507288 and GEO GSE58377 accession numbers respectively. Custom scripts were written to count the total number of mutations in a specified set of “cilia genes” known to be important in cilia function (ciliome) (van Dam et al., 2013) and to calculate the lengths of these genes. Ciliome mutations were quantified as the number of mutations per Mb of the whole ciliome (1.303754 Mb).
Cell lines and cell culture.
ASZ001 cells (mouse BCC cell line) were grown in M154CF (ThermoFisher Scientific) supplemented with 2% chelated FBS, 1% P/S and CaCl2 0.05mM (So et al., 2006). UWBCC cells (human BCC cell line) were grown in EpilifeCF (ThermoFisher Scientific) supplemented with 7% chelated FBS, 1% P/S and CaCl2 0.05mM (Noubissi et al., 2014). NIH-3T3 were grown in DMEM (ThermoFisher Scientific) supplemented with 10% FBS and 1% P/S. SCC-13 SCC cells (human SCC cell line) were generously provided by Dr. C. Lee (Stanford, CA) and grown in KSFM (ThermoFisher Scientific) supplemented with 1% P/S, 0.25μg/ml bovine pituitary extract (BPE), 0.2ng/ml EGF and 0.3mM CaCl2 (ThermoFisher Scientific). Experiments were carried out in serum-starved conditions.
RNA sequencing and analysis.
RNA samples were obtained from adherent cells using RNeasy kit from Qiagen according to manufacturer’s instructions. Library preparation, sequencing, and mapping were performed as described previously (Atwood et al., 2015). Alignment was performed using TopHat with mm9 as a reference genome. The DEseq R package was used to generate a preranked list of genes differentially expressed in ASZ +/− CBD or ASZERRasV12/Dox-4OHT +/− CBD before submission to GSEA2.2.4 software for HH or Ras pathway enrichment. Mouse RNA-seq data generated in this manuscript were submitted to GEO (GSE120954). An additional GSEA was carried out using RNA-sequencing data from published human resistant and sensitive BCCs (GEO accession number 58377(Atwood et al., 2015)). For gene expression, resistant BCCs were compared to sensitive BCCs obtained from the same patient. Genes differentially expressed were preranked according to log2FC before submission to GSEA2.2.4 software for HH or Ras pathway enrichment.
MTT assays.
For MTT assays, Ras pathway activation was obtained using medium containing Doxycycline and 4-OHT. After 24 hours, the medium was replaced with medium containing DMSO or the tested compound and incubated for 48 hours. Cell viability was measured using CellTiter 96 Aqueous One Solution (Promega, Madison, WI) and normalized to control (DMSO-treated cells). Each condition was tested in 6-plicate. For each drug and cell line, IC50 was determined as the drug concentration giving the half-maximal response compared to the control (DMSO-treated) conditions. Ciliobrevin (CBD, Sigma-Aldrich), Vismodegib (GDC-0449, Selleckchem,Houston, TX), CCG1423 (Cayman Chemicals, Ann Harbor, MI) and PSI (2549, Tocris, Minneapolis, MN) were suspended in DMSO.
Statistical analyses.
Statistical comparisons were performed by a two-tailed Student’s t test or one-way ANOVA with Tukey’s post-test for multiple comparisons. Statistical analyses were performed using GraphPad Prism (La Jolla, CA). The data were considered to be significantly different when p < 0.05.
A more complete and detailed description of the methods is included in Supplementary Materials and Methods.
Supplementary Material
Acknowledgments
This work was supported by an SNSF fellowship (to FK), a Fondation Rene Touraine fellowship (to FK), F32 CA200108-01 NIH grant (to NH) and NIH R01 ARO46786 and ARO54780 (to AEO). The authors declare no competing financial interests.
Footnotes
Conflict of interest statement
The authors state no conflict of interest.
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