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1.
Cell ; 140(5): 744-52, 2010 Mar 05.
Article in English | MEDLINE | ID: mdl-20211142

ABSTRACT

Combinatorial interactions among transcription factors are critical to directing tissue-specific gene expression. To build a global atlas of these combinations, we have screened for physical interactions among the majority of human and mouse DNA-binding transcription factors (TFs). The complete networks contain 762 human and 877 mouse interactions. Analysis of the networks reveals that highly connected TFs are broadly expressed across tissues, and that roughly half of the measured interactions are conserved between mouse and human. The data highlight the importance of TF combinations for determining cell fate, and they lead to the identification of a SMAD3/FLI1 complex expressed during development of immunity. The availability of large TF combinatorial networks in both human and mouse will provide many opportunities to study gene regulation, tissue differentiation, and mammalian evolution.


Subject(s)
Gene Expression Regulation , Gene Regulatory Networks , Transcription Factors/metabolism , Animals , Cell Differentiation , Evolution, Molecular , Humans , Mice , Monocytes/cytology , Organ Specificity , Smad3 Protein/metabolism , Trans-Activators/metabolism
2.
Int J Cancer ; 155(3): 582-594, 2024 Aug 01.
Article in English | MEDLINE | ID: mdl-38380807

ABSTRACT

The proto-oncogene MYCN expression marked a cancer stem-like cell population in hepatocellular carcinoma (HCC) and served as a therapeutic target of acyclic retinoid (ACR), an orally administered vitamin A derivative that has demonstrated promising efficacy and safety in reducing HCC recurrence. This study investigated the role of MYCN as a predictive biomarker for therapeutic response to ACR and prognosis of HCC. MYCN gene expression in HCC was analyzed in the Cancer Genome Atlas and a Taiwanese cohort (N = 118). Serum MYCN protein levels were assessed in healthy controls (N = 15), patients with HCC (N = 116), pre- and post-surgical patients with HCC (N = 20), and a subset of patients from a phase 3 clinical trial of ACR (N = 68, NCT01640808). The results showed increased MYCN gene expression in HCC tumors, which positively correlated with HCC recurrence in non-cirrhotic or single-tumor patients. Serum MYCN protein levels were higher in patients with HCC, decreased after surgical resection of HCC, and were associated with liver functional reserve and fibrosis markers, as well as long-term HCC prognosis (>4 years). Subgroup analysis of a phase 3 clinical trial of ACR identified serum MYCN as the risk factor most strongly associated with HCC recurrence. Patients with HCC with higher serum MYCN levels after a 4-week treatment of ACR exhibited a significantly higher risk of recurrence (hazard ratio 3.27; p = .022). In conclusion, serum MYCN holds promise for biomarker-based precision medicine for the prevention of HCC, long-term prognosis of early-stage HCC, and identification of high-response subgroups for ACR-based treatment.


Subject(s)
Biomarkers, Tumor , Carcinoma, Hepatocellular , Liver Neoplasms , N-Myc Proto-Oncogene Protein , Neoplasm Recurrence, Local , Proto-Oncogene Mas , Adult , Aged , Female , Humans , Male , Middle Aged , Biomarkers, Tumor/blood , Biomarkers, Tumor/genetics , Carcinoma, Hepatocellular/blood , Carcinoma, Hepatocellular/pathology , Carcinoma, Hepatocellular/genetics , Carcinoma, Hepatocellular/drug therapy , Liver Neoplasms/blood , Liver Neoplasms/genetics , Liver Neoplasms/drug therapy , Liver Neoplasms/prevention & control , Liver Neoplasms/pathology , N-Myc Proto-Oncogene Protein/genetics , Neoplasm Recurrence, Local/prevention & control , Neoplasm Recurrence, Local/blood , Prognosis
3.
Biochem Biophys Res Commun ; 696: 149488, 2024 Feb 12.
Article in English | MEDLINE | ID: mdl-38219485

ABSTRACT

Enzymatic methyl-seq (EM-seq), an enzyme-based method, identifies genome-wide DNA methylation, which enables us to obtain reliable methylome data from purified genomic DNA by avoiding bisulfite-induced DNA damage. However, the loss of DNA during purification hinders the methylome analysis of limited samples. The crude DNA extraction method is the quickest and minimal sample loss approach for obtaining useable DNA without requiring additional dissolution and purification. However, it remains unclear whether crude DNA can be used directly for EM-seq library construction. In this study, we aimed to assess the quality of EM-seq libraries prepared directly using crude DNA. The crude DNA-derived libraries provided appropriate fragment sizes and concentrations for sequencing similar to those of the purified DNA-derived libraries. However, the sequencing results of crude samples exhibited lower reference sequence mapping efficiencies than those of the purified samples. Additionally, the lower-input crude DNA-derived sample exhibited a marginally lower cytosine-to-thymine conversion efficiency and hypermethylated pattern around gene regulatory elements than the higher-input crude DNA- or purified DNA-derived samples. In contrast, the methylation profiles of the crude and purified samples exhibited a significant correlation. Our findings indicate that crude DNA can be used as a raw material for EM-seq library construction.


Subject(s)
DNA Methylation , DNA , Gene Library , Base Sequence , DNA/genetics , DNA/analysis , Cloning, Molecular , Sequence Analysis, DNA/methods , High-Throughput Nucleotide Sequencing/methods , Sulfites
4.
BMC Bioinformatics ; 24(1): 14, 2023 Jan 11.
Article in English | MEDLINE | ID: mdl-36631751

ABSTRACT

BACKGROUND: Elucidating the Transcription Factors (TFs) that drive the gene expression changes in a given experiment is a common question asked by researchers. The existing methods rely on the predicted Transcription Factor Binding Site (TFBS) to model the changes in the motif activity. Such methods only work for TFs that have a motif and assume the TF binding profile is the same in all cell types. RESULTS: Given the wealth of the ChIP-seq data available for a wide range of the TFs in various cell types, we propose that gene expression modeling can be done using ChIP-seq "signatures" directly, effectively skipping the motif finding and TFBS prediction steps. We present xcore, an R package that allows TF activity modeling based on ChIP-seq signatures and the user's gene expression data. We also provide xcoredata a companion data package that provides a collection of preprocessed ChIP-seq signatures. We demonstrate that xcore leads to biologically relevant predictions using transforming growth factor beta induced epithelial-mesenchymal transition time-courses, rinderpest infection time-courses, and embryonic stem cells differentiated to cardiomyocytes time-course profiled with Cap Analysis Gene Expression. CONCLUSIONS: xcore provides a simple analytical framework for gene expression modeling using linear models that can be easily incorporated into differential expression analysis pipelines. Taking advantage of public ChIP-seq databases, xcore can identify meaningful molecular signatures and relevant ChIP-seq experiments.


Subject(s)
Chromatin Immunoprecipitation Sequencing , Transcription Factors , Animals , Chromatin Immunoprecipitation/methods , Transcription Factors/genetics , Transcription Factors/metabolism , Protein Binding , Gene Expression , Binding Sites
5.
Genome Res ; 30(7): 1073-1081, 2020 07.
Article in English | MEDLINE | ID: mdl-32079618

ABSTRACT

Long noncoding RNAs (lncRNAs) have emerged as key coordinators of biological and cellular processes. Characterizing lncRNA expression across cells and tissues is key to understanding their role in determining phenotypes, including human diseases. We present here FC-R2, a comprehensive expression atlas across a broadly defined human transcriptome, inclusive of over 109,000 coding and noncoding genes, as described in the FANTOM CAGE-Associated Transcriptome (FANTOM-CAT) study. This atlas greatly extends the gene annotation used in the original recount2 resource. We demonstrate the utility of the FC-R2 atlas by reproducing key findings from published large studies and by generating new results across normal and diseased human samples. In particular, we (a) identify tissue-specific transcription profiles for distinct classes of coding and noncoding genes, (b) perform differential expression analysis across thirteen cancer types, identifying novel noncoding genes potentially involved in tumor pathogenesis and progression, and (c) confirm the prognostic value for several enhancer lncRNAs expression in cancer. Our resource is instrumental for the systematic molecular characterization of lncRNA by the FANTOM6 Consortium. In conclusion, comprised of over 70,000 samples, the FC-R2 atlas will empower other researchers to investigate functions and biological roles of both known coding genes and novel lncRNAs.


Subject(s)
Transcriptome , Databases, Genetic , Enhancer Elements, Genetic , Gene Expression Profiling , Genome, Human , Humans , Neoplasms/genetics , Organ Specificity , Prognosis , RNA, Long Noncoding/genetics , RNA, Long Noncoding/metabolism , RNA, Messenger/metabolism
6.
Chromosome Res ; 30(1): 109-121, 2022 03.
Article in English | MEDLINE | ID: mdl-35142952

ABSTRACT

DNA methylation of CpG dinucleotides is an important epigenetic modification involved in the regulation of mammalian gene expression, with each type of cell developing a specific methylation profile during its differentiation. Recently, it has been shown that a small subgroup of transcription factors (TFs) might promote DNA demethylation at their binding sites. We developed a bioinformatics pipeline to predict from genome-wide DNA methylation data TFs that promote DNA demethylation at their binding site. We applied the pipeline to International Human Epigenome Consortium methylome data and selected 393 candidate transcription factor binding motifs and associated 383 TFs that are likely associated with DNA demethylation. Validation of a subset of the candidate TFs using an in vitro assay suggested that 28 of 49 TFs from various TF families had DNA-demethylation-promoting activity; TF families, such as bHLH and ETS, contained both TFs with and without the activity. The identified TFs showed large demethylated/methylated CpG ratios and their demethylated CpGs showed significant bias toward hypermethylation in original cells. Furthermore, the identified TFs promoted demethylation of distinct sets of CpGs, with slight overlap of the targeted CpGs among TF family members, which was consistent with the results of a gene ontology (GO) term analysis of the identified TFs. Gene expression analysis of the identified TFs revealed that multiple TFs from various families are specifically expressed in human cells and tissues. Together, our results suggest that a large number of TFs from various TF families are associated with cell-type-specific DNA demethylation during human cellular development.


Subject(s)
DNA Demethylation , Transcription Factors , Animals , Binding Sites , DNA/metabolism , DNA Methylation , Genome , Humans , Mammals/genetics , Transcription Factors/genetics , Transcription Factors/metabolism
7.
Nature ; 543(7644): 199-204, 2017 03 09.
Article in English | MEDLINE | ID: mdl-28241135

ABSTRACT

Long non-coding RNAs (lncRNAs) are largely heterogeneous and functionally uncharacterized. Here, using FANTOM5 cap analysis of gene expression (CAGE) data, we integrate multiple transcript collections to generate a comprehensive atlas of 27,919 human lncRNA genes with high-confidence 5' ends and expression profiles across 1,829 samples from the major human primary cell types and tissues. Genomic and epigenomic classification of these lncRNAs reveals that most intergenic lncRNAs originate from enhancers rather than from promoters. Incorporating genetic and expression data, we show that lncRNAs overlapping trait-associated single nucleotide polymorphisms are specifically expressed in cell types relevant to the traits, implicating these lncRNAs in multiple diseases. We further demonstrate that lncRNAs overlapping expression quantitative trait loci (eQTL)-associated single nucleotide polymorphisms of messenger RNAs are co-expressed with the corresponding messenger RNAs, suggesting their potential roles in transcriptional regulation. Combining these findings with conservation data, we identify 19,175 potentially functional lncRNAs in the human genome.


Subject(s)
Databases, Genetic , RNA, Long Noncoding/chemistry , RNA, Long Noncoding/genetics , Transcriptome/genetics , Cells, Cultured , Conserved Sequence/genetics , Datasets as Topic , Enhancer Elements, Genetic/genetics , Epigenesis, Genetic , Gene Expression Profiling , Gene Expression Regulation , Genome, Human/genetics , Genome-Wide Association Study , Genomics , Humans , Internet , Molecular Sequence Annotation , Organ Specificity/genetics , Polymorphism, Single Nucleotide , Promoter Regions, Genetic/genetics , Quantitative Trait Loci/genetics , RNA Stability , RNA, Messenger/genetics
8.
Proc Natl Acad Sci U S A ; 116(48): 24242-24251, 2019 11 26.
Article in English | MEDLINE | ID: mdl-31719197

ABSTRACT

Supercentenarians, people who have reached 110 y of age, are a great model of healthy aging. Their characteristics of delayed onset of age-related diseases and compression of morbidity imply that their immune system remains functional. Here we performed single-cell transcriptome analysis of 61,202 peripheral blood mononuclear cells (PBMCs), derived from 7 supercentenarians and 5 younger controls. We identified a marked increase of cytotoxic CD4 T cells (CD4 cytotoxic T lymphocytes [CTLs]) as a signature of supercentenarians. Furthermore, single-cell T cell receptor sequencing of 2 supercentenarians revealed that CD4 CTLs had accumulated through massive clonal expansion, with the most frequent clonotypes accounting for 15 to 35% of the entire CD4 T cell population. The CD4 CTLs exhibited substantial heterogeneity in their degree of cytotoxicity as well as a nearly identical transcriptome to that of CD8 CTLs. This indicates that CD4 CTLs utilize the transcriptional program of the CD8 lineage while retaining CD4 expression. Indeed, CD4 CTLs extracted from supercentenarians produced IFN-γ and TNF-α upon ex vivo stimulation. Our study reveals that supercentenarians have unique characteristics in their circulating lymphocytes, which may represent an essential adaptation to achieve exceptional longevity by sustaining immune responses to infections and diseases.


Subject(s)
CD4-Positive T-Lymphocytes , Adult , Aged , Aged, 80 and over , B-Lymphocytes , CD4-Positive T-Lymphocytes/drug effects , CD4-Positive T-Lymphocytes/immunology , Case-Control Studies , Cell Differentiation , Cells, Cultured , Clonal Evolution , Gene Expression Profiling , Humans , Interferon-gamma/metabolism , Leukocytes, Mononuclear/physiology , Middle Aged , Single-Cell Analysis , Tumor Necrosis Factor-alpha/metabolism
9.
J Infect Dis ; 224(12): 2170-2180, 2021 12 15.
Article in English | MEDLINE | ID: mdl-34739044

ABSTRACT

BACKGROUND: Interleukin 4 (IL-4i1)-induced gene 1 encodes L-phenylalanine oxidase that catabolizes phenylalanine into phenylpyruvate. IL-4i1 is mainly expressed by antigen-presenting cells (APCs), inhibits T-cell proliferation, regulates B-cell activation, modulates T cell responses, and drives macrophage polarization, but its role in bacterial infections is understudied. METHODS: We evaluated IL-4i1 deletion in macrophages and mice on infection with virulent H37Rv and W-Beijing lineage hypervirulent HN878 Mycobacterium tuberculosis (Mtb) strains. The bacterial growth and proinflammatory responses were measured in vitro and in vivo. Histopathological analysis, lung immune cell recruitment, and macrophage activation were assessed at the early and chronic stages of Mtb infection. RESULTS: IL-4i1-deficient (IL-4i1-/-) mice displayed increased protection against acute H37Rv, HN878 and chronic HN878 Mt infections, with reduced lung bacterial burdens and altered APC responses compared with wild-type mice. Moreover, "M1-like" interstitial macrophage numbers, and nitrite and Interferon-γ production were significantly increased in IL-4i1-/- mice compared with wild-type mice during acute Mtb HN878 infection. CONCLUSIONS: Together, these data suggest that IL-4i1 regulates APC-mediated inflammatory responses during acute and chronic Mtb infection. Hence, IL-4i1 targeting has potential as an immunomodulatory target for host-directed therapy.


Subject(s)
Immunity , Macrophages/microbiology , Mycobacterium tuberculosis/immunology , Tuberculosis , Animals , Macrophage Activation , Macrophages/drug effects , Macrophages/immunology , Mice , T-Lymphocytes , Tuberculosis/diagnosis
10.
Proc Natl Acad Sci U S A ; 115(19): 4969-4974, 2018 05 08.
Article in English | MEDLINE | ID: mdl-29686061

ABSTRACT

Hepatocellular carcinoma (HCC) is a highly lethal cancer that has a high rate of recurrence, in part because of cancer stem cell (CSC)-dependent field cancerization. Acyclic retinoid (ACR) is a synthetic vitamin A-like compound capable of preventing the recurrence of HCC. Here, we performed a genome-wide transcriptome screen and showed that ACR selectively suppressed the expression of MYCN, a member of the MYC family of basic helix-loop-helix-zipper transcription factors, in HCC cell cultures, animal models, and liver biopsies obtained from HCC patients. MYCN expression in human HCC was correlated positively with both CSC and Wnt/ß-catenin signaling markers but negatively with mature hepatocyte markers. Functional analysis showed repressed cell-cycle progression, proliferation, and colony formation, activated caspase-8, and induced cell death in HCC cells following silencing of MYCN expression. High-content single-cell imaging analysis and flow cytometric analysis identified a MYCN+ CSC subpopulation in the heterogeneous HCC cell cultures and showed that these cells were selectively killed by ACR. Particularly, EpCAM+ cells isolated using a cell-sorting system showed increased MYCN expression and sensitivity to ACR compared with EpCAM- cells. In a long-term (>10 y) follow-up study of 102 patients with HCC, MYCN was expressed at higher levels in the HCC tumor region than in nontumor regions, and there was a positive correlation between MYCN expression and recurrence of de novo HCC but not metastatic HCC after curative treatment. In summary, these results suggest that MYCN serves as a prognostic biomarker and therapeutic target of ACR for liver CSCs in de novo HCC.


Subject(s)
Antineoplastic Agents/pharmacology , Carcinoma, Hepatocellular/prevention & control , Gene Expression Regulation, Neoplastic/drug effects , Liver Neoplasms/prevention & control , N-Myc Proto-Oncogene Protein/biosynthesis , Neoplastic Stem Cells/metabolism , Tretinoin/analogs & derivatives , Wnt Signaling Pathway/drug effects , Animals , Carcinoma, Hepatocellular/diagnosis , Carcinoma, Hepatocellular/metabolism , Carcinoma, Hepatocellular/pathology , Epithelial Cell Adhesion Molecule/metabolism , Humans , Liver Neoplasms/diagnosis , Liver Neoplasms/metabolism , Liver Neoplasms/pathology , Neoplasm Metastasis , Neoplastic Stem Cells/pathology , Prognosis , Tretinoin/pharmacology
11.
Biochem Biophys Res Commun ; 530(4): 732-738, 2020 10 01.
Article in English | MEDLINE | ID: mdl-32782148

ABSTRACT

Cultivation of neonatal mouse testis tissue can induce spermatogenesis and produce fertile sperms. However, in vitro spermatogenesis mediated by the current organ culture method comes short in fully mimicking the in vivo counterpart, partly due to a lack of knowledge underlying molecular phenotypes of in vitro spermatogenesis. In this study, we investigated transcriptome of cultured testis tissues using microarray method. Principle component analysis of the transcriptome data revealed delay and/or arrest of spermatogenesis and immediate radical immune reactions in the cultured testis tissues. The delay/arrest of spermatogenesis occurred before and during early meiotic phase, resulting in inefficient progression of meiosis. The immune reaction, on the other hand, was drastic and overwhelming, in which TLR4-NF-kB signaling was speculated to be involved. Notably, treatment with TAK242, an inhibitor of TLR4-NF-kB signaling pathway, ameliorated the macrophage activation which otherwise would exacerbate the inflammation. Thus, the present study revealed for the first time at molecular level that the deficiency of germ cell differentiation and the immense immune reaction are major abnormalities in the cultured testis tissues.


Subject(s)
Immunity, Innate , Organ Culture Techniques , Spermatogenesis , Testis , Transcriptome , Animals , Female , Gene Expression Profiling , Male , Meiosis , Mice, Inbred C57BL , Mice, Inbred ICR , Mice, Transgenic , NF-kappa B/genetics , NF-kappa B/immunology , Organ Culture Techniques/methods , Testis/cytology , Testis/immunology , Testis/metabolism , Toll-Like Receptor 4/genetics , Toll-Like Receptor 4/immunology
12.
Nature ; 507(7493): 455-461, 2014 Mar 27.
Article in English | MEDLINE | ID: mdl-24670763

ABSTRACT

Enhancers control the correct temporal and cell-type-specific activation of gene expression in multicellular eukaryotes. Knowing their properties, regulatory activity and targets is crucial to understand the regulation of differentiation and homeostasis. Here we use the FANTOM5 panel of samples, covering the majority of human tissues and cell types, to produce an atlas of active, in vivo-transcribed enhancers. We show that enhancers share properties with CpG-poor messenger RNA promoters but produce bidirectional, exosome-sensitive, relatively short unspliced RNAs, the generation of which is strongly related to enhancer activity. The atlas is used to compare regulatory programs between different cells at unprecedented depth, to identify disease-associated regulatory single nucleotide polymorphisms, and to classify cell-type-specific and ubiquitous enhancers. We further explore the utility of enhancer redundancy, which explains gene expression strength rather than expression patterns. The online FANTOM5 enhancer atlas represents a unique resource for studies on cell-type-specific enhancers and gene regulation.


Subject(s)
Atlases as Topic , Enhancer Elements, Genetic/genetics , Gene Expression Regulation/genetics , Molecular Sequence Annotation , Organ Specificity , Cell Line , Cells, Cultured , Cluster Analysis , Genetic Predisposition to Disease/genetics , HeLa Cells , Humans , Polymorphism, Single Nucleotide/genetics , Promoter Regions, Genetic/genetics , RNA, Messenger/biosynthesis , RNA, Messenger/genetics , Transcription Initiation Site , Transcription Initiation, Genetic
13.
BMC Genomics ; 20(1): 71, 2019 Jan 22.
Article in English | MEDLINE | ID: mdl-30669987

ABSTRACT

BACKGROUND: Tuberculosis is a life-threatening infectious disease caused by Mycobacterium tuberculosis (M.tb). M.tb subverts host immune responses to build a favourable niche and survive inside of host macrophages. Macrophages can control or eliminate the infection, if acquire appropriate functional phenotypes. Transcriptional regulation is a key process that governs the activation and maintenance of these phenotypes. Among the factors orchestrating transcriptional regulation during M.tb infection, transcriptional enhancers still remain unexplored. RESULTS: We analysed transcribed enhancers in M.tb-infected mouse bone marrow-derived macrophages. We established a link between known M.tb-responsive transcription factors and transcriptional activation of enhancers and their target genes. Our data suggest that enhancers might drive macrophage response via transcriptional activation of key immune genes, such as Tnf, Tnfrsf1b, Irg1, Hilpda, Ccl3, and Ccl4. We report enhancers acquiring transcription de novo upon infection. Finally, we link highly transcriptionally induced enhancers to activation of genes with previously unappreciated roles in M.tb infection, such as Fbxl3, Tapt1, Edn1, and Hivep1. CONCLUSIONS: Our findings suggest the importance of macrophage host transcriptional enhancers during M.tb infection. Our study extends current knowledge of the regulation of macrophage responses to M.tb infection and provides a basis for future functional studies on enhancer-gene interactions in this process.


Subject(s)
Enhancer Elements, Genetic , Gene Expression Regulation , Macrophages/immunology , Mycobacterium tuberculosis/physiology , Animals , Binding Sites , Macrophages/metabolism , Macrophages/microbiology , Mice, Inbred BALB C , Transcription Factors/metabolism , Transcription, Genetic
14.
Trends Genet ; 32(2): 76-88, 2016 Feb.
Article in English | MEDLINE | ID: mdl-26780995

ABSTRACT

Enhancers are distal cis-regulatory DNA elements that increase the expression of target genes. Various experimental and computational approaches including chromatin signature profiling have been developed to predict enhancers on a genome-wide scale, although each method has its advantages and disadvantages. Here we overview an emerging method to identify transcribed enhancers at exceedingly high nucleotide resolution based on enhancer RNA transcripts captured by Cap Analysis of Gene Expression (CAGE) technology. We further argue that disease-causative regulatory mutations at enhancers are increasingly recognized, emphasizing the importance of enhancer identification in functional and clinical genomics including, but not limited to, genome-wide association studies (GWASs) and cancer genomics studies.


Subject(s)
Disease/genetics , Enhancer Elements, Genetic , Gene Expression Profiling/methods , Gene Expression Regulation , Genetic Variation , Humans , Molecular Sequence Annotation/methods , Mutation , RNA/analysis , RNA/genetics , Transcription, Genetic
15.
RNA ; 23(1): 47-57, 2017 01.
Article in English | MEDLINE | ID: mdl-27754875

ABSTRACT

Spliceostatin A (SSA) is a methyl ketal derivative of FR901464, a potent antitumor compound isolated from a culture broth of Pseudomonas sp no. 2663. These compounds selectively bind to the essential spliceosome component SF3b, a subcomplex of the U2 snRNP, to inhibit pre-mRNA splicing. However, the mechanism of SSA's antitumor activity is unknown. It is noteworthy that SSA causes accumulation of a truncated form of the CDK inhibitor protein p27 translated from CDKN1B pre-mRNA, which is involved in SSA-induced cell-cycle arrest. However, it is still unclear whether pre-mRNAs are uniformly exported from the nucleus following SSA treatment. We performed RNA-seq analysis on nuclear and cytoplasmic fractions of SSA-treated cells. Our statistical analyses showed that intron retention is the major consequence of SSA treatment, and a small number of intron-containing pre-mRNAs leak into the cytoplasm. Using a series of reporter plasmids to investigate the roles of intronic sequences in the pre-mRNA leakage, we showed that the strength of the 5' splice site affects pre-mRNA leakage. Additionally, we found that the level of pre-mRNA leakage is related to transcript length. These results suggest that the strength of the 5' splice site and the length of the transcripts are determinants of the pre-mRNA leakage induced by SF3b inhibitors.


Subject(s)
Cyclin-Dependent Kinase Inhibitor p27/genetics , Neoplasms/genetics , Pyrans/pharmacology , Sequence Analysis, RNA/methods , Spiro Compounds/pharmacology , Cell Nucleus/genetics , Cytoplasm/genetics , Gene Expression Regulation, Neoplastic/drug effects , HeLa Cells , Humans , RNA Precursors/genetics , RNA Splicing
16.
PLoS Comput Biol ; 14(3): e1005934, 2018 03.
Article in English | MEDLINE | ID: mdl-29494619

ABSTRACT

Genetic variants underlying complex traits, including disease susceptibility, are enriched within the transcriptional regulatory elements, promoters and enhancers. There is emerging evidence that regulatory elements associated with particular traits or diseases share similar patterns of transcriptional activity. Accordingly, shared transcriptional activity (coexpression) may help prioritise loci associated with a given trait, and help to identify underlying biological processes. Using cap analysis of gene expression (CAGE) profiles of promoter- and enhancer-derived RNAs across 1824 human samples, we have analysed coexpression of RNAs originating from trait-associated regulatory regions using a novel quantitative method (network density analysis; NDA). For most traits studied, phenotype-associated variants in regulatory regions were linked to tightly-coexpressed networks that are likely to share important functional characteristics. Coexpression provides a new signal, independent of phenotype association, to enable fine mapping of causative variants. The NDA coexpression approach identifies new genetic variants associated with specific traits, including an association between the regulation of the OCT1 cation transporter and genetic variants underlying circulating cholesterol levels. NDA strongly implicates particular cell types and tissues in disease pathogenesis. For example, distinct groupings of disease-associated regulatory regions implicate two distinct biological processes in the pathogenesis of ulcerative colitis; a further two separate processes are implicated in Crohn's disease. Thus, our functional analysis of genetic predisposition to disease defines new distinct disease endotypes. We predict that patients with a preponderance of susceptibility variants in each group are likely to respond differently to pharmacological therapy. Together, these findings enable a deeper biological understanding of the causal basis of complex traits.


Subject(s)
Genetic Predisposition to Disease/genetics , Genomics/methods , Promoter Regions, Genetic/genetics , Crohn Disease/genetics , Databases, Genetic , Gene Expression Profiling , Humans , Transcriptome/genetics
17.
Bioinformatics ; 33(23): 3696-3700, 2017 Dec 01.
Article in English | MEDLINE | ID: mdl-28961713

ABSTRACT

MOTIVATION: Drug combination therapy for treatment of cancers and other multifactorial diseases has the potential of increasing the therapeutic effect, while reducing the likelihood of drug resistance. In order to reduce time and cost spent in comprehensive screens, methods are needed which can model additive effects of possible drug combinations. RESULTS: We here show that the transcriptional response to combinatorial drug treatment at promoters, as measured by single molecule CAGE technology, is accurately described by a linear combination of the responses of the individual drugs at a genome wide scale. We also find that the same linear relationship holds for transcription at enhancer elements. We conclude that the described approach is promising for eliciting the transcriptional response to multidrug treatment at promoters and enhancers in an unbiased genome wide way, which may minimize the need for exhaustive combinatorial screens. AVAILABILITY AND IMPLEMENTATION: The CAGE sequence data used in this study is available in the DDBJ Sequence Read Archive (http://trace.ddbj.nig.ac.jp/index_e.html), accession number DRP001113. CONTACT: xin.gao@kaust.edu.sa or erik.arner@riken.jp. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/pharmacology , Enhancer Elements, Genetic/drug effects , Promoter Regions, Genetic/drug effects , Genome, Human , Humans , Regression Analysis , Transcription, Genetic/drug effects
18.
BMC Mol Biol ; 18(1): 9, 2017 04 04.
Article in English | MEDLINE | ID: mdl-28376714

ABSTRACT

BACKGROUND: SPI1 is an essential transcription factor (TF) for the hematopoietic lineage, in which its expression is tightly controlled through a -17-kb upstream regulatory region and a promoter region. Both regulatory regions are demethylated during hematopoietic development, although how the change of DNA methylation status is performed is still unknown. RESULTS: We found that the ectopic overexpression of RUNX1 (another key TF in hematopoiesis) in HEK-293T cells induces almost complete DNA demethylation at the -17-kb upstream regulatory region and partial but significant DNA demethylation at the proximal promoter region. This DNA demethylation occurred in mitomycin-C-treated nonproliferating cells at both regulatory regions, suggesting active DNA demethylation. Furthermore, ectopic RUNX1 expression induced significant endogenous SPI1 expression, although its expression level was much lower than that of natively SPI1-expressing monocyte cells. CONCLUSIONS: These results suggest the novel role of RUNX1 as an inducer of DNA demethylation at the SPI1 regulatory regions, although the mechanism of RUNX1-induced DNA demethylation remains to be explored.


Subject(s)
Core Binding Factor Alpha 2 Subunit/metabolism , DNA Methylation , DNA Replication , Proto-Oncogene Proteins/genetics , Trans-Activators/genetics , Base Sequence , Cell Line , Core Binding Factor Alpha 2 Subunit/genetics , Gene Expression Regulation , Humans , Promoter Regions, Genetic , Up-Regulation
19.
J Virol ; 90(23): 10811-10822, 2016 Dec 01.
Article in English | MEDLINE | ID: mdl-27681123

ABSTRACT

Hepatitis B virus (HBV) is a major cause of liver diseases, including hepatocellular carcinoma (HCC), and more than 650,000 people die annually due to HBV-associated liver failure. Extensive studies of individual promoters have revealed that heterogeneous RNA 5' ends contribute to the complexity of HBV transcriptome and proteome. Here, we provide a comprehensive map of HBV transcription start sites (TSSs) in human liver, HCC, and blood, as well as several experimental replication systems, at a single-nucleotide resolution. Using CAGE (cap analysis of gene expression) analysis of 16 HCC/nontumor liver pairs, we identify 17 robust TSSs, including a novel promoter for the X gene located in the middle of the gene body, which potentially produces a shorter X protein translated from the conserved second start codon, and two minor antisense transcripts that might represent viral noncoding RNAs. Interestingly, transcription profiles were similar in HCC and nontumor livers, although quantitative analysis revealed highly variable patterns of TSS usage among clinical samples, reflecting precise regulation of HBV transcription initiation at each promoter. Unlike the variety of TSSs found in liver and HCC, the vast majority of transcripts detected in HBV-positive blood samples are pregenomic RNA, most likely generated and released from liver. Our quantitative TSS mapping using the CAGE technology will allow better understanding of HBV transcriptional responses in further studies aimed at eradicating HBV in chronic carriers. IMPORTANCE: Despite the availability of a safe and effective vaccine, HBV infection remains a global health problem, and current antiviral protocols are not able to eliminate the virus in chronic carriers. Previous studies of the regulation of HBV transcription have described four major promoters and two enhancers, but little is known about their activity in human livers and HCC. We deeply sequenced the HBV RNA 5' ends in clinical human samples and experimental models by using a new, sensitive and quantitative method termed cap analysis of gene expression (CAGE). Our data provide the first comprehensive map of global TSS distribution over the entire HBV genome in the human liver, validating already known promoters and identifying novel locations. Better knowledge of HBV transcriptional activity in the clinical setting has critical implications in the evaluation of therapeutic approaches that target HBV replication.


Subject(s)
Carcinoma, Hepatocellular/virology , Hepatitis B virus/genetics , Hepatitis B, Chronic/virology , Liver Neoplasms/virology , Promoter Regions, Genetic , Adult , Aged , Animals , Chromosome Mapping , Female , Genome, Viral , Hep G2 Cells , Hepatitis B virus/pathogenicity , Humans , Liver/virology , Male , Mice , Middle Aged , RNA Caps/genetics , RNA, Viral/genetics , Transcription Initiation Site , Transcriptome
20.
J Virol ; 90(20): 9058-74, 2016 10 15.
Article in English | MEDLINE | ID: mdl-27489280

ABSTRACT

UNLABELLED: Cell culture systems reproducing virus replication can serve as unique models for the discovery of novel bioactive molecules. Here, using a hepatitis C virus (HCV) cell culture system, we identified neoechinulin B (NeoB), a fungus-derived compound, as an inhibitor of the liver X receptor (LXR). NeoB was initially identified by chemical screening as a compound that impeded the production of infectious HCV. Genome-wide transcriptome analysis and reporter assays revealed that NeoB specifically inhibits LXR-mediated transcription. NeoB was also shown to interact directly with LXRs. Analysis of structural analogs suggested that the molecular interaction of NeoB with LXR correlated with the capacity to inactivate LXR-mediated transcription and to modulate lipid metabolism in hepatocytes. Our data strongly suggested that NeoB is a novel LXR antagonist. Analysis using NeoB as a bioprobe revealed that LXRs support HCV replication: LXR inactivation resulted in dispersion of double-membrane vesicles, putative viral replication sites. Indeed, cells treated with NeoB showed decreased replicative permissiveness for poliovirus, which also replicates in double-membrane vesicles, but not for dengue virus, which replicates via a distinct membrane compartment. Together, our data suggest that LXR-mediated transcription regulates the formation of virus-associated membrane compartments. Significantly, inhibition of LXRs by NeoB enhanced the activity of all known classes of anti-HCV agents, and NeoB showed especially strong synergy when combined with interferon or an HCV NS5A inhibitor. Thus, our chemical genetics analysis demonstrates the utility of the HCV cell culture system for identifying novel bioactive molecules and characterizing the virus-host interaction machinery. IMPORTANCE: Hepatitis C virus (HCV) is highly dependent on host factors for efficient replication. In the present study, we used an HCV cell culture system to screen an uncharacterized chemical library. Our results identified neoechinulin B (NeoB) as a novel inhibitor of the liver X receptor (LXR). NeoB inhibited the induction of LXR-regulated genes and altered lipid metabolism. Intriguingly, our results indicated that LXRs are critical to the process of HCV replication: LXR inactivation by NeoB disrupted double-membrane vesicles, putative sites of viral replication. Moreover, NeoB augmented the antiviral activity of all known classes of currently approved anti-HCV agents without increasing cytotoxicity. Thus, our strategy directly links the identification of novel bioactive compounds to basic virology and the development of new antiviral agents.


Subject(s)
Alkaloids/metabolism , Antiviral Agents/metabolism , Drug Discovery/methods , Drug Evaluation, Preclinical/methods , Fungi/chemistry , Hepacivirus/drug effects , Liver X Receptors/antagonists & inhibitors , Piperazines/metabolism , Alkaloids/isolation & purification , Antiviral Agents/isolation & purification , Cell Culture Techniques , Cell Line , Dengue Virus/drug effects , Dengue Virus/physiology , Drug Synergism , Hepacivirus/physiology , Hepatocytes/drug effects , Hepatocytes/virology , Humans , Piperazines/isolation & purification , Poliovirus/drug effects , Poliovirus/physiology , Protein Binding , Virus Replication/drug effects
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