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Jian BS, Chiou SL, Hsu CC, Ho J, Wu YW, Chu J. Bioinformatic Analysis Reveals both Oversampled and Underexplored Biosynthetic Diversity in Nonribosomal Peptides. ACS Chem Biol 2023; 18:476-483. [PMID: 36820820 PMCID: PMC10028606 DOI: 10.1021/acschembio.2c00761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/24/2023]
Abstract
The traditional natural product discovery approach has accessed only a fraction of the chemical diversity in nature. The use of bioinformatic tools to interpret the instructions encoded in microbial biosynthetic genes has the potential to circumvent the existing methodological bottlenecks and greatly expand the scope of discovery. Structural prediction algorithms for nonribosomal peptides (NRPs), the largest family of microbial natural products, lie at the heart of this new approach. To understand the scope and limitation of the existing prediction algorithms, we evaluated their performances on NRP synthetase biosynthetic gene clusters. Our systematic analysis shows that the NRP biosynthetic landscape is uneven. Phenylglycine and its derivatives as a group of NRP building blocks (BBs), for example, have been oversampled, reflecting an extensive historical interest in the glycopeptide antibiotics family. In contrast, the benzoyl BB, including 2,3-dihydroxybenzoate (DHB), has been the most underexplored, hinting at the possibility of a reservoir of as yet unknown DHB containing NRPs with functional roles other than a siderophore. Our results also suggest that there is still vast unexplored biosynthetic diversity in nature, and the analysis presented herein shall help guide and strategize future natural product discovery campaigns. We also discuss possible ways bioinformaticians and biochemists could work together to improve the existing prediction algorithms.
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Affiliation(s)
- Bo-Siyuan Jian
- Department of Computer Science and Information Engineering, National Taiwan University, Taipei 10617, Taiwan
| | - Shao-Lun Chiou
- Department of Chemistry, National Taiwan University, Taipei 10617, Taiwan
| | - Chun-Chia Hsu
- Department of Chemistry, National Taiwan University, Taipei 10617, Taiwan
| | - Josh Ho
- Department of Chemistry, National Taiwan University, Taipei 10617, Taiwan
| | - Yu-Wei Wu
- Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei 10675, Taiwan
- Clinical Big Data Research Center, Taipei Medical University Hospital, Taipei 10675, Taiwan
- TMU Research Center for Digestive Medicine, Taipei Medical University, Taipei 10675, Taiwan
| | - John Chu
- Department of Chemistry, National Taiwan University, Taipei 10617, Taiwan
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2
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Kahlert L, Lichstrahl MS, Townsend CA. Colorimetric Determination of Adenylation Domain Activity in Nonribosomal Peptide Synthetases by Using Chrome Azurol S. Chembiochem 2023; 24:e202200668. [PMID: 36511946 PMCID: PMC10041650 DOI: 10.1002/cbic.202200668] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 12/12/2022] [Accepted: 12/13/2022] [Indexed: 12/15/2022]
Abstract
Adenylation domains are the main contributor to structural complexity among nonribosomal peptides due to their varied but stringent substrate selection. Several in vitro assays to determine the substrate specificity of these dedicated biocatalysts have been implemented, but high sensitivity is often accompanied by the cost of laborious procedures, expensive reagents or the requirement for auxiliary enzymes. Here, we describe a simple protocol that is based on the removal of ferric iron from a preformed chromogenic complex between ferric iron and Chrome Azurol S. Adenylation activity can be rapidly followed by a decrease in absorbance at 630 nm, visualized by a prominent color change from blue to orange.
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Affiliation(s)
- Lukas Kahlert
- Department of Chemistry, The Johns Hopkins University, 3400 N. Charles Street, Baltimore, Maryland, 21218, USA
| | - Michael S Lichstrahl
- Department of Chemistry, The Johns Hopkins University, 3400 N. Charles Street, Baltimore, Maryland, 21218, USA
| | - Craig A Townsend
- Department of Chemistry, The Johns Hopkins University, 3400 N. Charles Street, Baltimore, Maryland, 21218, USA
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Wu Z, Li Y, Fang Y, Zhang J, Yang T, Zhu H, Tao G, Ding Z, Zhang L, Shi G. Adenylation domains of nonribosomal peptide synthetase: A potential biocatalyst for synthesis of dipeptides and their derivatives. Enzyme Microb Technol 2022; 160:110089. [DOI: 10.1016/j.enzmictec.2022.110089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 06/12/2022] [Accepted: 06/16/2022] [Indexed: 01/10/2023]
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Stanišić A, Hüsken A, Kries H. HAMA: a multiplexed LC-MS/MS assay for specificity profiling of adenylate-forming enzymes. Chem Sci 2019; 10:10395-10399. [PMID: 32110329 PMCID: PMC6988596 DOI: 10.1039/c9sc04222a] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2019] [Accepted: 09/13/2019] [Indexed: 01/04/2023] Open
Abstract
Adenylation enzymes are engineering targets in ribosomal and nonribosomal peptide synthesis. Through multiplexed LC-MS/MS measurement of hydroxamates, the HAMA assay records specificity profiles of these enzymes in a snap.
Adenylation enzymes selecting substrates for ribosomal and nonribosomal protein and peptide biosynthesis have been popular targets of enzyme engineering. Previous standard assays for adenylation specificity have been cumbersome and failed to reflect the competition conditions inside a cell because they measure substrates one at a time. We have developed an adenylation assay based on hydroxamate quenching and LC-MS/MS detection of hydroxamate products testing dozens of competing amino acid substrates in parallel. Streamlined specificity profiling of adenylation enzymes will facilitate engineering and directed evolution of ribosomal and nonribosomal peptide synthesis.
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Affiliation(s)
- Aleksa Stanišić
- Independent Junior Research Group Biosynthetic Design of Natural Products , Leibniz Institute for Natural Product Research and Infection Biology e.V. , Hans Knöll Institute (HKI Jena) , Beutenbergstr. 11a , 07745 Jena , Germany .
| | - Annika Hüsken
- Independent Junior Research Group Biosynthetic Design of Natural Products , Leibniz Institute for Natural Product Research and Infection Biology e.V. , Hans Knöll Institute (HKI Jena) , Beutenbergstr. 11a , 07745 Jena , Germany .
| | - Hajo Kries
- Independent Junior Research Group Biosynthetic Design of Natural Products , Leibniz Institute for Natural Product Research and Infection Biology e.V. , Hans Knöll Institute (HKI Jena) , Beutenbergstr. 11a , 07745 Jena , Germany .
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Affiliation(s)
- Mark R. Petchey
- York Structural Biology Laboratory, Department of Chemistry University of York Heslington, York YO10 5DD U.K
| | - Gideon Grogan
- York Structural Biology Laboratory, Department of Chemistry University of York Heslington, York YO10 5DD U.K
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Tee KL, Xu JH, Wong TS. Protein engineering for bioreduction of carboxylic acids. J Biotechnol 2019; 303:53-64. [PMID: 31325477 DOI: 10.1016/j.jbiotec.2019.07.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2019] [Revised: 07/01/2019] [Accepted: 07/01/2019] [Indexed: 02/07/2023]
Abstract
Carboxylic acids (CAs) are widespread in Nature. A prominent example is fatty acids, a major constituent of lipids. CAs are potentially economical precursors for bio-based products such as bio-aldehydes and bio-alcohols. However, carboxylate reduction is a challenging chemical transformation due to the thermodynamic stability of carboxylate. Carboxylic acid reductases (CARs), found in bacteria and fungi, offer a good solution to this challenge. These enzymes catalyse the NADPH- and ATP-dependent reduction of aliphatic and aromatic CAs. This review summarised all the protein engineering work that has been done on these versatile biocatalysts to date. The intricate catalytic mechanism and structure of CARs prompted us to first examine their domain architecture to facilitate the subsequent discussion of various protein engineering strategies. This then led to a survey of assays to detect aldehyde formation and to monitor aldenylation activity. Strategies for NADPH and ATP regeneration were also incorporated, as they are deemed vital to developing preparative-scale biocatalytic process and high-throughput screening systems. The objectives of the review are to consolidate CAR engineering research, stimulate interest, discussion or debate, and advance the field of bioreduction.
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Affiliation(s)
- Kang Lan Tee
- Department of Chemical & Biological Engineering and Advanced Biomanufacturing Centre, University of Sheffield, Sir Robert Hadfield Building, Mappin Street, Sheffield S1 3JD, United Kingdom
| | - Jian-He Xu
- Laboratory of Biocatalysis and Bioprocessing, State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai 200237, PR China
| | - Tuck Seng Wong
- Department of Chemical & Biological Engineering and Advanced Biomanufacturing Centre, University of Sheffield, Sir Robert Hadfield Building, Mappin Street, Sheffield S1 3JD, United Kingdom.
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Synthesis of d-Amino Acid-Containing Dipeptides Using the Adenylation Domains of Nonribosomal Peptide Synthetase. Appl Environ Microbiol 2019; 85:AEM.00120-19. [PMID: 31003981 DOI: 10.1128/aem.00120-19] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2019] [Accepted: 04/10/2019] [Indexed: 11/20/2022] Open
Abstract
Recent papers have reported dipeptides containing d-amino acids to have novel effects that cannot be observed with ll-dipeptides, and such dipeptides are expected to be novel functional compounds for pharmaceuticals and food additives. Although the functions of d-amino acid-containing dipeptides are gaining more attention, there are few reports on the synthetic enzymes that can accept d-amino acids as substrates, and synthetic methods for d-amino acid-containing dipeptides have not yet been constructed. Previously, we developed a chemoenzymatic system for amide synthesis that comprised enzymatic activation and a subsequent nucleophilic substitution reaction. In this study, we demonstrated the application of the system for d-amino acid-containing-dipeptide synthesis. We chose six adenylation domains as targets according to our newly constructed hypothesis, i.e., an adenylation domain located upstream from the epimerization domain may activate d-amino acid as well as l-amino acid. We successfully synthesized over 40 kinds of d-amino acid-containing dipeptides, including ld-, dl-, and dd-dipeptides, using only two adenylation domains, TycA-A from tyrocidine synthetase and BacB2-A from bacitracin synthetase. Furthermore, this study offered the possibility that the epimerization domain could be a clue to the activity of the adenylation domains toward d-amino acid. This paper provides additional information regarding d-amino acid-containing-dipeptide synthesis through the combination of enzymatic adenylation and chemical nucleophilic reaction, and this system will be a useful tool for dipeptide synthesis.IMPORTANCE Because almost all amino acids in nature are l-amino acids, the functioning of d-amino acids has received little attention. Thus, there is little information available on the activity of enzymes toward d-amino acids or synthetic methods for d-amino acid-containing dipeptides. Recently, d-amino acids and d-amino acid-containing peptides have attracted attention as novel functional compounds, and d-amino acid-activating enzymes and synthetic methods are required for the development of the d-amino acid-containing-peptide industry. This study provides additional knowledge regarding d-amino acid-activating enzymes and proposes a unique synthetic method for d-amino acid-containing peptides, including ld-, dl-, and dd-dipeptides.
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Niu H, Ding M, Sun X, Zhuang W, Liu D, Ying H, Zhu C, Chen Y. Immobilization of a polyphosphate kinase 2 by coordinative self-assembly of his-tagged units with metal-organic frameworks and its application in ATP regeneration from AMP. Colloids Surf B Biointerfaces 2019; 181:261-269. [PMID: 31153021 DOI: 10.1016/j.colsurfb.2019.05.054] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2019] [Revised: 05/21/2019] [Accepted: 05/22/2019] [Indexed: 12/11/2022]
Abstract
Self-assembly of the functional units onto the surface of nanoparticles is a powerful approach to generate functional nanosystems. In this work, we first expressed a recombinant class III polyphosphate kinase 2 (ArPPK2) with his-tag. It is able to synthesize ATP from AMP by a single enzyme, simplifying two-step reaction of ATP regeneration from AMP. Then we chose the Fe-based metal-organic frameworks (MOF)s as carriers to produce the enzyme-MOF biocomposite, based on the interaction between the his-tags and coordinatively unsaturated metal sites present on the external surface of MOFs by a self-assembly process. It was found that ArPPK2@MIL-101-NH2@Fe3O4-COOH exhibited better reusability than other candidates during cycle analysis, preserving 70.1% of initial activity after reusing thirteen times, and also retained high storage stability. The optimum pH of the enzyme-MOF biocomposite was increased from 8.0 to 9.0 and the optimum temperature was increased from 30℃ to 45℃. Compared to free ArPPK2, the enzyme-MOF biocomposite showed increased thermal and pH stability. In addition, we successfully constructed an ATP regeneration system from AMP using the enzyme-MOF biocomposite, coupled with amide bond formation catalyzed by the adenylation domain of tyrocidine synthetase A (TycA-A). The immobilized ArPPK2 will provide a promising route for ATP regeneration from AMP in industrial processes. And the generation of the enzyme-MOF biocomposite by the self-assembly approach can be extended to efficiently immobilize other recombinant his-tagged enzymes.
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Affiliation(s)
- Huanqing Niu
- State Key Laboratory of Materials-Oriented Chemical Engineering, Nanjing Tech University, No. 5, Xinmofan Road, Nanjing, 210009, PR China; College of Biotechnology and Pharmaceutical Engineering, National Engineering Technique Research Center for Biotechnology, Nanjing Tech University, No. 30, Puzhu South Road, Nanjing, 211816, PR China
| | - Menglin Ding
- College of Biotechnology and Pharmaceutical Engineering, National Engineering Technique Research Center for Biotechnology, Nanjing Tech University, No. 30, Puzhu South Road, Nanjing, 211816, PR China
| | - Xinzeng Sun
- College of Biotechnology and Pharmaceutical Engineering, National Engineering Technique Research Center for Biotechnology, Nanjing Tech University, No. 30, Puzhu South Road, Nanjing, 211816, PR China
| | - Wei Zhuang
- State Key Laboratory of Materials-Oriented Chemical Engineering, Nanjing Tech University, No. 5, Xinmofan Road, Nanjing, 210009, PR China; College of Biotechnology and Pharmaceutical Engineering, National Engineering Technique Research Center for Biotechnology, Nanjing Tech University, No. 30, Puzhu South Road, Nanjing, 211816, PR China
| | - Dong Liu
- State Key Laboratory of Materials-Oriented Chemical Engineering, Nanjing Tech University, No. 5, Xinmofan Road, Nanjing, 210009, PR China; College of Biotechnology and Pharmaceutical Engineering, National Engineering Technique Research Center for Biotechnology, Nanjing Tech University, No. 30, Puzhu South Road, Nanjing, 211816, PR China
| | - Hanjie Ying
- State Key Laboratory of Materials-Oriented Chemical Engineering, Nanjing Tech University, No. 5, Xinmofan Road, Nanjing, 210009, PR China; College of Biotechnology and Pharmaceutical Engineering, National Engineering Technique Research Center for Biotechnology, Nanjing Tech University, No. 30, Puzhu South Road, Nanjing, 211816, PR China
| | - Chenjie Zhu
- State Key Laboratory of Materials-Oriented Chemical Engineering, Nanjing Tech University, No. 5, Xinmofan Road, Nanjing, 210009, PR China; College of Biotechnology and Pharmaceutical Engineering, National Engineering Technique Research Center for Biotechnology, Nanjing Tech University, No. 30, Puzhu South Road, Nanjing, 211816, PR China.
| | - Yong Chen
- State Key Laboratory of Materials-Oriented Chemical Engineering, Nanjing Tech University, No. 5, Xinmofan Road, Nanjing, 210009, PR China; College of Biotechnology and Pharmaceutical Engineering, National Engineering Technique Research Center for Biotechnology, Nanjing Tech University, No. 30, Puzhu South Road, Nanjing, 211816, PR China.
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9
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Stanišić A, Kries H. Adenylation Domains in Nonribosomal Peptide Engineering. Chembiochem 2019; 20:1347-1356. [DOI: 10.1002/cbic.201800750] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Indexed: 11/10/2022]
Affiliation(s)
- Aleksa Stanišić
- Independent Junior Research GroupBiosynthetic Design of Natural ProductsLeibniz Institute for Natural Product Research and Infection BiologyHans Knöll Institute (HKI Jena) Beutenbergstrasse 11a 07745 Jena Germany
| | - Hajo Kries
- Independent Junior Research GroupBiosynthetic Design of Natural ProductsLeibniz Institute for Natural Product Research and Infection BiologyHans Knöll Institute (HKI Jena) Beutenbergstrasse 11a 07745 Jena Germany
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10
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Hara R, Hirai K, Suzuki S, Kino K. A chemoenzymatic process for amide bond formation by an adenylating enzyme-mediated mechanism. Sci Rep 2018; 8:2950. [PMID: 29440726 PMCID: PMC5811625 DOI: 10.1038/s41598-018-21408-8] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2017] [Accepted: 02/02/2018] [Indexed: 12/13/2022] Open
Abstract
Amide bond formation serves as a fundamental reaction in chemistry, and is practically useful for the synthesis of peptides, food additives, and polymers. However, current methods for amide bond formation essentially generate wastes and suffer from poor atom economy under harsh conditions. To solve these issues, we demonstrated an alternative synthesis method for diverse tryptophyl-N-alkylamides by the combination of the first adenylation domain of tyrocidine synthetase 1 with primary or secondary amines as nucleophiles. Moreover, the physiological role of this domain is l-phenylalanine adenylation; however, we revealed that it displayed broad substrate flexibility from mono-substituted tryptophan analogues to even d-tryptophan. To the best of our knowledge, this is the first evidence for an adenylating enzyme-mediated direct amide bond formation via a sequential enzymatic activation of amino acids followed by nucleophilic substitution by general amines. These findings facilitate the design of a promising tool for biocatalytic straightforward amide bond formation with less side products.
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Affiliation(s)
- Ryotaro Hara
- Research Institute for Science and Engineering, Waseda University, Tokyo, 169-8555, Japan
| | - Kengo Hirai
- Department of Applied Chemistry, Faculty of Science and Engineering, Waseda University, Tokyo, 169-8555, Japan
| | - Shin Suzuki
- Department of Applied Chemistry, Faculty of Science and Engineering, Waseda University, Tokyo, 169-8555, Japan
| | - Kuniki Kino
- Research Institute for Science and Engineering, Waseda University, Tokyo, 169-8555, Japan. .,Department of Applied Chemistry, Faculty of Science and Engineering, Waseda University, Tokyo, 169-8555, Japan.
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Suzuki S, Hara R, Kino K. Production of aminoacyl prolines using the adenylation domain of nonribosomal peptide synthetase with class III polyphosphate kinase 2-mediated ATP regeneration. J Biosci Bioeng 2018; 125:644-648. [PMID: 29366718 DOI: 10.1016/j.jbiosc.2017.12.023] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2017] [Revised: 12/25/2017] [Accepted: 12/26/2017] [Indexed: 11/19/2022]
Abstract
An ATP regeneration system is advantageous for industrial processes that are coupled with ATP-dependent enzymes. For ATP regeneration from AMP, a few methods have been reported; however, these methods employ multiple enzymes. To establish an ATP regeneration system using a single enzyme, we focused on class III polyphosphate kinase 2 (class III PPK2) that can synthesize ATP from AMP and polyphosphate. We constructed an ATP regeneration system from AMP using Deipr_1912, a class III PPK2 from Deinococcus proteolyticus NBRC 101906T, coupled with aminoacyl proline (Xaa-Pro) synthesis catalyzed by the adenylation domain of tyrocidine synthetase A (TycA-A). Using this system, 0.87 mM of l-Trp-l-Pro was successfully synthesized from AMP after 72 h. Farther, addition of inorganic pyrophosphatase from Escherichia coli to the coupling reaction increased the reaction rate by 14-fold to yield 6.2 mM l-Trp-l-Pro. When the coupling reaction was applied to whole-cell reactions in E. coli BL21(DE3) pepQ-putA-, ATP was successfully regenerated from AMP by Deipr_1912, and 6.7 mM of l-Trp-l-Pro was produced after 24 h with the supplementation of 10 mM AMP. In addition, by altering the substrate amino acid of TycA-A, not only l-Trp-l-Pro, but also various other l-Xaa-l-Pro (Xaa = Val, Leu, Met, or Tyr) were produced using the whole-cell reaction incorporating ATP regeneration. Therefore, a production method for Xaa-Pro employing the adenylation domain of a nonribosomal peptide synthetase was established by introducing an ATP regeneration system that utilizes class III PPK2 with pyrophosphatase.
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Affiliation(s)
- Shin Suzuki
- Department of Applied Chemistry, Faculty of Science and Engineering, Waseda University, 3-4-1 Ohkubo, Shinjuku-ku, Tokyo 169-8555, Japan
| | - Ryotaro Hara
- Research Institute for Science and Engineering, Waseda University, 3-4-1 Ohkubo, Shinjuku-ku, Tokyo 169-8555, Japan
| | - Kuniki Kino
- Department of Applied Chemistry, Faculty of Science and Engineering, Waseda University, 3-4-1 Ohkubo, Shinjuku-ku, Tokyo 169-8555, Japan; Research Institute for Science and Engineering, Waseda University, 3-4-1 Ohkubo, Shinjuku-ku, Tokyo 169-8555, Japan.
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