Yuzuru Husimi’s research while affiliated with The Graduate University for Advanced Studies, SOKENDAI and other places

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Publications (143)


An RNA Binding Peptide Consisting of Four Types of Amino Acid by in Vitro Selection Using cDNA Display
  • Article

July 2016

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40 Reads

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16 Citations

ACS Omega

Shigefumi Kumachi

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Yuzuru Husimi

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RNA–protein interactions have a central role in the living world. In this article, we examined whether primitive peptides (30 residues) consisting of four types of amino acid (Gly, Ala, Asp, and Val) could interact with tRNA as a model of primitive RNAs in the RNA world. By in vitro selection of binding peptides using the cDNA display method, a characteristic peptide was selected from a random peptide library and assayed by electrophoretic mobility shift and pull-down assays. Interestingly, the selected peptide bound to a single-stranded region including a loop structure of an RNA molecule with some sequence specificity.



Figure 1. Schematic diagram of the puromycin-linker DNA construct. The puromycin-linker is synthesized with two fragments (puromycin segment (PS) and the short biotin segment (SBS)) by chemical cross-linking using EMCS ( N -(6-maleimidocaproyloxy) succinimide). The fi nal linker construct comprises four parts: a ligation site for mRNA, a primer region for reverse transcription, a biotin moiety for immobilization of the mRNA-puromycin- linker conjugate to a solid surface using biotin-streptavidin chemistry, and two cleavage sites for RNase T1 to release the mRNA/cDNA À protein fusion moiety from the solid surface. In addition, the linker includes puromycin (for covalent linking of the expressed protein to mRNA) and FITC (for detection and quanti fi cation). The 3 0 -region of mRNA is shown in lower case letters. 
Table 1 . Comparison of the Efficiency of Puromucin-Linker Types
Figure 2. Optimum ribonucleotide G (rG) location for RNase T1 cleavage. (a) Three patterns of rG location around the biotin site of the puromycin- linker. (b) Experimental scheme for examining RNase T1 cleavage activity against rG around the biotin site. After an mRNA was ligated with each SBS DNA fragment, the ligated product was immobilized onto a streptavidin-coated magnetic bead. A cDNA was then synthesized on the bead using reverse transcriptase. The cDNA/mRNA hybridized double-stranded region was released from the bead by RNase T1 cleavage (left), while the double-stranded region remained immobilized on the bead when RNase T1 could not cleave the rG around the biotin site (right). After RNase T1 treatment, the supernatants include the cDNA/mRNA double-stranded regions were analyzed by PAGE. (c) The results of RNase T1 treatment against rGs in the linker DNA. After the Pou-coding mRNA was ligated with the SBS linker fragments 1, 2, or 3, each ligated product was then treated according to the experimental scheme b. Supernatants including released cDNA and mRNA were resolved by 8 M urea denaturing 6% PAGE, and the gels were stained with SYBR-Gold. The arrow indicates the digested cDNA. 
Figure 3. Characteristics of the novel puromycin-linker DNA (SBS-linker). (a) Experimental scheme for the synthesis of the cDNA display using the novel linker. In the left branch of the scheme, (ii) reverse transcription and (iii) cleavage with RNase T1 without translation process are performed to evaluate the e ffi ciency of each step. The right branch of the scheme shows a usual process with (iv) translation and fusion reaction. In panels b À e, each arrow indicates the band correcponding to A À E. (b) After an mRNA was ligated with a SBS-linker using T4 RNA ligase, the ligated product was analyzed by 8 M urea denaturing 5% PAGE. (c) After the ligated product (R lane) was reverse transcribed, the mRNA-linker-cDNA product was analyzed by 8 M urea denaturing 5% PAGE. (d) The mRNA-linker-cDNA product was treated with RNase T1 for 5 min and analyzed by 8 M urea denaturing 5% PAGE. (e) According to the right scheme of (a), the mRNA/cDNA À protein fusion was synthesized and treated with RNase T1. The fi nal product was analyzed by 8 M urea denaturing 6% SDS-PAGE and detected using FITC fl uorescence. Lane 1 represents 0.15 pmol of the mRNA-linker as a reference. Lane 2 represents the whole fi nal product after the fusion reaction and reverse transcription reaction as 15 pmol of the mRNA-linker was initially used in the cell- free translation reaction. The e ffi ciency of the cDNA-linker-protein fusion formation was evaluated by comparing band intensities between the band arising from the cDNA-linker-protein fusion and the reference band (lane 1). 
Figure 4. Synthesis of mRNA-protein fusion with and without puri fi cation of the ligation product. (a) Experimental scheme of the previous and the one- pot preparation method for the synthesis of the mRNA-protein fusion. After an mRNA is ligated to a puromycin-linker using T4 RNA ligase, the ligated product (mRNA-linker) is puri fi ed using a silica-based column to remove the ligation bu ff er, the enzyme and the excess linker (previous method). The puri fi ed ligation product is translated using rabbit reticulocyte lysate. In the one-pot preparation method presented here, an aliquot of the ligation reaction bu ff er including the ligated product is directly added to a rabbit reticulocyte lysate without puri fi cation and translated. (b) The synthesized mRNA-protein fusion with the puri fi cation step (lane 1) and without the puri fi cation step (lane 2) were resolved by 8 M urea containing 6% SDS-PAGE and detected using FITC fl uorescence (upper). The same experiment was repeated three times and the mRNA-protein fusion e ffi ciency with and without the puri fi cation step were calculated (bottom). The e ffi ciency was calculated by using the following equation: % e ffi ciency =100 Â a /( a + b ), where a is the intensity of the band representing the mRNA-linker-protein (upper band) and b represents the mRNA-linker (lower band). Columns: Mean of three independent experiments performed in duplicate. Bars: Standard deviation. 

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2011 ACS Comb Sci
  • Data
  • File available

May 2015

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1,189 Reads

Yuki Mochizuki

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Sachika Tsuji-Ueno

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[...]

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Download



Table 1 Sequences of clones selected from round #17 
Figure 2 Batch amplification of the RNA random library with NV3D pol . GGG-U6N4 RNA (5 pmol) was incubated with NV3D pol (4 pmol) at 30°C. Reaction aliquots sampled at the indicated times were subjected to a non-denaturing 10% PAGE (A) or a denaturing 10% PAGE containing 8 M urea (B) followed by SYBRgreenII staining. In order to clarify the change of band intensity, the color-coded image of the bands of 50 nts ssRNA was shown at the bottom (red: the strongest, …., violet: the weakest). M; dsRNA ladder marker (BioDynamics Laboratory inc., Tokyo, Japan). Ref.; GGG-U6N4 RNA. Asterisks are exogenous RNAs from cell free protein synthesis system (e.g. tRNAs).  
Figure 6 Non-denaturing PAGE (10%) analysis of the serial transfer (1.4-fold dilution and 120 min incubation) using GGG-CCC RNA (A) or GGG-U6CAAC RNA (B). At the bottom of (B), the same but intensified image around the asterisk region is shown in order to clarify the dsRNA band. We made an exception in the incubation time of 240 min for the final round. M1; DNA 10 bp step ladder. M2; dsRNA ladder marker. Ref.; GGG-CCC or GGG-U6CAAC RNA. Asterisks are exogenous RNAs from cell free protein synthesis system (e.g. tRNAs). (C) Quantification of 50 bp dsRNA band as a function of round number. Ordinate is the ratio of band intensity of round r against that of round 1. Open circle; GGG-CCC RNA, Open square; GGG-U6CAAC RNA.  
Figure 3 Non-denaturing PAGE analysis of the products in independent two ((A) and (B)) serial transfers. Initial random library, that is, GGG- U6N4 RNA (5 pmol) and NV3D pol (1 pmol) was incubated at 30°C for 60 min in the first round reaction tube (reaction volume = 10 μL). 7 μL aliquot was transferred to the next round reaction tube (1.4-fold dilution). 57 mM EDTA was added into the first round reaction tube with the remaining 3 μL to stop the reaction. The second to the 9 th (A) or 16 th (B) round reaction tube was incubated for 120 min and transferred to the next test tube at 1.4-fold dilution. The 10 th (A) or 17 th (B) round reaction tube was incubated for 240 min. Each reaction samples were subjected to a non-denaturing 10% PAGE followed by SYBRgreenII staining. M1; 10 bp DNA step ladder (Promega). M2; dsRNA ladder marker. Ref.; GGG-U6N4 RNA. Asterisks are exogenous RNAs from cell free protein synthesis system (e.g. tRNAs).  
Figure 5 Comparison of RNA amplification efficiency between GGG-CCC and GGG-U6CAAC RNA. (A) Sequences of GGG-CCC and GGG- U6CAAC RNA. (B and C) GGG-CCC or GGG-U6CAAC RNA was incubated with NV3D pol at 30°C and sampled at 0, 30, 60 and 120 min followed by adding 57 mM EDTA to stop the reaction, respectively. Each reaction aliquots were subjected to denaturing PAGE (10%) containing 8 M urea followed by SYBRgreenII staining ((B) for GGG-CCC (---CCC-3′) RNA and (C) for GGG-U6CAAC (---CAAC-3′) RNA). Just as in the caption of Figure 2, the color-coded images of the bands of 50 nts ssRNA were shown at the bottom. M1; DNA 10 bp step ladder. M2; dsRNA ladder marker. (D) Quantification of the amount of RNA strands from the band intensity of the denaturing PAGE (B and C) as a function of incubation time. Asterisks are exogenous RNAs from cell free protein synthesis system (e.g. tRNAs). Quantification of each band intensity was performed by a calibration curve of each RNA on the denaturing PAGE. Open circle; GGG-CCC RNA, Open square; GGG-U6CAAC RNA.  
Optimal terminal sequences for continuous or serial isothermal amplification of dsRNA with norovirus RNA replicase

March 2014

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133 Reads

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1 Citation

BIOPHYSICS

The norovirus RNA replicase (NV3Dpol, 56 kDa, single chain monomeric protein) can amplify double-stranded (ds) RNA isothermally. It will play an alternative role in the in vitro evolution against traditional Qβ RNA replicase, which cannot amplify dsRNA and consists of four subunits, three of which are borrowed from host E.coli. In order to identify the optimal 3′-terminal sequence of the RNA template for NV3Dpol, an in vitro selection using the serial transfer was performed for a random library having the 3′-terminal sequence of ---UUUUUUNNNN- 3′. The population landscape on the 4-dimensional sequence space of the 17th round of transfer gave a main peak around ---CAAC-3′. In the preceding studies on the batch amplification reaction starting from a singlestranded RNA, a template with 3′-terminal C-stretch was amplified effectively. It was confirmed that in the batch amplification the ---CCC-3′ was much more effective than the ---CAAC-3′, but in the serial transfer condition in which the ----CAAC-3′ was sustained stably, the ---CCC-3′ was washed out. Based on these results we proposed the existence of the "shuttle mode" replication of dsRNA. We also proposed the optimal terminal sequences of RNA for in vitro evolution with NV3Dpol.



Biomolecular Information Gained through In Vitro Evolution on a Fitness Landscape in Sequence Space

January 2014

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4 Reads

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2 Citations

Biological evolution at the molecular level is conceptually regarded as the genetic information gaining process. Analyzing the in vitro evolution process, which is a simplified Darwinian evolution under a well-controlled environment, we can clarify the concept of the information gaining process. This evolution process can be modeled as a hill-climbing or adaptive walk on a fitness landscape in sequence space. Through the hill-climbing process, the evolving biopolymer (as the adaptive walker) stores the following two aspects of information: one stems from the sequences converged in sequence space and the other stems from the fitness increment on the fitness landscape. In Eigen’s words, the former and latter are described as the “extent” and “content” of biological information, respectively [25]. In our approach, these two aspects can be interpreted based on the analogy between evolutionary dynamics and thermodynamics. Several studies introduced the concept of “free fitness” (which is analogous to free energy) as the Lyapunov function for evolution: Free fitness ≡ Fitness + Temperature − like parameter ×Entropy. Furthermore, we focus on the novel quantity of Fitness divided by \mbox{\it Temperature-like para\-meter}, and regard this quantity as the content of information, while we regard Entropy as the extent of information. The quantity of Free fitness divided by Temperature-like parameter is a Lyapunov function of the evolution process, and then it should be called “biomolecular information”, which includes both aspects of information.


Estimation of Statistical Binding Properties of Ligand Population during In Vitro Selection based on Population Dynamics Theory.

November 2013

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23 Reads

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1 Citation

Mathematical Biosciences

During in vitro selection process, it is very valuable to monitor the binding properties of the ligand population in real time, particularly the population average of the association constant in the population. If this monitoring can be realized, the selection process can be controlled in a rational way. In this paper, we present a simple method to estimate the binding properties of the ligand population during in vitro selection. The framework of the method is as follows. First, the number of all the collected ligand molecules, which are eluted after incubation and washing, is measured. Ideally, this number corresponds to the number of all the ligand molecules bound with the target-receptor or other materials in a test tube. This measurement is performed through several successive rounds of selection. Second, the measured numbers of molecules are subjected to a theoretical analysis, based on the mathematical theory of population dynamics in the selection process. Then, we can estimate the probability density of the binding free energy in the ligand population. The validity of our method was confirmed by several computer simulations based on a physicochemical model.


Characterization of Norovirus RNA replicase for in vitro amplification of RNA

October 2013

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149 Reads

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2 Citations

BMC Biotechnology

The isothermal amplification of RNA in vitro has been used for the study of in vitro evolution of RNA. Although Qbeta replicase has been traditionally used as an enzyme for this purpose, we planned to use norovirus replicase (NV3Dpol) due to its structural simplicity in the scope of in vitro autonomous evolution of the protein. Characteristics of the enzyme NV3Dpol in vitro were re-evaluated in this context. NV3Dpol, synthesized by using a cell-free translation system, represented the activities which were reported in the previous several studies and the reports were not fully consistent each other. The efficiency of the initiation of replication was dependent on the 3'-terminal structure of single-stranded RNA template, and especially, NV3Dpol preferred a self-priming small stem-loop. In the non-self-priming and primer-independent replication reaction, the presence of -CCC residues at the 3'-terminus increased the initiation efficiency and we demonstrated the one-pot isothermal RNA (even dsRNA) amplification by 16-fold. NV3Dpol also showed a weak activity of elongation-reaction from a long primer. Based on these results, we present a scheme of the primer-independent isothermal amplification of RNA with NV3Dpol in vitro. NV3Dpol can be used as an RNA replicase in in vitro RNA + protein evolution with the RNA of special terminal sequences.


Citations (41)


... In the model mutational additivity usually holds for noninteracting positions in sequences. This mutational additivity is biologically accurate as has been demonstrated for several proteins [25][26][27][28][29][30][31][32][33]. ...

Reference:

Selective Phenome Growth Adapted N K Model: A Novel Landscape to Represent Aptamer Ligand Binding
Surveying a local fitness landscape of a protein with epistatic sites for the study of directed evolution
  • Citing Article
  • July 2002

Peptide Science

... 40,41 They also applied this method with a codon-restricted library to screen for de novo tRNA (tRNA) binding peptides consisting of four prebiotically relevant amino acids. 42 Similarly, Giacobelli et al. explored sequence variants of the C-terminal domain of ribosomal protein uL11 using PURE mRNA display and selected a primitive uL11 protein analog only composed of 10 prebiotically plausible amino acids. 43 These previous studies demonstrate that peptides with a limited amino acid sequence can still interact with structurally conserved tRNA and rRNA. ...

An RNA Binding Peptide Consisting of Four Types of Amino Acid by in Vitro Selection Using cDNA Display
  • Citing Article
  • July 2016

ACS Omega

... Especially NV3D pol is a candidate of RNA replicase displayed on an in vitro virus [6][7][8][9] in order to realize an in vitro autonomous co-evolution of RNA and protein. Thus the in vitro enzymatic activities of NV3D pol synthesized using cell-free translation system have been studied extensively 10 . Summary of the results (together with that of other studies 11-14 is as follows: ...

Characterization of Norovirus RNA replicase for in vitro amplification of RNA

BMC Biotechnology

... That is the quasi-species theory developed by Eigen's group (Eigen and Schuster 1979;Eigen 2000;Weinberger 2002). The other is a theory of an artificial selection type model, which was developed by the authors (Aita et al. 2004(Aita et al. , 2005(Aita et al. , 2007Aita and Husimi 2006). These studies gave a formulation for the information gaining process from the surroundings. ...

An Interpretation of Evolutionary Dynamics in in vitro Molecular Evolution from Thermodynamical and Informational View Point
  • Citing Article
  • May 2006

Seibutsu Butsuri

... The acceptor molecule used was an organic fluorophore, Alexa Fluor® 546 dye (Thermo Fisher Scientific Inc.) with an excitation maximum that sufficiently overlaps with the emission spectrum of GFP-μ (27)(28)(29)56,57). This fluorophore also has a quantum yield that is high relative to other Cy3 derivatives with similar emission profiles. ...

Intramolecular Fluorescent Resonance Energy Transfer (FRET) by BODIPY Chemical Modification of Cysteine-engineered Mutants of Green Fluorescent Protein
  • Citing Article
  • March 2003

Chemistry Letters

... They determine a system's persistence and its potential for future evolutionary change. Multiple definitions of robustness and evolvability have been proposed (Aharoni et al. 2005; Ancel & Fontana 2000; Bedau & Packard 2003; Bloom et al. 2006; Bloom et al. 2004; Calabretta 2007; Carter et al. 2005; Deem 2004; Earl & Deem 2004; Feder et al. 2002; Gardner & Zuidema 2003; Gilchrist & Lee 2007; Griswold 2006; Hansen 2003; Hermida et al. 2002; Husimi et al. 2002; Kaneko 2003; Lee & Cho 2003; Masel & Bergman 2003; Michod et al. 2003; Nijhout et al. 2003; O'Loughlin et al. 2006; Pal 2001; Pepper 2003; Poole et al. 2003; Reader 2006; Rutherford 2003; Smith et al. 2002; Sniegowski & Murphy 2006; Tanay et al. 2005; Van Belle & Ackley 2003; Volkert 2003; Wagner 2005; Yamauchi et al. 2002; Yamauchi et al. 2003). For my purpose, I call a biological system mutationally robust if its function or structure persist after mutations in its parts. ...

Correlated Flexible Molecular Coding and Molecular Evolvability
  • Citing Article
  • September 2002

Journal of Biological Physics

... We focus on the diffusion limit, which approximates a wide range of models when selection and drift are weak). Sella and Hirsh's (2005a) result had also been derived for a specific model by Berg et al. (2004; see Sella and Hirsh, 2005b), and Aita et al. (2003 Aita et al. ( , 2005) develop a similar approach for understanding evolutionary computation (see Supplementary Information A). The most general analogy with thermodynamics was in fact made much earlier by Iwasa (1988, Eq. 18, discussed below). ...

Thermodynamical interpretation of an adaptive walk on a Mt. Fuji-type fitness landscape: Einstein relation-like formula holds in a stochastic evolution
  • Citing Article
  • November 2003

Journal of Theoretical Biology

... Kinetic descriptions based on the mass-action law have been adapted to incorporate stochastic small number effects. 14, 17 Aita et al. 17 first developed a hybrid model and assumed Gaussian distribution of binding energies, while Spill et al. 14 merged mass-action descriptions with approximate stochastic descriptions and Monte Carlo simulations to show how low copy number high affinity aptamers contribute to uncertainty in selection outcomes. ...

Theoretical consideration of selective enrichment in in vitro selection: Optimal concentration of target molecules
  • Citing Article
  • August 2012

Mathematical Biosciences

... Several studies have explored RNA generation in this domain. More classical approaches exploited evolutionary signals and statistical models (Kim et al., 2007a;Aita & Husimi, 2010;Tseng et al., 2011;Zhang et al., 2023), molecular modeling (Torkamanian-Afshar et al., 2021), and Monte Carlo tree search (Lee et al., 2021;Wang et al., 2022;Shin et al., 2023;Obonyo et al., 2024). More recent works used conditional variation autoencoders (Chen et al., 2022;Iwano et al., 2022;Andress et al., 2023), long short-term memory models (Im et al., 2019;Park & Han, 2020), transformerbased architectures (Zhao et al., 2024;Zhang et al., 2024), and adversarial approach (Ozden et al., 2023). ...

Biomolecular information gained through in vitro evolution
  • Citing Article
  • February 2009

Biophysical Reviews

... 203 The best course of treatment for dealing with these invasive agents is early detection and prophylactic measures. 204,205 Promising and useful attempts to combat prion infection have included the selection of its unique aptamer 205−208 and the fabrication of several biosensors that utilize aptamer technology. 209−217 Due to its vast potential for ultrafast, ultrasensitive point-of-care detection, 115 numerous investigators have begun dedicated to developing the unique electrochemical apta-sensor for finding evidence of SARS-CoV. ...

Toward an evolutionary containment of evolving pathogen-receptors by using an ensemble of multiple mutant ligands: From the viewpoint of fitness landscape in sequence space
  • Citing Article
  • December 2011

Journal of Theoretical Biology