LY6G6D is selectively and highly expressed in colon and rectum adenocarcinomas
To comprehensively evaluate the tissue-specific gene expression profile of LY6G6D, we survey GTEx Portal comprising gene expression data from 54 non-diseased tissue sites. LY6G6D and its neighbor gene LY6G6F including two intestine-specific transcription factors encoding for Cdx genes, CDX1 and CDX2 were included in the analysis [25]. As expected CDX1 and CDX2 were expressed at high levels in the small intestine and colon transverse (Supplementary Fig. 1A). Both LY6G transcripts were extremely low or negative in the large majority of tissues. LY6G6F marked whole blood and LY6G6D was barely expressed only in colon sigmoid. In contrast, up-regulation of both transcripts was evident only in testis (Supplementary Fig. 1A). Thus LY6G6D/6F genes are silenced across a large variety of human tissues and LY6G6D is higher in left colon than any other tissue. We next assessed the gene expression profile across the pan-cancer atlas (31 types) matching TCGA and GTEx data. Consistent with our previous findings, LY6G6D was exclusively and strongly up-regulated in colon carcinoma but not significant changes in LY6G6F expression profile were identified (Supplementary Fig. 1B). The increase in LY6G6D was more than 5-fold high in colorectal carcinomas than matched normal mucosa (Fig. 1A and Supplementary Fig. 1C). Altogether, in silico data revealed a selective upregulation of LY6G6D in colon adenocarcinomas.
Low expression of LY6G6D characterizes mucinous colon adenocarcinoma
We next focused on RNA-seq TCGA database (# 644 CRCs) comprising colonadenocarcinoma (COAD, N = 478) and rectaladenocarcinoma (READ, N = 166) cases, respectively. By exploring whether LY6G6D expression profile varied across CRC subtypes we remarkably found a significantly lower expression in the mucinous adenocanrcinoma (MAD) than in classical colon adenocarcinoma (CAD) (Fig. 1B). Lower expression in MAD occurred regardless of anatomic location and notably high expression profiles in classical adenocarcinoma overlapped those deriving from tubulovillous adenoma, providing evidences that LY6G6D up-regulation is driven by the classical adeno-carcinoma sequence (Fig. 1B). Mucinous CRC is a special histological subtype often related to the proximal colon characterized by dedifferentiation and mucin production [26]. In mucinous cancer, LY6G6D expression levels were extremely low mirroring matched normal mucosa expression profiling (Supplementary Fig. 1D). To understand whether gene expression changes of LY6G6D were casual or associated to a global gene signature of such subtypes we use High-throughput hierarchical analysis of mRNA-seq data from COAD and READ database. By using a stringent criteria of selection FDR < 0.01, we found 205 up-regulated and 112 down-regulated genes that discriminated mucinous from non-mucinous CRC (Fig. 1C, D). By using the same criteria, 231 up-regulated and 41 down-regulated genes were extrapolated in READ (Supplementary Fig. 2A). Notably, LY6G6D was included in the shared downregulated cluster composed of 16 genes and decreased about 2–3 twofold in mucinous as compared to non-mucinous CRCs. Conversely, a cluster of 70 genes was found upregulated in both COAD and READ (Fig. 1D). In addition, to the well-known upregulation of genes involved in mucin processing and secretion such as MUC2, over representation analysis of the common upregulated genes revealed a prominent activation of inflammatory chemokines such as CXC motif chemokine ligand (CXCL) 8, CXCR1 and CXCR2 receptor and IL-1β inflammosome [27] (Fig. 2A).
The down-regulated gene clusters revealed an alteration of pathways related to secreted proteins, membrane glycoproteins, immunity and cellular communication (LY6G6D), protein digestion and absorption (XPNPEP2) lysine degradation (PIPOX) and vitamin digestion and absorption (SLC19A3) (Supplementary Fig. 2B). The CRCs with mucinous dedifferentiation associated CIMP-H/MSI phenotype especially in COAD higher frequency of oncogenic gene mutations in BRAF and KRAS in about 70% of cases and less alterations in p53 pathway consistently with literature (supplementary Fig. 2C,D, Supplementary Fig. 3A, B). Altogether, these data revealed that LY6G6D belongs to the downregulated gene cluster that characterizes mucinous dedifferentiation.
Proteogenomic profiling reveals DNA methylation changes in Mucinous gene signature.
To further understand the significance of under-regulated genes in mucinous dedifferentiation, we integrate mRNA expression data and protein profiling by immunohistochemistry (IHC) protein expression across pan-cancer and proteome atlas. We found that a number of genes included in the signature (about 50%) were predicted to encode for secreted and immunological proteins (Fig. 2B). Interestingly, a set of genes encoding for proteases (PRSS33), proteases inhibitors (R3HDML), cytoskeleton factors (TNNC2) resulted in strong transcript up-regulation in CRC mirroring the tissue-specificity of LY6G6D (Supplementary Fig. 3C,D). Consistently, IHC data from proteome atlas revealed an intense extracellular positivity of two additional genes (ISM2 and DUSP15) in non-mucinous colorectal cancer tissues confirming a role for these genes in extratumoral microenvironment (Fig. 2C,D). To further characterize these pathways, we asked whether genetic changes could explain the down-regulation of genes in mucinous dedifferentiation. While mucinous CRC did not exhibit relevant genetic changes, classical CRC samples were characterized by a widespread over-expression or genetic co-amplification of R3HDML, TNNC2 and DUSP5 co-localized on chromosome band 20q11-13 (Supplementary Fig. 3B). In the light of these data, we assessed the impact of DNA methylation variations on each gene of the signature. Compared to normal tissue, DNA methylation profile from TCGA data revealed that about 70% of gene cluster undergo hypo-methylation in classical adenocarcinoma. However, a small subgroup of genes discriminated adenocarcinoma from mucinous subtypes and strikingly only DNA methylation differences in LY6G6D were shared between colon and rectal carcinomas (Fig. 3A, B). Notably, the levels of LY6G6D DNA methylation in mucinous cancer were similar or generally higher than in normal mucosa (Fig. 3A, B). To have a more detailed picture of the DNA methylation changes, we screened the DNA methylation profile across the entire LY6G6D gene. We screened three regions: region A) upstream from transcription start site (TSS); region B) overlapping TSS and region C) localized within the encoding region classified as “gene body” (Supplementary Fig. 4A). We found that TSS and gene body segment showed significantly different methylation patterns in CRC versus normal comparison (Supplementary Fig. 4B). Notably, methylation changes at CpG islands particularly those localized at TSS, were strongly and inversely correlated with changes in LY6G6D gene transcript levels (Supplementary Fig. 4C). To further understand if epigenetic changes in LY6G6D play a role in CRC carcinogenesis, we analyzed the DNA methylation profile in an independent dataset comprising normal colonic mucosa, low and high grade adenomas. Focusing the attention on TSS and gene body regions, we found that the DNA methylation significantly decreased from normal mucosa through the transition from low-grade to high-grade adenoma, confirming that hypo-methylation of LY6G6D CpG islands is associated with classical adenoma-carcinoma progression (Fig. 3C). Accordingly, we found that LY6G6D transcript levels were higher in CIMP negative that in CIMP positive CRCs (Supplementary Fig. 4D). A similar picture was also found in a subset of 17 CRC cell lines (Supplementary Fig. 5A). Therefore, defects in the GpG island methylation profile have critical consequences on LY6G6D gene expression marking distinct CRC subtypes.
LY6G6D expression is positively regulated by p38α MAPK (MAPK14) and DNA methylases
To further understand the differential expression of LY6G6D in distinct CRCs subtypes, we studied by immunohistochemistry our in-house CRC tissues comprising 26 mucinous and 164 classical adenocarcinomas (Supplementary Table 1). IHC data revealed that Mucinous CRC was more likely to be MMR defective and less altered in p53 in agreement with literature [26]. Strikingly, more than 50% of mucinous CRC exhibited a negative staining for LY6G6D compared to 12% of classical adenocarcinomas strengthen in silico results (Fig. 3D and Supplementary Table 1). In contrast, we did not find differences in the number of infiltrating cells supporting the evidences that changes in LY6G6D expression represent a cancer cell-autonomous mechanism. We have previously shown that LY6G6D is, at least in part, positively regulated by JAK/STAT5 pathway, but the detailed molecular network participating in the control of its expression remains unknown. An initial regulatory network and protein expression analysis revealed a potential role of p38 MAPK (Fig. 4A). To further explore such a possibility, we analyzed TCGA proteomic and transcriptomic data focusing on STAT5 and p38 MAPKs isoforms. Unexpectedly, we found that p38α MAPK (MAPK14) expression tended to be lower in mucinous than non-mucinous CRC at protein and mRNA level (Fig. 4A, B, Supplementary Fig. 5C). Notably, also mRNA-seq data revealed a close connection between MAPK14 (p38α MAPK) and LY6G6D gene expression (Fig. 4B). Given that previous works have shown that DNA methylases are down-regulated in cells lacking p38α [24], we analyzed LY6G6D protein expression at 24 and 48h in HCT116 cells with permanent p38α knock-down (p38α shRNA) using as a control, cells transfected with the empty vector (Supplementary Fig. 5B). Results showed that LY6G6D levels decreased of about 50% in p38α silenced HCTC116 as compared to control cells (Fig. 4C). Since our previous results showed that STAT5/LY6G6D signaling confers resistance to the MEK inhibitor trametinib, we monitored LY6G6D expression levels after trametinib treatment in p38α silenced HCT116 and control cells. Notably, treatment of HCT116 control cells with trametinib led to an up-regulation of LY6G6D, while LY6G6D remains unchanged in p38α Knock-down cells (Fig. 4D). To further validate the role of p38α, we treated HCT116 cells with SB203580 a well-known p38α inhibitor in the presence or absence of trametinib. Similarly to p38α silencing, treatment with SB203580 led to the down-regulation of LY6G6D protein levels, which suggests that changes in LY6G6D expression are dependent on p38α MAPK (Fig. 5A). Given that p38α MAPK silencing reduces DNA methyltransferase 3A (DNMT3A) activity in HCT116 [24], we investigate transcriptomic data, in which the three DNMTs, 1, 3A, and 3B have been inactivated by combining genetic and shRNA depletion strategies in HCT116 cells [23]. Notably, we found that time-dependent shRNA-mediated knockdown of DNMT1 led to a striking four-fold decreased LY6G6D expression as compared to control cells. A similar reduction of LY6G6D expression was also observed in RKO cells following the depletion of DNMT1 under the same conditions (Fig. 5B). Notably, in HCT116 cells, genetic depletion of DNMT3A or 3B had no effect on LY6G6D transcript levels, but double knockout (carrying a DNMT1 and DNMT3B knockout) again repressed LY6G6D expression (Fig. 5B). These results indicate that p38α MAPK and DNMT1 are responsible for maintenance of DNA methylation that regulate LY6G6D expression.
Negative LY6G6D expression has a prognostic significance in colorectal cancer.
Mucinous colorectal cancer is associated with resistance to chemotherapy-based treatments compared with the non-mucinous variety, but although the primary tumor site may be relevant, the reason for this disparity is unclear [26]. We thus analyzed the prognostic impact of LY6G6D expression related to left-side versus right-sided CRC. An initial analysis of TCGA data revealed that CRC patients with lower LY6G6D expression levels in rectal, but not in colon cancer, had shorter overall survival compared to high expressing groups (Fig. 5C). Notably, combining altogether left-sided and right-sided samples indicated that tumors with down-regulated LY6G6D showed a poorer prognosis compared to up-regulated group (Supplementary Fig. 5D). Consistently, differences in LY6G6D IHC profiling in our database discriminated significantly the prognosis of patients with left-sided, but not right-sided CRC (Fig. 5C, Supplementary Fig. 6A and Supplementary Table 2). In left-sided CRC patients, tumours that exhibited negative or high expression were associated with a shorter survival rate compared compared to those with intermediate expression (Fig. 5C). Finally, to understand if DNA methylation profile in LY6G6D could have a role in the response to chemotherapy-based treatments, we analyze epigenetic changes in a cohort of metastatic CRCs with primary-resistant to FOLFOX or FOLFIRI [22]. Surprisingly, the analysis revealed that hyper-methylation of LY6G6D represented the top highest predictor of resistance to FOLFOX, but not to FOLFIRI therapeutic regimes. Notably, LY6G6D gene hypermethylation strongly correlated with CIMP-high phenotype (Fig. 5D, Supplementary Fig. 6B-D). These data reveal that the CIMP-high and hypermethylation of LY6G6D gene may provide prognostic information identifying subgroups of mCRCs with poor prognosis.