1
|
Nomura K, Onda K, Murase H, Hashiya F, Ono Y, Terai G, Oka N, Asai K, Suzuki D, Takahashi N, Hiraoka H, Inagaki M, Kimura Y, Shimizu Y, Abe N, Abe H. Development of PCR primers enabling the design of flexible sticky ends for efficient concatenation of long DNA fragments. RSC Chem Biol 2024; 5:360-371. [PMID: 38576723 PMCID: PMC10989509 DOI: 10.1039/d3cb00212h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 02/19/2024] [Indexed: 04/06/2024] Open
Abstract
We developed chemically modified PCR primers that allow the design of flexible sticky ends by introducing a photo-cleavable group at the phosphate moiety. Nucleic acid derivatives containing o-nitrobenzyl photo-cleavable groups with a tert-butyl group at the benzyl position were stable during strong base treatment for oligonucleotide synthesis and thermal cycling in PCR reactions. PCR using primers incorporating these nucleic acid derivatives confirmed that chain extension reactions completely stopped at position 1 before and after the site of the photo-cleavable group was introduced. DNA fragments of 2 and 3 kbp, with sticky ends of 50 bases, were successfully concatenated with a high yield of 77%. A plasmid was constructed using this method. Finally, we applied this approach to construct a 48.5 kbp lambda phage DNA, which is difficult to achieve using restriction enzyme-based methods. After 7 days, we were able to confirm the generation of DNA of the desired length. Although the efficiency is yet to be improved, the chemically modified PCR primer offers potential to complement enzymatic methods and serve as a DNA concatenation technique.
Collapse
Affiliation(s)
- Kohei Nomura
- Department of Chemistry, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
| | - Kaoru Onda
- Department of Chemistry, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
| | - Hirotaka Murase
- Department of Chemistry, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
| | - Fumitaka Hashiya
- Research Center for Materials Science, Nagoya University Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
- CREST, Japan Science and Technology Agency 7 Gobancho Chiyoda-ku Tokyo 102-0076 Japan
| | - Yukiteru Ono
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo Kashiwanoha, Kashiwa Chiba 277-8561 Japan
| | - Goro Terai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo Kashiwanoha, Kashiwa Chiba 277-8561 Japan
| | - Natsuhisa Oka
- Department of Chemistry and Biomolecular Science Faculty of Engineering, Gifu University Gifu 501-1193 Japan
| | - Kiyoshi Asai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo Kashiwanoha, Kashiwa Chiba 277-8561 Japan
| | - Daisuke Suzuki
- Department of Chemistry, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
| | - Naho Takahashi
- Department of Chemistry, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
| | - Haruka Hiraoka
- Department of Chemistry, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
| | - Masahito Inagaki
- Department of Chemistry, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
| | - Yasuaki Kimura
- Department of Chemistry, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
| | - Yoshihiro Shimizu
- Laboratory for Cell-Free Protein Synthesis, RIKEN Center for Biosystems Dynamics Research Suita Osaka 565-0874 Japan
| | - Naoko Abe
- Department of Chemistry, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
| | - Hiroshi Abe
- Department of Chemistry, Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
- Research Center for Materials Science, Nagoya University Furo-cho, Chikusa-ku Nagoya Aichi 464-8602 Japan
- CREST, Japan Science and Technology Agency 7 Gobancho Chiyoda-ku Tokyo 102-0076 Japan
- Institute for Glyco-core Research (iGCORE), Nagoya University Furo-cho, Chikusa-ku Nagoya Aichi 464-8601 Japan
| |
Collapse
|
2
|
Hashiya F, Murase H, Chandela A, Hiraoka H, Inagaki M, Nakashima Y, Abe N, Nakamura M, Terai G, Kimura Y, Ando K, Oka N, Asai K, Abe H. The effect of γ phosphate modified deoxynucleotide substrates on PCR activity and fidelity. Chembiochem 2023:e202200572. [PMID: 37253903 DOI: 10.1002/cbic.202200572] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Revised: 05/30/2023] [Accepted: 05/30/2023] [Indexed: 06/01/2023]
Abstract
Controlling PCR fidelity is an important issue for molecular biology and high-fidelity PCR is essential for gene cloning. In general, fidelity control is achieved by protein engineering of polymerases. In contrast, only a few studies have reported controlling fidelity using chemically modified nucleotide substrates. In this report, we synthesized nucleotide substrates possessing a modification on Pγ and evaluated the effect of this modification on PCR fidelity. One of the substrates, nucleotide tetraphosphate, caused a modest decrease in Taq DNA polymerase activity and the effect on PCR fidelity was dependent on the type of mutation. The use of deoxyadenosine tetraphosphate enhanced the A:T→G:C mutation dramatically, which is common when using Taq polymerase. Conversely, deoxyguanosine tetraphosphate (dG4P) suppressed this mutation but increased the G:C→A:T mutation during PCR. Using an excess amount of dG4P suppressed both mutations successfully and total fidelity was improved.
Collapse
Affiliation(s)
- Fumitaka Hashiya
- Nagoya University: Nagoya Daigaku, Research Center for Materials Science, JAPAN
| | - Hirotaka Murase
- Nagoya University: Nagoya Daigaku, Department of Chemistry, Graduate School of Science, JAPAN
| | - Akash Chandela
- Gifu University: Gifu Daigaku, Department of Chemistry and Biomolecular Science, Faculty of Engineering, JAPAN
| | - Haruka Hiraoka
- Nagoya University: Nagoya Daigaku, Department of Chemistry, Graduate School of Science, JAPAN
| | - Masahito Inagaki
- Nagoya University: Nagoya Daigaku, Department of Chemistry, Graduate School of Science, JAPAN
| | - Yuko Nakashima
- Nagoya University: Nagoya Daigaku, Department of Chemistry, Graduate School of Science, JAPAN
| | - Naoko Abe
- Nagoya University: Nagoya Daigaku, Department of Chemistry, Graduate School of Science, JAPAN
| | - Mayu Nakamura
- Nagoya University: Nagoya Daigaku, Department of Chemistry, Graduate School of Science, JAPAN
| | - Goro Terai
- University of Tokyo: Tokyo Daigaku, Department of Computational Biology and Medical Science, Graduate School of Frontier Science, JAPAN
| | - Yasuaki Kimura
- Nagoya University: Nagoya Daigaku, Department of Chemistry, Graduate School of Science, JAPAN
| | - Kaori Ando
- Gifu University: Gifu Daigaku, Department of Chemistry and Biomolecular Science, Faculty of Engineering, JAPAN
| | - Natsuhisa Oka
- Gifu University: Gifu Daigaku, Department of Chemistry and Biomolecular Science, Faculty of Engineering, JAPAN
| | - Kiyoshi Asai
- University of Tokyo: Tokyo Daigaku, Department of Computational Biology and Medical Science, Graduate School of Frontier Science, JAPAN
| | - Hiroshi Abe
- Nagoya University, Department of Chemistry, Graduate School of Science, Furo, Chikusa, 464-8602, Nagoya, JAPAN
| |
Collapse
|
3
|
Iwakiri J, Tanaka K, Chujo T, Takakuwa H, Yamazaki T, Terai G, Asai K, Hirose T. Remarkable improvement in detection of readthrough downstream-of-gene transcripts by semi-extractable RNA-sequencing. RNA 2023; 29:170-177. [PMID: 36384963 PMCID: PMC9891252 DOI: 10.1261/rna.079469.122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Accepted: 11/01/2022] [Indexed: 06/16/2023]
Abstract
The mammalian cell nucleus contains dozens of membrane-less nuclear bodies that play significant roles in various aspects of gene expression. Several nuclear bodies are nucleated by specific architectural noncoding RNAs (arcRNAs) acting as structural scaffolds. We have reported that a minor population of cellular RNAs exhibits an unusual semi-extractable feature upon using the conventional procedure of RNA preparation and that needle shearing or heating of cell lysates remarkably improves extraction of dozens of RNAs. Because semi-extractable RNAs, including known arcRNAs, commonly localize in nuclear bodies, this feature may be a hallmark of arcRNAs. Using the semi-extractability of RNA, we performed genome-wide screening of semi-extractable long noncoding RNAs to identify new candidate arcRNAs for arcRNA under hyperosmotic and heat stress conditions. After screening stress-inducible and semi-extractable RNAs, hundreds of readthrough downstream-of-gene (DoG) transcripts over several hundreds of kilobases, many of which were not detected among RNAs prepared by the conventional extraction procedure, were found to be stress-inducible and semi-extractable. We further characterized some of the abundant DoGs and found that stress-inducible transient extension of the 3'-UTR made DoGs semi-extractable. Furthermore, they were localized in distinct nuclear foci that were sensitive to 1,6-hexanediol. These data suggest that semi-extractable DoGs exhibit arcRNA-like features and our semi-extractable RNA-seq is a powerful tool to extensively monitor DoGs that are induced under specific physiological conditions.
Collapse
Affiliation(s)
- Junichi Iwakiri
- Graduate School of Frontier Sciences, University of Tokyo, Kashiwa 277-8562, Japan
| | - Kumiko Tanaka
- Institute for Genetic Medicine, Hokkaido University, Sapporo 060-0815, Japan
| | - Takeshi Chujo
- Department of Molecular Physiology, Faculty of Life Sciences, Kumamoto University, Kumamoto 860-8556, Japan
| | - Hiro Takakuwa
- Institute for Genetic Medicine, Hokkaido University, Sapporo 060-0815, Japan
- Graduate School of Frontier Biosciences, Osaka University, Suita 565-0871, Japan
| | - Tomohiro Yamazaki
- Graduate School of Frontier Biosciences, Osaka University, Suita 565-0871, Japan
| | - Goro Terai
- Graduate School of Frontier Sciences, University of Tokyo, Kashiwa 277-8562, Japan
| | - Kiyoshi Asai
- Graduate School of Frontier Sciences, University of Tokyo, Kashiwa 277-8562, Japan
| | - Tetsuro Hirose
- Graduate School of Frontier Biosciences, Osaka University, Suita 565-0871, Japan
- Institute for Open and Transdisciplinary Research Initiatives (OTRI), Osaka University, Suita 565-0871, Japan
| |
Collapse
|
4
|
Ito Y, Ishigami M, Terai G, Nakamura Y, Hashiba N, Nishi T, Nakazawa H, Hasunuma T, Asai K, Umetsu M, Ishii J, Kondo A. A streamlined strain engineering workflow with genome-wide screening detects enhanced protein secretion in Komagataella phaffii. Commun Biol 2022; 5:561. [PMID: 35676418 PMCID: PMC9177720 DOI: 10.1038/s42003-022-03475-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Accepted: 05/11/2022] [Indexed: 11/26/2022] Open
Abstract
Expression of secreted recombinant proteins burdens the protein secretion machinery, limiting production. Here, we describe an approach to improving protein production by the non-conventional yeast Komagataella phaffii comprised of genome-wide screening for effective gene disruptions, combining them in a single strain, and recovering growth reduction by adaptive evolution. For the screen, we designed a multiwell-formatted, streamlined workflow to high-throughput assay of secretion of a single-chain small antibody, which is cumbersome to detect but serves as a good model of proteins that are difficult to secrete. Using the consolidated screening system, we evaluated >19,000 mutant strains from a mutant library prepared by a modified random gene-disruption method, and identified six factors for which disruption led to increased antibody production. We then combined the disruptions, up to quadruple gene knockouts, which appeared to contribute independently, in a single strain and observed an additive effect. Target protein and promoter were basically interchangeable for the effects of knockout genes screened. We finally used adaptive evolution to recover reduced cell growth by multiple gene knockouts and examine the possibility for further enhancing protein secretion. Our successful, three-part approach holds promise as a method for improving protein production by non-conventional microorganisms.
Collapse
Affiliation(s)
- Yoichiro Ito
- Engineering Biology Research Center, Kobe University, Kobe, Japan
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe, Japan
| | - Misa Ishigami
- Technology Research Association of Highly Efficient Gene Design (TRAHED), Kobe, Japan
| | - Goro Terai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Chiba, Japan
| | - Yasuyuki Nakamura
- Engineering Biology Research Center, Kobe University, Kobe, Japan
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe, Japan
| | - Noriko Hashiba
- Technology Research Association of Highly Efficient Gene Design (TRAHED), Kobe, Japan
| | - Teruyuki Nishi
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe, Japan
- Bio-Pharma Research Laboratories, Kaneka Corporation, Takasago, Japan
| | - Hikaru Nakazawa
- Department of Biomolecular Engineering, Graduate School of Engineering, Tohoku University, Sendai, Japan
| | - Tomohisa Hasunuma
- Engineering Biology Research Center, Kobe University, Kobe, Japan
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe, Japan
| | - Kiyoshi Asai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Chiba, Japan
| | - Mitsuo Umetsu
- Department of Biomolecular Engineering, Graduate School of Engineering, Tohoku University, Sendai, Japan
| | - Jun Ishii
- Engineering Biology Research Center, Kobe University, Kobe, Japan.
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe, Japan.
| | - Akihiko Kondo
- Engineering Biology Research Center, Kobe University, Kobe, Japan.
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe, Japan.
- Department of Chemical Science and Engineering, Graduate School of Engineering, Kobe University, Kobe, Japan.
| |
Collapse
|
5
|
Ito Y, Ishigami M, Hashiba N, Nakamura Y, Terai G, Hasunuma T, Ishii J, Kondo A. Avoiding entry into intracellular protein degradation pathways by signal mutations increases protein secretion in Pichia pastoris. Microb Biotechnol 2022; 15:2364-2378. [PMID: 35656803 PMCID: PMC9437885 DOI: 10.1111/1751-7915.14061] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Revised: 03/23/2022] [Accepted: 03/31/2022] [Indexed: 12/02/2022] Open
Abstract
In our previous study, we serendipitously discovered that protein secretion in the methylotrophic yeast Pichia pastoris is enhanced by a mutation (V50A) in the mating factor alpha (MFα) prepro‐leader signal derived from Saccharomyces cerevisiae. In the present study, we investigated 20 single‐amino‐acid substitutions, including V50A, located within the MFα signal peptide, indicating that V50A and several single mutations alone provided significant increase in production of the secreted proteins. In addition to hydrophobicity index analysis, both an unfolded protein response (UPR) biosensor analysis and a microscopic observation showed a clear difference on the levels of UPR induction and mis‐sorting of secretory protein into vacuoles among the wild‐type and mutated MFα signal peptides. This work demonstrates the importance of avoiding entry of secretory proteins into the intracellular protein degradation pathways, an observation that is expected to contribute to the engineering of strains with increased production of recombinant secreted proteins.
Collapse
Affiliation(s)
- Yoichiro Ito
- Engineering Biology Research Center, Kobe University, 1-1 Rokkodai, Nada, Kobe, 657-8501, Japan.,Graduate School of Science, Technology and Innovation, Kobe University, 1-1 Rokkodai, Nada, Kobe, 657-8501, Japan
| | - Misa Ishigami
- Technology Research Association of Highly Efficient Gene Design (TRAHED), Kobe, Japan
| | - Noriko Hashiba
- Technology Research Association of Highly Efficient Gene Design (TRAHED), Kobe, Japan
| | - Yasuyuki Nakamura
- Engineering Biology Research Center, Kobe University, 1-1 Rokkodai, Nada, Kobe, 657-8501, Japan.,Graduate School of Science, Technology and Innovation, Kobe University, 1-1 Rokkodai, Nada, Kobe, 657-8501, Japan
| | - Goro Terai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba, Japan
| | - Tomohisa Hasunuma
- Engineering Biology Research Center, Kobe University, 1-1 Rokkodai, Nada, Kobe, 657-8501, Japan.,Graduate School of Science, Technology and Innovation, Kobe University, 1-1 Rokkodai, Nada, Kobe, 657-8501, Japan
| | - Jun Ishii
- Engineering Biology Research Center, Kobe University, 1-1 Rokkodai, Nada, Kobe, 657-8501, Japan.,Graduate School of Science, Technology and Innovation, Kobe University, 1-1 Rokkodai, Nada, Kobe, 657-8501, Japan
| | - Akihiko Kondo
- Engineering Biology Research Center, Kobe University, 1-1 Rokkodai, Nada, Kobe, 657-8501, Japan.,Graduate School of Science, Technology and Innovation, Kobe University, 1-1 Rokkodai, Nada, Kobe, 657-8501, Japan.,Department of Chemical Science and Engineering, Graduate School of Engineering, Kobe University, Kobe, Japan.,Center for Sustainable Resource Science, RIKEN, Yokohama, Japan
| |
Collapse
|
6
|
Terai G, Asai K. QRNAstruct: a method for extracting secondary structural features of RNA via regression with biological activity. Nucleic Acids Res 2022; 50:e73. [PMID: 35390152 PMCID: PMC9303433 DOI: 10.1093/nar/gkac220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Revised: 02/15/2022] [Accepted: 03/24/2022] [Indexed: 12/04/2022] Open
Abstract
Recent technological advances have enabled the generation of large amounts of data consisting of RNA sequences and their functional activity. Here, we propose a method for extracting secondary structure features that affect the functional activity of RNA from sequence–activity data. Given pairs of RNA sequences and their corresponding bioactivity values, our method calculates position-specific structural features of the input RNA sequences, considering every possible secondary structure of each RNA. A Ridge regression model is trained using the structural features as feature vectors and the bioactivity values as response variables. Optimized model parameters indicate how secondary structure features affect bioactivity. We used our method to extract intramolecular structural features of bacterial translation initiation sites and self-cleaving ribozymes, and the intermolecular features between rRNAs and Shine–Dalgarno sequences and between U1 RNAs and splicing sites. We not only identified known structural features but also revealed more detailed insights into structure–activity relationships than previously reported. Importantly, the datasets we analyzed here were obtained from different experimental systems and differed in size, sequence length and similarity, and number of RNA molecules involved, demonstrating that our method is applicable to various types of data consisting of RNA sequences and bioactivity values.
Collapse
Affiliation(s)
- Goro Terai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Kashiwanoha 5-1-5, Kashiwa, Chiba 277-8561, Japan
| | - Kiyoshi Asai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Kashiwanoha 5-1-5, Kashiwa, Chiba 277-8561, Japan
| |
Collapse
|
7
|
Ninomiya K, Iwakiri J, Aly MK, Sakaguchi Y, Adachi S, Natsume T, Terai G, Asai K, Suzuki T, Hirose T. m 6 A modification of HSATIII lncRNAs regulates temperature-dependent splicing. EMBO J 2021; 40:e107976. [PMID: 34184765 DOI: 10.15252/embj.2021107976] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 05/24/2021] [Accepted: 05/28/2021] [Indexed: 12/21/2022] Open
Abstract
Nuclear stress bodies (nSBs) are nuclear membraneless organelles formed around stress-inducible HSATIII architectural long noncoding RNAs (lncRNAs). nSBs repress splicing of hundreds of introns during thermal stress recovery, which are partly regulated by CLK1 kinase phosphorylation of temperature-dependent Ser/Arg-rich splicing factors (SRSFs). Here, we report a distinct mechanism for this splicing repression through protein sequestration by nSBs. Comprehensive identification of RNA-binding proteins revealed HSATIII association with proteins related to N6 -methyladenosine (m6 A) RNA modification. 11% of the first adenosine in the repetitive HSATIII sequence were m6 A-modified. nSBs sequester the m6 A writer complex to methylate HSATIII, leading to subsequent sequestration of the nuclear m6 A reader, YTHDC1. Sequestration of these factors from the nucleoplasm represses m6 A modification of pre-mRNAs, leading to repression of m6 A-dependent splicing during stress recovery phase. Thus, nSBs serve as a common platform for regulation of temperature-dependent splicing through dual mechanisms employing two distinct ribonucleoprotein modules with partially m6 A-modified architectural lncRNAs.
Collapse
Affiliation(s)
- Kensuke Ninomiya
- Graduate School of Frontier Biosciences, Osaka University, Suita, Japan.,Institute for Genetic Medicine, Hokkaido University, Sapporo, Japan
| | - Junichi Iwakiri
- Graduate School of Frontier Sciences, University of Tokyo, Kashiwa, Japan
| | - Mahmoud Khamis Aly
- Institute for Genetic Medicine, Hokkaido University, Sapporo, Japan.,Faculty of Biotechnology, Modern Sciences and Arts University, Giza, Egypt
| | - Yuriko Sakaguchi
- Graduate School of Engineering, The University of Tokyo, Tokyo, Japan
| | - Shungo Adachi
- Cellular and Molecular Biotechnology Research Institute, National Institute for Advanced Industrial Science and Technology (AIST), Tokyo, Japan
| | - Tohru Natsume
- Cellular and Molecular Biotechnology Research Institute, National Institute for Advanced Industrial Science and Technology (AIST), Tokyo, Japan
| | - Goro Terai
- Graduate School of Frontier Sciences, University of Tokyo, Kashiwa, Japan
| | - Kiyoshi Asai
- Graduate School of Frontier Sciences, University of Tokyo, Kashiwa, Japan
| | - Tsutomu Suzuki
- Graduate School of Engineering, The University of Tokyo, Tokyo, Japan
| | - Tetsuro Hirose
- Graduate School of Frontier Biosciences, Osaka University, Suita, Japan.,Institute for Genetic Medicine, Hokkaido University, Sapporo, Japan
| |
Collapse
|
8
|
Ito Y, Terai G, Ishigami M, Hashiba N, Nakamura Y, Bamba T, Kumokita R, Hasunuma T, Asai K, Ishii J, Kondo A. Exchange of endogenous and heterogeneous yeast terminators in Pichia pastoris to tune mRNA stability and gene expression. Nucleic Acids Res 2021; 48:13000-13012. [PMID: 33257988 PMCID: PMC7736810 DOI: 10.1093/nar/gkaa1066] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Revised: 10/15/2020] [Accepted: 10/22/2020] [Indexed: 12/16/2022] Open
Abstract
In the yeast Saccharomyces cerevisiae, terminator sequences not only terminate transcription but also affect expression levels of the protein-encoded upstream of the terminator. The non-conventional yeast Pichia pastoris (syn. Komagataella phaffii) has frequently been used as a platform for metabolic engineering but knowledge regarding P. pastoris terminators is limited. To explore terminator sequences available to tune protein expression levels in P. pastoris, we created a 'terminator catalog' by testing 72 sequences, including terminators from S. cerevisiae or P. pastoris and synthetic terminators. Altogether, we found that the terminators have a tunable range of 17-fold. We also found that S. cerevisiae terminator sequences maintain function when transferred to P. pastoris. Successful tuning of protein expression levels was shown not only for the reporter gene used to define the catalog but also using betaxanthin production as an example application in pathway flux regulation. Moreover, we found experimental evidence that protein expression levels result from mRNA abundance and in silico evidence that levels reflect the stability of mRNA 3'-UTR secondary structure. In combination with promoter selection, the novel terminator catalog constitutes a basic toolbox for tuning protein expression levels in metabolic engineering and synthetic biology in P. pastoris.
Collapse
Affiliation(s)
- Yoichiro Ito
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe 657-8501, Japan.,Engineering Biology Research Center, Kobe University, Kobe 657-8501, Japan
| | - Goro Terai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Chiba 277-8561, Japan
| | - Misa Ishigami
- Technology Research Association of Highly Efficient Gene Design, Kobe 650-0047, Japan
| | - Noriko Hashiba
- Technology Research Association of Highly Efficient Gene Design, Kobe 650-0047, Japan
| | - Yasuyuki Nakamura
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe 657-8501, Japan.,Engineering Biology Research Center, Kobe University, Kobe 657-8501, Japan
| | - Takahiro Bamba
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe 657-8501, Japan
| | - Ryota Kumokita
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe 657-8501, Japan
| | - Tomohisa Hasunuma
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe 657-8501, Japan.,Engineering Biology Research Center, Kobe University, Kobe 657-8501, Japan
| | - Kiyoshi Asai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Chiba 277-8561, Japan
| | - Jun Ishii
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe 657-8501, Japan.,Engineering Biology Research Center, Kobe University, Kobe 657-8501, Japan
| | - Akihiko Kondo
- Graduate School of Science, Technology and Innovation, Kobe University, Kobe 657-8501, Japan.,Engineering Biology Research Center, Kobe University, Kobe 657-8501, Japan.,Department of Chemical Science and Engineering, Graduate School of Engineering, Kobe University, Kobe 657-8501, Japan
| |
Collapse
|
9
|
Terai G, Asai K. Improving the prediction accuracy of protein abundance in Escherichia coli using mRNA accessibility. Nucleic Acids Res 2020; 48:e81. [PMID: 32504488 PMCID: PMC7641306 DOI: 10.1093/nar/gkaa481] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2020] [Revised: 04/25/2020] [Accepted: 05/26/2020] [Indexed: 02/06/2023] Open
Abstract
RNA secondary structure around translation initiation sites strongly affects the abundance of expressed proteins in Escherichia coli. However, detailed secondary structural features governing protein abundance remain elusive. Recent advances in high-throughput DNA synthesis and experimental systems enable us to obtain large amounts of data. Here, we evaluated six types of structural features using two large-scale datasets. We found that accessibility, which is the probability that a given region around the start codon has no base-paired nucleotides, showed the highest correlation with protein abundance in both datasets. Accessibility showed a significantly higher correlation (Spearman's ρ = 0.709) than the widely used minimum free energy (0.554) in one of the datasets. Interestingly, accessibility showed the highest correlation only when it was calculated by a log-linear model, indicating that the RNA structural model and how to utilize it are important. Furthermore, by combining the accessibility and activity of the Shine-Dalgarno sequence, we devised a method for predicting protein abundance more accurately than existing methods. We inferred that the log-linear model has a broader probabilistic distribution than the widely used Turner energy model, which contributed to more accurate quantification of ribosome accessibility to translation initiation sites.
Collapse
Affiliation(s)
- Goro Terai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Japan
| | - Kiyoshi Asai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Japan
| |
Collapse
|
10
|
Takizawa H, Iwakiri J, Terai G, Asai K. Finding the direct optimal RNA barrier energy and improving pathways with an arbitrary energy model. Bioinformatics 2020; 36:i227-i235. [PMID: 32657400 PMCID: PMC7355307 DOI: 10.1093/bioinformatics/btaa469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/03/2022] Open
Abstract
Motivation RNA folding kinetics plays an important role in the biological functions of RNA molecules. An important goal in the investigation of the kinetic behavior of RNAs is to find the folding pathway with the lowest energy barrier. For this purpose, most of the existing methods use heuristics because the number of possible pathways is huge even if only the shortest (direct) folding pathways are considered. Results In this study, we propose a new method using a best-first search strategy to efficiently compute the exact solution of the minimum barrier energy of direct pathways. Using our method, we can find the exact direct pathways within a Hamming distance of 20, whereas the previous methods even miss the exact short pathways. Moreover, our method can be used to improve the pathways found by existing methods for exploring indirect pathways. Availability and implementation The source code and datasets created and used in this research are available at https://github.com/eukaryo/czno. Supplementary information Supplementary data are available at Bioinformatics online.
Collapse
Affiliation(s)
- Hiroki Takizawa
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Tokyo, Chiba 277-8561 Japan
| | - Junichi Iwakiri
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Tokyo, Chiba 277-8561 Japan
| | - Goro Terai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Tokyo, Chiba 277-8561 Japan
| | - Kiyoshi Asai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Tokyo, Chiba 277-8561 Japan.,Artificial Intelligence Research Center (AIRC), National Institute of Advanced Science and Technology (AIST), Tokyo135-0064, Japan
| |
Collapse
|
11
|
Umemura M, Kuriiwa K, Dao LV, Okuda T, Terai G. Promoter tools for further development of Aspergillus oryzae as a platform for fungal secondary metabolite production. Fungal Biol Biotechnol 2020; 7:3. [PMID: 32211196 PMCID: PMC7092444 DOI: 10.1186/s40694-020-00093-1] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2019] [Accepted: 03/05/2020] [Indexed: 01/14/2023] Open
Abstract
Background The filamentous fungus Aspergillus oryzae is widely used for secondary metabolite production by heterologous expression; thus, a wide variety of promoter tools is necessary to broaden the application of this species. Here we built a procedure to survey A. flavus genes constitutively highly expressed in 83 transcriptome datasets obtained under various conditions affecting secondary metabolite production, to find promoters useful for heterologous expression of genes in A. oryzae. Results To test the ability of the promoters of the top 6 genes to induce production of a fungal secondary metabolite, ustiloxin B, we inserted the promoters before the start codon of ustR, which encodes the transcription factor of the gene cluster responsible for ustiloxin B biosynthesis, in A. oryzae. Four of the 6 promoters induced ustiloxin B production in all tested media (solid maize, liquid V8 and PDB media), and also ustR expression. Two of the 4 promoters were those of tef1 and gpdA, which are well characterized in A. oryzae and A. nidulans, respectively, whereas the other two, those of AFLA_030930 and AFLA_113120, are newly reported here and show activities comparable to that of the gpdA promoter with respect to induction of gene expression and ustiloxin B production. Conclusion We newly reported two sequences as promoter tools for secondary metabolite production in A. oryzae. Our results demonstrate that our simple strategy of surveying for constitutively highly expressed genes in large-scale transcriptome datasets is useful for finding promoter sequences that can be used as heterologous expression tools in A. oryzae.
Collapse
Affiliation(s)
- Maiko Umemura
- 1Bioproduction Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), Ibaraki, 305-8566 Japan.,2Computational Bio Big Data Open Innovation Laboratory, AIST, Ibaraki, 305-8566 Japan
| | - Kaoru Kuriiwa
- 1Bioproduction Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), Ibaraki, 305-8566 Japan.,3Department of Zoology, National Museum of Nature and Science, Ibaraki, 305-0005 Japan
| | - Linh Viet Dao
- 1Bioproduction Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), Ibaraki, 305-8566 Japan.,5Present Address: Department of Biomedical Engineering, Faculty of Engineering, National University of Singapore, 4 Engineering Drive 3, Singapore, 117583 Singapore
| | - Tetsuya Okuda
- 1Bioproduction Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), Ibaraki, 305-8566 Japan
| | - Goro Terai
- 4Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, University of Tokyo, Chiba, 277-8561 Japan
| |
Collapse
|
12
|
Ninomiya K, Adachi S, Natsume T, Iwakiri J, Terai G, Asai K, Hirose T. LncRNA-dependent nuclear stress bodies promote intron retention through SR protein phosphorylation. EMBO J 2019; 39:e102729. [PMID: 31782550 DOI: 10.15252/embj.2019102729] [Citation(s) in RCA: 80] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Revised: 10/17/2019] [Accepted: 10/29/2019] [Indexed: 12/19/2022] Open
Abstract
A number of long noncoding RNAs (lncRNAs) are induced in response to specific stresses to construct membrane-less nuclear bodies; however, their function remains poorly understood. Here, we report the role of nuclear stress bodies (nSBs) formed on highly repetitive satellite III (HSATIII) lncRNAs derived from primate-specific satellite III repeats upon thermal stress exposure. A transcriptomic analysis revealed that depletion of HSATIII lncRNAs, resulting in elimination of nSBs, promoted splicing of 533 retained introns during thermal stress recovery. A HSATIII-Comprehensive identification of RNA-binding proteins by mass spectrometry (ChIRP-MS) analysis identified multiple splicing factors in nSBs, including serine and arginine-rich pre-mRNA splicing factors (SRSFs), the phosphorylation states of which affect splicing patterns. SRSFs are rapidly de-phosphorylated upon thermal stress exposure. During stress recovery, CDC like kinase 1 (CLK1) was recruited to nSBs and accelerated the re-phosphorylation of SRSF9, thereby promoting target intron retention. Our findings suggest that HSATIII-dependent nSBs serve as a conditional platform for phosphorylation of SRSFs by CLK1 to promote the rapid adaptation of gene expression through intron retention following thermal stress exposure.
Collapse
Affiliation(s)
- Kensuke Ninomiya
- Institute for Genetic Medicine, Hokkaido University, Sapporo, Japan
| | - Shungo Adachi
- Molecular Profiling Research Center, National Institute for Advanced Industrial Science and Technology (AIST), Tokyo, Japan
| | - Tohru Natsume
- Molecular Profiling Research Center, National Institute for Advanced Industrial Science and Technology (AIST), Tokyo, Japan
| | - Junichi Iwakiri
- Graduate School of Frontier Sciences, University of Tokyo, Kashiwa, Japan
| | - Goro Terai
- Graduate School of Frontier Sciences, University of Tokyo, Kashiwa, Japan
| | - Kiyoshi Asai
- Graduate School of Frontier Sciences, University of Tokyo, Kashiwa, Japan
| | - Tetsuro Hirose
- Institute for Genetic Medicine, Hokkaido University, Sapporo, Japan
| |
Collapse
|
13
|
Tian S, Terai G, Kobayashi Y, Kimura Y, Abe H, Asai K, Ui-Tei K. A robust model for quantitative prediction of the silencing efficacy of wild-type and A-to-I edited miRNAs. RNA Biol 2019; 17:264-280. [PMID: 31601146 DOI: 10.1080/15476286.2019.1678364] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
MicroRNAs (miRNAs) are small non-coding RNAs that play essential roles in the regulation of gene function by a mechanism known as RNA silencing. In a previous study, we revealed that miRNA-mediated silencing efficacy is correlated with the combinatorial thermodynamic properties of the miRNA seed-target mRNA duplex and the 5´-terminus of the miRNA duplex, which can be predicted using 'miScore'. In this study, a robust refined-miScore was developed by integrating the thermodynamic properties of various miRNA secondary structures and the latest thermodynamic parameters of wobble base-pairing, including newly established parameters for I:C base pairing. Through repeated random sampling and machine learning, refined-miScore models calculated with either melting temperature (Tm) or free energy change (ΔG) values were successfully built and validated in both wild-type and adenosine-to-inosine edited miRNAs. In addition to the previously reported contribution of the seed-target duplex and 5´-terminus region, the refined-miScore suggests that the central and 3´-terminus regions of the miRNA duplex also play a role in the thermodynamic regulation of miRNA-mediated silencing efficacy.
Collapse
Affiliation(s)
- Shen Tian
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, Tokyo, Japan
| | - Goro Terai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba , Japan
| | - Yoshiaki Kobayashi
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, Tokyo, Japan
| | - Yasuaki Kimura
- Department of Chemistry, Graduate School of Science, Nagoya University, Nagoya, Japan
| | - Hiroshi Abe
- Department of Chemistry, Graduate School of Science, Nagoya University, Nagoya, Japan
| | - Kiyoshi Asai
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba , Japan
| | - Kumiko Ui-Tei
- Department of Biological Sciences, Graduate School of Science, The University of Tokyo, Tokyo, Japan.,Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba , Japan
| |
Collapse
|
14
|
Terai G, Kamegai S, Taneda A, Asai K. Evolutionary design of multiple genes encoding the same protein. Bioinformatics 2018; 33:1613-1620. [PMID: 28130234 DOI: 10.1093/bioinformatics/btx030] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2016] [Accepted: 01/19/2017] [Indexed: 11/13/2022] Open
Abstract
Motivation Enhancing expression levels of a target protein is an important goal in synthetic biology. A widely used strategy is to integrate multiple copies of genes encoding a target protein into a host organism genome. Integrating highly similar sequences, however, can induce homologous recombination between them, resulting in the ultimate reduction of the number of integrated genes. Results We propose a method for designing multiple protein-coding sequences (i.e. CDSs) that are unlikely to induce homologous recombination, while encoding the same protein. The method, which is based on multi-objective genetic algorithm, is intended to design a set of CDSs whose nucleotide sequences are as different as possible and whose codon usage frequencies are as highly adapted as possible to the host organism. We show that our method not only successfully designs a set of intended CDSs, but also provides insight into the trade-off between nucleotide differences among gene copies and codon usage frequencies. Availability and Implementation Our method, named Tandem Designer, is available as a web-based application at http://tandem.trahed.jp/tandem/ . Contact : terai_goro@intec.co.jp or asai@k.u-tokyo.ac.jp. Supplementary information Supplementary data are available at Bioinformatics online.
Collapse
Affiliation(s)
- Goro Terai
- Biotechnology Research Institute for Drug Discovery, National Institute of Advanced Industrial Science and Technology (AIST), Koto-ku, Tokyo, Japan.,INTEC Inc, Kanagawa-ku, Yokohama, Kanagawa, Japan
| | - Satoshi Kamegai
- Biotechnology Research Institute for Drug Discovery, National Institute of Advanced Industrial Science and Technology (AIST), Koto-ku, Tokyo, Japan.,INTEC Inc, Kanagawa-ku, Yokohama, Kanagawa, Japan
| | - Akito Taneda
- Graduate School of Science and Technology, Hirosaki University, Hirosaki, Aomori, Japan
| | - Kiyoshi Asai
- Biotechnology Research Institute for Drug Discovery, National Institute of Advanced Industrial Science and Technology (AIST), Koto-ku, Tokyo, Japan.,Graduate School of Frontier Sciences, University of Tokyo, Kashiwa Chiba, Japan
| |
Collapse
|
15
|
Iwakiri J, Terai G, Hamada M. Computational prediction of lncRNA-mRNA interactionsby integrating tissue specificity in human transcriptome. Biol Direct 2017; 12:15. [PMID: 28595592 PMCID: PMC5465533 DOI: 10.1186/s13062-017-0183-4] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2017] [Accepted: 05/09/2017] [Indexed: 11/10/2022] Open
Abstract
Long noncoding RNAs (lncRNAs) play a key role in normal tissue differentiation and cancer development through their tissue-specific expression in the human transcriptome. Recent investigations of macromolecular interactions have shown that tissue-specific lncRNAs form base-pairing interactions with various mRNAs associated with tissue-differentiation, suggesting that tissue specificity is an important factor controlling human lncRNA-mRNA interactions.Here, we report investigations of the tissue specificities of lncRNAs and mRNAs by using RNA-seq data across various human tissues as well as computational predictions of tissue-specific lncRNA-mRNA interactions inferred by integrating the tissue specificity of lncRNAs and mRNAs into our comprehensive prediction of human lncRNA-RNA interactions. Our predicted lncRNA-mRNA interactions were evaluated by comparisons with experimentally validated lncRNA-mRNA interactions (between the TINCR lncRNA and mRNAs), showing the improvement of prediction accuracy over previous prediction methods that did not account for tissue specificities of lncRNAs and mRNAs. In addition, our predictions suggest that the potential functions of TINCR lncRNA not only for epidermal differentiation but also for esophageal development through lncRNA-mRNA interactions. REVIEWERS This article was reviewed by Dr. Weixiong Zhang and Dr. Bojan Zagrovic.
Collapse
Affiliation(s)
- Junichi Iwakiri
- Graduate School of Frontier Sciences, University of Tokyo, 5-1-5 Kashiwanoha, Kashiwa, Chiba, 277-8562, Japan.
| | - Goro Terai
- INTEC Inc, 1-1-25 Shin-urashima-cho, Kanagawa-ku, Yokohama, Kanagawa, 221-8520, Japan
| | - Michiaki Hamada
- Department of Electrical Engineering and Bioscience, Faculty of Science and Engineering, Waseda University, 55N-06-10, 3-4-1 Okubo Shinjuku-ku, Tokyo, 169-8555, Japan.,Artificial Intelligence Research Center, National Institute of Advanced Industrial Science and Technology (AIST), 2-41-6 Aomi, Koto-ku, Tokyo, 135-0064, Japan.,AIST-Waseda University Computational Bio Big-Data Open Innovation Laboratory (CBBD-OIL), 3-4-1, Okubo Shinjuku-ku, Tokyo, 169-8555, Japan.,Institute for Medical-oriented Structural Biology, Waseda University, 2-2, Wakamatsu-cho Shinjuku-ku, Tokyo, 162-8480, Japan.,Graduate School of Medicine, Nippon Medical School, 1-1-5, Sendagi, Bunkyo-ku, Tokyo, 113-8602, Japan
| |
Collapse
|
16
|
Matsui M, Yokoyama T, Nemoto K, Kumagai T, Terai G, Tamano K, Machida M, Shibata T. Identification of a putative FR901469 biosynthesis gene cluster in fungal sp. No. 11243 and enhancement of the productivity by overexpressing the transcription factor gene frbF. J Biosci Bioeng 2016; 123:147-153. [PMID: 27660098 DOI: 10.1016/j.jbiosc.2016.08.007] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2016] [Revised: 08/14/2016] [Accepted: 08/17/2016] [Indexed: 01/02/2023]
Abstract
FR901469 is an antifungal antibiotic produced by fungal sp. No. 11243. Here, we searched for FR901469 biosynthesis genes in the genome of No. 11243. Based on the molecular structure of FR901469 and endogenous functional motifs predicted in each genomic NRPS gene, a putative FR901469 biosynthesis gene cluster harboring the most plausible NRPS gene was identified. A transcription factor gene, designated frbF, was found in the cluster. To improve FR901469 productivity, we constructed a strain in which frbF was overexpressed and named it TFH2-2. FR901469 productivity of TFH2-2 was 3.4 times higher than that of the wild-type strain. Transcriptome analysis revealed that most of the genes in the putative FR901469 biosynthesis gene cluster were upregulated in TFH2-2. It also showed that the expression of genes related to ergosterol biosynthesis, β-1,3-glucan catabolism, and chitin synthesis was inclined to exhibit significant differences in TFH2-2.
Collapse
Affiliation(s)
- Makoto Matsui
- Biotechnology Labs, Astellas Pharma Inc., 5-2-3 Tokodai, Tsukuba-shi, Ibaraki 300-2698, Japan; Technology Research Association of Highly Efficient Gene Design (TRAHED), 17-2-1 Higashi-Nijo, Tsukisamu, Toyohira-ku, Sapporo, Hokkaido 062-8517, Japan.
| | - Tatsuya Yokoyama
- Biotechnology Labs, Astellas Pharma Inc., 5-2-3 Tokodai, Tsukuba-shi, Ibaraki 300-2698, Japan; Technology Research Association of Highly Efficient Gene Design (TRAHED), 17-2-1 Higashi-Nijo, Tsukisamu, Toyohira-ku, Sapporo, Hokkaido 062-8517, Japan
| | - Kaoru Nemoto
- Technology Research Association of Highly Efficient Gene Design (TRAHED), 17-2-1 Higashi-Nijo, Tsukisamu, Toyohira-ku, Sapporo, Hokkaido 062-8517, Japan
| | - Toshitaka Kumagai
- Technology Research Association of Highly Efficient Gene Design (TRAHED), 17-2-1 Higashi-Nijo, Tsukisamu, Toyohira-ku, Sapporo, Hokkaido 062-8517, Japan; Fermlab, Inc., 4-3-1-913 Shirakawa, Koto-ku, Tokyo 135-0021, Japan
| | - Goro Terai
- INTEC Inc, 1-3-3 Shinsuna Koto-ku, Tokyo 136-8637, Japan; Computational Biology Research Center, National Institute of Advanced Industrial Science and Technology (AIST), 2-41-6 Aomi, Koto-ku, Tokyo 135-0064, Japan
| | - Koichi Tamano
- Technology Research Association of Highly Efficient Gene Design (TRAHED), 17-2-1 Higashi-Nijo, Tsukisamu, Toyohira-ku, Sapporo, Hokkaido 062-8517, Japan; Bioproduction Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 17-2-1 Higashi-Nijo, Tsukisamu, Toyohira-ku, Sapporo, Hokkaido 062-8517, Japan
| | - Masayuki Machida
- Technology Research Association of Highly Efficient Gene Design (TRAHED), 17-2-1 Higashi-Nijo, Tsukisamu, Toyohira-ku, Sapporo, Hokkaido 062-8517, Japan; Bioproduction Research Institute, National Institute of Advanced Industrial Science and Technology (AIST), 17-2-1 Higashi-Nijo, Tsukisamu, Toyohira-ku, Sapporo, Hokkaido 062-8517, Japan
| | - Takashi Shibata
- Biotechnology Labs, Astellas Pharma Inc., 5-2-3 Tokodai, Tsukuba-shi, Ibaraki 300-2698, Japan; Technology Research Association of Highly Efficient Gene Design (TRAHED), 17-2-1 Higashi-Nijo, Tsukisamu, Toyohira-ku, Sapporo, Hokkaido 062-8517, Japan
| |
Collapse
|
17
|
Terai G, Kamegai S, Asai K. CDSfold: an algorithm for designing a protein-coding sequence with the most stable secondary structure. Bioinformatics 2015; 32:828-34. [DOI: 10.1093/bioinformatics/btv678] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2015] [Accepted: 11/12/2015] [Indexed: 11/13/2022] Open
Abstract
Abstract
Motivation: An important problem in synthetic biology is to design a nucleotide sequence of an mRNA that confers a desirable expression level of a target protein. The secondary structure of protein-coding sequences (CDSs) is one potential factor that could have both positive and negative effects on protein production. To elucidate the role of secondary structure in CDSs, algorithms for manipulating secondary structure should be developed.
Results: We developed an algorithm for designing a CDS with the most stable secondary structure among all possible ones translated into the same protein, and implemented it as the program CDSfold. The algorithm runs the Zuker algorithm under the constraint of a given amino acid sequence. The time and space complexity is O(L3) and O(L2), respectively, where L is the length of the CDS to be designed. Although our algorithm is slower than the original Zuker algorithm, it could design a relatively long (2.7-kb) CDS in approximately 1 h.
Availability and implementation: The CDSfold program is freely available for non-commercial users as stand-alone and web-based software from http://cdsfold.trahed.jp/cdsfold/.
Contacts: terai-goro@aist.go.jp or asai@k.u-tokyo.ac.jp
Supplementary information: Supplementary data are available at Bioinformatics online.
Collapse
Affiliation(s)
- Goro Terai
- National Institute of Advanced Industrial Science and Technology (AIST), Koto-ku, Tokyo 135-0064, Japan,
- INTEC Inc., Koto-ku, Tokyo 136-8637, Japan and
| | - Satoshi Kamegai
- National Institute of Advanced Industrial Science and Technology (AIST), Koto-ku, Tokyo 135-0064, Japan,
- INTEC Inc., Koto-ku, Tokyo 136-8637, Japan and
| | - Kiyoshi Asai
- National Institute of Advanced Industrial Science and Technology (AIST), Koto-ku, Tokyo 135-0064, Japan,
- Graduate School of Frontier Sciences, University of Tokyo, Kashiwa 277-8562, Japan
| |
Collapse
|
18
|
Tsukui T, Nagano N, Umemura M, Kumagai T, Terai G, Machida M, Asai K. Ustiloxins, fungal cyclic peptides, are ribosomally synthesized in Ustilaginoidea virens. Bioinformatics 2014; 31:981-5. [DOI: 10.1093/bioinformatics/btu753] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Accepted: 11/08/2014] [Indexed: 11/14/2022] Open
|
19
|
Fukunaga T, Ozaki H, Terai G, Asai K, Iwasaki W, Kiryu H. CapR: revealing structural specificities of RNA-binding protein target recognition using CLIP-seq data. Genome Biol 2014; 15:R16. [PMID: 24447569 PMCID: PMC4053987 DOI: 10.1186/gb-2014-15-1-r16] [Citation(s) in RCA: 73] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2013] [Accepted: 01/21/2014] [Indexed: 12/02/2022] Open
Abstract
RNA-binding proteins (RBPs) bind to their target RNA molecules by recognizing specific RNA sequences and structural contexts. The development of CLIP-seq and related protocols has made it possible to exhaustively identify RNA fragments that bind to RBPs. However, no efficient bioinformatics method exists to reveal the structural specificities of RBP–RNA interactions using these data. We present CapR, an efficient algorithm that calculates the probability that each RNA base position is located within each secondary structural context. Using CapR, we demonstrate that several RBPs bind to their target RNA molecules under specific structural contexts. CapR is available at https://sites.google.com/site/fukunagatsu/software/capr.
Collapse
|
20
|
Terai G, Okida H, Asai K, Mituyama T. Prediction of conserved precursors of miRNAs and their mature forms by integrating position-specific structural features. PLoS One 2012; 7:e44314. [PMID: 22957063 PMCID: PMC3434162 DOI: 10.1371/journal.pone.0044314] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2012] [Accepted: 08/01/2012] [Indexed: 01/26/2023] Open
Abstract
MicroRNA (miRNA) precursor hairpins have a unique secondary structure, nucleotide length, and nucleotide content that are in most cases evolutionarily conserved. The aim of this study was to utilize position-specific features of miRNA hairpins to improve their identification. To this end, we defined the evolutionary and structurally conserved features in each position of miRNA hairpins with heuristically derived values, which were successfully integrated using a probabilistic framework. Our method, miRRim2, can not only accurately detect miRNA hairpins, but infer the location of a mature miRNA sequence. To evaluate the accuracy of miRRim2, we designed a cross validation test in which the whole human genome was used for evaluation. miRRim2 could more accurately detect miRNA hairpins than the other computational predictions that had been performed on the human genome, and detect the position of the 5′-end of mature miRNAs with sensitivity and positive predictive value (PPV) above 0.4. To further evaluate miRRim2 on independent data, we applied it to the Ciona intestinalis genome. Our method detected 47 known miRNA hairpins among top 115 candidates, and pinpointed the 5′-end of mature miRNAs with sensitivity and PPV about 0.4. When our results were compared with deep-sequencing reads of small RNA libraries from Ciona intestinalis cells, we found several candidates in which the predicted mature miRNAs were in good accordance with deep-sequencing results.
Collapse
|
21
|
Kiryu H, Terai G, Imamura O, Yoneyama H, Suzuki K, Asai K. A detailed investigation of accessibilities around target sites of siRNAs and miRNAs. ACTA ACUST UNITED AC 2011; 27:1788-97. [PMID: 21531769 DOI: 10.1093/bioinformatics/btr276] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
MOTIVATION The importance of RNA sequence analysis has been increasing since the discovery of various types of non-coding RNAs transcribed in animal cells. Conventional RNA sequence analyses have mainly focused on structured regions, which are stabilized by the stacking energies acting on adjacent base pairs. On the other hand, recent findings regarding the mechanisms of small interfering RNAs (siRNAs) and transcription regulation by microRNAs (miRNAs) indicate the importance of analyzing accessible regions where no base pairs exist. So far, relatively few studies have investigated the nature of such regions. RESULTS We have conducted a detailed investigation of accessibilities around the target sites of siRNAs and miRNAs. We have exhaustively calculated the correlations between the accessibilities around the target sites and the repression levels of the corresponding mRNAs. We have computed the accessibilities with an originally developed software package, called 'Raccess', which computes the accessibility of all the segments of a fixed length for a given RNA sequence when the maximal distance between base pairs is limited to a fixed size W. We show that the computed accessibilities are relatively insensitive to the choice of the maximal span W. We have found that the efficacy of siRNAs depends strongly on the accessibility of the very 3'-end of their binding sites, which might reflect a target site recognition mechanism in the RNA-induced silencing complex. We also show that the efficacy of miRNAs has a similar dependence on the accessibilities, but some miRNAs also show positive correlations between the efficacy and the accessibilities in broad regions downstream of their putative binding sites, which might imply that the downstream regions of the target sites are bound by other proteins that allow the miRNAs to implement their functions. We have also investigated the off-target effects of an siRNA as a potential RNAi therapeutic. We show that the off-target effects of the siRNA have similar correlations to the miRNA repression, indicating that they are caused by the same mechanism. AVAILABILITY The C++ source code of the Raccess software is available at http://www.ncrna.org/software/Raccess/ The microarray data on the measurements of the siRNA off-target effects are also available at the same site. CONTACT kiryu-h@k.u-tokyo.ac.jp
Collapse
Affiliation(s)
- Hisanori Kiryu
- Department of Computational Biology, Faculty of Frontier Science, The University of Tokyo, Chiba 277-8561, Japan.
| | | | | | | | | | | |
Collapse
|
22
|
Abstract
More than 40% of the human genome is generated by retrotransposition, a series of in vivo processes involving reverse transcription of RNA molecules and integration of the transcripts into the genomic sequence. The mechanism of retrotransposition, however, is not fully understood, and additional genomic elements generated by retrotransposition may remain to be discovered. Here, we report that the human genome contains many previously unidentified short pseudogenes generated by retrotransposition of mRNAs. Genomic elements generated by non-long terminal repeat retrotransposition have specific sequence signatures: a poly-A tract that is immediately downstream and a pair of duplicated sequences, called target site duplications (TSDs), at either end. Using a new computer program, TSDscan, that can accurately detect pseudogenes based on the presence of the poly-A tract and TSDs, we found 654 short (≤300 bp), previously unknown pseudogenes derived from mRNAs. Comprehensive analyses of the pseudogenes that we identified and their parent mRNAs revealed that the pseudogene length depends on the parent mRNA length: long mRNAs generate more short pseudogenes than do short mRNAs. To explain this phenomenon, we hypothesize that most long mRNAs are truncated before they are reverse transcribed. Truncated mRNAs would be rapidly degraded during reverse transcription, resulting in the generation of short pseudogenes.
Collapse
Affiliation(s)
- Goro Terai
- INTEC Systems Institute Inc., Koto-ku 136-0075, Japan.
| | | | | | | | | |
Collapse
|
23
|
Mituyama T, Yamada K, Hattori E, Okida H, Ono Y, Terai G, Yoshizawa A, Komori T, Asai K. The Functional RNA Database 3.0: databases to support mining and annotation of functional RNAs. Nucleic Acids Res 2008; 37:D89-92. [PMID: 18948287 PMCID: PMC2686472 DOI: 10.1093/nar/gkn805] [Citation(s) in RCA: 114] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
We developed a pair of databases that support two important tasks: annotation of anonymous RNA transcripts and discovery of novel non-coding RNAs. The database combo is called the Functional RNA Database and consists of two databases: a rewrite of the original version of the Functional RNA Database (fRNAdb) and the latest version of the UCSC GenomeBrowser for Functional RNA. The former is a sequence database equipped with a powerful search function and hosts a large collection of known/predicted non-coding RNA sequences acquired from existing databases as well as novel/predicted sequences reported by researchers of the Functional RNA Project. The latter is a UCSC Genome Browser mirror with large additional custom tracks specifically associated with non-coding elements. It also includes several functional enhancements such as a presentation of a common secondary structure prediction at any given genomic window ⩽500 bp. Our GenomeBrowser supports user authentication and user-specific tracks. The current version of the fRNAdb is a complete rewrite of the former version, hosting a larger number of sequences and with a much friendlier interface. The current version of UCSC GenomeBrowser for Functional RNA features a larger number of tracks and richer features than the former version. The databases are available at http://www.ncrna.org/.
Collapse
Affiliation(s)
- Toutai Mituyama
- National Institute of Advanced Industrial Science and Technology, Computational Biology Research Center, Tokyo 135-0064, Japan.
| | | | | | | | | | | | | | | | | |
Collapse
|
24
|
Asai K, Kiryu H, Hamada M, Tabei Y, Sato K, Matsui H, Sakakibara Y, Terai G, Mituyama T. Software.ncrna.org: web servers for analyses of RNA sequences. Nucleic Acids Res 2008; 36:W75-8. [PMID: 18440970 PMCID: PMC2447773 DOI: 10.1093/nar/gkn222] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
We present web servers for analysis of non-coding RNA sequences on the basis of their secondary structures. Software tools for structural multiple sequence alignments, structural pairwise sequence alignments and structural motif findings are available from the integrated web server and the individual stand-alone web servers. The servers are located at http://software.ncrna.org, along with the information for the evaluation and downloading. This website is freely available to all users and there is no login requirement.
Collapse
Affiliation(s)
- Kiyoshi Asai
- Department of Computational Biology, Graduate School of Frontier Sciences, University of Tokyo, 5-1-5 Kashiwa-no-ha, Chiba 277-8561, Japan
| | | | | | | | | | | | | | | | | |
Collapse
|
25
|
Terai G, Komori T, Asai K, Kin T. miRRim: a novel system to find conserved miRNAs with high sensitivity and specificity. RNA 2007; 13:2081-2090. [PMID: 17959929 PMCID: PMC2080609 DOI: 10.1261/rna.655107] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/24/2007] [Accepted: 09/11/2007] [Indexed: 05/25/2023]
Abstract
The identification of novel miRNAs has significant biological and clinical importance. However, none of the known miRNA features alone is sufficient for accurately detecting novel miRNAs. The aim of this paper is to integrate these features in a straightforward manner for detecting miRNAs with better accuracy. Since most miRNA regions are highly conserved among vertebrates for the ability to form stable hairpin structures, we implemented a hidden Markov model that outputs multidimensional feature vectors composed of both evolutionary features and secondary structural ones. The proposed method, called miRRim, outperformed existing ones in terms of detection/prediction performance: The total number of predictions was smaller than with existing methods when the number of miRNAs detected was adjusted to be the same. Moreover, there were several candidates predicted only by our method that are clustered with the known miRNAs, suggesting that our method is able to detect novel miRNAs. Genomic coordinates of predicted miRNA can be obtained from http://mirrim.ncrna.org/.
Collapse
Affiliation(s)
- Goro Terai
- Intec Web and Genome Informatics Corporation, Koto-ku, Tokyo, Japan, 136-0075.
| | | | | | | |
Collapse
|
26
|
Kin T, Yamada K, Terai G, Okida H, Yoshinari Y, Ono Y, Kojima A, Kimura Y, Komori T, Asai K. fRNAdb: a platform for mining/annotating functional RNA candidates from non-coding RNA sequences. Nucleic Acids Res 2006; 35:D145-8. [PMID: 17099231 PMCID: PMC1669753 DOI: 10.1093/nar/gkl837] [Citation(s) in RCA: 125] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023] Open
Abstract
There are abundance of transcripts that code for no particular protein and that remain functionally uncharacterized. Some of these transcripts may have novel functions while others might be junk transcripts. Unfortunately, the experimental validation of such transcripts to find functional non-coding RNA candidates is very costly. Therefore, our primary interest is to computationally mine candidate functional transcripts from a pool of uncharacterized transcripts. We introduce fRNAdb: a novel database service that hosts a large collection of non-coding transcripts including annotated/non-annotated sequences from the H-inv database, NONCODE and RNAdb. A set of computational analyses have been performed on the included sequences. These analyses include RNA secondary structure motif discovery, EST support evaluation, cis-regulatory element search, protein homology search, etc. fRNAdb provides an efficient interface to help users filter out particular transcripts under their own criteria to sort out functional RNA candidates. fRNAdb is available at
Collapse
Affiliation(s)
- Taishin Kin
- Computational Biology Research Center, National Institute of Advanced Industrial Science and Technology (AIST) Aomi 2-42, Koto-ku, Tokyo 135-0064, Japan.
| | | | | | | | | | | | | | | | | | | |
Collapse
|
27
|
Machida M, Asai K, Sano M, Tanaka T, Kumagai T, Terai G, Kusumoto KI, Arima T, Akita O, Kashiwagi Y, Abe K, Gomi K, Horiuchi H, Kitamoto K, Kobayashi T, Takeuchi M, Denning DW, Galagan JE, Nierman WC, Yu J, Archer DB, Bennett JW, Bhatnagar D, Cleveland TE, Fedorova ND, Gotoh O, Horikawa H, Hosoyama A, Ichinomiya M, Igarashi R, Iwashita K, Juvvadi PR, Kato M, Kato Y, Kin T, Kokubun A, Maeda H, Maeyama N, Maruyama JI, Nagasaki H, Nakajima T, Oda K, Okada K, Paulsen I, Sakamoto K, Sawano T, Takahashi M, Takase K, Terabayashi Y, Wortman JR, Yamada O, Yamagata Y, Anazawa H, Hata Y, Koide Y, Komori T, Koyama Y, Minetoki T, Suharnan S, Tanaka A, Isono K, Kuhara S, Ogasawara N, Kikuchi H. Genome sequencing and analysis of Aspergillus oryzae. Nature 2006; 438:1157-61. [PMID: 16372010 DOI: 10.1038/nature04300] [Citation(s) in RCA: 851] [Impact Index Per Article: 47.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2005] [Accepted: 10/06/2005] [Indexed: 11/09/2022]
Abstract
The genome of Aspergillus oryzae, a fungus important for the production of traditional fermented foods and beverages in Japan, has been sequenced. The ability to secrete large amounts of proteins and the development of a transformation system have facilitated the use of A. oryzae in modern biotechnology. Although both A. oryzae and Aspergillus flavus belong to the section Flavi of the subgenus Circumdati of Aspergillus, A. oryzae, unlike A. flavus, does not produce aflatoxin, and its long history of use in the food industry has proved its safety. Here we show that the 37-megabase (Mb) genome of A. oryzae contains 12,074 genes and is expanded by 7-9 Mb in comparison with the genomes of Aspergillus nidulans and Aspergillus fumigatus. Comparison of the three aspergilli species revealed the presence of syntenic blocks and A. oryzae-specific blocks (lacking synteny with A. nidulans and A. fumigatus) in a mosaic manner throughout the genome of A. oryzae. The blocks of A. oryzae-specific sequence are enriched for genes involved in metabolism, particularly those for the synthesis of secondary metabolites. Specific expansion of genes for secretory hydrolytic enzymes, amino acid metabolism and amino acid/sugar uptake transporters supports the idea that A. oryzae is an ideal microorganism for fermentation.
Collapse
Affiliation(s)
- Masayuki Machida
- Institute for Biological Resources and Functions, National Institute of Advanced Industrial Science and Technology (AIST), Higashi 1-1-1, Tsukuba, Ibaraki 305-8566, Japan.
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
28
|
Abstract
MOTIVATION In eukaryotes, rules regarding organization of cis-regulatory elements are complex. They sometimes govern multiple kinds of elements and positional restrictions on elements. RESULTS We propose a method for detecting rules, by which the order of elements is restricted. The order restriction is expressed as element patterns. We extract all the element patterns that occur in promoter regions of at least the specified number of genes. Then, we find significant patterns based on the expression similarity of genes with promoter regions containing each of the extracted patterns. When we applied our method to Saccharomyces cerevisiae, we detected significant patterns overlooked by previous methods, thus demonstrating the utility of our method for analyses of eukaryotic gene regulation. We also suggest that several types of element organization exist: (i) those in which only the order of elements is important, (ii) order and distance both are important and (iii) only the combination of elements is important. AVAILABILITY The program for extracting element patterns is available upon request.
Collapse
Affiliation(s)
- Goro Terai
- INTEC Web and Genome Informatics Corp., 1-3-3 Shinsuna, Koto-ku, Tokyo 136-8637, Japan
| | | |
Collapse
|
29
|
Terai G, Takagi T, Nakai K. Prediction of co-regulated genes in Bacillus subtilis on the basis of upstream elements conserved across three closely related species. Genome Biol 2001; 2:RESEARCH0048. [PMID: 11737947 PMCID: PMC60312 DOI: 10.1186/gb-2001-2-11-research0048] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2001] [Revised: 09/06/2001] [Accepted: 09/13/2001] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Identification of co-regulated genes is essential for elucidating transcriptional regulatory networks and the function of uncharacterized genes. Although co-regulated genes should have at least one common sequence element, it is generally difficult to identify these genes from the presence of this element because it is very easily obscured by noise. To overcome this problem, we used conserved information from three closely related species: Bacillus subtilis, B. halodurans and B. stearothermophilus. RESULTS Even though such species have a limited number of clearly orthologous genes, we obtained 1,884 phylogenetically conserved elements from the upstream intergenic regions of 1,568 B. subtilis genes. Similarity between these elements was used to cluster these genes. No other a priori knowledge on genes and elements was used. We could identify some genes known or suggested to be regulated by a common transcription factor as well as genes regulated by a common attenuation effector. CONCLUSIONS We confirmed that our method generates relatively few false positives in clusters with higher scores and that general elements such as -35/-10 boxes and Shine-Dalgarno sequence are not major obstacles. Moreover, we identified some plausible additional members of groups of known co-regulated genes. Thus, our approach is promising for exploring potentially co-regulated genes.
Collapse
Affiliation(s)
- G Terai
- Human Genome Center, Institute of Medical Science, University of Tokyo, 4-6-1 Shirokane-dai, Minato-ku, Tokyo 108-8639, Japan.
| | | | | |
Collapse
|
30
|
Ishii T, Yoshida K, Terai G, Fujita Y, Nakai K. DBTBS: a database of Bacillus subtilis promoters and transcription factors. Nucleic Acids Res 2001; 29:278-80. [PMID: 11125112 PMCID: PMC29858 DOI: 10.1093/nar/29.1.278] [Citation(s) in RCA: 65] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2000] [Revised: 11/07/2000] [Accepted: 11/07/2000] [Indexed: 12/14/2022] Open
Abstract
With the completion of the determination of its entire genome sequence, one of the next major targets of Bacillus subtilis genomics is to clarify the whole gene regulatory network. To this end, the results of systematic experiments should be compared with the rich source of individual experimental results accumulated so far. Thus, we constructed a database of the upstream regulatory information of B.subtilis (DBTBS). The current version was constructed by surveying 291 references and contains information on 90 binding factors and 403 promoters. For each promoter, all of its known cis-elements are listed according to their positions, while these cis-elements are aligned to illustrate their consensus sequence for each transcription factor. All probable transcription factors coded in the genome were classified with the Pfam motifs. Using this database, we compared the character of B.subtilis promoters with that of Escherichia coli promoters. Our database is accessible at http://elmo.ims.u-tokyo.ac.jp/dbtbs/.
Collapse
Affiliation(s)
- T Ishii
- PharmaDesign, Tokyo 104-0032, Japan
| | | | | | | | | |
Collapse
|
31
|
Otsuka J, Terai G, Nakano T. Phylogeny of organisms investigated by the base-pair changes in the stem regions of small and large ribosomal subunit RNAs. J Mol Evol 1999; 48:218-35. [PMID: 9929391 DOI: 10.1007/pl00006461] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
In order to obtain the evolutionary distance data that are as purely additive as possible, we have developed a novel method for evaluating the evolutionary distances from the base-pair changes in stem regions of ribosomal RNAs (rRNAs). The application of this method to small-subunit (SSU) and large-subunit (LSU) rRNAs provides the distance data, with which both the unweighted pair group method of analysis and the neighbor-joining method give almost the same tree topology of most organisms except for some Protoctista, thermophilic bacteria, parasitic organisms, and endosymbionts. Although the evolutionary distances calculated with LSU rRNAs are somewhat longer than those with SSU rRNAs, the difference, probably due to a slight difference in functional constraint, is substantially decreased when the distances are converted into the divergence times of organisms by the measure of the time scale estimated in each type of rRNAs. The divergence times of main branches agree fairly well with the geological record of organisms, at least after the appearance of oxygen-releasing photosynthesis, although the divergence times of Eukaryota, Archaebacteria, and Eubacteria are somewhat overestimated in comparison with the geological record of Earth formation. This result is explained by considering that the mutation rate is determined by the accumulation of misrepairs for DNA damage caused by radiation and that the effect of radiation had been stronger before the oxygen molecules became abundant in the atmosphere of the Earth.
Collapse
Affiliation(s)
- J Otsuka
- Department of Applied Biological Science, Faculty of Science and Technology, Science University of Tokyo, Noda 278, Japan
| | | | | |
Collapse
|
32
|
Otsuka J, Nakano T, Terai G. A theoretical study on the nucleotide changes under a definite functional constraint of forming stable base-pairs in the stem regions of ribosomal RNAs; its application to the phylogeny of eukaryotes. J Theor Biol 1997; 184:171-86. [PMID: 9059597 DOI: 10.1006/jtbi.1996.0277] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Homologous alignment of 5 S rRNAs shows the characteristic features that (i) nucleotide changes are more remarkably seen in the stem region than in the loop region and (ii) most of the changes in the former region occur under a definite functional constraint of maintaining the stable base pairs G:C, C:G, A:U and U:A. In order to obtain a better evolutionary measure, we derived a theoretical equation for expressing the changes between the stable base-pairs in the stem region from an elementary process, in which the nucleotides in a pair mutate individually and the mis-matched pairs thus generated are eliminated by selection or return to the stable pairs by successive mutations. This equation leads us to a simple method of estimating the base-pair change rate by formally enumerating the base-pair changes observed in the pairwise comparison of homologous sequences from different species, just like the estimation of the change rate of individual nucleotides. The application of this method to 5 S rRNAs of eukaryotes reveals a new feature, in which the evolutionary distance of yeasts (Saccharomyces, Pichia and Hansenula) from higher plants and animals is much more expanded than that obtained previously by the enumeration of individual nucleotide changes observed in a whole region of 5 S rRNA and many other fungi, protozoans and algae are allocated to the middle positions between the yeasts and higher plants. The base-pair change rate is estimated to be about 2 x 10(-10) year-1, which is less than the mutation rate by one order of magnitude, and is suitable for resolving the phylogeny of species which diverged a few billion years ago. The selective term for eliminating the mis-matched pairs is also evaluated to be stronger than the mutation rate by about one order of magnitude even for the outstanding mis-matched pair of G:U and U:G.
Collapse
Affiliation(s)
- J Otsuka
- Department of Applied Biological Science, Faculty of Science and Technology, Science University of Tokyo, Japan
| | | | | |
Collapse
|
33
|
Kanazawa Y, Osaka M, Mikuni T, Terai G, Takahashi K. [Abdominal X-ray figure during the crisis of acute intermittent porphyria]. Rinsho Hoshasen 1971; 16:202-8. [PMID: 5205285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
|