Abstract
Right-sided (proximal) colorectal cancer (CRC) has a poor prognosis and a distinct mutational profile, characterized by oncogenic BRAF mutations and aberrations in mismatch repair and TGFβ signalling. Here, we describe a mouse model of right-sided colon cancer driven by oncogenic BRAF and loss of epithelial TGFβ-receptor signalling. The proximal colonic tumours that develop in this model exhibit a foetal-like progenitor phenotype (Ly6a/Sca1+) and, importantly, lack expression of Lgr5 and its associated intestinal stem cell signature. These features are recapitulated in human BRAF-mutant, right-sided CRCs and represent fundamental differences between left- and right-sided disease. Microbial-driven inflammation supports the initiation and progression of these tumours with foetal-like characteristics, consistent with their predilection for the microbe-rich right colon and their antibiotic sensitivity. While MAPK-pathway activating mutations drive this foetal-like signature via ERK-dependent activation of the transcriptional coactivator YAP, the same foetal-like transcriptional programs are also initiated by inflammation in a MAPK-independent manner. Importantly, in both contexts, epithelial TGFβ-receptor signalling is instrumental in suppressing the tumorigenic potential of these foetal-like progenitor cells.
Subject terms: Cancer models, Cancer stem cells
Right-sided colorectal cancer (rCRC) has a different mutational spectrum to the left-sided counterpart. Here the authors develop a mouse model of rCRC that recapitulates human BRAF-mutant rCRC and show that loss of TGFβ-receptor signalling and inflammation induce the development of colonic tumours with a foetal-like phenotype.
Introduction
Colorectal cancer (CRC)—a leading cause of cancer-related mortality worldwide—is a heterogeneous group of neoplasms arising from the epithelium lining the large intestine/colon. In recent years, the anatomical location/sidedness of colorectal tumours has emerged as an important determinant of disease progression, response to systemic therapy, and clinical outcome. Indeed, colorectal tumours that arise proximal (right) or distal (left) to the splenic flexure manifest profound differences in epidemiology, histopathogenesis, and molecular landscapes1–3.
Left-sided CRCs develop from benign adenomas through the conventional adenoma-carcinoma pathway typically entailing aberrant activation of Wnt signalling, most prominently via biallelic inactivation of the tumour suppressor APC, or activating mutations in CTNNB1, both of which result in the stabilization and nuclear translocation of β-catenin. Progression of premalignant tubular, villous, or tubulovillous adenomas to adenocarcinoma is underpinned by accumulation of mutations in oncogenes and tumour suppressor genes, such as KRAS, PIK3CA, TP53, and SMAD4, as well as chromosomal instability4,5. Right-sided CRCs (rCRCs) are thought to arise through an alternative serrated neoplasia pathway so-called because the precursor lesions—namely, hyperplastic polyps, sessile serrated adenomas/lesions (SSAs), and traditional serrated adenomas (TSAs)—are distinguished by a distinctive saw-tooth crypt morphology caused by marked infolding of the upper crypt epithelium6–8. SSAs, in particular, carry a significant risk for malignant progression6–8. In addition to the saw-tooth crypt architecture seen in longitudinal sections, right-sided tumours often exhibit other common histopathological features, including a flat/sessile morphology, and a mucinous histology, as well as a propensity towards aggressive local invasion with peritoneal metastases/carcinomatosis9–13. rCRCs carry a worse prognosis than their left-sided counterparts and are characterised by microsatellite instability (MSI) and aberrations in MAPK, TGFβ, and mismatch repair pathways9–11.
Oncogenic mutation of BRAF, resulting in a valine-to-glutamate substitution at residue 600 of the BRAF serine-threonine kinase (BRAFV600E), has been identified as a key initiating event in a sizeable subset of serrated premalignant lesions and rCRCs14,15. Independent of upstream RAS signalling, the BRAFV600E oncoprotein causes constitutive activation of the MAPK (RAS-RAF-MEK-ERK) signalling cascade, which plays key roles in cell survival, proliferation, differentiation, senescence, and apoptosis. Previous attempts to model rCRCs, utilising BrafV600E alone, resulted primarily in small intestinal tumours displaying Wnt-pathway activation16–18. However, these findings are discordant with data from patients harbouring BRAFV600Eright-sided colonic tumours that notably lack nuclear β-catenin positivity19. In respect of this apparent lack of Wnt-pathway activation, recent literature has implicated the Hippo-pathway effectors YAP/TAZ in the reprogramming and mobilization of foetal-like, Lgr5− epithelial populations during the early stages of colitis-associated regeneration20. In this context, Lgr5+ intestinal stem cell (ISC) signatures are suppressed with a concomitant increase in the expression of foetal intestinal markers, such as Ly6a/Sca1 and Anxa1, amongst others21,22. Similarly, YAP/TAZ signalling drives the transient foetal reprogramming that occurs during irradiation-induced regeneration, underpinned by suppression of Lgr5+ ISCs and attenuation of Wnt signalling23. Finally, this YAP/TAZ regenerative signalling has also been linked to the progression of APC-deficient foci to adenomas in the murine small intestine23. As chronic inflammation, and tissue injury and repair are associated with an elevated risk of CRC, it remains to be seen whether this YAP/TAZ-dependent, foetal-like, Lgr5− regenerative state plays a role in the development of right-sided colonic tumours lacking Wnt-pathway aberrations.
To date, the lack of tractable tumour models that faithfully recapitulate the topography and molecular landscapes of oncogenic BRAF-driven rCRCs has hampered efforts to decipher the underlying molecular mechanisms and develop targeted therapeutics. Here, we describe a human-like mouse model of right-sided colon cancer driven by oncogenic BRAF and loss of epithelial TGFβ-receptor signalling that develops proximal colonic tumours with a foetal-like progenitor phenotype (Ly6a/Sca1+) and, importantly, lack expression of Lgr5 and its associated intestinal stem cell signature. We further ascribe a role for microbial-driven inflammation in the initiation of these tumours, consistent with the long-held contention that intestinal microbiota are a key factor in CRC development and the pathogenesis of right-sided disease in particular24,25. Finally, whether induced directly by oncogenic BRAF or by inflammation, we show that the tumorigenic potential of these foetal-like progenitor populations is fundamentally restrained by epithelial TGFβ signalling.
Results
BRAFV600E and TGFβ-receptor loss drive Wnt-low tumours in the right colon
Given the strong association of rCRCs with mutations in BRAF, defects in TGFβ-receptor signalling, and epigenetic silencing of the mismatch repair gene MLH12, we targeted these mutations to the murine intestinal tract. We used the tamoxifen-inducible intestinal epithelial cell-specific VillinCreER transgene to conditionally activate the BrafLSL-V600E knock-in allele, or to delete the floxed alleles of the genes encoding the TGFβ-receptor TGFBR1/ALK5 or the mismatch repair protein MLH1 (Tgfbr1/Alk5fl/fl or Mlh1fl/fl, respectively)26–28. VillinCreER; Alk5fl/fl mice (designated A) did not develop tumours as a result of the indicated induction regime (3 mg on one occasion), while a further cohort of 20 mice subject to a more stringent regime (3 mg, 2 mg on consecutive days) did not develop tumours by 475 days (Fig. 1a). In addition, VillinCreER; Mlh1fl/fl and VillinCreER; BrafLSL-V600E/+ (designated B) mice developed tumours predominantly in the small intestine (Fig. 1a, Supplementary Fig. 1a, b).
We reasoned that TGFβ-receptor inactivation in human cancer—occurring as a result of defective mismatch repair (due to a microsatellite sequence in TGFBR2, missing from the mouse genome)29—might synergise with mutant BRAF to initiate right-sided colonic tumours. Indeed, VillinCreER; BrafLSL-V600E/+; Alk5fl/fl (designated BA) mice developed tumours rapidly compared with B mice, with median survival times of 192 and 485 days, respectively (Fig. 1a). Crucially, BA mice developed adenocarcinomas predominantly in the proximal colon, which is equivalent to the right colon in humans (Fig. 1b–d). Further recapitulating rCRC, BA tumours exhibited a flat/sessile morphology, mucinous differentiation, and a pronounced ability to invade the mesentery (Fig. 1b, e).
To ensure that the preferential right-sidedness of tumours in BA mice was not due to a regional variation in recombination efficiency along the length of the intestinal tract, we scored tdTomato-reporter expression in VillinCreER; Rosa26LSL-tdTomato/+ mice following varying doses of tamoxifen. Indeed, at doses of 80 mg/kg, whilst emergent tumours were right-sided, the recombination efficiency was at its lowest in the colon and caecum compared with the small intestine, highlighting that the preferential right-sidedness of tumours in this model is a result of the specific genetic context (Supplementary Fig. 1c).
TGFβ growth-inhibitory signals are transduced through a hetero-tetrameric receptor complex comprised of TGFBR1/ALK5 and TGFBR2 homodimers. Given that mutations in TGFBR2 are more common than in TGFBR1 in human tumours30, we also generated VillinCreER; BrafV600E/+; Tgfbr2fl/fl mice31. These mice also developed primarily proximal colonic adenocarcinomas directly recapitulating the BA model (Supplementary Fig. 1d). Importantly, this shared phenotype between BA and VillinCreER; BrafV600E/+; Tgfbr2fl/fl mice ruled out the involvement of non-canonical receptor-specific TGFβ signalling in the suppression of right-sided tumorigenesis.
We next sought to determine whether BA tumours exhibited Wnt-pathway activation. Unlike APC-deficient (VillinCreER; Apcfl/+) or B tumours, BA tumours did not show nuclear β-catenin accumulation (Fig. 1f). Furthermore, we detected diminished expression of select Wnt-target genes (Lgr5, Axin2, and Notum) and our previously reported Wnt-target gene signature32, confirming that these right-sided colonic tumours lack Wnt-pathway activation (Fig. 1f, Supplementary Fig. 2). Using RNA-sequencing (RNA-seq) data from VillinCreER; Apcfl/fl intestinal tissues, harvested on day 4 post induction, we next derived a Wnt activation (WA) signature (Supplementary Fig. 3a), filtered to retain only epithelial genes that cluster close to AXIN2 (a prominent transcriptional target of β-catenin-dependent Wnt signalling) in bulk human gene expression data33–35. Importantly, this signature was significantly downregulated in patient tumours with BRAF-mutant status compared with BRAF wild-type counterparts, right-sided vs left-sided location, and the CRC consensus molecular subtype (CMS) 1 (enriched for MSI and inflammatory/immune gene expression) vs CMS2 (enriched for genes associated with canonical Wnt signalling; Fig. 1g)36. Collectively, these findings demonstrate that although BRAF activation alone is not sufficient to drive tumour formation in the right colon, concurrent loss of epithelial TGFβ-receptor signalling cooperates in the genesis of proximal colonic tumours with histological features of human rCRCs and attenuated Wnt/β-catenin signalling.
BA tumours exhibit foetal-like differentiation from early initiation
Due to the notable absence of Lgr5+ cells in BA tumours, we next ascertained whether these tumours recapitulated the Lgr5-independent, foetal spheroid signature21 associated with the regenerative response that ensues following ionizing radiation or dextran sulphate sodium salt (DSS) treatment20,23. RNA-seq and gene set enrichment analysis (GSEA) revealed a strong association of BA tumours with this foetal-like signature compared with VillinCreER (WT) controls (Fig. 2a–c, Supplementary Table 1). Of note, these foetal markers included Ly6a and Anxa1, two genes highly expressed during DSS-induced regeneration20. We also found enrichment for genes associated with an inflammatory response within BA tumours (Fig. 2a, right panel)37. Given that a number of foetal markers may be expressed by stromal cells, particularly the immune infiltrate, we confirmed epithelial cell-specific expression of select foetal markers (Ly6a and Anxa1) via in situ hybridization (ISH) (Fig. 2d). Interestingly, cytokeratin 7—a keratin not normally expressed in adult intestinal epithelium, but a component of the foetal gene program—is strongly expressed in BA colonic tumour epithelium (Supplementary Fig. 1e). Indeed, CK7 has been put forth as an independent marker of the serrated pathway in CRC38.
We next addressed whether the foetal-like gene signature emerges during tumorigenesis or whether it is present early on, from tumour initiation. For this, we harvested proximal colonic tissue from BA and WT mice, on day 30 (d30) post induction, and used RNA-seq to examine the expression of the same foetal markers at this early timepoint. Indeed, we found a significant enrichment of the foetal-like gene signature, as well as suppression of the Lgr5+ ISC signature22 (Fig. 2e–g, Supplementary Table 1) in d30 BA tissues relative to the WT proximal colon. Again, we confirmed epithelial cell-specific expression of Ly6a and Anxa1 by ISH (Fig. 2h).
Having demonstrated low Wnt-pathway activation in rCRCs and our BA model (Fig. 1f, g, Supplementary Fig. 2), we next generated an analogous epithelial-specific gene signature (designated BA) from our endpoint tumour and d30 BA RNA-seq data (Supplementary Fig. 3b). Using this BA signature to interrogate CRC-patient datasets34,35, we identified a significant correlation with BRAF mutation, right-sidedness, and the CMS1 subtype in CRC-patient tumours (Fig. 3a–c). We also found a significant inverse correlation between our BA and WA signatures and their associated CMS subtypes in patient samples as well as a positive correlation between our BA signature and the foetal spheroid signature of Mustata et al.21 (Fig. 3d, Supplementary Fig. 3c). Additionally, we observed a significant association between our BA signature and more advanced primary tumour stage (T3–4), consistent with the locally aggressive behaviour of our BA model (Fig. 3e). Accordingly, our BA signature also correlated with the shorter survival of relapsing patients and showed a trend towards an increased frequency of peritoneal disease upon relapse (Fig. 3f, Supplementary Fig. 3d), consistent with the pattern of metastatic spread in patients with rCRCs12,13.
We also observed a significant enrichment of the BA signature in sessile serrated adenomas/lesions (SSAs) compared with tubulovillous adenomas (TVAs), the precancerous lesions of CRCs associated with mutations in BRAF and Wnt-pathway components, respectively (Fig. 3g, h)39. Furthermore, we found a striking negative correlation between the WA and BA signatures in these same precancerous lesions implying a fundamental difference in their underlying biology from inception (Fig. 3i)39. These data support the notion that cells expressing the foetal-like BA signature are present from the early stages of human right-sided tumorigenesis, in similarity with our findings in the BA model where this signature was present from early tumorigenesis.
BRAFV600E promotes YAP-dependent foetal-like differentiation
Given the central role of the transcriptional coactivator YAP in foetal reprogramming during injury-induced regeneration20,23, we next examined our endpoint tumour and d30 RNA-seq data to determine whether YAP activity is associated with the foetal-like phenotype in our BA model. Utilising the YAP target-gene signature, generated by Gregorieff et al., we identified a strong correlation with YAP activation in both the endpoint tumour and d30 BA colonic tissues (Fig. 4a, b, Supplementary Table 1)23. Top-ranking genes in this YAP signature notably include foetal markers, such as Ly6a and Anxa1, as well as classic YAP targets such as Ctgf23.
We next used well-characterised and efficacious pharmacological agents to interrogate the signalling pathways eliciting YAP activation in our BA model. Previous studies have suggested that the activation of YAP, triggered upon remodelling of the extracellular matrix during DSS-induced colitis and regeneration, is dependent on FAK signalling20. However, we were unable to suppress the foetal program in vivo using the FAK-inhibitor VS-471840,41 (FAKi), suggesting that mechanotransduction is not involved in the activation of YAP in our BA model (Fig. 4c).
Evaluation of intestinal FITC-dextran uptake in both B and BA mice revealed a significant intestinal barrier defect (Supplementary Fig. 4b), which was associated with pronounced proprial neutrophil infiltration in the caecum and proximal colon (Supplementary Fig. 4c). This locoregional inflammation, which co-localized with the formation of tumour foci, suggested a possible role for microenvironmental cues in triggering the foetal-like phenotype in our BA model. We therefore generated organoids from uninduced BA and B mice and induced gene recombination in vitro. Importantly, under these sterile culture conditions and in the absence of stromal influences, induction of mutant Braf alone was sufficient to activate the foetal-like program, accompanied by loss of Lgr5 and upregulation of foetal markers (Fig. 4d, Supplementary Fig. 5a). In the organoid setting, induction of foetal marker expression was not affected by selective inhibitors of FAK (VS-4718)40,41 or SRC (eCF506)42, but it was significantly suppressed by inhibitors of MEK (AZD6244)43,44, ERK45, and YAP (verteporfin)20 (Fig. 4e), with efficacy of MEK and ERK inhibitors demonstrated by suppression of the canonical MAPK target Dusp6 (Supplementary Fig. 5b). Notably, treatment of BA mice with the MEK-inhibitor AZD624443,44 (MEKi) markedly suppressed the expression of foetal markers confirming the role of the MAPK pathway in the elaboration of the foetal-like phenotype in vivo (Supplementary Fig. 4a). Together, these results suggest that MAPK-activating mutations directly engage with YAP signalling and, consequently, induce foetal reprogramming in an epithelial cell-intrinsic, ERK-dependent manner. In this regard, the suppression of the foetal-like phenotype through YAP inhibition in vitro raised the possibility that the foetal-like differentiation program may be an adaptive survival mechanism directly initiated in Braf-mutant epithelium. To test the role of YAP in vivo using a genetics approach, we generated VillinCreER; BrafV600E/+; Alk5fl/fl; Yapfl/fl mice. Upon tamoxifen-induction, these mice rapidly developed weight loss and abdominal hunching, and had to be sampled on day 6 post induction due to these clinical signs. Histological evaluation of VillinCreER; BrafV600E/+; Alk5fl/fl; Yapfl/fl intestinal tissues confirmed the necessity of YAP for intestinal epithelial cell survival since, in its absence, we detected marked epithelial necrosis that was most pronounced in the proximal colon, although it was also evident throughout the rest of the intestine (Fig. 4f). Consistent with previous literature, tamoxifen-induced VillinCreER; Yapfl/fl mice showed no discernible phenotype46, confirming that YAP is dispensable for normal intestinal homeostasis.
We also observed that whilst Braf mutant organoids (B and BA) induced with tamoxifen in vitro grew in Matrigel, they could only be successfully passaged over the longer term in the presence of PGE2, a potent inflammatory mediator that has previously been shown to be a key component of the culture medium used to support the passage of foetal intestinal spheroids47. Endpoint tumour BA spheroids also exhibited this PGE2-dependency and maintained the same foetal-like phenotype in long-term culture as evidenced by LY6A expression and YAP1 nuclear localization (Fig. 4g). Given the locoregional inflammation in our BA model of right-sided colonic tumorigenesis, the requirement of exogenous PGE2 for long-term organoid passage is likely significant in light of the recently described requirement for pericryptal stromal production of PGE2 during post-injury wound healing48. This suggests that the combined inhibition of YAP and COX2, the enzyme that synthesizes PGE2, may hold therapeutic promise for the treatment of mutant BRAF-driven rCRCs.
Importantly, the ability of mutant BRAF alone to drive foetal-like differentiation demonstrated that TGFβ signalling does not suppress the foetal phenotype per se but, instead, independently restrains tumorigenesis. Scoring of d30 proximal colonic tissues for BrdU-positivity clearly showed that ablation of epithelial TGFβ-receptor signalling has no effect on epithelial cell proliferation (Fig. 4h). The elevated levels of apoptosis induced by mutant BRAF in vivo, however, were suppressed following epithelial-specific loss of TGFβ-receptor signalling, indicating reduced sensitivity to the initiation of cell death (Fig. 4i) as has previously been reported following loss of TGFβ-receptor signalling49. Taken together, these findings suggest that loss of TGFβ-receptor signalling allows colonic epithelial cells to evade apoptosis rather than augmenting their proliferative capacity.
Right-sided tumorigenesis is supported by microbial-driven inflammation
Our results indicate that mutant BRAF can initiate the foetal-like phenotype in organoids, via the activation of YAP, without additional genetic events or input from contextual cues. Nevertheless, the proximal colonic location of BA tumours—a region heavily colonized by intestinal microflora—and the presence of locoregional inflammation, evident from the early stages of tumour initiation, raised the possibility that local microenvironmental factors may influence tumorigenesis. Indeed, our data showed that the integrity of the mucosal barrier is compromised in BA tissues, likely allowing exposure of the epithelium to gut microbiota and toxic metabolites that can promote tumorigenesis by provoking inflammation24,50. To test this, we treated BA mice with broad-spectrum antibiotics from the time of tamoxifen-induction (Supplementary Fig. 6a). Antibiotics significantly extended survival and reduced the tumour number in BA mice, but this effect was only significant for right-sided tumours (Fig. 5a, b, Supplementary Fig. 6b). Comparison of RNA-seq analyses between antibiotic- and vehicle-treated d30 BA mice confirmed that eleven of the top fifteen pathways, significantly downregulated by antibiotic treatment, were associated with inflammation and the immune response (Supplementary Fig. 6c). Although still present, the foetal-like phenotype was dampened, with a reduction in the expression of foetal markers, including Ly6a, Ly6d, Krt7, and Anxa1, both in the tissue as a whole and in the epithelial compartment specifically (Fig. 5c, Supplementary Fig. 6d). These findings support the hypothesis that, although BRAF mutation alone drives foetal-like differentiation, microbial-driven inflammation is an additional key factor contributing to early tumour formation in the BA model, and that the local microbial milieu supports tumour initiation, right-sidedness, and disease progression. Our studies have, therefore, established a synergistic relationship between epithelial BrafV600E mutation, loss of TGFβ-receptor signalling, and the local inflammatory microenvironment in driving right-sided, foetal-like tumours.
Inflammation drives colonic tumorigenesis in a MAPK-independent manner
We next sought to model the effects of wounding and inflammation to determine whether these were sufficient to initiate and drive tumorigenesis in B or A mice. High-dose sulindac treatment has previously been shown to result in proximal colonic epithelial damage51. Therefore, to provide a brief window of inflammation/wounding, we administered sulindac for 14 days immediately post induction (Supplementary Fig. 7a). This acute insult was sufficient to cause tumour formation in the proximal colon of A but not B mice (Fig. 5d). Tumours in sulindac-treated A mice were almost exclusively right-sided (Fig. 5e), consistent with the location of the injury51. Similarly to the BA model, sulindac-treated A tumours were invasive, exhibited a mucinous histology, and stained strongly positive for foetal transcripts in the epithelial compartment (Fig. 5f, Supplementary Fig. 7b). In addition, proximal colonic tissue harvested from sulindac-treated A mice on d30 post induction (16 days after cessation of sulindac treatment) showed a significant positive enrichment for the foetal-like signature and a negative enrichment for the Lgr5+ ISC signature, as observed in BA mice (Fig. 5g, h, Supplementary Table 1).
Given the capacity of BRAFV600E-driven MAPK activation to engage a foetal-like program directly in vitro, we next addressed whether MAPK activation was responsible for the foetal-like differentiation emerging through sulindac-driven inflammation in vivo. Utilising the MEK-inhibitor AZD6244, we demonstrated that the instigation of the foetal-like program is likely not dependent on MAPK activation in this inflammatory context in WT mice (Supplementary Fig. 7c).
The ability of sulindac-induced inflammation to drive right-sided tumorigenesis in A mice mirrored the topography of emergent tumours in BA mice. Therefore, we next addressed whether we could influence the location of tumour formation by guiding inflammation to a different site. DSS has previously been shown to drive tumorigenesis in TGFβ-receptor knockout mice52. Using this model, we confirmed that DSS-induced inflammation elicited tumour formation in A mice. As expected, the emergent colonic tumours were invasive, displayed a mucinous histology, lacked Wnt-pathway activation, and expressed foetal transcripts in their epithelium. Importantly, these tumours were located more distally in the colon, as would be expected with DSS treatment (Supplementary Fig. 7d–f). Collectively, these findings suggest that, in the presence of inflammatory stimuli driving foetal-like epithelial differentiation, loss of TGFβ-receptor signalling is permissive for the emergence of invasive colonic tumours at the site of inflammation.
Discussion
An improved understanding of the molecular pathogenesis of mutant BRAF-driven rCRCs will inform the development of effective preventative and therapeutic strategies for this aggressive CRC subset. Preclinical models that faithfully recapitulate the salient features of disease initiation and progression, as bestowed by different oncogenic drivers, are an important tool in this endeavour. Here, we describe a mouse model of serrated intestinal cancer wherein oncogenic BRAF and loss of epithelial TGFβ-receptor cooperatively promote the formation of right-sided colonic tumours with a Wnt-low, foetal-like signature. Emergent tumours in this model recapitulate the topography, molecular landscape, and metastatic tropism of human right-sided disease, lending important insights into the pathogenesis of mutant BRAF-driven rCRCs that arise via the serrated neoplasia pathway.
While mutant BRAF-driven serrated tumours show a clear predilection for the right side of the colon in humans, most existing mouse models develop lesions primarily in the small intestine rather than the colon16–18. Interestingly, Rad et al. found that BRAFV600E induced widespread serrated hyperplasia throughout the intestinal tract. Yet, the vast majority of hyperplastic polyps that progressed to dysplasia in this model were located in the small intestine, with lesions exhibiting features of TSAs, rather than SSAs, which the authors attributed to the fact that SSAs typically emerge in the colon16. By contrast, BA tumours develop in the proximal/right colon and carry a Wnt-low, foetal-like signature which correlates with BRAF-mutant status, right-sidedness, MSI-high, CMS1 CRCs as well as pre-neoplastic SSAs in humans.
In further contrast to the BA model presented here, previous serrated tumorigenesis models exhibit deregulated Wnt signalling16–18. Notably, however, patient-derived right-sided serrated precursor lesions rarely harbour mutations in APC or CTNNB1, though mutations in lesser-known Wnt-pathway components can be acquired during the progression to dysplasia/more advanced stages53–55. Importantly though, BRAFV600E right-sided colonic tumours in patients have been shown to display membranous not nuclear β-catenin localisation19, and we therefore suggest that our BA model better recapitulates this tumour group.
Previous studies employing an inducible human BRAFV600K transgene resulted in epithelial serration and exhaustion/depletion of Lgr5+ ISCs, underpinned by their conversion to transit-amplifying (TA) progenitor cells18. By contrast, the depletion of Lgr5+ ISCs in the BA model is accompanied by the appearance of cells with a foetal-like phenotype. There are several differences between these models that may account for this discrepancy. First, the BA model develops SSA-like tumours in the proximal colon, whereas the transgenic BRAFV600K model develops hyperplasia and TSA-like dysplastic polyps in the small intestine. Aside from region-specific differences in basal proliferation rates and crypt dynamics, the signals and niche cell-types that determine cell-lineage allocation—i.e., the interconversion between adult and foetal-like stem cell populations and TA-progenitor cell states/fates—vary profoundly lengthways along the intestinal tract and up the vertical crypt-axis56. Accordingly, BRAFV600E-mutant small intestinal and colonic organoids differ profoundly in basal MAPK-pathway activity, with small intestinal organoids able to tolerate higher pathway activity upon BRAFV600E expression57. Notably, though, the transcriptomic profiles of BRAFV600E colonic organoids more closely resemble human BRAFV600E-mutant CRCs57. Second, the BA model expresses physiological levels of a knock-in BRAFV600E mutant driven by the endogenous Braf promoter, whereas the transgenic model relies on the overexpression of a human BRAFV600K transgene, which attains expression of MAPK-target genes akin to levels in more advanced dysplastic tumours. A reduction in ISC markers was also found in the hyperplastic intestinal tissue of BRAFV637E knock-in mice, which harbours comparable levels of MAPK activity to the transgenic model, although a TA cell fate was not expressly demonstrated16,18.
The conversion of the entire Lgr5+ ISC pool into TA progenitor cells, in the transgenic BRAFV600K model18, is reminiscent of normal crypt homeostasis. Therein, reduced EGFR/MAPK activity at the crypt base prevents the quiescent ISC pool from differentiating prematurely, while elevated MAPK signalling in the upper crypt dictates a proliferative TA progenitor cell fate58. Although the determinants underlying the different fates of BRAF-mutant cells in these two models remain unclear, the implications are profound: While reversion of Lgr5+ ISCs to a foetal-like state, in the absence of TGFβ signalling, fuels aggressive BA tumour growth, conversion to a TA-like state leads to exhaustion of the cancer stem cell pool and clonal extinction. This likely explains the finding that, in the transgenic model, the progression of dysplastic foci was frequently accompanied by the acquisition of Wnt/β-catenin-pathway mutations, which restored ISC marker expression18. Indeed, this is consistent with studies showing that BRAFV600E promotes loss of ISCs but, paradoxically, triggers differentiation; here, oncogenic progression is contingent on mutations that reverse differentiation (e.g. ablation of the differentiation-promoting transcription factors CDX2 or SMAD4) to restore stemness potential59. Accordingly, aging-induced acquisition of epigenetic alterations predisposes to BRAFV600E-driven transformation60, with several studies implicating cooperating inactivation of Cdkn2a/p16INK4a16, Cdx259,61, or both atypical PKCs (PKCζ and PKCλ/ι)62 in BRAFV600E-induced tumorigenesis. Similarly, our studies identify epithelial TGFβ-receptor signalling as an important gatekeeper to BRAFV600E-driven right-sided tumorigenesis. Indeed, we also show that the tumorigenic potential of foetal-like populations in the right colon is suppressed by epithelial TGFβ-receptor signalling, independent of the factors driving the foetal-like differentiation program, be it an acute inflammatory insult or aberrant MAPK activation. Indeed, this strongly suggests that the co-occurrence of TGFBR2 and BRAF mutations in patient rCRCs30 provides foetal-like right-sided epithelial cells with a selective advantage.
Our study further shows that the MAPK pathway, via ERK, is fundamentally capable of driving a foetal-like differentiation program in the colonic epithelium in a YAP-dependent manner, and that this is further augmented in vivo by microbial-driven inflammation. Controversy surrounds the role of YAP in intestinal tumorigenesis, with both tumour-suppressive63,64 and oncogenic roles23,65–67 ascribed in different contexts. Several studies have demonstrated that YAP can inhibit Wnt signalling during intestinal regeneration and tumorigenesis23,63,64,68, consistent with the suppression of Lgr5 and the ISC signature in our BA model. In strong support of our findings, while this paper was under review, Reischmann et al. reported that the expression of BRAFV600E in colonic organoids elicits a foetal-like dedifferentiation program, associated with a transcriptional signature enriched for Hippo-pathway targets that resembles human BRAFV600E-driven CRC57. Interestingly, activation of the ERK and YAP pathways has also been detected in an inflammation-driven model of serrated intestinal tumorigenesis arising through atypical-PKC deficiency, independently of Braf (and Kras) mutations62, signifying that YAP dysregulation may commonly underlie distinct serrated neoplasia pathways independently of the driver mutation.
As multiple Lgr5+ and Lgr5− populations exhibit phenotypic plasticity and tumour-initiating potential within the intestine, questions remain as to the likely cell(s)-of-origin of the emergent tumours in the BA model and the serrated neoplasia pathway. A recent study identified a rare, quiescent population of revival stem cells, distinguished by elevated expression of clusterin (Clu) as well as Anxa1, Cxadr, and Basp1, that is mobilized and expanded following damage to the intestinal epithelium, regenerating all the major intestinal cell types, including Lgr5+ ISCs, in a YAP1-dependent manner69. It remains unclear whether different crypt progenitors and/or mature cell types are able to dedifferentiate to a foetal-like state in response to BRAF activation, or whether homeostatic colonic crypt subpopulations, such as the revival stem cells, acquire Braf mutation and initiate serrated tumorigenesis independently of Wnt signalling: the answer awaits lineage-tracing and single-cell genomics approaches in our BA model.
Our data have allowed us to identify and highlight the diverse nature of left and right-sided CRC in patients, showing that they are underpinned throughout tumour initiation and progression by different signalling pathways, which lead to either a Wnt high, Lgr5+ tumour phenotype or a BRAF-mutant, foetal-like, Lgr5-/Wnt-low phenotype, respectively. rCRCs that harbour oncogenic BRAF, however, continue to pose a major therapeutic challenge, with patients deriving little to no benefit from prevailing treatment regimens. While BRAF inhibitors have shown considerable efficacy in melanoma70, BRAF-mutant rCRCs are refractory to such treatment owing to EGFR-driven feedback activation of the MAPK pathway71,72. Of note, the YAP-driven regenerative response in the injured intestinal epithelium promotes cell survival by activating EGF signalling23. Accordingly, elevated YAP expression is predictive of intrinsic and acquired resistance to BRAF- and MEK-inhibitors in human BRAFV600E CRCs73, lending clinical relevance to our finding that YAP is a survival factor in BA tumours, and advocating for concurrent inhibition of YAP and BRAF-MAPK signalling in this setting. Moreover, a recent study in compound mutant organoids, with Rspo3-fusions and Kras/Braf, Trp53, and Smad4 mutations, implicated YAP/TAZ foetal reprogramming and lineage reversion in the acquisition of resistance to Wnt-targeted therapy. Significantly, emergent organoids were addicted to YAP/TAZ signalling and were sensitive to YAP/TAZ inhibition74. Encouragingly, foetal-like colonic BA tumour epithelium also maintains a dependence on therapeutically targetable, microenvironmental-derived inflammatory factors, such as PGE2. Additionally, the absolute requirement for YAP activation in the intestinal epithelium after BRAF mutation provides a further novel potential therapeutic target downstream of BRAF activation.
Our BA model recapitulates the topography, molecular landscape, and metastatic tropism of human Wnt-low, BRAF-mutant rCRCs and offers potential actionable therapeutic targets for this aggressive therapy-resistant subtype.
Methods
Mouse studies
All animal experiments were performed in accordance with UK Home Office regulations (Project licence 70/8646), with adherence to the ARRIVE guidelines, and were reviewed and approved by the Animal Welfare and Ethical Review Board (AWERB) of the University of Glasgow. Mice used were of a C57BL/6 J background (N ≥ 6) and harboured combinations of the following genotypes: the VillinCreER transgene26 Apcfl/+33, BrafLSL-V600E/+ (hereafter BrafV600E/+)27, Tgfbr1/Alk5fl/fl28, Tgfbr2fl/fl31, Yap1fl/fl75, and Rosa26LSL-tdTomato/+76. For the generation of Mlh1fl/fl mice, embryos carrying the Mlh1tm1a allele were imported from the European Mouse Mutant Archive (EM:04517). To generate the floxed allele, mice derived from these embryos were subsequently crossed with a strain expressing Flpe (B6.Cg-Tg(ACTFLPe)9205Dym/J; JAX stock #005703) to delete the lacZ reporter and neomycin resistance (lacZ/neoR) cassette by recombination at the flanking FRT sites77. Correct removal of the lacZ/neoR cassette was confirmed by PCR across the remaining FRT site (Fwd, 5′-GTAATACTCTCTAGAGGCCCATGC-3′ and Rev, 5′-TATTAGCTCGTGGTTTTAGATGACC-3′; amplicon: 404 bp). Following Flpe-mediated recombination, critical exon 4 of Mlh1 is flanked by loxP sites, generating a floxed Mlh1tm1c(EUCOMM)Hmgu allele that can be conditionally deleted in the intestine upon crossing with VillinCreER mice.
Mice were induced between 6 and 12 weeks of age and sampled at the indicated timepoints or at clinical endpoint. Unless otherwise stated, mice were induced by either a single intraperitoneal injection of 2 mg tamoxifen (80 mg/kg; Sigma, T5648), or two injections of 3 mg (120 mg/kg) and 2 mg (80 mg/kg) tamoxifen on consecutive days. Mice were monitored daily and weighed a minimum of three times weekly and humanely culled upon reaching clinical endpoint, defined by symptoms associated with intestinal tumour burden. Mice were censored at 550 days after initial tamoxifen-injection.
In vivo drug treatments
For antibiotic treatment, the antibiotic combination used consisted of ampicillin (1 g/L; Sigma, A9518), neomycin trisulphate (1 g/L; Sigma, N6386), vancomycin (500 mg/L; Wockhardt, 17116), and metronidazole (1 g/L; Sigma, M1547), dissolved in distilled water. From the first day after the initial tamoxifen-injection, mice were treated with antibiotics in their drinking water, which was changed three times weekly. High-dose sulindac was administered in the drinking water (0.4 g/L in sodium phosphate buffer; Sigma, S8139) from the first day after the initial tamoxifen-injection, for a total of 14 days, before returning the mice to normal drinking water. Sulindac, in drinking water, was delivered in dark bottles, which were changed weekly along with the sulindac. For the induction of inflammation, mice received dextran sulphate sodium salt (DSS; MP Biomedicals, 160110) in distilled drinking water on day 3 after the initial tamoxifen-injection. DSS (1.5% w/v in drinking water) was administered ad libitum for five days and, subsequently, withdrawn and replaced with fresh distilled water. For in vivo FAK inhibition40,41, mice were treated with 18.75 mg/kg VS-4718 reconstituted in 0.5% hydroxypropyl methylcellulose (HPMC) + 0.1% Tween-80 vehicle by oral gavage once daily. For in vivo MEK inhibition43,44, mice were treated with 25 mg/kg AZD6244 made up in the same vehicle as VS-4718, but administered by twice-daily oral gavage.
FITC-dextran gut permeability assay
Mice were induced with two injections of 3 mg (120 mg/kg) and 2 mg (80 mg/kg) tamoxifen on consecutive days. On day 7 post induction, mice were fasted for 12 h and then dosed with 600 mg/kg FITC-dextran (4 kDa; Sigma, #46944) by oral gavage. Mice were sacrificed and blood was sampled 4 h post gavage. Serum concentrations of FITC-dextran were determined using a fluorimeter (490/530 nm) against standard curves generated from the same stock solution used to dose the mice.
Immunohistochemistry, in situ hybridization, and histopathology
Intestinal tissues were fixed in 10% neutral-buffered formalin overnight and embedded in paraffin. Haematoxylin-and-eosin (H&E) staining was performed using standard protocols. Immunohistochemistry (IHC) for cytokeratin-7 (1:100; Abcam, ab9021), cleaved caspase 3 (1:500; Cell Signaling Technology, 9661), BrdU (1:150; BD Biosciences, 347580), and RFP (1:100; Cell Signaling Technology, 2555), to detect tdTomato and evaluate the efficiency of Cre-mediated recombination, were performed on 3 μm sections with heat-based antigen retrieval at pH 6 and pH 8, respectively. For β-catenin IHC, fixation was performed at 4 °C for no more than 24 hours, and sections were immunostained with antibodies against β-catenin (1:50; BD Biosciences, 610154)78. RNA in situ hybridisation (ISH) was performed using the RNAscope 2.5 LS Reagent Kit–BROWN (Advanced Cell Diagnostics, 322100) on a Leica Biosystems BOND RX automated IHC/ISH stainer according to the manufacturer’s instructions. Positive control probes (Mm-PPIB; Advanced Cell Diagnostics, 313918) were run to ensure RNA integrity in analyzed samples. Negative control probes were run to ensure the specificity of the staining (dapB; Advanced Cell Diagnostics, 312038). The RNAscope probes used were: Notum (428988), Axin2 (400338), Lgr5 (312178), Ly6a (427578), and Anxa1 (509298).
Tumours were scored by gross examination of the excised tissue and histopathological analysis of H&E-stained sections. The proximal/right side of the colon was defined as the region extending from the ileocolic junction to the distal end of the region of the colon containing prominent transverse folds. The left side consisted of all colonic regions distal to this point. H&E-stained intestinal sections were evaluated for sub-cryptal proprial neutrophil infiltration by a boarded pathologist (J.D.G.L.). Neutrophils were identified by nuclear morphology and cytoplasmic tinctorial properties. The numbers of neutrophils within the band of lamina propria, immediately beneath and surrounding the colonic crypts, were quantified by image capture and analysis of H&E-stained tissue sections. Normalizing to the width of a 400x magnification field of view (FOV) of the colon crypts and the surrounding lamina propria allowed for the quantification and normalisation of neutrophil numbers within an area of tissue likely to expand in depth following significant immune infiltration. Ten to twenty 400x FOV were scored per region depending on length of region.
Using RFP immunohistochemistry, the efficiency of Cre-mediated recombination was scored in VillinCreER; Rosa26LSL-tdTomato/+ mice receiving escalating tamoxifen-dosing regimens, as indicated in Supplementary Fig. 1c. Crypts were scored as positive when an area greater than, or equal to, half of the crypt stained positive for RFP. At least 50 crypts were scored per mouse per tamoxifen-dosing regimen in 3 independent VillinCreER; Rosa26LSL-tdTomato/+ mice.
Immunohistochemistry images were scanned and subsequently analyzed using HALO software (V2.0.1145, Indica Labs). Proximal colonic epithelium was manually annotated to include all epithelium visible and then analyzed for the percentage of positive cells for cleaved caspase 3 or BrdU.
RNA isolation from tissue
Tumours and proximal colonic tissues were harvested into RNAlater and snap-frozen on dry ice. Tissues were homogenized using the Precellys lysing kit (Bertin Instruments, KT03961-1-003-2) in a Precellys Evolution tissue homogenizer. RNA was extracted and purified, using the Qiagen RNeasy Mini kit (Qiagen, 74104), as per the manufacturer’s protocol, including all optional steps.
qRT-PCR
cDNA was generated using the High-Capacity cDNA Reverse Transcription Kit (ThermoFisher Scientific, 4368814) as per the manufacturer’s protocol. qPCR was performed using the Maxima SYBR Green/ROX qPCR Master Mix (ThermoFisher Scientific, K0221) as per the manufacturer’s protocol on Applied Biosystems StepOnePlus PCR system using StepOne software version 2.3 (qPCR). Ct-values were normalised to Gapdh transcript levels. mRNA expression levels were calculated via the ΔΔCt method utilising Microsoft Excel 2016. For primer sequences please see Supplementary Table 2.
RNA-seq and data analysis
RNA quality was ensured utilising the Agilent 2200 TapeStation System and RNA ScreenTape (Agilent, 5067-5576). Libraries for DNA sequencing were prepared utilising a method adapted for the Illumina TruSeq RNA LT Kit. The quality of DNA libraries was established using the Agilent 2200 TapeStation. Library sequencing was run on the Illumina NextSeq 500 desktop sequencer using the High Output 75-cycle kit (2 ×36 cycles). Quality checks on the raw RNA-Seq data files were done using FastQC version 0.11.8, then sequences were trimmed to remove adaptor sequences and low-quality base calls, defined as those with a Phred score of less than 20, using Trim Galore version 0.6.4. Trimmed paired-end reads were then aligned to the GRCm38.98 version of the Mus musculus genome using HISAT2 version 2.1.0 and raw counts per gene were determined using FeatureCounts version 1.6.4. Differential expression analysis, based on the negative binomial distribution, was performed using the R package DESeq2 version 1.22.2. Gene set enrichment analyses (GSEA) were performed on pre-ranked RNA-seq datasets using the Broad Institute GSEA tool (software.broadinstitute.org/gsea/index.jsp) with standard settings. The gene sets used included the foetal spheroid upregulated signature21, the Hallmark Inflammatory_Response gene set (Broad Institute)37, the YAP up- and down-regulated signatures23, and the Lgr5 intestinal stem cell signature22. Pathway analysis was performed utilising MetaCore (Clarivate Analytics).
Organoid cultures
Advanced DMEM/F12 was supplemented with penicillin (100 U/ml) and streptomycin (100 µg/ml) (ThermoFisher Scientific, 15140122), 2 mM L-glutamine (ThermoFisher Scientific, 25030081), 10 mM HEPES (ThermoFisher Scientific, 15630080), N2-supplement (ThermoFisher Scientific, 17502001) and B27-supplement (ThermoFisher Scientific, 17504044) and designated as ADF. Complete ADF was prepared from ADF by adding 50 ng/ml recombinant human EGF (Peprotech, AF-100-15), 100 ng/ml recombinant murine Noggin (Peprotech, 250-38), and 500 ng/ml recombinant mouse R-spondin-1 (R&D systems, 3474-RS). For wild-type colonic organoid culture, complete ADF was further supplemented with 2.5 μM CHIR99021 (Sigma, SML1046), 1 μM valproic acid (Sigma, P4543), and 10 μM Y-27632 (Cambridge Bioscience, SMO2-1). For serial passaging of induced (tamoxifen-treated) or tumour BA organoids, the medium was further supplemented with 2.5 μM PGE2 (Tocris Bioscience, 2296).
For in vitro BA organoid drug treatments, organoids were induced with 5 μM 4-hydroxytamoxifen (Sigma, #T5648) 24 h post passage. BA organoids were then treated with drug 48 h post induction and harvested for analysis 48 h post drug addition. All drugs were made up in DMSO, at a final concentration of 0.1%, which served as a vehicle control. Final drug concentrations were: VS-471840,41 (FAKi) at 1 μM, eCF50642 (SRCi) at 50 nM, AZD624443,44 (MEKi) at 100 nM, ERKi45 at 100 nM, and verteporfin20 (YAPi) at 3 μM.
Colonic organoid isolation and culture were performed as previously reported79. Briefly, for the isolation of tumour organoids, murine intestinal tumour tissue was sampled at a defined endpoint, cut into small fragments with forceps and scissors, and washed five times in PBS. Tumour fragments were incubated in 5 ml of 10x trypsin (5 mg/ml; Gibco), 1x DNase I buffer, and 200 U recombinant DNase I (Roche, 04716728001) for 30 minutes in a 37 °C water bath. Tumour fragments were, then, further dissociated in 5 ml ADF with vigorous shaking. This step was repeated five times. The tissue suspension was then centrifuged at 260 g, and the supernatant was aspirated and the pellet was resuspended in 10 ml ADF. The resulting suspension was then passed through a 70 µm cell strainer and centrifuged at 260 × g. The cell pellet was resuspended in an amount of Matrigel (BD Bioscience, 354234), proportional to the pellet volume, and seeded. Organoids/spheroids were cultured in complete ADF supplemented with a cocktail of growth factors appropriate to each genotype, as detailed above, and maintained at 37 °C in a humidified atmosphere of 5% CO2 and 21% O2.
Organoid immunofluorescence
Organoid immunofluorescence was performed in accordance with previously published methods80. Briefly, whole organoids were dissociated from matrigel, washed in PBS and fixed with 4% PFA on ice. Organoids were blocked for 1 hr at room temperature (1% BSA/PBS) and stained overnight at 4 °C with the following primary antibodies: rat anti-SCA1/LY6A (1:100; R&D Biosystems, 177228) and rabbit anti-YAP (1:100; Cell Signaling Technology, 4912). Organoids were exposed to Alexa Fluor 488 Goat anti-rabbit IgG or Alexa Fluor 594 goat anti-rat IgG (Invitrogen, 1/500) 2 hours at room temperature and counterstained with DAPI. Z-stack fluorescent and brightfield images were taken on a Zeiss 710 confocal microscope. Image analysis and Z-projection were performed using FIJI software and brightness and contrast settings were maintained between control and test images.
Statistical analyses
Statistical analyses were performed using GraphPad Prism software (v8.02; GraphPad Software Inc.) and R (version 3.6.0; www.r-project.org/). Generation of gene signatures through differential gene expression analysis was performed with edgeR version 3.28.1 and the limma R package81. Human orthologues of mouse genes were obtained from Ensembl in March 2020. T-test and Mann–Whitney U-tests were used to determine statistical significance as appropriate. Survival analysis was based on Kaplan–Meier curves and univariable Cox-models were built for statistical testing with the log-rank test.
CRC-patient data for in silico analysis
CRC-patient data were obtained from a range of publicly available sources. Expression data and clinical/genetic annotation from the TCGA project82 were downloaded from the FIREHOSE repository (https://gdac.broadinstitute.org/). Patient-derived CMS signatures were derived from the TCGA dataset (https://www.cancer.gov/tcga). Gene expression data from human colorectal tumours, sampled during the PETACC-3 trial, were found in ArrayExpress (Accession No: E-MTAB-990)34. Single-cell RNA-seq data, used to derive a list of epithelial-specific genes, can be found in ref. 35. The polyp dataset (n = 44) was collected by the S:CORT consortium (Ethics: MREC 15/EE/0241). Data relating to transcriptome profiling of relevant genes are available online (https://www.s-cort.org/)39.
BA and WA signature derivation
The derivation of gene expression signatures was based on genes that were differentially expressed in mouse datasets at an absolute logFC>2 and an unadjusted p value of <0.00001 in an edgeR model incorporating batch and gene activation status. These genes were mapped to the most confident human orthologues, based on the Ensembl annotation (March 2020). The genes were further classified into epithelial, non-epithelial, and non-specific, according to the specificity of their expression in a previously published human colorectal single-cell dataset35. Briefly, cells were annotated into major types with SingleR. Then, raw counts from cells of a similar type (epithelial, stroma, myeloid, lymphocytes, endothelial, and other) were aggregated into pseudobulk with the muscat package. If the expression of a gene was higher in a given cell type than in all other cell types by at least 1 raw count, and that difference was always statistically significant at p < 0.01, the gene was considered specific for that cell type.
For the BA signature, both an upregulated and downregulated epithelial component were retained, and the difference in their mean expression levels comprised the signature value. For the WA signature, in order to increase specificity, the upregulated epithelial component was mapped to a heatmap of human colorectal cancer bulk gene expression data (E-MTAB-990 in ArrayExpress) with hierarchical clustering on correlation distance and complete linkage. The most significant cluster of epithelial genes was centred on AXIN2 in the human data and was considered specific for Wnt activation. The mean expression of the genes (MACC1, KRT23, FGFR4, RPS6KA6, PROX1, ASCL2, AXIN2, RASSF10) constitutes the WA signature.
Reporting summary
Further information on research design is available in the Nature Research Reporting Summary linked to this article.
Supplementary information
Acknowledgements
The authors thank the staff in the Central Services, the Histology Service, the Molecular Technology and Reagent Services, the Transgenic Technology Laboratory, and the Biological Services Unit at the Cancer Research UK Beatson Institute for their technical expertise and support (Cancer Research UK core grant, A17196). We are also grateful to Catherine Winchester for assistance with editing the manuscript. O.J.S. and his lab members were supported by grants from Cancer Research UK (A21139, A12481, A17196, A29055, C7932/A26825), the European Research Council (Starting Grant, 311301), and Pancreatic Cancer UK (Future Leaders Academy studentship; S.F.). G.J.I. was supported by Cancer Research UK (A29802). The Stratification in Colorectal Cancer (S:CORT) consortium was funded by the Medical Research Council and Cancer Research UK (grant award no MR/M016587/1). S.T. was supported as a 375 Senior Clinical Investigator by the Research Foundation—Flanders (FWO). J.D.G.L. was supported by a Medical Research Council Clinical Research Training Fellowship (MR/N021800/1). R.J. was funded by the Marie Skłodowska-Curie Actions Individual Fellowship (European Research Council, 659666).
Source data
Author contributions
J.D.G.L. and O.J.S. designed the research. J.D.G.L., N.V., P.T., R.A.R., K.G., D.J.F., N.S., E.G.V., D.F.V., W.J.F., M.C.H., A.R., S.F., A.K.N., D.S., C.N., M.H., W.C., R.S., S.R.v.H., D.J.H., J.P.M., S.J.L., A.D.C., G.J.I., R.J., and S.T. performed experiments, provided data and/or analysed data. S.T.B., M.C.F., A.U.-B., and B.J.T. contributed new reagents and/or analytical tools. The S:CORT consortium provided access to curated human colorectal cancer datasets. J.D.G.L., N.V., P.T., N.S., and O.J.S. wrote the paper. All authors read and approved the manuscript and provided critical comments.
Data availability
All data relevant to this study are available from the authors at reasonable request. The RNA-seq datasets that support the findings described here have been deposited at NCBI Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo) with the study accession code GSE168478. All source data are available as a Source Data file. The remaining data are available within the Article, Supplementary Information or from the authors upon request. Source data are provided with this paper.
Competing interests
S.T.B. is an employee of AstraZeneca. O.J.S. receives funding from AstraZeneca and Novartis. All other authors declare no conflicts of interest.
Footnotes
Peer review informationNature Communications thanks Kim Jensen and the other, anonymous, reviewer(s) for their contribution to the peer review of this work. Peer reviewer reports are available.
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
A list of authors and their affiliations appears at the end of the paper.
Contributor Information
Owen J. Sansom, Email: o.sansom@beatson.gla.ac.uk
S:CORT consortium:
Tim Maughan, Manuel Salto-Tellez, Philip Quirke, Viktor Koelzer, Philip Dunne, Andrew Beggs, Peter Campbell, Francesca Buffa, Chris Holmes, Rick Kaplan, Louise Brown, Mark Lawler, Joshua Hordern, Ian Tomlinson, Simon Leedham, and Dion Morton
Supplementary information
The online version contains supplementary material available at 10.1038/s41467-021-23717-5.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All data relevant to this study are available from the authors at reasonable request. The RNA-seq datasets that support the findings described here have been deposited at NCBI Gene Expression Omnibus (https://www.ncbi.nlm.nih.gov/geo) with the study accession code GSE168478. All source data are available as a Source Data file. The remaining data are available within the Article, Supplementary Information or from the authors upon request. Source data are provided with this paper.