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Richardson CR, Luo QJ, Gontcharova V, Jiang YW, Samanta M, Youn E, Rock CD. Analysis of antisense expression by whole genome tiling microarrays and siRNAs suggests mis-annotation of Arabidopsis orphan protein-coding genes. PLoS One 2010; 5:e10710. [PMID: 20520764 PMCID: PMC2877095 DOI: 10.1371/journal.pone.0010710] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2009] [Accepted: 04/26/2010] [Indexed: 11/22/2022] Open
Abstract
Background MicroRNAs (miRNAs) and trans-acting small-interfering RNAs (tasi-RNAs) are small (20–22 nt long) RNAs (smRNAs) generated from hairpin secondary structures or antisense transcripts, respectively, that regulate gene expression by Watson-Crick pairing to a target mRNA and altering expression by mechanisms related to RNA interference. The high sequence homology of plant miRNAs to their targets has been the mainstay of miRNA prediction algorithms, which are limited in their predictive power for other kingdoms because miRNA complementarity is less conserved yet transitive processes (production of antisense smRNAs) are active in eukaryotes. We hypothesize that antisense transcription and associated smRNAs are biomarkers which can be computationally modeled for gene discovery. Principal Findings We explored rice (Oryza sativa) sense and antisense gene expression in publicly available whole genome tiling array transcriptome data and sequenced smRNA libraries (as well as C. elegans) and found evidence of transitivity of MIRNA genes similar to that found in Arabidopsis. Statistical analysis of antisense transcript abundances, presence of antisense ESTs, and association with smRNAs suggests several hundred Arabidopsis ‘orphan’ hypothetical genes are non-coding RNAs. Consistent with this hypothesis, we found novel Arabidopsis homologues of some MIRNA genes on the antisense strand of previously annotated protein-coding genes. A Support Vector Machine (SVM) was applied using thermodynamic energy of binding plus novel expression features of sense/antisense transcription topology and siRNA abundances to build a prediction model of miRNA targets. The SVM when trained on targets could predict the “ancient” (deeply conserved) class of validated Arabidopsis MIRNA genes with an accuracy of 84%, and 76% for “new” rapidly-evolving MIRNA genes. Conclusions Antisense and smRNA expression features and computational methods may identify novel MIRNA genes and other non-coding RNAs in plants and potentially other kingdoms, which can provide insight into antisense transcription, miRNA evolution, and post-transcriptional gene regulation.
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Affiliation(s)
- Casey R. Richardson
- Department of Biological Sciences, Texas Tech University, Lubbock, Texas, United States of America
| | - Qing-Jun Luo
- Department of Biological Sciences, Texas Tech University, Lubbock, Texas, United States of America
| | - Viktoria Gontcharova
- Department of Computer Science, Texas Tech University, Lubbock, Texas, United States of America
| | - Ying-Wen Jiang
- Department of Biological Sciences, Texas Tech University, Lubbock, Texas, United States of America
| | - Manoj Samanta
- Systemix Institute, Redmond, Washington, United States of America
| | - Eunseog Youn
- Department of Computer Science, Texas Tech University, Lubbock, Texas, United States of America
| | - Christopher D. Rock
- Department of Biological Sciences, Texas Tech University, Lubbock, Texas, United States of America
- * E-mail:
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Kim GT, Shoda K, Tsuge T, Cho KH, Uchimiya H, Yokoyama R, Nishitani K, Tsukaya H. The ANGUSTIFOLIA gene of Arabidopsis, a plant CtBP gene, regulates leaf-cell expansion, the arrangement of cortical microtubules in leaf cells and expression of a gene involved in cell-wall formation. EMBO J 2002; 21:1267-79. [PMID: 11889033 PMCID: PMC125914 DOI: 10.1093/emboj/21.6.1267] [Citation(s) in RCA: 158] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2001] [Revised: 12/03/2001] [Accepted: 12/20/2001] [Indexed: 11/14/2022] Open
Abstract
We previously showed that the ANGUSTIFOLIA (AN) gene regulates the width of leaves of Arabidopsis thaliana, by controlling the polar elongation of leaf cells. In the present study, we found that the abnormal arrangement of cortical microtubules (MTs) in an leaf cells appeared to account entirely for the abnormal shape of the cells. It suggested that the AN gene might regulate the polarity of cell growth by controlling the arrangement of cortical MTs. We cloned the AN gene using a map-based strategy and identified it as the first member of the CtBP family to be found in plants. Wild-type AN cDNA reversed the narrow-leaved phenotype and the abnormal arrangement of cortical MTs of the an-1 mutation. In the animal kingdom, CtBPs self-associate and act as co-repressors of transcription. The AN protein can also self-associate in the yeast two-hybrid system. Furthermore, microarray analysis suggested that the AN gene might regulate the expression of certain genes, e.g. the gene involved in formation of cell walls, MERI5. A discussion of the molecular mechanisms involved in the leaf shape regulation is presented based on our observations.
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Affiliation(s)
- Gyung-Tae Kim
- National Institute for Basic Biology/Center for Integrative Bioscience, 38 Nishigounaka, Myodaiji-cho, Okazaki 444-8585, Institute for Molecular and Cellular Biosciences, University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-0032, Department of Developmental Biology and Neurosciences, Graduate School of Life Sciences, Tohoku University, Sendai, 980-77 and Form and Function, PRESTO, Japan Science and Technology Corporation, 4-1-8 Honcho, Kawaguchi 332-0012 and School of Advanced Sciences, the Graduate University for Advanced Studies, Shonan Villege, Hayama, Kanagawa 240-0193, Japan Present address: Molecular Membrane Biology Laboratory, RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan Present address: Osborn Memorial Laboratory, Department of Molecular, Cellular and Developmental Biology, Yale University, 165 Prospect Street, New Haven, CT 6520-8104, USA Corresponding author e-mail:
| | - Keiko Shoda
- National Institute for Basic Biology/Center for Integrative Bioscience, 38 Nishigounaka, Myodaiji-cho, Okazaki 444-8585, Institute for Molecular and Cellular Biosciences, University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-0032, Department of Developmental Biology and Neurosciences, Graduate School of Life Sciences, Tohoku University, Sendai, 980-77 and Form and Function, PRESTO, Japan Science and Technology Corporation, 4-1-8 Honcho, Kawaguchi 332-0012 and School of Advanced Sciences, the Graduate University for Advanced Studies, Shonan Villege, Hayama, Kanagawa 240-0193, Japan Present address: Molecular Membrane Biology Laboratory, RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan Present address: Osborn Memorial Laboratory, Department of Molecular, Cellular and Developmental Biology, Yale University, 165 Prospect Street, New Haven, CT 6520-8104, USA Corresponding author e-mail:
| | - Tomohiko Tsuge
- National Institute for Basic Biology/Center for Integrative Bioscience, 38 Nishigounaka, Myodaiji-cho, Okazaki 444-8585, Institute for Molecular and Cellular Biosciences, University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-0032, Department of Developmental Biology and Neurosciences, Graduate School of Life Sciences, Tohoku University, Sendai, 980-77 and Form and Function, PRESTO, Japan Science and Technology Corporation, 4-1-8 Honcho, Kawaguchi 332-0012 and School of Advanced Sciences, the Graduate University for Advanced Studies, Shonan Villege, Hayama, Kanagawa 240-0193, Japan Present address: Molecular Membrane Biology Laboratory, RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan Present address: Osborn Memorial Laboratory, Department of Molecular, Cellular and Developmental Biology, Yale University, 165 Prospect Street, New Haven, CT 6520-8104, USA Corresponding author e-mail:
| | - Kiu-Hyung Cho
- National Institute for Basic Biology/Center for Integrative Bioscience, 38 Nishigounaka, Myodaiji-cho, Okazaki 444-8585, Institute for Molecular and Cellular Biosciences, University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-0032, Department of Developmental Biology and Neurosciences, Graduate School of Life Sciences, Tohoku University, Sendai, 980-77 and Form and Function, PRESTO, Japan Science and Technology Corporation, 4-1-8 Honcho, Kawaguchi 332-0012 and School of Advanced Sciences, the Graduate University for Advanced Studies, Shonan Villege, Hayama, Kanagawa 240-0193, Japan Present address: Molecular Membrane Biology Laboratory, RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan Present address: Osborn Memorial Laboratory, Department of Molecular, Cellular and Developmental Biology, Yale University, 165 Prospect Street, New Haven, CT 6520-8104, USA Corresponding author e-mail:
| | - Hirofumi Uchimiya
- National Institute for Basic Biology/Center for Integrative Bioscience, 38 Nishigounaka, Myodaiji-cho, Okazaki 444-8585, Institute for Molecular and Cellular Biosciences, University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-0032, Department of Developmental Biology and Neurosciences, Graduate School of Life Sciences, Tohoku University, Sendai, 980-77 and Form and Function, PRESTO, Japan Science and Technology Corporation, 4-1-8 Honcho, Kawaguchi 332-0012 and School of Advanced Sciences, the Graduate University for Advanced Studies, Shonan Villege, Hayama, Kanagawa 240-0193, Japan Present address: Molecular Membrane Biology Laboratory, RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan Present address: Osborn Memorial Laboratory, Department of Molecular, Cellular and Developmental Biology, Yale University, 165 Prospect Street, New Haven, CT 6520-8104, USA Corresponding author e-mail:
| | - Ryusuke Yokoyama
- National Institute for Basic Biology/Center for Integrative Bioscience, 38 Nishigounaka, Myodaiji-cho, Okazaki 444-8585, Institute for Molecular and Cellular Biosciences, University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-0032, Department of Developmental Biology and Neurosciences, Graduate School of Life Sciences, Tohoku University, Sendai, 980-77 and Form and Function, PRESTO, Japan Science and Technology Corporation, 4-1-8 Honcho, Kawaguchi 332-0012 and School of Advanced Sciences, the Graduate University for Advanced Studies, Shonan Villege, Hayama, Kanagawa 240-0193, Japan Present address: Molecular Membrane Biology Laboratory, RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan Present address: Osborn Memorial Laboratory, Department of Molecular, Cellular and Developmental Biology, Yale University, 165 Prospect Street, New Haven, CT 6520-8104, USA Corresponding author e-mail:
| | - Kazuhiko Nishitani
- National Institute for Basic Biology/Center for Integrative Bioscience, 38 Nishigounaka, Myodaiji-cho, Okazaki 444-8585, Institute for Molecular and Cellular Biosciences, University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-0032, Department of Developmental Biology and Neurosciences, Graduate School of Life Sciences, Tohoku University, Sendai, 980-77 and Form and Function, PRESTO, Japan Science and Technology Corporation, 4-1-8 Honcho, Kawaguchi 332-0012 and School of Advanced Sciences, the Graduate University for Advanced Studies, Shonan Villege, Hayama, Kanagawa 240-0193, Japan Present address: Molecular Membrane Biology Laboratory, RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan Present address: Osborn Memorial Laboratory, Department of Molecular, Cellular and Developmental Biology, Yale University, 165 Prospect Street, New Haven, CT 6520-8104, USA Corresponding author e-mail:
| | - Hirokazu Tsukaya
- National Institute for Basic Biology/Center for Integrative Bioscience, 38 Nishigounaka, Myodaiji-cho, Okazaki 444-8585, Institute for Molecular and Cellular Biosciences, University of Tokyo, 1-1-1 Yayoi, Bunkyo-ku, Tokyo 113-0032, Department of Developmental Biology and Neurosciences, Graduate School of Life Sciences, Tohoku University, Sendai, 980-77 and Form and Function, PRESTO, Japan Science and Technology Corporation, 4-1-8 Honcho, Kawaguchi 332-0012 and School of Advanced Sciences, the Graduate University for Advanced Studies, Shonan Villege, Hayama, Kanagawa 240-0193, Japan Present address: Molecular Membrane Biology Laboratory, RIKEN, 2-1 Hirosawa, Wako, Saitama 351-0198, Japan Present address: Osborn Memorial Laboratory, Department of Molecular, Cellular and Developmental Biology, Yale University, 165 Prospect Street, New Haven, CT 6520-8104, USA Corresponding author e-mail:
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