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Hao J, Miao W, Lu S, Cheng Y, Jia G, Li C. Controllable stereoinversion in DNA-catalyzed olefin cyclopropanation via cofactor modification. Chem Sci 2021; 12:7918-7923. [PMID: 34168845 PMCID: PMC8188488 DOI: 10.1039/d1sc00755f] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2021] [Accepted: 04/23/2021] [Indexed: 11/21/2022] Open
Abstract
The assembly of DNA with metal-complex cofactors can form promising biocatalysts for asymmetric reactions, although catalytic performance is typically limited by low enantioselectivities and stereo-control remains a challenge. Here, we engineer G-quadruplex-based DNA biocatalysts for an asymmetric cyclopropanation reaction, achieving enantiomeric excess (eetrans) values of up to +91% with controllable stereoinversion, where the enantioselectivity switches to -72% eetrans through modification of the Fe-porphyrin cofactor. Complementary circular dichroism, nuclear magnetic resonance, and fluorescence titration experiments show that the porphyrin ligand of the cofactor participates in the regulation of the catalytic enantioselectivity via a synergetic effect with DNA residues at the active site. These findings underline the important role of cofactor modification in DNA catalysis and thus pave the way for the rational engineering of DNA-based biocatalysts.
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Affiliation(s)
- Jingya Hao
- State Key Laboratory of Catalysis, Dalian Institute of Chemical Physics, Chinese Academy of Sciences Zhongshan Road 457 Dalian 116023 China
- University of Chinese Academy of Sciences Beijing 101408 China
| | - Wenhui Miao
- State Key Laboratory of Catalysis, Dalian Institute of Chemical Physics, Chinese Academy of Sciences Zhongshan Road 457 Dalian 116023 China
- University of Chinese Academy of Sciences Beijing 101408 China
| | - Shengmei Lu
- State Key Laboratory of Catalysis, Dalian Institute of Chemical Physics, Chinese Academy of Sciences Zhongshan Road 457 Dalian 116023 China
| | - Yu Cheng
- State Key Laboratory of Catalysis, Dalian Institute of Chemical Physics, Chinese Academy of Sciences Zhongshan Road 457 Dalian 116023 China
- University of Chinese Academy of Sciences Beijing 101408 China
| | - Guoqing Jia
- State Key Laboratory of Catalysis, Dalian Institute of Chemical Physics, Chinese Academy of Sciences Zhongshan Road 457 Dalian 116023 China
| | - Can Li
- State Key Laboratory of Catalysis, Dalian Institute of Chemical Physics, Chinese Academy of Sciences Zhongshan Road 457 Dalian 116023 China
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2
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Naftaly S, Cohen I, Shahar A, Hockla A, Radisky ES, Papo N. Mapping protein selectivity landscapes using multi-target selective screening and next-generation sequencing of combinatorial libraries. Nat Commun 2018; 9:3935. [PMID: 30258049 PMCID: PMC6158287 DOI: 10.1038/s41467-018-06403-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2018] [Accepted: 09/04/2018] [Indexed: 12/22/2022] Open
Abstract
Characterizing the binding selectivity landscape of interacting proteins is crucial both for elucidating the underlying mechanisms of their interaction and for developing selective inhibitors. However, current mapping methods are laborious and cannot provide a sufficiently comprehensive description of the landscape. Here, we introduce a novel and efficient strategy for comprehensively mapping the binding landscape of proteins using a combination of experimental multi-target selective library screening and in silico next-generation sequencing analysis. We map the binding landscape of a non-selective trypsin inhibitor, the amyloid protein precursor inhibitor (APPI), to each of the four human serine proteases (kallikrein-6, mesotrypsin, and anionic and cationic trypsins). We then use this map to dissect and improve the affinity and selectivity of APPI variants toward each of the four proteases. Our strategy can be used as a platform for the development of a new generation of target-selective probes and therapeutic agents based on selective protein-protein interactions.
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Affiliation(s)
- Si Naftaly
- Department of Biotechnology Engineering and the National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Itay Cohen
- Department of Biotechnology Engineering and the National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, Israel
| | - Anat Shahar
- The National Institute for Biotechnology in the Negev (NIBN), Beer-Sheva, Israel
| | - Alexandra Hockla
- Department of Cancer Biology, Mayo Clinic Comprehensive Cancer Center, Jacksonville, Florida, 32224, USA
| | - Evette S Radisky
- Department of Cancer Biology, Mayo Clinic Comprehensive Cancer Center, Jacksonville, Florida, 32224, USA
| | - Niv Papo
- Department of Biotechnology Engineering and the National Institute of Biotechnology in the Negev, Ben-Gurion University of the Negev, Beer-Sheva, Israel.
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3
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Navrátilová V, Paloncýová M, Berka K, Mise S, Haga Y, Matsumura C, Sakaki T, Inui H, Otyepka M. Molecular insights into the role of a distal F240A mutation that alters CYP1A1 activity towards persistent organic pollutants. Biochim Biophys Acta Gen Subj 2017; 1861:2852-2860. [DOI: 10.1016/j.bbagen.2017.08.002] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2017] [Revised: 06/30/2017] [Accepted: 08/01/2017] [Indexed: 01/12/2023]
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4
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Hossain GS, Shin HD, Li J, Wang M, Du G, Liu L, Chen J. Integrating error-prone PCR and DNA shuffling as an effective molecular evolution strategy for the production of α-ketoglutaric acid byl-amino acid deaminase. RSC Adv 2016. [DOI: 10.1039/c6ra02940j] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
l-Amino acid deaminases (LAADs; EC 1.4.3.2) belong to a family of amino acid dehydrogenases that catalyze the formation of α-keto acids froml-amino acids.
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Affiliation(s)
- Gazi Sakir Hossain
- School of Food Science and Technology
- Jiangnan University
- Wuxi 214122
- China
- Key Laboratory of Carbohydrate Chemistry and Biotechnology
| | - Hyun-dong Shin
- School of Chemical and Biomolecular Engineering
- Georgia Institute of Technology
- Atlanta
- USA
| | - Jianghua Li
- Key Laboratory of Carbohydrate Chemistry and Biotechnology
- Ministry of Education
- Jiangnan University
- Wuxi 214122
- China
| | - Miao Wang
- School of Food Science and Technology
- Jiangnan University
- Wuxi 214122
- China
| | - Guocheng Du
- Key Laboratory of Carbohydrate Chemistry and Biotechnology
- Ministry of Education
- Jiangnan University
- Wuxi 214122
- China
| | - Long Liu
- Key Laboratory of Carbohydrate Chemistry and Biotechnology
- Ministry of Education
- Jiangnan University
- Wuxi 214122
- China
| | - Jian Chen
- Key Laboratory of Carbohydrate Chemistry and Biotechnology
- Ministry of Education
- Jiangnan University
- Wuxi 214122
- China
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5
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Taylor JL, Price JE, Toney MD. Directed evolution of the substrate specificity of dialkylglycine decarboxylase. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2014; 1854:146-55. [PMID: 25500286 DOI: 10.1016/j.bbapap.2014.12.003] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/26/2014] [Revised: 11/19/2014] [Accepted: 12/03/2014] [Indexed: 11/19/2022]
Abstract
Dialkylglycine decarboxylase (DGD) is an unusual pyridoxal phosphate dependent enzyme that catalyzes decarboxylation in the first and transamination in the second half-reaction of its ping-pong catalytic cycle. Directed evolution was employed to alter the substrate specificity of DGD from 2-aminoisobutyrate (AIB) to 1-aminocyclohexane-1-carboxylate (AC6C). Four rounds of directed evolution led to the identification of several mutants, with clones in the final rounds containing five persistent mutations. The best clones show ~2.5-fold decrease in KM and ~2-fold increase in kcat, giving a modest ~5-fold increase in catalytic efficiency for AC6C. Additional rounds of directed evolution did not improve catalytic activity toward AC6C. Only one (S306F) of the five persistent mutations is close to the active site. S306F was observed in all 33 clones except one, and the mutation is shown to stabilize the enzyme toward denaturation. The other four persistent mutations are near the surface of the enzyme. The S306F mutation and the distal mutations all have significant effects on the kinetic parameters for AIB and AC6C. Molecular dynamics simulations suggest that the mutations alter the conformational landscape of the enzyme, favoring a more open active site conformation that facilitates the reactivity of the larger substrate. We speculate that the small increases in kcat/KM for AC6C are due to two constraints. The first is the mechanistic requirement for catalyzing oxidative decarboxylation via a concerted decarboxylation/proton transfer transition state. The second is that DGD must catalyze transamination at the same active site in the second half-reaction of the ping-pong catalytic cycle.
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Affiliation(s)
- Jared L Taylor
- Department of Chemistry, University of California, Davis, CA 95616, USA
| | - Joseph E Price
- Department of Chemistry, University of California, Davis, CA 95616, USA
| | - Michael D Toney
- Department of Chemistry, University of California, Davis, CA 95616, USA.
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6
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Yao J, Guo GS, Ren GH, Liu YH. Production, characterization and applications of tannase. ACTA ACUST UNITED AC 2014. [DOI: 10.1016/j.molcatb.2013.11.018] [Citation(s) in RCA: 54] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
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7
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Kaltenbach M, Tokuriki N. Dynamics and constraints of enzyme evolution. JOURNAL OF EXPERIMENTAL ZOOLOGY PART B-MOLECULAR AND DEVELOPMENTAL EVOLUTION 2014; 322:468-87. [DOI: 10.1002/jez.b.22562] [Citation(s) in RCA: 68] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2013] [Accepted: 01/06/2014] [Indexed: 12/23/2022]
Affiliation(s)
- Miriam Kaltenbach
- Michael Smith Laboratories; University of British Columbia; Vancouver British Columbia Canada
| | - Nobuhiko Tokuriki
- Michael Smith Laboratories; University of British Columbia; Vancouver British Columbia Canada
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8
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Hoang HA, Abe M, Nakasaki K. A novel colorimetric method for the detection ofEscherichia coliusing cytochrome c peroxidase-encoding bacteriophage. FEMS Microbiol Lett 2014; 352:97-103. [DOI: 10.1111/1574-6968.12382] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2013] [Revised: 12/31/2013] [Accepted: 12/31/2013] [Indexed: 11/29/2022] Open
Affiliation(s)
- Hoang A. Hoang
- Department of International Development Engineering; Tokyo Institute of Technology; Meguro-ku Tokyo Japan
| | - Michiharu Abe
- Department of International Development Engineering; Tokyo Institute of Technology; Meguro-ku Tokyo Japan
| | - Kiyohiko Nakasaki
- Department of International Development Engineering; Tokyo Institute of Technology; Meguro-ku Tokyo Japan
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9
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Patel SC, Hecht MH. Directed evolution of the peroxidase activity of a de novo-designed protein. Protein Eng Des Sel 2012; 25:445-52. [DOI: 10.1093/protein/gzs025] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
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10
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Assessing directed evolution methods for the generation of biosynthetic enzymes with potential in drug biosynthesis. Future Med Chem 2011; 3:809-19. [PMID: 21644826 DOI: 10.4155/fmc.11.48] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
To address the synthesis of increasingly structurally diverse small-molecule drugs, methods for the generation of efficient and selective biological catalysts are becoming increasingly important. 'Directed evolution' is an umbrella term referring to a variety of methods for improving or altering the function of enzymes using a nature-inspired twofold strategy of mutagenesis followed by selection. This article provides an objective assessment of the effectiveness of directed evolution campaigns in generating enzymes with improved catalytic parameters for new substrates from the last decade, excluding studies that aimed to select for only improved physical properties and those that lack kinetic characterization. An analysis of the trends of methodologies and their success rates from 81 qualifying examples in the literature reveals the average fold improvement for k (cat) (or V (max)), K (m) and k (cat)/K (m) to be 366-, 12- and 2548-fold, respectively, whereas the median fold improvements are 5.4, 3 and 15.6. Further analysis by enzyme class, library-generation methodology and screening methodology explores relationships between successful campaigns and the methodologies employed.
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11
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Wackwitz A, Harms H, Chatzinotas A, Breuer U, Vogne C, Van Der Meer JR. Internal arsenite bioassay calibration using multiple bioreporter cell lines. Microb Biotechnol 2011; 1:149-57. [PMID: 21261832 PMCID: PMC3864448 DOI: 10.1111/j.1751-7915.2007.00011.x] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Abstract
Bioassays with bioreporter bacteria are usually calibrated with analyte solutions of known concentrations that are analysed along with the samples of interest. This is done as bioreporter output (the intensity of light, fluorescence or colour) does not only depend on the target concentration, but also on the incubation time and physiological activity of the cells in the assay. Comparing the bioreporter output with standardized colour tables in the field seems rather difficult and error‐prone. A new approach to control assay variations and improve application ease could be an internal calibration based on the use of multiple bioreporter cell lines with drastically different reporter protein outputs at a given analyte concentration. To test this concept, different Escherichia coli‐based bioreporter strains expressing either cytochrome c peroxidase (CCP, or CCP mutants) or β‐galactosidase upon induction with arsenite were constructed. The reporter strains differed either in the catalytic activity of the reporter protein (for CCP) or in the rates of reporter protein synthesis (for β‐galactosidase), which, indeed, resulted in output signals with different intensities at the same arsenite concentration. Hence, it was possible to use combinations of these cell lines to define arsenite concentration ranges at which none, one or more cell lines gave qualitative (yes/no) visible signals that were relatively independent of incubation time or bioreporter activity. The discriminated concentration ranges would fit very well with the current permissive (e.g. World Health Organization) levels of arsenite in drinking water (10 µg l−1).
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Affiliation(s)
- Anke Wackwitz
- UFZ, Helmholtz Centre for Environmental Research, Department of Environmental Microbiology, 04318 Leipzig, Germany.
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12
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Schmidt M, Böttcher D, Bornscheuer UT. Directed Evolution of Industrial Biocatalysts. Ind Biotechnol (New Rochelle N Y) 2010. [DOI: 10.1002/9783527630233.ch4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
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13
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Xia T, Wang Q. Directed evolution of Streptomyces lividans xylanase B toward enhanced thermal and alkaline pH stability. World J Microbiol Biotechnol 2008. [DOI: 10.1007/s11274-008-9867-3] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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14
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Abstract
Directed evolution is being used increasingly in industrial and academic laboratories to modify and improve commercially important enzymes. Laboratory evolution is thought to make its biggest contribution in explorations of non-natural functions, by allowing us to distinguish the properties nurtured by evolution. In this review we report the significant advances achieved with respect to the methods of biocatalyst improvement and some critical properties and applications of the modified enzymes. The application of directed evolution has been elaborately demonstrated for protein solubility, stability and catalytic efficiency. Modification of certain enzymes for their application in enantioselective catalysis has also been elucidated. By providing a simple and reliable route to enzyme improvement, directed evolution has emerged as a key technology for enzyme engineering and biocatalysis.
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Affiliation(s)
- Jasjeet Kaur
- Department of Biotechnology, University Institute of Engineering and Technology, Panjab University, Chandigarh, India
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15
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Abstract
Systematic approaches to directed evolution of proteins have been documented since the 1970s. The ability to recruit new protein functions arises from the considerable substrate ambiguity of many proteins. The substrate ambiguity of a protein can be interpreted as the evolutionary potential that allows a protein to acquire new specificities through mutation or to regain function via mutations that differ from the original protein sequence. All organisms have evolutionarily exploited this substrate ambiguity. When exploited in a laboratory under controlled mutagenesis and selection, it enables a protein to "evolve" in desired directions. One of the most effective strategies in directed protein evolution is to gradually accumulate mutations, either sequentially or by recombination, while applying selective pressure. This is typically achieved by the generation of libraries of mutants followed by efficient screening of these libraries for targeted functions and subsequent repetition of the process using improved mutants from the previous screening. Here we review some of the successful strategies in creating protein diversity and the more recent progress in directed protein evolution in a wide range of scientific disciplines and its impacts in chemical, pharmaceutical, and agricultural sciences.
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Affiliation(s)
- Ling Yuan
- Department of Plant and Soil Sciences, and Kentucky Tobacco Research and Development Center, University of Kentucky, Lexington, KY 40546, USA.
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16
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Baik SH, Ide T, Yoshida H, Kagami O, Harayama S. Significantly enhanced stability of glucose dehydrogenase by directed evolution. Appl Microbiol Biotechnol 2003; 61:329-35. [PMID: 12743762 DOI: 10.1007/s00253-002-1215-1] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2002] [Revised: 11/28/2002] [Accepted: 12/06/2002] [Indexed: 11/29/2022]
Abstract
An NaCl-independent stability-enhanced mutant of glucose dehydrogenase (GlcDH) was obtained by using in vitro directed evolution. The family shuffling method was applied for in vitro directed evolution to construct a mutant library of GlcDH genes. Three GlcDH-coding genes from Bacillus licheniformis IFO 12200, Bacillus megaterium IFO 15308 and Bacillus subtilis IFO 13719 were each cloned by direct PCR amplification into the p Trc99A expression vector and expressed in the host, Escherichia coli. In addition to these three GlcDH genes, a gene encoding a previously obtained GlcDH mutant, F20 (Q252L), derived from B. megaterium IWG3, was also subjected to directed evolution by the family shuffling method. A highly thermostable mutant, GlcDH DN-46, was isolated in the presence or absence of NaCl after the second round of family shuffling and filter-based screening of the mutant libraries. This mutant had only one novel additional amino acid residue exchange (E170K) compared to F20, even though DN-46 was obtained by family shuffling of four different GlcDH genes. The effect of temperature and pH on the stability of the GlcDH mutants F20 and DN46 was investigated with purified enzymes in the presence or absence of NaCl. In the absence of NaCl, F20 showed very poor thermostability (half-life =1.3 min at 66 degrees C), while the half-life of isolated mutant DN-46 was 540 min at 66 degrees C, i.e., 415-fold more thermostable than mutant F20. The activity of the wild-type and F20 enzymes dropped critically when the pH value was changed to the alkaline range in the absence of NaCl, but no such decrease was apparent with the DN-46 enzyme in the absence of NaCl.
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Affiliation(s)
- S-H Baik
- Marine Biotechnology Institute, 3-75-1 Heita, 026-0001 Kamaishi City, Iwate, Japan.
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17
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Broo K, Larsson AK, Jemth P, Mannervik B. An ensemble of theta class glutathione transferases with novel catalytic properties generated by stochastic recombination of fragments of two mammalian enzymes. J Mol Biol 2002; 318:59-70. [PMID: 12054768 DOI: 10.1016/s0022-2836(02)00032-3] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The correlation between sequence diversity and enzymatic function was studied in a library of Theta class glutathione transferases (GSTs) obtained by stochastic recombination of fragments of cDNA encoding human GST T1-1 and rat GST T2-2. In all, 94 randomly picked clones were characterized with respect to sequence, expression level, and catalytic activity in the conjugation reactions between glutathione and six alternative electrophilic substrates. Out of these six different compounds, dichloromethane is a selective substrate for human GST T1-1, whereas 1-menaphthyl sulfate and 1-chloro-2,4-dinitrobenzene are substrates for rat GST T2-2. The other three substances serve as substrates for both enzymes. Through this broad characterization, we have identified enzyme variants that have acquired novel activity profiles that differ substantially from those of the original GSTs. In addition, the expression levels of many clones were improved in comparison to the parental enzyme. A library of mutants can thus display a distribution of properties from which highly divergent evolutionary pathways may emerge, resembling natural evolutionary processes. From the GST library, a clone was identified that, by the point mutation N49D in the rat GST T2-2 sequence, has a 1700% increased activity with 1-menaphthyl sulfate and a 60% decreased activity with 4-nitrophenethyl bromide. Through the N49D mutation, the ratio of these activities has thus been altered 40-fold. An extensive characterization of a population of stochastically mutated enzymes can accordingly be used to find variants with novel substrate-activity profiles and altered catalytic properties. Recursive recombination of selected sequences displaying optimized properties is a strategy for the engineering of proteins for medical and biochemical applications. Such sequential design is combinatorial protein chemistry based on remodeling of existing structural scaffolds and has similarities to evolutionary processes in nature.
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Affiliation(s)
- Kerstin Broo
- Department of Biochemistry, Uppsala University, Biomedical Center, Box 576, SE-751 23 Uppsala, Sweden
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18
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Zhao H, Chockalingam K, Chen Z. Directed evolution of enzymes and pathways for industrial biocatalysis. Curr Opin Biotechnol 2002; 13:104-10. [PMID: 11950559 DOI: 10.1016/s0958-1669(02)00291-4] [Citation(s) in RCA: 126] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Directed evolution has become a powerful tool for developing enzyme and whole cell based biocatalysts. Significant recent advances include the creation of novel enzyme functions and the development of several new efficient directed evolution methods. The combination of directed evolution and rational design promises to accelerate the development of biocatalysts for applications in the pharmaceutical, chemical and food industries.
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Affiliation(s)
- Huimin Zhao
- Department of Chemical Engineering, Center for Biophysics and Computational Biology, University of Illinois, Urbana, IL 61801, USA.
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19
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Abstract
Construction of enzymes that catalyze either desired reactions or exhibit desired substrate specificity is one of the goals of enzymatic study. Rational design of enzymes is an important approach in this field. Another, extremely different, methodology from rational design, directed evolution, has been rapidly developed over the past two years.
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Affiliation(s)
- Yoshihito Watanabe
- Center for Integrative Bioscience and Institute for Molecular Science, Okazaki National Research Institutes, 444-8585, Okazaki, Japan.
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