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A network-based pathway-extending approach using DNA methylation and gene expression data to identify altered pathways. Sci Rep 2019; 9:11853. [PMID: 31413306 PMCID: PMC6694157 DOI: 10.1038/s41598-019-48372-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2018] [Accepted: 08/05/2019] [Indexed: 12/19/2022] Open
Abstract
Pathway analysis allows us to gain insights into a comprehensive understanding of the molecular mechanisms underlying cancers. Currently, high-throughput multi-omics data and various types of large-scale biological networks enable us to identify cancer-related pathways by comprehensively analyzing these data. Combining information from multidimensional data, pathway databases and interaction networks is a promising strategy to identify cancer-related pathways. Here we present a novel network-based approach for integrative analysis of DNA methylation and gene expression data to extend original pathways. The results show that the extension of original pathways can provide a basis for discovering new components of the original pathway and understanding the crosstalk between pathways in a large-scale biological network. By inputting the gene lists of the extended pathways into the classical gene set analysis (ORA and FCS), we effectively identified the altered pathways which are correlated well with the corresponding cancer. The method is evaluated on three datasets retrieved from TCGA (BRCA, LUAD and COAD). The results show that the integration of DNA methylation and gene expression data through a network of known gene interactions is effective in identifying altered pathways.
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Agutter PS. Intracellular structure and nucleocytoplasmic transport. INTERNATIONAL REVIEW OF CYTOLOGY 1996; 162B:183-224. [PMID: 8557487 DOI: 10.1016/s0074-7696(08)62617-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Intracellular movement of any solute or particle accords with one of two general schemes: either it takes place predominantly in the solution phase or it occurs by dynamic interactions with solid-state structures. If nucleocytoplasmic exchanges of macromolecules and complexes are predominantly solution-phase processes, i.e., if the former ("diffusionist") perspective applies, then the only significant structures in nucleocytoplasmic transport are the pore complexes. However, if such exchanges accord with the latter ("solid-state") perspective, then the roles of the nucleoskeleton and cytoskeleton in nucleocytoplasmic transport are potentially, at least, as important as that of the pore complexes. The role of the nucleoskeleton in mRNA transport is more difficult to evaluate than that of the cytoskeleton because it is less well characterized, and current evidence does not exclude either perspective. However, the balance of evidence favors a solid-state scheme. It is argued that ribosomal subunits are also more likely to migrate by a solid-state rather than a diffusionist mechanism, though the opposite is true of proteins and tRNAs. Moreover, recent data on the effects of viral proteins on intranuclear RNA processing and migration accord with the solid-state perspective. In view of this balance of evidence, three possible solid-state mechanisms for nucleocytoplasmic mRNA transport are described and evaluated. The explanatory advantage of solid-state models is contrasted with the heuristic advantage of diffusion theory, but it is argued that diffusion theory itself, even aided by modern computational techniques and numerical and graphical approaches, cannot account for data describing the movements of materials within the cell. Therefore, the mechanisms envisaged in a diffusionist perspective cannot be confined to diffusion alone, but must include other processes such as bulk fluid flow.
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Affiliation(s)
- P S Agutter
- Department of Biological Sciences, Napier University, Edinburgh, Scotland, United Kingdom
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Affiliation(s)
- P S Agutter
- Department of Biological Sciences, Napier University, Edinburgh, U.K
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Dargemont C, Kühn LC. Export of mRNA from microinjected nuclei of Xenopus laevis oocytes. J Biophys Biochem Cytol 1992; 118:1-9. [PMID: 1618896 PMCID: PMC2289515 DOI: 10.1083/jcb.118.1.1] [Citation(s) in RCA: 101] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Export of mRNA from the nucleus to the cytoplasm was studied in mature Xenopus laevis oocytes. In vitro transcribed, capped 32P-labeled mRNA was microinjected into nuclei, and its appearance in the cytoplasm measured by counting radioactivity or by RNA extraction and gel electrophoresis. Both for a 5.0-kb transferrin receptor mRNA and a 2.0-kb 4F2 antigen heavy chain mRNA we found saturable transport with an apparent Km of 3.6 x 10(8) molecules per oocyte nucleus. Under non-saturating conditions the half-time for mRNA export from the nucleus was approximately 2 min at 20 degrees C. At higher concentrations of injected mRNA this half-time was prolonged, and the maximal transport rate was reached at approximately 1.6 x 10(8) molecules/min. mRNA transport showed properties of an energy-dependent mechanism, since it was inhibited at 4 degrees C or by ATP depletion. Co-injection of the cap dinucleotide m7GpppG blocked the export effectively, suggesting a role for the cap in this process. The export was also inhibited by the pre-injection of wheat germ agglutinin. The effect of the lectin was specific and abolished by co-injection of N-acetylglucosamine. Finally, we found significant competitive inhibition in mRNA export by the presence of tRNA. Our results suggest that mRNA transport is a facilitated process which may share common steps with tRNA transport. Preliminary gel retardation experiments show that injected mRNA associates with endogenous nuclear proteins and suggest an exchange of some of the bound components during the transport to the cytoplasm.
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Affiliation(s)
- C Dargemont
- Institut Suisse de Recherches Expérimentales sur le Cancer, Epalinges, Switzerland
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Mehlin H, Daneholt B, Skoglund U. Translocation of a specific premessenger ribonucleoprotein particle through the nuclear pore studied with electron microscope tomography. Cell 1992; 69:605-13. [PMID: 1586943 DOI: 10.1016/0092-8674(92)90224-z] [Citation(s) in RCA: 212] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
A specific premessenger ribonucleoprotein (RNP) particle in the salivary glands of the dipteran Chironomus tentans was studied with electron microscope tomography during translocation from the cell nucleus to the cytoplasm. The RNP particle consists of a thin RNP fiber tightly folded into a ribbon, which is bent into a ring-like structure. Upon translocation through the pore, the particle is first orientated in a specific manner at the pore entrance, and subsequently the bent ribbon is gradually straightened and transported through the pore with the 5' end of the RNA in the lead. Concomitantly, the elementary RNP fiber constituting the ribbon is gradually unpacked and will appear more or less extended on the cytoplasmic side of the pore complex. The ordered nature of the process suggests a specific recognition of the RNP particle at the nuclear pore.
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Affiliation(s)
- H Mehlin
- Department of Molecular Genetics, Karolinska Institutet, Stockholm, Sweden
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Bataillé N, Helser T, Fried HM. Cytoplasmic transport of ribosomal subunits microinjected into the Xenopus laevis oocyte nucleus: a generalized, facilitated process. J Biophys Biochem Cytol 1990; 111:1571-82. [PMID: 2211825 PMCID: PMC2116241 DOI: 10.1083/jcb.111.4.1571] [Citation(s) in RCA: 117] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
To study the biochemistry of ribonucleoprotein export from the nucleus, we characterized an in vivo assay in which the cytoplasmic appearance of radiolabeled ribosomal subunits was monitored after their microinjection into Xenopus oocyte nuclei. Denaturing gel electrophoresis and sucrose density gradient sedimentation demonstrated that injected subunits were transported intact. Consistent with the usual subcellular distribution of ribosomes, transport was unidirectional, as subunits injected into the cytoplasm did not enter the nucleus. Transport displayed properties characteristic of a facilitated, energy-dependent process; the rate of export was saturable and transport was completely inhibited either by lowering the temperature or by depleting nuclei of ATP; the effect of lowered temperature was completely reversible. Transport of injected subunits was likely a process associated with the nuclear pore complex, since export was also inhibited by prior or simultaneous injection of wheat germ agglutinin, a lectin known to inhibit active nuclear transport by binding to N-acetyl glucosamine-containing glycoproteins present in the NPC (Hart, G. W., R. S. Haltiwanger, G. D. Holt, and W. G. Kelly. 1989. Annu. Rev. Biochem. 58:841-874). Although GlcNAc modified proteins exist on both the nuclear and cytoplasmic sides of the nuclear pore complex, ribosomal subunit export was inhibited only when wheat germ agglutinin was injected into the nucleus. Finally, we found that ribosomal subunits from yeast and Escherichia coli were efficiently exported from Xenopus oocyte nuclei, suggesting that export of some RNP complexes may be directed by a collective biochemical property rather than by specific macromolecular primary sequences or structures.
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Affiliation(s)
- N Bataillé
- Department of Biochemistry and Biophysics, University of North Carolina, Chapel Hill 27599
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Affiliation(s)
- E A Nigg
- Swiss Institute for Experimental Cancer Research (ISREC), Epalinges
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Tsuchiya E, Hiraga K, Fukui S, Miyakawa T. Identification of a wheat germ agglutinin-sensitive ATPase in yeast nuclei. FEBS Lett 1989; 250:285-8. [PMID: 2526750 DOI: 10.1016/0014-5793(89)80739-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
We have found that wheat germ agglutinin (WGA), a lectin that specifically binds to N-acetylglucosamine residues inhibits the in vitro transport of plasmid DNA, pJDB219, into yeast nuclei. Histochemical staining of the isolated nuclei with biotinylated WGA and streptavidin-biotinylated peroxidase complex revealed the presence of WGA-binding materials around the nuclear pore under an electron microscope. Using WGA-agarose column chromatography of yeast nuclear extracts, a novel Mg2+-dependent ATPase was isolated. Its activity was highly sensitive to WGA and stimulated by Nonidet P-40 or phosphatidylserine. We suggest that the WGA-sensitive ATPase plays a role in yeast nuclear transport of DNA.
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Affiliation(s)
- E Tsuchiya
- Department of Fermentation Technology, Faculty of Engineering, Hiroshima University, Japan
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Schröder HC, Friese U, Bachmann M, Zaubitzer T, Müller WE. Energy requirement and kinetics of transport of poly(A)-free histone mRNA compared to poly(A)-rich mRNA from isolated L-cell nuclei. EUROPEAN JOURNAL OF BIOCHEMISTRY 1989; 181:149-58. [PMID: 2565812 DOI: 10.1111/j.1432-1033.1989.tb14706.x] [Citation(s) in RCA: 21] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
ATP-promoted efflux of poly(A)-rich RNA from isolated nuclei of prelabeled mouse lymphoma L5178y cells has an activation energy of 51.5 kJ/mol, similar to that found for the nuclear envelope nucleoside triphosphatase (48.1 kJ/mol) assumed to be involved in mediating nucleocytoplasmic transport of at least some RNA. Here we show that efflux of two specific poly(A)-rich mRNAs (actin and beta-tubulin) from isolated L-cell nuclei is almost totally dependent on the presence of ATP, while efflux of poly(A)-free histone mRNA (H4, H2B, and H1) also occurs to a marked extent in the absence of this nucleotide. Measurements of temperature dependence of transport rate revealed an activation energy of 56.1 kJ/mol for actin mRNA, while the activation energy for histone-H4-mRNA efflux was in the same range as that found for ATP-induced release of RNA from demembranated nuclei (about 15-20 kJ/mol). Addition of nonhydrolyzable nucleotide analogs of ATP to the in vitro system used for measurement of RNA transport did not result in release of nonhistone mRNA (actin), but enhanced the efflux of H4 mRNA to approximately the same extent as ATP. Although not absolutely required, addition of ATP stimulated the rate of export of histone mRNA about twofold. Only the poly(A)-rich RNA, but not the poly(A)-free RNA, released from isolated nuclei was found to compete with poly(A) for the nuclear envelope mRNA-binding site, indicating the mechanism of transport for both RNA classes to be distinct. Export of both nonhistone and histone mRNA was found to be inhibited by a monoclonal antibody against a p60 nuclear-pore-complex antigen. This antibody had no effect on the nucleoside triphosphatase, mediating transport of poly(A)-rich mRNA.
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Affiliation(s)
- H C Schröder
- Institut für Physiologische Chemie der Universität, Mainz, Federal Republic of Germany
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Abstract
Nucleolin is a 92 kd nucleolar protein implicated in regulating polymerase I transcription and binding of preribosomal RNA. Another abundant nucleolar protein of 38 kd (B23/No38) is thought to be involved in intranuclear packaging of preribosomal particles. Although both proteins have previously been detected only in nuclei, we conclude that they shuttle constantly between nucleus and cytoplasm. This conclusion is based on monitoring the equilibration of these proteins between nuclei present in interspecies heterokaryons, and on observing the antigen-mediated nuclear accumulation of cytoplasmically injected antibodies. Our unexpected results suggest a role for these major nucleolar proteins in the nucleocytoplasmic transport of ribosomal components. Moreover, they suggest that transient exposure of shuttling proteins to the cytoplasm may provide a mechanism for cytoplasmic regulation of nuclear activities.
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Affiliation(s)
- R A Borer
- Institut für Zellbiologie, ETH Hönggerberg, Zürich, Switzerland
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Maraldi NM, Galanzi A, Caramelli E, Billi AM, Ognibene A, Rizzoli R, Capitani S. Changes in ribonucleoprotein particle and chromatin organization induced by liposomes in isolated nuclei. Cell Biochem Funct 1988; 6:165-73. [PMID: 2457458 DOI: 10.1002/cbf.290060304] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Nuclei isolated from rat liver, incubated in the presence of liposomes of different phospholipids, undergo typical modifications: chromatin dispersion and reduction of the interchromatin granules in nuclei incubated with negatively charged liposomes and increase of the chromatin density and of the number and size of the interchromatin granules in nuclei incubated with neutral liposomes. The possibility that the observed modifications are caused by an impairment of the transport and translocation of ribonucleoproteins belonging to the inner nuclear matrix, is suggested by the results obtained by radiotracer techniques on the release of RNA from liposome-incubated nuclei.
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Affiliation(s)
- N M Maraldi
- Istituto di Citomorfologia Normale e Patologica CNR, Istituto Rizzoli, Bologna, Italy
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Tsuchiya E, Shakuto S, Miyakawa T, Fukui S. Characterization of a DNA uptake reaction through the nuclear membrane of isolated yeast nuclei. J Bacteriol 1988; 170:547-51. [PMID: 2828313 PMCID: PMC210688 DOI: 10.1128/jb.170.2.547-551.1988] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
Isolated yeast nuclei were able to incorporate 3H-labeled pJDB219 DNA in vitro in the presence of ATP and Mg2+. The number of plasmid molecules incorporated into each nucleus was calculated to be 60 under the conditions we used. Enzyme-histochemical staining of the incorporated biotinylated pJDB219 with streptavidin-biotinylated-peroxidase complex indicated a uniform distribution of the incorporated plasmids within each nucleus. After intranuclear incorporation, substrate pJDB219 DNAs (open and closed circular forms) were changed to the linear form and were weakly digested over the longer incubation period (over 60 min). Facile release of the once-incorporated plasmid DNA was never observable; discharge of the incorporated [3H]pJDB219 during a 60-min incubation was less than 5%. The addition of adenylyl-imidodiphosphate, N,N'-dicyclohexylcarbodiimide (DCCD), or quercetin inhibited in vitro DNA uptake reaction. DCCD and quercetin inhibited the nuclear ATPase and apparent protein kinase, respectively; hence, the involvement of these enzymes in the nuclear DNA transport system was suggested.
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Affiliation(s)
- E Tsuchiya
- Department of Fermentation Technology, Faculty of Engineering, Hiroshima University, Japan
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Nucleo-Cytoplasmic Transport of mRNA: Its Relationship to RNA Metabolism, Subcellular Structures and Other Nucleocytoplasmic Exchanges. PROGRESS IN MOLECULAR AND SUBCELLULAR BIOLOGY 1988. [DOI: 10.1007/978-3-642-73599-8_2] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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Schindler M, Jiang LW. Epidermal growth factor and insulin stimulate nuclear pore-mediated macromolecular transport in isolated rat liver nuclei. J Cell Biol 1987; 104:849-53. [PMID: 2435740 PMCID: PMC2114450 DOI: 10.1083/jcb.104.4.849] [Citation(s) in RCA: 34] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Fluorescence photobleaching was used to measure the effect of epidermal growth factor (EGF), insulin, and glucagon on the nuclear transport of fluorescent-labeled dextrans across the nuclear pore complex. EGF and insulin were found to stimulate transport approximately 200%, while boiling these polypeptide growth factors greatly diminished this enhancement activity. Glucagon demonstrated no enhancement effect. The nuclear transport enhancement effects were observed at EGF and insulin concentrations that elicit the various physiological responses, e.g., nanomolar range.
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Schröder HC, Bachmann M, Diehl-Seifert B, Müller WE. Transport of mRNA from nucleus to cytoplasm. PROGRESS IN NUCLEIC ACID RESEARCH AND MOLECULAR BIOLOGY 1987; 34:89-142. [PMID: 3326042 DOI: 10.1016/s0079-6603(08)60494-8] [Citation(s) in RCA: 79] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
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16
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Peters R. Fluorescence microphotolysis to measure nucleocytoplasmic transport and intracellular mobility. BIOCHIMICA ET BIOPHYSICA ACTA 1986; 864:305-59. [PMID: 3539193 DOI: 10.1016/0304-4157(86)90003-1] [Citation(s) in RCA: 216] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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Jiang LW, Schindler M. Chemical factors that influence nucleocytoplasmic transport: a fluorescence photobleaching study. J Cell Biol 1986; 102:853-8. [PMID: 2419344 PMCID: PMC2114113 DOI: 10.1083/jcb.102.3.853] [Citation(s) in RCA: 33] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The technique of fluorescence redistribution after photobleaching was used to measure the translocation rate of fluorescein-labeled dextrans across the nuclear pore complex in isolated rat liver nuclei. A transport assay system was established that could monitor the effect of biologically active molecules, e.g., ATP, GTP, cAMP on the translocation process. The results show that ATP, phosphoinositides, RNA, and insulin can enhance transport rates from 195 to 432%. It was further demonstrated that concanavalin A, but not wheat germ or soybean agglutinin, can block dextran transport completely. The effectors of dextran transport are similar to substances demonstrated to effect the efflux of RNA from isolated nuclei. A model for translocation through the nuclear pore is now presented that incorporates data from protein influx and RNA efflux experiments into a single pathway controlled by ATP.
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