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1.
Pathog Glob Health ; : 1-10, 2023 Oct 04.
Article in English | MEDLINE | ID: mdl-37791645

ABSTRACT

Governing dual-use research of concern (DURC) in the life sciences has become difficult owing to the diversification of scientific domains, digitalization of potential threats, and the proliferation of actors. This paper proposes three approaches to realize bottom-up governance of DURC from laboratory operation to institutional decision-making levels. First, a technological approach can predict and monitor the dual-use nature of the research target pathogens and their information. Second, an interactive approach is proposed in which diverse stakeholders proactively discuss and examine dual-use issues through research practice. Third, a personnel approach can identify the right persons involved in DURC. These approaches suggest that, going beyond self-governance by researchers, collaborative and networked governance involving diverse actors should become essential. This mode of governance can also be seen in light of the management of research use. Therefore, program design by funding agencies and publication screening by journal publishers continuously contribute to governance at the meso-level. Bottom-up governance may be realized by using an appropriately integrated design of these three approaches at the micro-level, such as dual-use prediction and monitoring, stakeholder dialogue, and background checks. Given that the term 'open science' has been promoted to the research community as part of top-down governance, paying due attention on site to research subjects, research practices, and persons involved in research will provide an opportunity to develop a more socially conscious open science.

2.
Synth Biol (Oxf) ; 7(1): ysac010, 2022.
Article in English | MEDLINE | ID: mdl-35949424

ABSTRACT

Plate readers are commonly used to measure cell growth and fluorescence, yet the utility and reproducibility of plate reader data is limited by the fact that it is typically reported in arbitrary or relative units. We have previously established a robust serial dilution protocol for calibration of plate reader measurements of absorbance to estimated bacterial cell count and for green fluorescence from proteins expressed in bacterial cells to molecules of equivalent fluorescein. We now extend these protocols to calibration of red fluorescence to the sulforhodamine-101 fluorescent dye and blue fluorescence to Cascade Blue. Evaluating calibration efficacy via an interlaboratory study, we find that these calibrants do indeed provide comparable precision to the prior calibrants and that they enable effective cross-laboratory comparison of measurements of red and blue fluorescence from proteins expressed in bacterial cells.

3.
Synth Biol (Oxf) ; 7(1): ysac029, 2022.
Article in English | MEDLINE | ID: mdl-36591595

ABSTRACT

New materials with a low environmental load are expected to be generated through synthetic biology. To widely utilize this technology, it is important to create cells with designed biological functions and to control the expression of multiple enzymes. In this study, we constructed a cell-free evaluation system for multiple protein expression, in which synthesis is controlled by T7 promoter variants. The expression of a single protein using the T7 promoter variants showed the expected variety in expression levels, as previously reported. We then examined the expression levels of multiple proteins that are simultaneously produced in a single well to determine whether they can be predicted from the promoter activity values, which were defined from the isolated protein expression levels. When the sum of messenger ribonucleic acid (mRNA) species is small, the experimental protein expression levels can be predicted from the promoter activities (graphical abstract (a)) due to low competition for ribosomes. In other words, by using combinations of T7 promoter variants, we successfully developed a cell-free multiple protein synthesis system with tunable expression. In the presence of large amounts of mRNA, competition for ribosomes becomes an issue (graphical abstract (b)). Accordingly, the translation level of each protein cannot be directly predicted from the promoter activities and is biased by the strength of the ribosome binding site (RBS); a weaker RBS is more affected by competition. Our study provides information regarding the regulated expression of multiple enzymes in synthetic biology.

4.
PLoS One ; 16(6): e0252263, 2021.
Article in English | MEDLINE | ID: mdl-34097703

ABSTRACT

Reproducibility is a key challenge of synthetic biology, but the foundation of reproducibility is only as solid as the reference materials it is built upon. Here we focus on the reproducibility of fluorescence measurements from bacteria transformed with engineered genetic constructs. This comparative analysis comprises three large interlaboratory studies using flow cytometry and plate readers, identical genetic constructs, and compatible unit calibration protocols. Across all three studies, we find similarly high precision in the calibrants used for plate readers. We also find that fluorescence measurements agree closely across the flow cytometry results and two years of plate reader results, with an average standard deviation of 1.52-fold, while the third year of plate reader results are consistently shifted by more than an order of magnitude, with an average shift of 28.9-fold. Analyzing possible sources of error indicates this shift is due to incorrect preparation of the fluorescein calibrant. These findings suggest that measuring fluorescence from engineered constructs is highly reproducible, but also that there is a critical need for access to quality controlled fluorescent calibrants for plate readers.


Subject(s)
Bacteria/genetics , Genetic Engineering/methods , Calibration , Flow Cytometry/methods , Fluorescence , Reproducibility of Results , Synthetic Biology/methods
5.
Commun Biol ; 3(1): 640, 2020 Oct 27.
Article in English | MEDLINE | ID: mdl-33110148

ABSTRACT

An amendment to this paper has been published and can be accessed via a link at the top of the paper.

6.
Commun Biol ; 3(1): 512, 2020 09 17.
Article in English | MEDLINE | ID: mdl-32943734

ABSTRACT

Optical density (OD) is widely used to estimate the density of cells in liquid culture, but cannot be compared between instruments without a standardized calibration protocol and is challenging to relate to actual cell count. We address this with an interlaboratory study comparing three simple, low-cost, and highly accessible OD calibration protocols across 244 laboratories, applied to eight strains of constitutive GFP-expressing E. coli. Based on our results, we recommend calibrating OD to estimated cell count using serial dilution of silica microspheres, which produces highly precise calibration (95.5% of residuals  <1.2-fold), is easily assessed for quality control, also assesses instrument effective linear range, and can be combined with fluorescence calibration to obtain units of Molecules of Equivalent Fluorescein (MEFL) per cell, allowing direct comparison and data fusion with flow cytometry measurements: in our study, fluorescence per cell measurements showed only a 1.07-fold mean difference between plate reader and flow cytometry data.


Subject(s)
Bacterial Load/genetics , Escherichia coli/growth & development , Flow Cytometry , Calibration , Cell Count/methods , Escherichia coli/genetics , Fluorescence , Gene Expression Regulation, Bacterial/genetics
8.
Int J Mol Sci ; 20(9)2019 Apr 30.
Article in English | MEDLINE | ID: mdl-31052315

ABSTRACT

(1) Background: The folate receptor (FR) is a target for cancer treatment and detection. Expression of the FR is restricted in normal cells but overexpressed in many types of tumors. Folate was conjugated with peptides for enhancing binding affinity to the FR. (2) Materials and Methods: For conjugation, folate was coupled with propargyl or dibenzocyclooctyne, and 4-azidophenylalanine was introduced in peptides for "click" reactions. We measured binding kinetics including the rate constants of association (ka) and dissociation (kd) of folate-peptide conjugates with purified FR by biolayer interferometry. After optimization of the conditions for the click reaction, we successfully conjugated folate with designed peptides. (3) Results: The binding affinity, indicated by the equilibrium dissociation constant (KD), of folate toward the FR was enhanced by peptide conjugation. The enhanced FR binding affinity by peptide conjugation is a result of an increase in the number of interaction sites. (4) Conclusion: Such peptide-ligand conjugates will be important in the design of ligands with higher affinity. These high affinity ligands can be useful for targeted drug delivery system.


Subject(s)
Folate Receptors, GPI-Anchored/metabolism , Folic Acid/analogs & derivatives , Alkynes/chemistry , Azides/chemistry , Click Chemistry/methods , Cyclooctanes/chemistry , Folate Receptors, GPI-Anchored/chemistry , Folic Acid/metabolism , Molecular Docking Simulation , Peptides/chemistry , Phenylalanine/analogs & derivatives , Phenylalanine/chemistry , Propanols/chemistry , Protein Binding
9.
Life (Basel) ; 9(1)2019 Mar 26.
Article in English | MEDLINE | ID: mdl-30917535

ABSTRACT

Reporter genes have contributed to advancements in molecular biology. Binding of an upstream regulatory protein to a downstream reporter promoter allows quantification of the activity of the upstream protein produced from the corresponding gene. In studies of synthetic biology, analyses of reporter gene activities ensure control of the cell with synthetic genetic circuits, as achieved using a combination of in silico and in vivo experiments. However, unexpected effects of downstream reporter genes on upstream regulatory genes may interfere with in vivo observations. This phenomenon is termed as retroactivity. Using in silico and in vivo experiments, we found that a different copy number of regulatory protein-binding sites in a downstream gene altered the upstream dynamics, suggesting retroactivity of reporters in this synthetic genetic oscillator. Furthermore, by separating the two sources of retroactivity (titration of the component and competition for degradation), we showed that, in the dual-feedback oscillator, the level of the fluorescent protein reporter competing for degradation with the circuits' components is important for the stability of the oscillations. Altogether, our results indicate that the selection of reporter promoters using a combination of in silico and in vivo experiments is essential for the advanced design of genetic circuits.

10.
ACS Synth Biol ; 7(11): 2537-2546, 2018 11 16.
Article in English | MEDLINE | ID: mdl-30277749

ABSTRACT

Although conjugation with polyethylene glycol (PEGylation) improves the pharmacokinetics of therapeutic proteins, it drastically decreases their bioactivity. Site-specific PEGylation counters the reduction in bioactivity, but developing PEGylated proteins with equivalent bioactivity to that of their unmodified counterparts remains challenging. This study aimed to generate PEGylated proteins with equivalent bioactivity to that of unmodified counterparts. Using interferon (IFN) as a model protein, a highly bioactive Lys-deficient protein variant generated using our unique directed evolution methods enables the design of a site-specific di-PEGylated protein. Antiviral activity of our di-PEGylated IFN was similar to that of unmodified IFN-α2b. The di-PEGylated IFN exhibited 3.0-fold greater antiviral activity than that of a commercial PEGylated IFN. Moreover, our di-PEGylated IFN showed higher in vitro and in vivo stability than those of unmodified IFN-α2b. Hence, we propose that highly bioactive Lys-deficient proteins solve the limitation of conventional PEGylation with respect to the reduction in bioactivity of PEGylated proteins.


Subject(s)
Interferon-alpha/metabolism , Polyethylene Glycols/chemistry , Animals , Antiviral Agents/blood , Antiviral Agents/chemistry , Antiviral Agents/metabolism , Directed Molecular Evolution , Humans , Interferon alpha-2 , Interferon-alpha/chemistry , Interferon-alpha/genetics , Lysine/deficiency , Mice , Mutagenesis, Site-Directed , Protein Stability , Recombinant Proteins/biosynthesis , Recombinant Proteins/blood , Recombinant Proteins/genetics
11.
Protein Expr Purif ; 149: 17-22, 2018 09.
Article in English | MEDLINE | ID: mdl-29654824

ABSTRACT

Human folate receptors (hFRα and hFRß) are membrane proteins anchored to the cell surface by glycosylphosphatidylinositol. They play an important role in cell growth by taking up folate for de novo synthesis of purines and methylation of DNA, lipids, and proteins. Thus, controlling folate uptake through hFRs may lead to the development of anti-cancer drugs. Development of hFRs-targeting drug requires a large amount of hFRs. However, it is difficult to prepare active forms of hFRs from prokaryotic cells because of their high content of cysteine residues that form disulfide bonds. Here, we prepared active forms of hFRα and hFRß from inclusion bodies of Escherichia coli. The crucial steps in our preparation were intensive washing of the inclusion bodies to remove impurities derived from E. coli and gradual dropping of solubilized hFRs into refolding buffers to correctly reform disulfide bonds. The binding activity of prepared hFRs to folate was confirmed by biolayer interferometry measurements. Finally, we successfully prepared the active form of 2.52 mg hFRα and 2.4 mg hFRß from 10 g of E. coli cell bodies.


Subject(s)
Folate Receptor 1/biosynthesis , Folate Receptor 2/biosynthesis , Protein Folding , Escherichia coli , Folate Receptor 1/genetics , Folate Receptor 2/genetics , Gene Expression , Humans , Inclusion Bodies/metabolism , Recombinant Proteins/biosynthesis , Recombinant Proteins/genetics
12.
Sci Rep ; 8(1): 3532, 2018 02 23.
Article in English | MEDLINE | ID: mdl-29476089

ABSTRACT

Theories of the origin of the genetic code typically appeal to natural selection and/or mutation of hereditable traits to explain its regularities and error robustness, yet the present translation system presupposes high-fidelity replication. Woese's solution to this bootstrapping problem was to assume that code optimization had played a key role in reducing the effect of errors caused by the early translation system. He further conjectured that initially evolution was dominated by horizontal exchange of cellular components among loosely organized protocells ("progenotes"), rather than by vertical transmission of genes. Here we simulated such communal evolution based on horizontal transfer of code fragments, possibly involving pairs of tRNAs and their cognate aminoacyl tRNA synthetases or a precursor tRNA ribozyme capable of catalysing its own aminoacylation, by using an iterated learning model. This is the first model to confirm Woese's conjecture that regularity, optimality, and (near) universality could have emerged via horizontal interactions alone.


Subject(s)
Evolution, Molecular , Gene Transfer, Horizontal , Genetic Code , Models, Genetic , Protein Biosynthesis , Amino Acyl-tRNA Synthetases/genetics , Amino Acyl-tRNA Synthetases/metabolism , Aminoacylation , Codon , Computer Simulation , Extinction, Biological , Origin of Life , RNA, Catalytic/genetics , RNA, Catalytic/metabolism , RNA, Transfer/genetics , RNA, Transfer/metabolism
13.
BMC Syst Biol ; 11(Suppl 7): 129, 2017 12 21.
Article in English | MEDLINE | ID: mdl-29322928

ABSTRACT

BACKGROUND: Drug development considering individual varieties among patients becomes crucial to improve clinical development success rates and save healthcare costs. As a useful tool to predict individual phenomena and correlations among drug characteristics and individual varieties, recently, whole-body physiologically based pharmacokinetic (WB- PBPK) models are getting more attention. WB-PBPK models generally have a lot of drug-related parameters that need to be estimated, and the estimations are difficult because the observed data are limited. Furthermore, parameter estimation in WB-PBPK models may cause overfitting when applying to individual clinical data such as urine/feces drug excretion for each patient in which Cluster Newton Method (CNM) is applicable for parameter estimation. In order to solve this issue, we came up with the idea of constraint-based perturbation analysis of the CNM. The effectiveness of our approach is demonstrated in the case of irinotecan WB-PBPK model using common organ-specific tissue-plasma partition coefficients (Kp) among the patients as constraints in WB-PBPK parameter estimation. RESULTS: We find strong correlations between age, renal clearance and liver functions in irinotecan WB-PBPK model with personalized physiological parameters by observing the distributions of optimized values of strong convergence drug-related parameters using constraint-based perturbation analysis on CNM. The constraint-based perturbation analysis consists of the following three steps: (1) Estimation of all drug-related parameters for each patient; the parameters include organ-specific Kp. (2) Fixing suitable values of Kp for each organ among all patients identically. (3) Re-estimation of all drug-related parameters other than Kp by using the fixed values of Kp as constraints of CNM. CONCLUSIONS: Constraint-based perturbation analysis could yield new findings when using CNM with appropriate constraints. This method is a new technique to find suitable values and important insights that are masked by CNM without constraints.


Subject(s)
Drug Discovery , Models, Biological , Pharmacokinetics , Physiological Phenomena/drug effects , Aged , Female , Humans , Male , Middle Aged
14.
Anal Sci ; 32(1): 61-6, 2016.
Article in English | MEDLINE | ID: mdl-26753707

ABSTRACT

Recently, micrometer-sized bacterial culture systems have attracted attention as useful tools for synthetic biology studies. Here, we present the development of a bacterial continuous culture system based on a microdroplet open reactor consisting of two types of water-in-oil microdroplets with diameters of several hundred micrometers. A continuous culture was realized the through supply of nutrient substrates and the removal of waste and excess bacterial cells based on repeated fusion and fission of droplets. The growth dynamics was controlled by the interval of fusion. We constructed a microfluidic system and quantitatively assessed the dynamics of the bacterial growth using a mathematical model. This system will facilitate the study of synthetic biology and metabolic engineering in the future.


Subject(s)
Bacteriological Techniques/methods , Bioreactors , Microfluidic Analytical Techniques/methods , Models, Theoretical , Oils/chemistry , Water/chemistry , Bacteriological Techniques/instrumentation , Escherichia coli/growth & development , Microfluidic Analytical Techniques/instrumentation , Nonlinear Dynamics , Particle Size
15.
Chem Commun (Camb) ; 51(76): 14385-8, 2015 Oct 01.
Article in English | MEDLINE | ID: mdl-26273708

ABSTRACT

Polyethylene glycol (PEG) of different lengths was genetically incorporated into the backbone of a polypeptide using stop-anticodon and frameshift anticodon-containing tRNAs, which were acylated with PEG-containing amino acids.


Subject(s)
Amino Acids/genetics , Peptides/chemistry , Peptides/genetics , Polyethylene Glycols/chemistry , RNA, Transfer/genetics , Acylation , Amino Acid Sequence , Amino Acids/chemistry , Anticodon , Molecular Sequence Data , Protein Biosynthesis , RNA, Transfer/chemistry
17.
BMC Syst Biol ; 8 Suppl 4: S4, 2014.
Article in English | MEDLINE | ID: mdl-25521010

ABSTRACT

BACKGROUND: In order to understand and regulate complex genetic networks in living cells, it is important to build simple and well-defined genetic circuits. We designed such circuits using a synthetic biology approach that included mathematical modeling and simulation, with a focus on the effects by which downstream reporter genes are involved in the regulation of synthetic genetic circuits. RESULTS: Our results indicated that downstream genes exert two main effects on genes involved in the regulation of synthetic genetic circuits: (1) competition for regulatory proteins and (2) protein degradation in the cell. CONCLUSIONS: Our findings regarding the effects of downstream genes on regulatory genes and the role of impedance in driving large-scale and complex genetic circuits may facilitate the design of more accurate genetic circuits. This design will have wide applications in future studies of systems and synthetic biology.


Subject(s)
Gene Regulatory Networks , Synthetic Biology , Binding Sites , DNA/genetics , DNA/metabolism , Genes, Reporter/genetics , Models, Genetic , Proteolysis
18.
Orig Life Evol Biosph ; 44(2): 75-86, 2014 Apr.
Article in English | MEDLINE | ID: mdl-25399308

ABSTRACT

At some stage of evolution, genes of organisms may have encoded proteins that were synthesized using fewer than 20 unique amino acids. Similar to evolution of the natural 19-amino-acid proteins GroEL/ES, proteins composed of 19 unique amino acids would have been able to evolve by accumulating beneficial mutations within the 19-amino-acid repertoire encoded in an ancestral genetic code. Because Trp is thought to be the last amino acid included in the canonical 20-amino-acid repertoire, this late stage of protein evolution could be mimicked by experimental evolution of 19-amino-acid proteins without tryptophan (Trp). To further understand the evolution of proteins, we tried to mimic the evolution of a 19-amino-acid protein involving the accumulation of beneficial mutations using directed evolution by random mutagenesis on the whole targeted gene sequence. We created active 19-amino-acid green fluorescent proteins (GFPs) without Trp from a poorly fluorescent 19-amino-acid mutant, S1-W57F, by using directed evolution with two rounds of mutagenesis and selection. The N105I and S205T mutations showed beneficial effects on the S1-W57F mutant. When these two mutations were combined on S1-W57F, we observed an additive effect on the fluorescence intensity. In contrast, these mutations showed no clear improvement individually or in combination on GFPS1, which is the parental GFP mutant composed of 20 amino acids. Our results provide an additional example for the experimental evolution of 19-amino-acid proteins without Trp, and would help understand the mechanisms underlying the evolution of 19-amino-acid proteins. (236 words).


Subject(s)
Directed Molecular Evolution , Escherichia coli/genetics , Green Fluorescent Proteins/genetics , Tryptophan/deficiency , Amino Acid Sequence , Escherichia coli/metabolism , Fluorescence , Genetic Code , Green Fluorescent Proteins/chemistry , Green Fluorescent Proteins/metabolism , Molecular Sequence Data , Mutagenesis, Site-Directed , Point Mutation , Protein Biosynthesis , Recombinant Proteins/chemistry , Recombinant Proteins/genetics , Recombinant Proteins/metabolism , Selection, Genetic , Spectrometry, Fluorescence , Structure-Activity Relationship , Tryptophan/genetics
20.
Methods Mol Biol ; 1151: 69-74, 2014.
Article in English | MEDLINE | ID: mdl-24838879

ABSTRACT

Phenotypic diversification of cells in development and regeneration is conceptually modeled by the motion of marbles rolling down valleys on the Waddington landscape, the main feature of which is bifurcations of the valleys. We have experimentally shown that this feature is sufficient to achieve phenotypic diversification by the construction of a synthetic phenotypic diversification system in Escherichia coli. Cells containing the synthetic phenotypic diversification system were diversified into two distinct cell states, high and low, through autonomous signaling-mediated bifurcation, when all cells were initialized to the low state. In this chapter, we illustrate the detailed experimental procedures involved in the initialization of cells and the observation of the phenotypic diversification.


Subject(s)
Escherichia coli/genetics , Epigenesis, Genetic , Escherichia coli/metabolism , Models, Biological , Phenotype , Plasmids/genetics , Signal Transduction , Synthetic Biology
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