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1.
Proc Natl Acad Sci U S A ; 121(26): e2320835121, 2024 Jun 25.
Article in English | MEDLINE | ID: mdl-38900797

ABSTRACT

Upper aerodigestive squamous cell carcinoma (UASCC) is a common and aggressive malignancy with few effective therapeutic options. Here, we investigate amino acid metabolism in this cancer, surprisingly noting that UASCC exhibits the highest methionine level across all human cancers, driven by its transporter LAT1. We show that LAT1 is also expressed at the highest level in UASCC, transcriptionally activated by UASCC-specific promoter and enhancers, which are directly coregulated by SCC master regulators TP63/KLF5/SREBF1. Unexpectedly, unbiased bioinformatic screen identifies EZH2 as the most significant target downstream of the LAT1-methionine pathway, directly linking methionine metabolism to epigenomic reprogramming. Importantly, this cascade is indispensable for the survival and proliferation of UASCC patient-derived tumor organoids. In addition, LAT1 expression is closely associated with cellular sensitivity to inhibition of the LAT1-methionine-EZH2 axis. Notably, this unique LAT1-methionine-EZH2 cascade can be targeted effectively by either pharmacological approaches or dietary intervention in vivo. In summary, this work maps a unique mechanistic cross talk between epigenomic reprogramming with methionine metabolism, establishes its biological significance in the biology of UASCC, and identifies a unique tumor-specific vulnerability which can be exploited both pharmacologically and dietarily.


Subject(s)
Carcinoma, Squamous Cell , Gene Expression Regulation, Neoplastic , Large Neutral Amino Acid-Transporter 1 , Methionine , Methionine/metabolism , Humans , Large Neutral Amino Acid-Transporter 1/metabolism , Large Neutral Amino Acid-Transporter 1/genetics , Carcinoma, Squamous Cell/genetics , Carcinoma, Squamous Cell/metabolism , Carcinoma, Squamous Cell/pathology , Enhancer of Zeste Homolog 2 Protein/metabolism , Enhancer of Zeste Homolog 2 Protein/genetics , Cell Line, Tumor , Epigenesis, Genetic , Epigenomics/methods , Head and Neck Neoplasms/genetics , Head and Neck Neoplasms/metabolism , Head and Neck Neoplasms/pathology , Mice , Squamous Cell Carcinoma of Head and Neck/genetics , Squamous Cell Carcinoma of Head and Neck/metabolism , Squamous Cell Carcinoma of Head and Neck/pathology , Animals , Cell Proliferation , Kruppel-Like Transcription Factors/metabolism , Kruppel-Like Transcription Factors/genetics , Cellular Reprogramming/genetics
2.
J Proteome Res ; 21(1): 200-208, 2022 01 07.
Article in English | MEDLINE | ID: mdl-34846153

ABSTRACT

Deintensification therapy for human papillomavirus-related oropharyngeal squamous cell carcinoma (HPV(+) OPSCC) is under active investigation. An adaptive treatment approach based on molecular stratification could identify high-risk patients predisposed to recurrence and better select for appropriate treatment regimens. Collectively, 40 HPV(+) OPSCC FFPE samples (20 disease-free, 20 recurrent) were surveyed using mass spectrometry-based proteomic analysis via data-independent acquisition to obtain fold change and false discovery differences. Ten-year overall survival was 100.0 and 27.7% for HPV(+) disease-free and recurrent cohorts, respectively. Of 1414 quantified proteins, 77 demonstrated significant differential expression. Top enriched functional pathways included those involved in programmed cell death (73 proteins, p = 7.43 × 10-30), apoptosis (73 proteins, p = 5.56 × 10-9), ß-catenin independent WNT signaling (47 proteins, p = 1.45 × 10-15), and Rho GTPase signaling (69 proteins, p = 1.09 × 10-5). PFN1 (p = 1.0 × 10-3), RAD23B (p = 2.9 × 10-4), LDHB (p = 1.0 × 10-3), and HINT1 (p = 3.8 × 10-3) pathways were significantly downregulated in the recurrent cohort. On functional validation via immunohistochemistry (IHC) staining, 46.9% (PFN1), 71.9% (RAD23B), 59.4% (LDHB), and 84.4% (HINT1) of cases were corroborated with mass spectrometry findings. Development of a multilateral molecular signature incorporating these targets may characterize high-risk disease, predict treatment response, and augment current management paradigms in head and neck cancer.


Subject(s)
Head and Neck Neoplasms , Oropharyngeal Neoplasms , Papillomavirus Infections , DNA Repair Enzymes , DNA-Binding Proteins , Humans , Nerve Tissue Proteins , Oropharyngeal Neoplasms/pathology , Papillomaviridae/genetics , Papillomavirus Infections/genetics , Papillomavirus Infections/metabolism , Papillomavirus Infections/pathology , Profilins , Prognosis , Proteomics , Squamous Cell Carcinoma of Head and Neck
3.
Nucleic Acids Res ; 48(20): 11434-11451, 2020 11 18.
Article in English | MEDLINE | ID: mdl-33080033

ABSTRACT

Core regulatory circuitry (CRC)-dependent transcriptional network is critical for developmental tumors in children and adolescents carrying few gene mutations. However, whether and how CRC contributes to transcription regulation in Ewing sarcoma is unknown. Here, we identify and functionally validate a CRC 'trio' constituted by three transcription factors (TFs): KLF15, TCF4 and NKX2-2, in Ewing sarcoma cells. Epigenomic analyses demonstrate that EWS-FLI1, the primary fusion driver for this cancer, directly establishes super-enhancers of each of these three TFs to activate their transcription. In turn, KLF15, TCF4 and NKX2-2 co-bind to their own and each other's super-enhancers and promoters, forming an inter-connected auto-regulatory loop. Functionally, CRC factors contribute significantly to cell proliferation of Ewing sarcoma both in vitro and in vivo. Mechanistically, CRC factors exhibit prominent capacity of co-regulating the epigenome in cooperation with EWS-FLI1, occupying 77.2% of promoters and 55.6% of enhancers genome-wide. Downstream, CRC TFs coordinately regulate gene expression networks in Ewing sarcoma, controlling important signaling pathways for cancer, such as lipid metabolism pathway, PI3K/AKT and MAPK signaling pathways. Together, molecular characterization of the oncogenic CRC model advances our understanding of the biology of Ewing sarcoma. Moreover, CRC-downstream genes and signaling pathways may contain potential therapeutic targets for this malignancy.


Subject(s)
Gene Expression Regulation, Neoplastic , Gene Regulatory Networks , Oncogene Proteins, Fusion/metabolism , Proto-Oncogene Protein c-fli-1/metabolism , RNA-Binding Protein EWS/metabolism , Sarcoma, Ewing/genetics , Animals , Cell Line, Tumor , Cell Proliferation , Homeobox Protein Nkx-2.2 , Homeodomain Proteins/genetics , Homeodomain Proteins/metabolism , Humans , Kruppel-Like Transcription Factors/genetics , Kruppel-Like Transcription Factors/metabolism , Lipid Metabolism/genetics , Mice, Nude , Nuclear Proteins , Oncogene Proteins, Fusion/physiology , Proto-Oncogene Protein c-fli-1/physiology , RNA-Binding Protein EWS/physiology , Sarcoma, Ewing/metabolism , Sarcoma, Ewing/pathology , Signal Transduction , Transcription Factor 4/genetics , Transcription Factor 4/metabolism , Transcription Factors , Zebrafish Proteins/genetics , Zebrafish Proteins/metabolism
4.
Nucleic Acids Res ; 48(D1): D307-D313, 2020 01 08.
Article in English | MEDLINE | ID: mdl-31598693

ABSTRACT

RNA binding proteins (RBPs) are a large protein family that plays important roles at almost all levels of gene regulation through interacting with RNAs, and contributes to numerous biological processes. However, the complete list of eukaryotic RBPs including human is still unavailable. Here, we systematically identified RBPs in 162 eukaryotic species based on both computational analysis of RNA binding domains (RBDs) and large-scale RNA binding proteomic data, and established a comprehensive eukaryotic RBP database, EuRBPDB (http://EuRBPDB.syshospital.org). We identified a total of 311 571 RBPs with RBDs (corresponding to 6368 ortholog groups) and 3,651 non-canonical RBPs without known RBDs. EuRBPDB provides detailed annotations for each RBP, including basic information and functional annotation. Moreover, we systematically investigated RBPs in the context of cancer biology based on published literatures, PPI-network and large-scale omics data. To facilitate the exploration of the clinical relevance of RBPs, we additionally designed a cancer web interface to systematically and interactively display the biological features of RBPs in various types of cancers. EuRBPDB has a user-friendly web interface with browse and search functions, as well as data downloading function. We expect that EuRBPDB will be a widely-used resource and platform for both the communities of RNA biology and cancer biology.


Subject(s)
Neoplasms , RNA-Binding Proteins/chemistry , RNA-Binding Proteins/metabolism , Databases, Protein , Eukaryota , Humans , Internet , Mutation , Neoplasms/chemistry , RNA-Binding Motifs , RNA-Binding Proteins/genetics
5.
Cancer ; 127(10): 1590-1597, 2021 05 15.
Article in English | MEDLINE | ID: mdl-33595897

ABSTRACT

BACKGROUND: Modern disease staging systems have restructured human papillomavirus (HPV)-negative (HPV-) and HPV-positive (HPV+) oropharyngeal carcinoma (OPC) into distinct pathologic nodal systems. Given that quantitative lymph node (LN) burden is the dominant prognostic factor in most head and neck cancers, we investigated whether HPV- and HPV+ OPC warrant divergent pathologic nodal classification. METHODS: Multivariable Cox regression models of OPC surgical patients identified via U.S. cancer registry data were constructed to determine associations between survival and nodal characteristics. Nonlinear associations between metastatic LN number and survival were modeled with restricted cubic splines. Recursive partitioning analysis (RPA) was used to derive unbiased nodal schema. RESULTS: Mortality risk escalated continuously with each successive positive LN in both OPC subtypes, with analogous slope. Survival hazard increased by 18.5% (hazard ratio [HR], 1.19 [95% CI, 1.16-1.21]; P < .001) and 19.1% (HR, 1.19 [95% CI, 1.17-1.21]; P < .001), with each added positive LN for HPV- and HPV+ OPC, respectively, up to identical change points of 5 positive LNs. Extranodal extension (ENE) was an independent predictor of HPV- OPC (HR, 1.55 [95% CI, 1.20-1.99]; P < .001) and HPV+ OPC (HR 1.73 [95% CI, 1.36-2.20]; P < .001) mortality. In RPA for both diseases, metastatic LN was the principal nodal covariate driving survival, with ENE as a secondary determinant. Given the similarities across analyses, we propose a concise, unifying HPV-/HPV+ OPC pathologic nodal classification schema: N1, 1-5 LN+/ENE-; N2, 1-5 LN+/ENE+; N3, >5 LN+. CONCLUSION: HPV- and HPV+ OPC exhibit parallel relationships between nodal characteristics and relative mortality. In both diseases, metastatic LN number represents the principal nodal covariate governing survival, with ENE being an influential secondary element. A consolidated OPC pathologic nodal staging system that is based on these covariates may best convey prognosis. LAY SUMMARY: The current nodal staging system for oropharyngeal carcinoma (OPC) has divided human papillomavirus (HPV)-negative (HPV-) and HPV-positive (HPV+) OPC into distinct systems that rely upon criteria that establish them as separate entities, a complexity that may undermine the core objective of staging schema to clearly communicate prognosis. Our large-scale analysis revealed that HPV- and HPV+ pathologic nodal staging systems in fact mirror each other. Multiple analyses produced conspicuously similar nodal staging systems, with metastatic lymph node number and extranodal extension delineating the highest risk groups that shape prognosis. We propose unifying HPV- and HPV+ nodal systems to best streamline prognostication and maximize staging accuracy.


Subject(s)
Carcinoma , Oropharyngeal Neoplasms , Papillomavirus Infections , Carcinoma/pathology , Carcinoma/virology , Humans , Neoplasm Staging , Oropharyngeal Neoplasms/pathology , Oropharyngeal Neoplasms/virology , Papillomavirus Infections/epidemiology , Prognosis
6.
Gastroenterology ; 159(4): 1311-1327.e19, 2020 10.
Article in English | MEDLINE | ID: mdl-32619460

ABSTRACT

BACKGROUND & AIMS: We investigated the transcriptome of esophageal squamous cell carcinoma (ESCC) cells, activity of gene regulatory (enhancer and promoter regions), and the effects of blocking epigenetic regulatory proteins. METHODS: We performed chromatin immunoprecipitation sequencing with antibodies against H3K4me1, H3K4me3, and H3K27ac and an assay for transposase-accessible chromatin to map the enhancer regions and accessible chromatin in 8 ESCC cell lines. We used the CRC_Mapper algorithm to identify core regulatory circuitry transcription factors in ESCC cell lines, and determined genome occupancy profiles for 3 of these factors. In ESCC cell lines, expression of transcription factors was knocked down with small hairpin RNAs, promoter and enhancer regions were disrupted by CRISPR/Cas9 genome editing, or bromodomains and extraterminal (BET) family proteins and histone deacetylases (HDACs) were inhibited with ARV-771 and romidepsin, respectively. ESCC cell lines were then analyzed by whole-transcriptome sequencing, immunoprecipitation, immunoblots, immunohistochemistry, and viability assays. Interactions between distal enhancers and promoters were identified and verified with circular chromosome conformation capture sequencing. NOD-SCID mice were given injections of modified ESCC cells, some mice where given injections of HDAC or BET inhibitors, and growth of xenograft tumors was measured. RESULTS: We identified super-enhancer-regulated circuits and transcription factors TP63, SOX2, and KLF5 as core regulatory factors in ESCC cells. Super-enhancer regulation of ALDH3A1 mediated by core regulatory factors was required for ESCC viability. We observed direct interactions between the promoter region of TP63 and functional enhancers, mediated by the core regulatory circuitry transcription factors. Deletion of enhancer regions from ESCC cells decreased expression of the core regulatory circuitry transcription factors and reduced cell viability; these same results were observed with knockdown of each core regulatory circuitry transcription factor. Incubation of ESCC cells with BET and HDAC disrupted the core regulatory circuitry program and the epigenetic modifications observed in these cells; mice given injections of HDAC or BET inhibitors developed smaller xenograft tumors from the ESCC cell lines. Xenograft tumors grew more slowly in mice given the combination of ARV-771 and romidepsin than mice given either agent alone. CONCLUSIONS: In epigenetic and transcriptional analyses of ESCC cell lines, we found the transcription factors TP63, SOX2, and KLF5 to be part of a core regulatory network that determines chromatin accessibility, epigenetic modifications, and gene expression patterns in these cells. A combination of epigenetic inhibitors slowed growth of xenograft tumors derived from ESCC cells in mice.


Subject(s)
Epigenesis, Genetic , Esophageal Neoplasms/genetics , Esophageal Squamous Cell Carcinoma/genetics , Gene Expression Regulation, Neoplastic , Kruppel-Like Transcription Factors/genetics , SOXB1 Transcription Factors/genetics , Transcription Factors/genetics , Transcription, Genetic , Tumor Suppressor Proteins/genetics , Animals , Antineoplastic Agents/pharmacology , Cell Line, Tumor , Cell Proliferation , Chromatin Assembly and Disassembly , Epigenesis, Genetic/drug effects , Esophageal Neoplasms/drug therapy , Esophageal Neoplasms/metabolism , Esophageal Neoplasms/pathology , Esophageal Squamous Cell Carcinoma/drug therapy , Esophageal Squamous Cell Carcinoma/metabolism , Esophageal Squamous Cell Carcinoma/pathology , Gene Expression Regulation, Neoplastic/drug effects , Histone Deacetylase Inhibitors/pharmacology , Humans , Kruppel-Like Transcription Factors/metabolism , Mice, Inbred NOD , Mice, SCID , Proteins/antagonists & inhibitors , Proteins/metabolism , SOXB1 Transcription Factors/metabolism , Transcription Factors/metabolism , Transcription, Genetic/drug effects , Transcriptome , Tumor Burden , Tumor Suppressor Proteins/metabolism , Xenograft Model Antitumor Assays
7.
Genome Res ; 28(11): 1747-1756, 2018 11.
Article in English | MEDLINE | ID: mdl-30341162

ABSTRACT

Numerous large-scale genomic studies of matched tumor-normal samples have established the somatic landscapes of most cancer types. However, the downstream analysis of data from somatic mutations entails a number of computational and statistical approaches, requiring usage of independent software and numerous tools. Here, we describe an R Bioconductor package, Maftools, which offers a multitude of analysis and visualization modules that are commonly used in cancer genomic studies, including driver gene identification, pathway, signature, enrichment, and association analyses. Maftools only requires somatic variants in Mutation Annotation Format (MAF) and is independent of larger alignment files. With the implementation of well-established statistical and computational methods, Maftools facilitates data-driven research and comparative analysis to discover novel results from publicly available data sets. In the present study, using three of the well-annotated cohorts from The Cancer Genome Atlas (TCGA), we describe the application of Maftools to reproduce known results. More importantly, we show that Maftools can also be used to uncover novel findings through integrative analysis.


Subject(s)
Clonal Evolution , Neoplasms/genetics , Sequence Analysis, DNA/methods , Software , Humans , Mutation Rate
8.
Bioinformatics ; 36(5): 1649-1651, 2020 03 01.
Article in English | MEDLINE | ID: mdl-31603498

ABSTRACT

SUMMARY: Cancer hallmarks rely on its specific transcriptional programs, which are dysregulated by multiple mechanisms, including genomic aberrations in the DNA regulatory regions. Genome-wide association studies have shown many variants are found within putative enhancer elements. To provide insights into the regulatory role of enhancer-associated non-coding variants in cancer epigenome, and to facilitate the identification of functional non-coding mutations, we present dbInDel, a database where we have comprehensively analyzed enhancer-associated insertion and deletion variants for both human and murine samples using ChIP-Seq data. Moreover, we provide the identification and visualization of upstream TF binding motifs in InDel-containing enhancers. Downstream target genes are also predicted and analyzed in the context of cancer biology. The dbInDel database promotes the investigation of functional contributions of non-coding variants in cancer epigenome. AVAILABILITY AND IMPLEMENTATION: The database, dbInDel, can be accessed from http://enhancer-indel.cam-su.org/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Enhancer Elements, Genetic , Genome-Wide Association Study , Animals , Chromatin Immunoprecipitation Sequencing , Genomics , Humans , Mice , Protein Binding
9.
Ann Surg Oncol ; 28(3): 1731-1739, 2021 Mar.
Article in English | MEDLINE | ID: mdl-32808161

ABSTRACT

BACKGROUND: While numerous factors affect prognosis in papillary thyroid carcinoma (PTC), the comparative impact of histologic grade has not been well described. Moreover, indications for external beam radiation therapy (EBRT) remain imprecise. We evaluate clinicopathologic characteristics and outcomes for PTC stratified by grade. METHODS: We profiled histologic grade for PTC (well differentiated, moderately differentiated, poorly differentiated) via hospital (National Cancer Database) and population-based (Surveillance, Epidemiology, and End Results) registries. Cox regression was used to adjust for clinicopathologic covariates. Statistical interactions between subtypes and the effect of EBRT on survival were assessed. RESULTS: Collectively, worsening clinicopathologic factors (age, tumor size, extrathyroidal extension, nodal spread, M1 disease) and outcomes (disease-free survival, overall survival) correlated with less differentiated state, across all histologic grades (p < 0.001). Multivariable analysis showed escalating hazard with loss of differentiation relative to well-differentiated PTC (moderately differentiated hazard ratio [HR] 1.21, 95% confidence interval [CI] 1.04-1.41, p = 0.02; poorly differentiated HR 2.62, 95% CI 2.23-3.08, p < 0.001). Correspondingly, greater survival benefit was associated with EBRT for poorly differentiated cases (HR 0.36, 95% CI 0.18-0.72, p = 0.004). This finding was upheld after landmark analysis to address potential immortal time bias (HR 0.37, 95% CI 0.17-0.80, p = 0.01). CONCLUSIONS: Worsening histologic grade in PTC is independently associated with parallel escalation in mortality risk, on a scale approximating or surpassing established thyroid cancer risk factors. On preliminary analysis, EBRT was associated with improved survival in the most aggressive or least differentiated subvariants. Further investigation is warranted to examine the efficacy of EBRT for select poorly differentiated thyroid carcinomas.


Subject(s)
Thyroid Cancer, Papillary , Thyroid Neoplasms , Disease-Free Survival , Humans , Prognosis
10.
Nucleic Acids Res ; 47(W1): W248-W255, 2019 07 02.
Article in English | MEDLINE | ID: mdl-31028388

ABSTRACT

Super-enhancers (SEs) have prominent roles in biological and pathological processes through their unique transcriptional regulatory capability. To date, several SE databases have been developed by us and others. However, these existing databases do not provide downstream or upstream regulatory analyses of SEs. Pathways, transcription factors (TFs), SEs, and SE-associated genes form complex regulatory networks. Therefore, we designed a novel web server, SEanalysis, which provides comprehensive SE-associated regulatory network analyses. SEanalysis characterizes SE-associated genes, TFs binding to target SEs, and their upstream pathways. The current version of SEanalysis contains more than 330 000 SEs from more than 540 types of cells/tissues, 5042 TF ChIP-seq data generated from these cells/tissues, DNA-binding sequence motifs for ∼700 human TFs and 2880 pathways from 10 databases. SEanalysis supports searching by either SEs, samples, TFs, pathways or genes. The complex regulatory networks formed by these factors can be interactively visualized. In addition, we developed a customizable genome browser containing >6000 customizable tracks for visualization. The server is freely available at http://licpathway.net/SEanalysis.


Subject(s)
Databases, Genetic , Enhancer Elements, Genetic/genetics , Gene Expression Regulation/genetics , Gene Regulatory Networks/genetics , Software , Binding Sites/genetics , Humans , Internet , Transcription Factors/genetics
11.
Nucleic Acids Res ; 47(3): 1255-1267, 2019 02 20.
Article in English | MEDLINE | ID: mdl-30496486

ABSTRACT

As the second most common malignant bone tumor in children and adolescents, Ewing sarcoma is initiated and exacerbated by a chimeric oncoprotein, most commonly, EWS-FLI1. In this study, we apply epigenomic analysis to characterize the transcription dysregulation in this cancer, focusing on the investigation of super-enhancer and its associated transcriptional regulatory mechanisms. We demonstrate that super-enhancer-associated transcripts are significantly enriched in EWS-FLI1 target genes, contribute to the aberrant transcriptional network of the disease, and mediate the exceptional sensitivity of Ewing sarcoma to transcriptional inhibition. Through integrative analysis, we identify MEIS1 as a super-enhancer-driven oncogene, which co-operates with EWS-FLI1 in transcriptional regulation, and plays a key pro-survival role in Ewing sarcoma. Moreover, APCDD1, another super-enhancer-associated gene, acting as a downstream target of both MEIS1 and EWS-FLI1, is also characterized as a novel tumor-promoting factor in this malignancy. These data delineate super-enhancer-mediated transcriptional deregulation in Ewing sarcoma, and uncover numerous candidate oncogenes which can be exploited for further understanding of the molecular pathogenesis for this disease.


Subject(s)
Intracellular Signaling Peptides and Proteins/genetics , Membrane Proteins/genetics , Myeloid Ecotropic Viral Integration Site 1 Protein/genetics , Sarcoma, Ewing/genetics , Transcription, Genetic , Apoptosis/genetics , Cell Line, Tumor , Cell Proliferation/genetics , Enhancer Elements, Genetic , Gene Expression Regulation, Neoplastic , Humans , Nucleotide Motifs/genetics , Oncogene Proteins, Fusion/genetics , Proto-Oncogene Protein c-fli-1/genetics , RNA-Binding Protein EWS/genetics , Sarcoma, Ewing/pathology , Signal Transduction/genetics
12.
Gut ; 69(4): 630-640, 2020 04.
Article in English | MEDLINE | ID: mdl-31409603

ABSTRACT

OBJECTIVE: While oesophageal squamous cell carcinoma remains infrequent in Western populations, the incidence of oesophageal adenocarcinoma (EAC) has increased sixfold to eightfold over the past four decades. We aimed to characterise oesophageal cancer-specific and subtypes-specific gene regulation patterns and their upstream transcription factors (TFs). DESIGN: To identify regulatory elements, we profiled fresh-frozen oesophageal normal samples, tumours and cell lines with chromatin immunoprecipitation sequencing (ChIP-Seq). Mathematical modelling was performed to establish (super)-enhancers landscapes and interconnected transcriptional circuitry formed by master TFs. Coregulation and cooperation between master TFs were investigated by ChIP-Seq, circularised chromosome conformation capture sequencing and luciferase assay. Biological functions of candidate factors were evaluated both in vitro and in vivo. RESULTS: We found widespread and pervasive alterations of the (super)-enhancer reservoir in both subtypes of oesophageal cancer, leading to transcriptional activation of a myriad of novel oncogenes and signalling pathways, some of which may be exploited pharmacologically (eg, leukemia inhibitory factor (LIF) pathway). Focusing on EAC, we bioinformatically reconstructed and functionally validated an interconnected circuitry formed by four master TFs-ELF3, KLF5, GATA6 and EHF-which promoted each other's expression by interacting with each super-enhancer. Downstream, these master TFs occupied almost all EAC super-enhancers and cooperatively orchestrated EAC transcriptome. Each TF within the transcriptional circuitry was highly and specifically expressed in EAC and functionally promoted EAC cell proliferation and survival. CONCLUSIONS: By establishing cancer-specific and subtype-specific features of the EAC epigenome, our findings promise to transform understanding of the transcriptional dysregulation and addiction of EAC, while providing molecular clues to develop novel therapeutic modalities against this malignancy.


Subject(s)
Adenocarcinoma/genetics , Esophageal Neoplasms/genetics , Esophageal Squamous Cell Carcinoma/genetics , Gene Regulatory Networks/physiology , Transcription Factors/genetics , Adenocarcinoma/pathology , Case-Control Studies , Cell Line, Tumor , Cell Proliferation , DNA-Binding Proteins/genetics , Esophageal Neoplasms/pathology , Esophageal Squamous Cell Carcinoma/pathology , GATA6 Transcription Factor/genetics , Humans , Kruppel-Like Transcription Factors/genetics , Proto-Oncogene Proteins c-ets/genetics
13.
Bioinformatics ; 35(11): 1974-1977, 2019 06 01.
Article in English | MEDLINE | ID: mdl-30364927

ABSTRACT

MOTIVATION: DNA methylation has been used to identify functional changes at transcriptional enhancers and other cis-regulatory modules (CRMs) in tumors and other disease tissues. Our R/Bioconductor package ELMER (Enhancer Linking by Methylation/Expression Relationships) provides a systematic approach that reconstructs altered gene regulatory networks (GRNs) by combining enhancer methylation and gene expression data derived from the same sample set. RESULTS: We present a completely revised version 2 of ELMER that provides numerous new features including an optional web-based interface and a new Supervised Analysis mode to use pre-defined sample groupings. We show that Supervised mode significantly increases statistical power and identifies additional GRNs and associated Master Regulators, such as SOX11 and KLF5 in Basal-like breast cancer. AVAILABILITY AND IMPLEMENTATION: ELMER v.2 is available as an R/Bioconductor package at http://bioconductor.org/packages/ELMER/. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Gene Regulatory Networks , Transcriptome , DNA Methylation , Software
14.
EMBO Rep ; 19(1): 73-88, 2018 01.
Article in English | MEDLINE | ID: mdl-29217659

ABSTRACT

p63, more specifically its ΔNp63α isoform, plays essential roles in squamous cell carcinomas (SCCs), yet the mechanisms controlling its nuclear transport remain unknown. Nucleoporins (NUPs) are a family of proteins building nuclear pore complexes (NPC) and mediating nuclear transport across the nuclear envelope. Recent evidence suggests a cell type-specific function for certain NUPs; however, the significance of NUPs in SCC biology remains unknown. In this study, we show that nucleoporin 62 (NUP62) is highly expressed in stratified squamous epithelia and is further elevated in SCCs. Depletion of NUP62 inhibits proliferation and augments differentiation of SCC cells. The impaired ability to maintain the undifferentiated status is associated with defects in ΔNp63α nuclear transport. We further find that differentiation-inducible Rho kinase reduces the interaction between NUP62 and ΔNp63α by phosphorylation of phenylalanine-glycine regions of NUP62, attenuating ΔNp63α nuclear import. Our results characterize NUP62 as a gatekeeper for ΔNp63α and uncover its role in the control of cell fate through regulation of ΔNp63α nuclear transport in SCC.


Subject(s)
Carcinoma, Squamous Cell/genetics , Gene Expression Regulation, Neoplastic , Head and Neck Neoplasms/genetics , Membrane Glycoproteins/genetics , Membrane Proteins/genetics , Nuclear Pore Complex Proteins/genetics , Skin Neoplasms/genetics , Uterine Cervical Neoplasms/genetics , rho-Associated Kinases/genetics , Active Transport, Cell Nucleus/genetics , Amino Acid Sequence , Atlases as Topic , Carcinoma, Squamous Cell/metabolism , Carcinoma, Squamous Cell/pathology , Cell Differentiation , Cell Line, Tumor , Cell Nucleus/metabolism , Cell Proliferation , Computational Biology , Cytosol/metabolism , Female , HEK293 Cells , Head and Neck Neoplasms/metabolism , Head and Neck Neoplasms/pathology , Humans , Membrane Glycoproteins/metabolism , Membrane Proteins/metabolism , Nuclear Pore Complex Proteins/metabolism , Phosphorylation , Rho Guanine Nucleotide Exchange Factors/genetics , Rho Guanine Nucleotide Exchange Factors/metabolism , Signal Transduction , Skin Neoplasms/metabolism , Skin Neoplasms/pathology , Uterine Cervical Neoplasms/metabolism , Uterine Cervical Neoplasms/pathology , rho-Associated Kinases/metabolism
15.
Proc Natl Acad Sci U S A ; 114(47): 12548-12553, 2017 11 21.
Article in English | MEDLINE | ID: mdl-29109286

ABSTRACT

The circadian system regulates numerous physiological processes including immune responses. Here, we show that mice deficient of the circadian clock genes Cry1 and Cry2 [Cry double knockout (DKO)] develop an autoimmune phenotype including high serum IgG concentrations, serum antinuclear antibodies, and precipitation of IgG, IgM, and complement 3 in glomeruli and massive infiltration of leukocytes into the lungs and kidneys. Flow cytometry of lymphoid organs revealed decreased pre-B cell numbers and a higher percentage of mature recirculating B cells in the bone marrow, as well as increased numbers of B2 B cells in the peritoneal cavity of Cry DKO mice. The B cell receptor (BCR) proximal signaling pathway plays a critical role in autoimmunity regulation. Activation of Cry DKO splenic B cells elicited markedly enhanced tyrosine phosphorylation of cellular proteins compared with cells from control mice, suggesting that overactivation of the BCR-signaling pathway may contribute to the autoimmunity phenotype in the Cry DKO mice. In addition, the expression of C1q, the deficiency of which contributes to the pathogenesis of systemic lupus erythematosus, was significantly down-regulated in Cry DKO B cells. Our results suggest that B cell development, the BCR-signaling pathway, and C1q expression are regulated by circadian clock CRY proteins and that their dysregulation through loss of CRY contributes to autoimmunity.


Subject(s)
Autoimmune Diseases/immunology , Autoimmunity/genetics , B-Lymphocytes/immunology , Circadian Clocks/immunology , Cryptochromes/immunology , Animals , Antibodies, Antinuclear/biosynthesis , Autoimmune Diseases/genetics , Autoimmune Diseases/metabolism , Autoimmune Diseases/pathology , B-Lymphocytes/metabolism , B-Lymphocytes/pathology , Circadian Clocks/genetics , Complement C1q/genetics , Cryptochromes/deficiency , Cryptochromes/genetics , Gene Expression Profiling , Gene Expression Regulation/immunology , Kidney/immunology , Kidney/pathology , Lung/immunology , Lung/pathology , Lymphocyte Activation , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Receptors, Antigen, B-Cell/genetics , Receptors, Antigen, B-Cell/immunology , Signal Transduction , Spleen/immunology , Spleen/metabolism , Spleen/pathology
16.
Proc Natl Acad Sci U S A ; 114(15): 3981-3986, 2017 04 11.
Article in English | MEDLINE | ID: mdl-28356518

ABSTRACT

ZBTB transcription factors orchestrate gene transcription during tissue development. However, their roles in glioblastoma (GBM) remain unexplored. Here, through a functional screening of ZBTB genes, we identify that BCL6 is required for GBM cell viability and that BCL6 overexpression is associated with worse prognosis. In a somatic transgenic mouse model, depletion of Bcl6 inhibits the progression of KrasG12V-driven high-grade glioma. Transcriptome analysis demonstrates the involvement of BCL6 in tumor protein p53 (TP53), erythroblastic leukemia viral oncogene homolog (ErbB), and MAPK signaling pathways. Indeed, BCL6 represses the expression of wild-type p53 and its target genes in GBM cells. Knockdown of BCL6 augments the activation of TP53 pathway in response to radiation. Importantly, we discover that receptor tyrosine kinase AXL is a transcriptional target of BCL6 in GBM and mediates partially the regulatory effects of BCL6 on both MEK-ERK (mitogen-activated protein/extracellular signal-regulated kinase kinase-extracellular signal-regulated kinase) and S6K-RPS6 (ribosomal protein S6 kinase-ribosomal protein S6) axes. Similar to BCL6 silencing, depletion of AXL profoundly attenuates GBM proliferation both in vitro and in vivo. Moreover, targeted inhibition of BCL6/nuclear receptor corepressor 1 (NCoR) complex by peptidomimetic inhibitor not only significantly decreases AXL expression and the activity of MEK-ERK and S6K-RPS6 cascades but also displays a potent antiproliferative effect against GBM cells. Together, these findings uncover a glioma-promoting role of BCL6 and provide the rationale of targeting BCL6 as a potential therapeutic approach.


Subject(s)
Glioblastoma/drug therapy , Glioblastoma/pathology , Proto-Oncogene Proteins c-bcl-6/metabolism , Animals , Brain Neoplasms/genetics , Brain Neoplasms/metabolism , Brain Neoplasms/pathology , Cell Line, Tumor , Gefitinib , Gene Expression Regulation, Neoplastic , Glioblastoma/genetics , Glioblastoma/metabolism , Glioma/genetics , Glioma/metabolism , Glioma/pathology , Humans , MAP Kinase Kinase Kinases/metabolism , Mice, Mutant Strains , Molecular Targeted Therapy , Proto-Oncogene Proteins/metabolism , Proto-Oncogene Proteins c-bcl-6/antagonists & inhibitors , Proto-Oncogene Proteins c-bcl-6/genetics , Quinazolines/pharmacology , Receptor Protein-Tyrosine Kinases/metabolism , Signal Transduction , Tumor Suppressor Protein p53/metabolism , Xenograft Model Antitumor Assays , Axl Receptor Tyrosine Kinase
17.
Gastroenterology ; 154(2): 374-389, 2018 01.
Article in English | MEDLINE | ID: mdl-28757263

ABSTRACT

Esophageal squamous cell carcinoma (ESCC) is a common malignancy without effective therapy. The exomes of more than 600 ESCCs have been sequenced in the past 4 years, and numerous key aberrations have been identified. Recently, researchers reported both inter- and intratumor heterogeneity. Although these are interesting observations, their clinical implications are unclear due to the limited number of samples profiled. Epigenomic alterations, such as changes in DNA methylation, histone acetylation, and RNA editing, also have been observed in ESCCs. However, it is not clear what proportion of ESCC cells carry these epigenomic aberrations or how they contribute to tumor development. We review the genomic and epigenomic characteristics of ESCCs, with a focus on emerging themes. We discuss their clinical implications and future research directions.


Subject(s)
Carcinoma, Squamous Cell/genetics , Epigenomics , Esophageal Neoplasms/genetics , Exome/genetics , Genetic Heterogeneity , Histones/genetics , Oncogenes/genetics , Acetylation , DNA Copy Number Variations , DNA Methylation , Esophageal Squamous Cell Carcinoma , Humans , Mutation , RNA/genetics , RNA Editing
18.
Gastroenterology ; 154(8): 2137-2151.e1, 2018 06.
Article in English | MEDLINE | ID: mdl-29454790

ABSTRACT

BACKGROUND & AIMS: Long non-coding RNAs (lncRNAs) are expressed in tissue-specific pattern, but it is not clear how these are regulated. We aimed to identify squamous cell carcinoma (SCC)-specific lncRNAs and investigate mechanisms that control their expression and function. METHODS: We studied expression patterns and functions of 4 SCC-specific lncRNAs. We obtained 113 esophageal SCC (ESCC) and matched non-tumor esophageal tissues from a hospital in Shantou City, China, and performed quantitative reverse transcription polymerase chain reaction assays to measure expression levels of LINC01503. We collected clinical data from patients and compared expression levels with survival times. LINC01503 was knocked down using small interfering RNAs and oligonucleotides in TE7, TE5, and KYSE510 cell lines and overexpressed in KYSE30 cells. Cells were analyzed by chromatin immunoprecipitation sequencing, luciferase reporter assays, colony formation, migration and invasion, and mass spectrometry analyses. Cells were injected into nude mice and growth of xenograft tumors was measured. LINC01503 interaction with proteins was studied using fluorescence in situ hybridization, RNA pulldown, and RNA immunoprecipitation analyses. RESULTS: We identified a lncRNA, LINC01503, which is regulated by a super enhancer and is expressed at significantly higher levels in esophageal and head and neck SCCs than in non-tumor tissues. High levels in SCCs correlated with shorter survival times of patients. The transcription factor TP63 bound to the super enhancer at the LINC01503 locus and activated its transcription. Expression of LINC01503 in ESCC cell lines increased their proliferation, colony formation, migration, and invasion. Knockdown of LINC01503 in SCC cells reduced their proliferation, colony formation, migration, and invasion, and the growth of xenograft tumors in nude mice. Expression of LINC01503 in ESCC cell lines reduced ERK2 dephosphorylation by DUSP6, leading to activation of ERK signaling via MAPK. LINC01503 disrupted the interaction between EBP1 and the p85 subunit of PI3K, increasing AKT signaling. CONCLUSIONS: We identified an lncRNA, LINC01503, which is increased in SCC cells compared with non-tumor cells. Increased expression of LINC01503 promotes ESCC cell proliferation, migration, invasion, and growth of xenograft tumors. It might be developed as a biomarker of aggressive SCCs in patients.


Subject(s)
Carcinogenesis/genetics , Carcinoma, Squamous Cell/genetics , Esophageal Neoplasms/genetics , Gene Expression Regulation, Neoplastic , RNA, Long Noncoding/genetics , Transcription Factors/genetics , Tumor Suppressor Proteins/genetics , Animals , Biomarkers, Tumor/genetics , Biomarkers, Tumor/metabolism , Carcinoma, Squamous Cell/mortality , Carcinoma, Squamous Cell/pathology , Cell Line, Tumor , China , Enhancer Elements, Genetic/genetics , Esophageal Neoplasms/mortality , Esophageal Neoplasms/pathology , Esophageal Squamous Cell Carcinoma , Female , Gene Expression Profiling , Gene Knockdown Techniques , Humans , Male , Mice , Mice, Nude , Middle Aged , RNA Interference , RNA, Long Noncoding/metabolism , RNA, Small Interfering/metabolism , Reverse Transcriptase Polymerase Chain Reaction , Signal Transduction/genetics , Transcription Factors/metabolism , Tumor Suppressor Proteins/metabolism , Xenograft Model Antitumor Assays
19.
J Pathol ; 246(1): 89-102, 2018 09.
Article in English | MEDLINE | ID: mdl-29926931

ABSTRACT

Characterising the activated oncogenic signalling that leads to advanced breast cancer is of clinical importance. Here, we showed that SET domain, bifurcated 1 (SETDB1), a histone H3 lysine 9 methyltransferase, is aberrantly expressed and behaves as an oncogenic driver in breast cancer. SETDB1 enhances c-MYC and cyclin D1 expression by promoting the internal ribosome entry site (IRES)-mediated translation of MYC/CCND1 mRNA, resulting in prominent signalling of c-MYC to promote cell cycle progression, and provides a growth/self-renewal advantage to breast cancer cells. The activated c-MYC-BMI1 axis is essential for SETDB1-mediated breast tumourigenesis, because silencing of either c-MYC or BMI1 profoundly impairs the enhanced growth/colony formation conferred by SETDB1. Furthermore, c-MYC directly binds to the SETDB1 promoter region and enhances its transcription, suggesting a positive regulatory interplay between SETDB1 and c-MYC. In this study, we identified SETDB1 as a prominent oncogene and characterised the underlying mechanism whereby SETDB1 drives breast cancer, providing a therapeutic rationale for targeting SETDB1-BMI1 signalling in breast cancer. Copyright © 2018 Pathological Society of Great Britain and Ireland. Published by John Wiley & Sons, Ltd.


Subject(s)
Breast Neoplasms/enzymology , Carcinogenesis/metabolism , Polycomb Repressive Complex 1/metabolism , Protein Methyltransferases/metabolism , Proto-Oncogene Proteins c-myc/metabolism , Animals , Breast Neoplasms/genetics , Breast Neoplasms/pathology , Carcinogenesis/genetics , Carcinogenesis/pathology , Cell Cycle , Cell Proliferation , Cyclin D1/genetics , Cyclin D1/metabolism , Estrogen Receptor alpha/genetics , Estrogen Receptor alpha/metabolism , Gene Expression Regulation, Neoplastic , HEK293 Cells , Histone-Lysine N-Methyltransferase , Humans , MCF-7 Cells , Mice , Oncogenes , Polycomb Repressive Complex 1/genetics , Protein Methyltransferases/genetics , Proto-Oncogene Proteins c-myc/genetics , Signal Transduction , Transcriptional Activation
20.
Cell Mol Life Sci ; 75(14): 2643-2661, 2018 07.
Article in English | MEDLINE | ID: mdl-29428966

ABSTRACT

The human riboflavin transporter-3 (encoded by SLC52A3) plays a prominent role in riboflavin absorption. Interestingly, abnormal expression patterns of SLC52A3 in multiple types of human cancers have been recently noted. However, the molecular mechanisms underlying its dysregulation remain unclear. In this study, we find that SLC52A3 has two transcript variants that differ in the transcriptional start site, and encode different proteins: SLC52A3a and SLC52A3b. Importantly, aberrant expressions of SLC52A3 are associated with stepwise development of esophageal squamous cell carcinoma (ESCC) as well as the survival rates of ESCC patients. Functionally, SLC52A3a, but not SLC52A3b, strongly promotes the proliferation and colony formation of ESCC cells. Furthermore, SLC52A3 5'-flanking regions contain NF-κB p65/Rel-B-binding sites, which are crucial for mediating SLC52A3 transcriptional activity in ESCC cells. Chromatin immunoprecipitation and electrophoretic mobility shift assay reveal that p65/Rel-B bind to 5'-flanking regions of SLC52A3. Accordingly, NF-κB signaling upregulates SLC52A3 transcription upon TNFα stimulation. Taken together, these results elucidate the mechanisms underlying SLC52A3 overexpression in ESCC. More importantly, our findings identify SLC52A3 as both a predictive and prognostic biomarker for this deadly cancer.


Subject(s)
Biomarkers, Tumor/metabolism , Carcinoma, Squamous Cell/metabolism , Esophageal Neoplasms/metabolism , Membrane Transport Proteins/metabolism , Transcription Factor RelA/metabolism , Transcription Factor RelB/metabolism , 5' Flanking Region/genetics , Adult , Aged , Base Sequence , Binding Sites/genetics , Biomarkers, Tumor/genetics , Carcinoma, Squamous Cell/genetics , Carcinoma, Squamous Cell/pathology , Cell Line, Tumor , Esophageal Neoplasms/genetics , Esophageal Neoplasms/pathology , Female , Gene Expression Regulation, Neoplastic , Humans , Male , Membrane Transport Proteins/genetics , Middle Aged , Prognosis , Protein Isoforms/genetics , Protein Isoforms/metabolism , Survival Analysis
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