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Chen L, Zhang YH, Wang S, Zhang Y, Huang T, Cai YD. Prediction and analysis of essential genes using the enrichments of gene ontology and KEGG pathways. PLoS One 2017; 12:e0184129. [PMID: 28873455 PMCID: PMC5584762 DOI: 10.1371/journal.pone.0184129] [Citation(s) in RCA: 173] [Impact Index Per Article: 24.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2017] [Accepted: 08/18/2017] [Indexed: 12/20/2022] Open
Abstract
Identifying essential genes in a given organism is important for research on their fundamental roles in organism survival. Furthermore, if possible, uncovering the links between core functions or pathways with these essential genes will further help us obtain deep insight into the key roles of these genes. In this study, we investigated the essential and non-essential genes reported in a previous study and extracted gene ontology (GO) terms and biological pathways that are important for the determination of essential genes. Through the enrichment theory of GO and KEGG pathways, we encoded each essential/non-essential gene into a vector in which each component represented the relationship between the gene and one GO term or KEGG pathway. To analyze these relationships, the maximum relevance minimum redundancy (mRMR) was adopted. Then, the incremental feature selection (IFS) and support vector machine (SVM) were employed to extract important GO terms and KEGG pathways. A prediction model was built simultaneously using the extracted GO terms and KEGG pathways, which yielded nearly perfect performance, with a Matthews correlation coefficient of 0.951, for distinguishing essential and non-essential genes. To fully investigate the key factors influencing the fundamental roles of essential genes, the 21 most important GO terms and three KEGG pathways were analyzed in detail. In addition, several genes was provided in this study, which were predicted to be essential genes by our prediction model. We suggest that this study provides more functional and pathway information on the essential genes and provides a new way to investigate related problems.
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Affiliation(s)
- Lei Chen
- School of Life Sciences, Shanghai University, Shanghai, People’s Republic of China
- College of Information Engineering, Shanghai Maritime University, Shanghai, People’s Republic of China
| | - Yu-Hang Zhang
- Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, People’s Republic of China
| | - ShaoPeng Wang
- School of Life Sciences, Shanghai University, Shanghai, People’s Republic of China
| | - YunHua Zhang
- Anhui province key lab of farmland ecological conversation and pollution prevention, School of Resources and Environment, Anhui Agricultural University, Hefei, People’s Republic of China
| | - Tao Huang
- Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai, People’s Republic of China
| | - Yu-Dong Cai
- School of Life Sciences, Shanghai University, Shanghai, People’s Republic of China
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Duttke SHC. RNA polymerase III accurately initiates transcription from RNA polymerase II promoters in vitro. J Biol Chem 2014; 289:20396-404. [PMID: 24917680 DOI: 10.1074/jbc.m114.563254] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
In eukaryotes, there are three major RNA polymerases (Pol) in the nucleus, which are commonly described as transcribing non-overlapping subsets of genes. Structural studies have highlighted a conserved core shared among all three transcription systems. Initiation of human Pol III from TATA box-containing Pol II promoters under conditions with impaired Pol II transcription activity have been described previously. RNA polymerase III and Pol II were found to co-localize at the promoters of the c-myc gene and the RPPH1 sRNA in vivo. Here, I report that Pol III can, like Pol II, initiate transcription from most tested Pol II core promoters when assayed with crude human nuclear extracts (HSK, SNF, or Dignam). Both polymerases often initiate from the same transcription start site, and depend on a TATA box or AT-rich region but not the downstream promoter element (DPE) or the motif ten element (MTE). Moderate (∼2-fold) changes in the ratio of DNA template to nuclear extract were sufficient to change Pol II-mediated transcription to a mixture of Pol II- and Pol III-, or to a solely Pol III-dependent initiation of transcription from Pol II promoters. Polymerase specificity is thus not fixed but a variable that depends on the properties of the promoter and the transcription conditions. These findings provide functional evidence for a close similarity between the Pol II and Pol III transcription complexes, and additionally explain previous controversies in the literature.
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Affiliation(s)
- Sascha H C Duttke
- From the Section of Molecular Biology, Division of Biological Sciences, University of California at San Diego, La Jolla, California 92093
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Szerlong HJ, Prenni JE, Nyborg JK, Hansen JC. Activator-dependent p300 acetylation of chromatin in vitro: enhancement of transcription by disruption of repressive nucleosome-nucleosome interactions. J Biol Chem 2010; 285:31954-64. [PMID: 20720004 DOI: 10.1074/jbc.m110.148718] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Condensation of chromatin into higher order structures is mediated by intra- and interfiber nucleosome-nucleosome interactions. Our goals in this study were to determine the impact specific activator-dependent histone acetylation had on chromatin condensation and to ascertain whether acetylation-induced changes in chromatin condensation were related to changes in RNA polymerase II (RNAPII) activity. To accomplish this, an in vitro model system was constructed in which the purified transcriptional activators, Tax and phosphorylated CREB (cAMP-response element-binding protein), recruited the p300 histone acetyltransferase to nucleosomal templates containing the human T-cell leukemia virus type-1 promoter sequences. We find that activator-dependent p300 histone acetylation disrupted both inter- and intrafiber nucleosome-nucleosome interactions and simultaneously led to enhanced RNAPII transcription from the decondensed model chromatin. p300 histone acetyltransferase activity had two distinct components: non-targeted, ubiquitous activity in the absence of activators and activator-dependent activity targeted primarily to promoter-proximal nucleosomes. Mass spectrometry identified several unique p300 acetylation sites on nucleosomal histone H3 (H3K9, H3K27, H3K36, and H3K37). Collectively, our data have important implications for understanding both the mechanism of RNAPII transcriptional regulation by chromatin and the molecular determinants of higher order chromatin structure.
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Affiliation(s)
- Heather J Szerlong
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins, Colorado 80523-1870, USA
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The coactivators CBP/p300 and the histone chaperone NAP1 promote transcription-independent nucleosome eviction at the HTLV-1 promoter. Proc Natl Acad Sci U S A 2008; 105:7959-63. [PMID: 18523016 DOI: 10.1073/pnas.0800534105] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
The human T cell leukemia virus type 1 (HTLV-1) is the causative agent of adult T cell leukemia/lymphoma. The multifunctional virally encoded oncoprotein Tax is responsible for malignant transformation and potent activation of HTLV-1 transcription. Tax, in complex with phosphorylated cAMP response element binding protein (pCREB), strongly recruits the cellular coactivators CREB binding protein (CBP)/p300 to the viral promoter concomitant with transcriptional activation. Although the mechanism of activator/coactivator-mediated transcriptional activation is poorly understood, the recruitment of CBP/p300 by regulatory factors appears to function, in part, by promoting changes in chromatin architecture that are permissive to transcriptional activation. Here, we show that CBP/p300 recruitment promotes histone acetylation and eviction of the histone octamer from the chromatin-assembled HTLV-1 promoter template in vitro. Nucleosome disassembly is strictly acetyl-CoA dependent and is not linked to ATP utilization. We find that the histone chaperone, nucleosome assembly protein 1 (NAP1), cooperates with CBP/p300 in eviction of the acetylated histones from the chromatin template. These findings reveal a unique mechanism in which the DNA-bound Tax/pCREB complex recruits CBP/p300, and together with NAP1, the coactivators cooperate to dramatically reduce nucleosome occupancy at the viral promoter in an acetylation-dependent and transcription-independent fashion.
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Lenzmeier BA, Baird EE, Dervan PB, Nyborg JK. The tax protein-DNA interaction is essential for HTLV-I transactivation in vitro. J Mol Biol 1999; 291:731-44. [PMID: 10452885 DOI: 10.1006/jmbi.1999.2969] [Citation(s) in RCA: 42] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The human T-cell leukemia virus type-1 (HTLV-I)-encoded Tax protein enhances viral gene transcription through interaction with three repeated DNA elements located in the viral promoter. These elements, called viral CREs, are composed of an off-consensus eight base-pair cyclic AMP response element (CRE), immediately flanked by sequences that are rich in guanine and cytosine residues. Recent biochemical experiments have demonstrated that in the presence of the cellular protein CREB, Tax directly binds the viral CRE G+C-rich sequences via interaction with the minor groove. To determine the functional significance of the Tax-DNA interaction, we synthesized minor groove-binding pyrrole-imidazole polyamides which bind specifically to the G+C-rich sequences in the viral CREs. At concentrations where the polyamides specifically protect the G+C-rich sequences from MPE:Fe cleavage, the polyamides block the Tax-DNA interaction. At precisely these same concentrations, the polyamides specifically inhibit Tax transactivation in vitro, without altering CREB-activated transcription or basal transcription from the same promoter. Together, these data provide strong evidence that Tax-viral CRE interaction is essential for Tax function in vitro, and suggest that targeted disruption of the Tax-DNA minor groove interaction with polyamides may provide a novel approach for inhibiting viral replication in vivo.
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Affiliation(s)
- B A Lenzmeier
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins, CO, 80523-1870, USA
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Lenzmeier BA, Giebler HA, Nyborg JK. Human T-cell leukemia virus type 1 Tax requires direct access to DNA for recruitment of CREB binding protein to the viral promoter. Mol Cell Biol 1998; 18:721-31. [PMID: 9447968 PMCID: PMC108783 DOI: 10.1128/mcb.18.2.721] [Citation(s) in RCA: 106] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/1997] [Accepted: 11/09/1997] [Indexed: 02/05/2023] Open
Abstract
Efficient human T-cell leukemia virus type 1 (HTLV-1) replication and viral gene expression are dependent upon the virally encoded oncoprotein Tax. To activate HTLV-1 transcription, Tax interacts with the cellular DNA binding protein cyclic AMP-responsive element binding protein (CREB) and recruits the coactivator CREB binding protein (CBP), forming a nucleoprotein complex on the three viral cyclic AMP-responsive elements (CREs) in the HTLV-1 promoter. Short stretches of dG-dC-rich (GC-rich) DNA, immediately flanking each of the viral CREs, are essential for Tax recruitment of CBP in vitro and Tax transactivation in vivo. Although the importance of the viral CRE-flanking sequences is well established, several studies have failed to identify an interaction between Tax and the DNA. The mechanistic role of the viral CRE-flanking sequences has therefore remained enigmatic. In this study, we used high resolution methidiumpropyl-EDTA iron(II) footprinting to show that Tax extended the CREB footprint into the GC-rich DNA flanking sequences of the viral CRE. The Tax-CREB footprint was enhanced but not extended by the KIX domain of CBP, suggesting that the coactivator increased the stability of the nucleoprotein complex. Conversely, the footprint pattern of CREB on a cellular CRE lacking GC-rich flanking sequences did not change in the presence of Tax or Tax plus KIX. The minor-groove DNA binding drug chromomycin A3 bound to the GC-rich flanking sequences and inhibited the association of Tax and the Tax-CBP complex without affecting CREB binding. Tax specifically cross-linked to the viral CRE in the 5'-flanking sequence, and this cross-link was blocked by chromomycin A3. Together, these data support a model where Tax interacts directly with both CREB and the minor-groove viral CRE-flanking sequences to form a high-affinity binding site for the recruitment of CBP to the HTLV-1 promoter.
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Affiliation(s)
- B A Lenzmeier
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins 80523-1870, USA
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Giebler HA, Loring JE, van Orden K, Colgin MA, Garrus JE, Escudero KW, Brauweiler A, Nyborg JK. Anchoring of CREB binding protein to the human T-cell leukemia virus type 1 promoter: a molecular mechanism of Tax transactivation. Mol Cell Biol 1997; 17:5156-64. [PMID: 9271393 PMCID: PMC232366 DOI: 10.1128/mcb.17.9.5156] [Citation(s) in RCA: 156] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
The human T-cell leukemia virus type 1 (HTLV-1)-encoded Tax protein activates viral transcription through interaction with the cellular transcription factor CREB (cyclic AMP response element [CRE] binding protein). Although Tax stabilizes the binding of CREB to the Tax-responsive viral CREs in the HTLV-1 promoter, the precise molecular mechanism by which Tax mediates strong transcriptional activation through CREB remains unclear. In this report, we show that Tax promotes high-affinity binding of the KIX domain of CREB binding protein (CBP) to CREB-viral CRE complexes, increasing the stability of KIX in these nucleoprotein complexes by up to 4.4 kcal/mol. Comparable KIX binding affinities were measured for both phosphorylated and unphosphorylated forms of CREB, and in all cases high-affinity binding was dependent upon both Tax and the viral CRE. Tax also promoted association of KIX to a truncated form of CREB containing only the 73-amino-acid basic leucine zipper (bZIP) domain, indicating that the entire amino-terminal CBP-interacting domain of CREB is nonessential in the presence of Tax. Functional studies upheld the binding studies, as expression of the bZIP domain of CREB was sufficient to support Tax transactivation of HTLV-1 transcription in vivo. Finally, we show that transfection of a KIX expression plasmid, which lacks activation properties, inhibited Tax transactivation in vivo. This suggests that KIX occupies the CBP binding site on Tax, and therefore CBP is likely a cofactor in mediating Tax stimulation of HTLV-1 transcription. Together, these data support a model in which Tax anchors CBP to the HTLV-1 promoter, with strong transcriptional activation resulting from the CBP-associated activities of nucleosome remodeling and recruitment of the general transcription machinery.
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Affiliation(s)
- H A Giebler
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins 80523-1870, USA
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