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Biomedical subjects

Yuzuru Husimi

Publications and source records attributed to Yuzuru Husimi.

17 recordsLinked to original sources

Experimental rugged fitness landscape in protein sequence space.

The fitness landscape in sequence space determines the process of biomolecular evolution. To plot the fitness landscape of protein function, we carried out in vitro molecular evolution beginning with a defective fd phage carrying a random polypeptide of 139 amino acids in place of the g3p minor coat protein D2 domain, which is essential for phage infection. After 20 cycles of random substitution at sites 12-130 of the initial random polypeptide and selection for infectivity, the selected phage showed a 1.7x10(4)-fold increase in infectivity, defined as the number of infected cells per ml of phage suspension. Fitness was defined as the logarithm of infectivity, and we analyzed (1) the dependence of stationary fitness on library size, which increased gradually, and (2) the time course of changes in fitness in transitional phases, based on an original theory regarding the evolutionary dynamics in Kauffman's n-k fitness landscape model. In the landscape model, single mutations at single sites among n sites affect the contribution of k other sites to fitness. Based on the results of these analyses, k was estimated to be 18-24. According to the estimated parameters, the landscape was plotted as a smooth surface up to a relative fitness of 0.4 of the global peak, whereas the landscape had a highly rugged surface with many local peaks above this relative fitness value. Based on the landscapes of these two different surfaces, it appears possible for adaptive walks with only random substitutions to climb with relative ease up to the middle region of the fitness landscape from any primordial or random sequence, whereas an enormous range of sequence diversity is required to climb further up the rugged surface above the middle region.

Amino Acid Sequence↗

Solid-phase translation and RNA-protein fusion: a novel approach for folding quality control and direct immobilization of proteins using anchored mRNA.

A novel cell-free translation system is described in which template-mRNA molecules were captured onto solid surfaces to simultaneously synthesize and immobilize proteins in a more native-state form. This technology comprises a novel solid-phase approach to cell-free translation and RNA-protein fusion techniques. A newly constructed biotinylated linker-DNA which enables puromycin-assisted RNA-protein fusion is ligated to the 3' ends of the mRNA molecules to attach the mRNA-template on a streptavidin-coated surface and further to enable the subsequent reactions of translation and RNA-protein fusion on surface. The protein products are therefore directly immobilized onto solid surfaces and furthermore were discovered to adopt a more native state with proper protein folding and superior biological activity compared with conventional liquid-phase approaches. We further validate this approach via the production of immobilized green fluorescent protein (GFP) on microbeads and by the production and assay of aldehyde reductase (ALR) enzyme with 4-fold or more activity. The approach developed in this study may enable to embrace the concept of the transformation of 'RNA chip-to-protein chip' using a solid-phase cell-free translation system and thus to the development of high-throughput microarray platform in the field of functional genomics and in vitro evolution.

Aldehyde Reductase↗

Directed evolution by accumulating tailored mutations: thermostabilization of lactate oxidase with less trade-off with catalytic activity.

We assumed that adverse effects posed by introducing multiple mutations could be decomposed into those of each of the component mutations and that the risk could be reduced by the accumulation of mutations that were finely tuned for directed improvement of a specific property. We propose here a directed evolution strategy for improving a specific property with less effect on other ones. This strategy is composed of fine-tuning of mutations and their accumulation by our original mutation-assembling method. In this study, we selected lactate oxidase (LOX) as a model enzyme, because its directed evolution had showed a trade-off between thermostability and catalytic activity. Mutation profiling at each of the sites found by error-prone PCR revealed a strong inverse relationship between the two properties. Thermostable mutations with less effect on catalytic activity were selected at each site and accumulated with ideal combinations by our method. The resultant multiple mutants exhibited 5- to 10-fold superior catalytic activity and comparable thermostability with those created by accumulating thermostable mutations, which were not tuned for catalytic activity. This result demonstrates that the accumulation of fine-tuned mutations is an advantageous approach to reduce the risk of adverse effects posed by accumulating multiple mutations.

Amino Acid Substitution↗

Modified substrate specificity of pyrroloquinoline quinone glucose dehydrogenase by biased mutation assembling with optimized amino acid substitution.

A biased mutation-assembling method-that is, a directed evolution strategy to facilitate an optimal accumulation of multiple mutations on the basis of additivity principles, was applied to the directed evolution of water-soluble PQQ glucose dehydrogenase (PQQGDH-B) to reduce its maltose oxidation activity, which can lead to errors in blood glucose determination. Mutations appropriate for the reduction without fatal deterioration of its glucose oxidation activity were developed by an error-prone PCR method coupled with a saturation mutagenesis method. Moreover, two types of incorporation frequency based on their contribution were assigned to the mutations: high (80%) and evens (50%), in constructing a multiple mutant library. The best mutant created showed a marked reduction in maltose oxidation activity, corresponding to 4% of that of the wild-type enzyme, with 35% retention of glucose oxidation activity. In addition, this mutant showed a reduction in galactose oxidation activity corresponding to 5% of that of the wild-type enzyme. In conclusion, we succeeded in developing the PQQGDH-B mutants with improved substrate specificity and validated our method coupled with optimized mutations and their contribution-based incorporation frequencies by applying it to the development.

Acinetobacter calcoaceticus↗

Biased mutation-assembling: an efficient method for rapid directed evolution through simultaneous mutation accumulation.

We have developed an efficient optimization technique, 'biased mutation-assembling', for improving protein properties such as thermostability. In this strategy, a mutant library is constructed using the overlap extension polymerase chain reaction technique with DNA fragments from wild-type and phenotypically advantageous mutant genes, in which the number of mutations assembled in the wild-type gene is stochastically controlled by the mixing ratio of the mutant DNA fragments to wild-type fragments. A high mixing ratio results in a mutant composition biased to favor multiple-point mutants. We applied this strategy to improve the thermostability of prolyl endopeptidase from Flavobacterium meningosepticum as a case study and found that the proportion of thermostable mutants in a library increased as the mixing ratio was increased. If the proportion of thermostable mutants increases, the screening effort needed to find them should be reduced. Indeed, we isolated a mutant with a 1200-fold longer activity half-life at 60 degrees C than that of wild-type prolyl endopeptidase after screening only 2000 mutants from a library prepared with a high mixing ratio. Our results indicate that an aggressive accumulation of advantageous mutations leads to an increase in the quality of the mutant library and a reduction in the screening effort required to find superior mutants.

Chryseobacterium↗

Caspase-3 sensitive signaling in vivo in apoptotic HeLa cells by chemically engineered intramolecular fluorescence resonance energy transfer mutants of green fluorescent protein.

Green fluorescent protein (UV5) was re-engineered to remove native cysteine residues, and a new cysteine was introduced near the C-terminus, approximately 20 A from the native fluorophore, for site-specific attachment of chemical fluorophores. The resultant efficient intramolecular FRET quenched GFP emission and gave a new emission band from the conjugated fluorophore. Caspase-3 cleavage of constructs with a caspase-3 sequence near the C-terminus in the sequence between the native fluorophore and the new cysteine, located C-terminal to the caspase site, destroyed the FRET, the emitted color reverting to that of unmodified GFP. This process was demonstrated in vitro with caspase-3 and lysates from cells undergoing apoptosis. Real-time emission changes for the Alexa Fluor 532 conjugate of this GFP, studied quantitatively in vivo for single HeLa cells using the ratios of fluorescence at the red and green maxima by confocal microscopy, showed that caspase-3 action in the cytosol preceded that in the nucleus.

Amino Acid Sequence↗

Thermodynamical interpretation of evolutionary dynamics on a fitness landscape in an evolution reactor, II.

In our previous report [Aita, T., Morinaga, S., Hosimi, Y., 2004. Thermodynamical interpretation of evolutionary dynamics on a fitness landscape in an evolution reactor I. Bull. Math. Biol. 66, 1371-1403], an analogy between thermodynamics and adaptive walks on a Mt. Fuji-type fitness landscape in an artificial selection system was presented. Introducing the 'free fitness' as the sum of a fitness term and an entropy term and 'evolutionary force' as the gradient of free fitness on a fitness coordinate, we demonstrated that the adaptive walk (=evolution) is driven by the evolutionary force in the direction in which free fitness increases. In this report, we examine the effect of various modifications of the original model on the properties of the adaptive walk. The modifications were as follows: first, mutation distance d was distributed obeying binomial distribution; second, the selection process obeyed the natural selection protocol; third, ruggedness was introduced to the landscape according to the NK model; fourth, a noise was included in the fitness measurement. The effect of each modification was described in the same theoretical framework as the original model by introducing 'effective' quantities such as the effective mutation distance or the effective screening size.

Algorithms↗

Protease-sensitive signalling by chemically engineered intramolecular fluorescent resonance energy transfer mutants of green fluorescent protein.

The native cysteine residues of green fluorescent protein (GFP) at positions 48 and 70 were replaced by non-thiolic amino acids, and new cysteine sites were introduced at specific, surface positions. Based on molecular modeling of the GFP structure, the sites chosen for mutagenesis to Cys were glutamic acid at position 6 and isoleucine at position 229. These new, unique cysteine sites provided reactive thiol groups suitable for site-specific chemical modification by eosin-based fluorescence labels. The new constructs were designed to serve as the basis of proof of principle for fluorescence resonance energy transfer (FRET) using an enzyme-activated (trypsin) intervening sequence between native and chemically conjugated fluorophores. These eosin moieties provided chemical FRET partners for the native GFP chromophore. On excitation, these GFP-eosin constructs exhibited strong intramolecular FRET, with quenching of the native GFP (511 nm) fluorophore emission and emission around 540 nm, corresponding to eosin. GFP mutants engineered with trypsin-sensitive sequences close to the eosin site, so that on trypsinolysis FRET was destroyed, the emission wavelength switching from that of the chemical FRET partner back to that of the native GFP fluorophore, providing efficient, ratio-based detection. This protein engineering provides the basis for novel bioprobes for enzymatic triggering using intramolecular FRET between GFP and carefully sited chemical labels.

Binding Sites↗

Multi-line split DNA synthesis: a novel combinatorial method to make high quality peptide libraries.

BACKGROUND: We developed a method to make a various high quality random peptide libraries for evolutionary protein engineering based on a combinatorial DNA synthesis. RESULTS: A split synthesis in codon units was performed with mixtures of bases optimally designed by using a Genetic Algorithm program. It required only standard DNA synthetic reagents and standard DNA synthesizers in three lines. This multi-line split DNA synthesis (MLSDS) is simply realized by adding a mix-and-split process to normal DNA synthesis protocol. Superiority of MLSDS method over other methods was shown. We demonstrated the synthesis of oligonucleotide libraries with 1016 diversity, and the construction of a library with random sequence coding 120 amino acids containing few stop codons. CONCLUSIONS: Owing to the flexibility of the MLSDS method, it will be able to design various "rational" libraries by using bioinformatics databases.

Amino Acid Sequence↗

Thermodynamical interpretation of evolutionary dynamics on a fitness landscape in a evolution reactor, I.

A theory for describing evolution as adaptive walks by a finite population with M walkers (M > or = 1) on an anisotropic Mt. Fuji-type fitness landscape is presented, from a thermodynamical point of view. Introducing the 'free fitness' as the sum of a fitness term and an entropy term and 'evolutionary force' as the gradient of free fitness on a fitness coordinate, we demonstrate that the behavior of these theoretical walkers is almost consistent with the thermodynamical schemes. The major conclusions are as follows: (1) an adaptive walk (=evolution) is driven by an evolutionary force in the direction in which free fitness increases; (2) the expectation of the climbing rate obeys an equation analogous to the Einstein relation in Brownian motion; (3) the standard deviation of the climbing rate is a quantity analogous to the mean thermal energy of a particle, kT (x constant). In addition, on the interpretation that the walkers climb the landscape by absorbing 'fitness information' from the surroundings, we succeeded in quantifying the fitness information and formulating a macroscopic scheme from an informational point of view.

Adaptation, Biological↗

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

We have theoretically studied the statistical properties of adaptive walks (or hill-climbing) on a Mt. Fuji-type fitness landscape in the multi-dimensional sequence space through mathematical analysis and computer simulation. The adaptive walk is characterized by the "mutation distance" d as the step-width of the walker and the "population size" N as the number of randomly generated d-fold point mutants to be screened. In addition to the fitness W, we introduced the following quantities analogous to thermodynamical concepts: "free fitness" G(W) is identical with W+T x S(W), where T is the "evolutionary temperature" T infinity square root of d/lnN and S(W) is the entropy as a function of W, and the "evolutionary force" X is identical with d(G(W)/T)/dW, that is caused by the mutation and selection pressure. It is known that a single adaptive walker rapidly climbs on the fitness landscape up to the stationary state where a "mutation-selection-random drift balance" is kept. In our interpretation, the walker tends to the maximal free fitness state, driven by the evolutionary force X. Our major findings are as follows: First, near the stationary point W*, the "climbing rate" J as the expected fitness change per generation is described by J approximately L x X with L approximately V/2, where V is the variance of fitness distribution on a local landscape. This simple relationship is analogous to the well-known Einstein relation in Brownian motion. Second, the "biological information gain" (DeltaG/T) through adaptive walk can be described by combining the Shannon's information gain (DeltaS) and the "fitness information gain" (DeltaW/T).

Animals↗

An in silico exploration of the neutral network in protein sequence space.

Designating amino-acid sequences that fold into a common main-chain structure as "neutral sequences" for the structure, regardless of their function or stability, we investigated the distribution of neutral sequences in protein sequence space. For four distinct target structures (alpha, beta,alpha/beta and alpha+beta types) with the same chain length of 108, we generated the respective neutral sequences by using the inverse folding technique with a knowledge-based potential function. We assumed that neutral sequences for a protein structure have Z scores higher than or equal to fixed thresholds, where thresholds are defined as the Z score for the corresponding native sequence (case 1) or much greater Z score (case 2). An exploring walk simulation suggested that the neutral sequences mapped into the sequence space were connected with each other through straight neutral paths and formed an inherent neutral network over the sequence space. Through another exploring walk simulation, we investigated contiguous regions between or among the neutral networks for the distinct protein structures and obtained the following results. The closest approach distance between the two neutral networks ranged from 5 to 29 on the Hamming distance scale, showing a linear increase against the threshold values. The sequences located at the "interchange" regions between the two neutral networks have intermediate sequence-profile-scores for both corresponding structures. Introducing a "ball" in the sequence space that contains at least one neutral sequence for each of the four structures, we found that the minimal radius of the ball that is centered at an arbitrary position ranged from 35 to 50, while the minimal radius of the ball that is centered at a certain special position ranged from 20 to 30, in the Hamming distance scale. The relatively small Hamming distances (5-30) may support an evolution mechanism by transferring from a network for a structure to another network for a more beneficial structure via the interchange regions.

Amino Acid Sequence↗

An Efficient Ligation Method in the Making of an in vitro Virus for in vitro Protein Evolution.

The "in vitro virus" is a molecular construct to perform evolutionary protein engineering. The "virion (=viral particle)" (mRNA-peptide fusion), is made by bonding a nascent protein with its coding mRNA via puromycin in a test tube for in vitro translation. In this work, the puromycin-linker was attached to mRNA using the Y-ligation, which was a method of two single-strands ligation at the end of a double-stranded stem to make a stem-loop structure. This reaction gave a yield of about 95%. We compared the Y-ligation with two other ligation reactions and showed that the Y-ligation gave the best productivity. An efficient amplification of the in vitro virus with this "viral genome" was demonstrated.

Journal Article↗

Surveying a local fitness landscape of a protein with epistatic sites for the study of directed evolution.

We present a method for analysis of a fitness landscape of a biopolymer with significantly epistatic sites. The analysis is based on a quasi-additive fitness model. The fitness model is constructed with additive terms conducted by "site-fitness" and epistatic terms conducted by "pair-fitness," where the site-fitness is a fitness contribution from an independent residue and the pair-fitness is a fitness contribution from a pair of epistatic residues. As a case study, we analyzed the sequence-fitness data for 45 clones of thermostable prolyl endopeptidase mutants. They were generated by a mutation scrambling method, which can accumulate advantageous mutations. The fitness contributions from 14 single-point mutations including E67Q and Q656R were identified by the analysis. As a result, we found that the fitness model with a significant epistatic term by a pair of the 67th site and 656th site was in good agreement with the experimental data and that the explored landscape in the binary 14-dimensional sequence space is still a mountainous landscape with twin peaks. The validity was supported by the analysis of mutant fitness distributions derived from another mutation scrambling experiment and by (3D) structural data.

Directed Molecular Evolution↗

Construction of block-shuffled libraries of DNA for evolutionary protein engineering: Y-ligation-based block shuffling.

Evolutionary protein engineering is now proceeding to a new stage in which novel technologies, besides the conventional point mutations, to generate a library of proteins, are required. In this context, a novel method for shuffling and rearranging DNA blocks (leading to protein libraries) is reported. A cycle of processes for producing combinatorial diversity was devised and designated Y-ligation-based block shuffling (YLBS). Methodological refinement was made by applying it to the shuffling of module-sized and amino acid-sized blocks. Running three cycles of YLBS with module-sized GFP blocks resulted in a high diversity of an eight-block shuffled library. Partial shuffling of the central four blocks of GFP was performed to obtain in-effect shuffled protein, resulting in an intact arrangement. Shuffling of amino acid monomer-sized blocks by YLBS was also performed and a diversity of more than 10(10) shuffled molecules was attained. The deletion problems encountered during these experiments were shown to be solved by additional measures which tame type IIS restriction enzymes. The frequency of appearance of each block was skewed but was within a permissible range. Therefore, YLBS is the first general method for generating a huge diversity of shuffled proteins, recombining domains, exons and modules with ease.

Combinatorial Chemistry Techniques↗

Selection-by-function: efficient enrichment of cathepsin E inhibitors from a DNA library.

A method for efficient enrichment of protease inhibitors out of a DNA library was developed by introducing SF-link technology. A two-step selection strategy was designed consisting of the initial enrichment of aptamers based on binding function while the second enrichment step was based on the inhibitory activity to a protease, cathepsin E (CE). The latter was constructed by covalently linking of a biotinylated peptide substrate to each of the ssDNA molecule contained in the preliminarily selected DNA library, generating 'SF-link'. Gradual enrichment of inhibitory DNAs was attained in the course of selection. One molecule, SFR-6-3, showed an IC(50) of around 30 nM, a K(d) of around 15 nM and high selectivity for CE. Sequence and structure analysis revealed a C-rich sequence without any guanine and possibly an i-motif structure, which must be novel to be found in in vitro-selected aptamers. SF-link technology, which is novel as the screening technology, provided a remarkable enrichment of specific protease inhibitors and has a potential to be further developed.

Amino Acid Sequence↗