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1.
Molecules ; 29(9)2024 May 02.
Artigo em Inglês | MEDLINE | ID: mdl-38731602

RESUMO

Diverse secondary metabolites in plants, with their rich biological activities, have long been important sources for human medicine, food additives, pesticides, etc. However, the large-scale cultivation of host plants consumes land resources and is susceptible to pest and disease problems. Additionally, the multi-step and demanding nature of chemical synthesis adds to production costs, limiting their widespread application. In vitro cultivation and the metabolic engineering of plants have significantly enhanced the synthesis of secondary metabolites with successful industrial production cases. As synthetic biology advances, more research is focusing on heterologous synthesis using microorganisms. This review provides a comprehensive comparison between these two chassis, evaluating their performance in the synthesis of various types of secondary metabolites from the perspectives of yield and strategies. It also discusses the challenges they face and offers insights into future efforts and directions.


Assuntos
Engenharia Metabólica , Plantas , Metabolismo Secundário , Plantas/metabolismo , Engenharia Metabólica/métodos , Biologia Sintética/métodos
2.
PLoS Biol ; 22(5): e3002594, 2024 May.
Artigo em Inglês | MEDLINE | ID: mdl-38754362

RESUMO

The standard genetic code defines the rules of translation for nearly every life form on Earth. It also determines the amino acid changes accessible via single-nucleotide mutations, thus influencing protein evolvability-the ability of mutation to bring forth adaptive variation in protein function. One of the most striking features of the standard genetic code is its robustness to mutation, yet it remains an open question whether such robustness facilitates or frustrates protein evolvability. To answer this question, we use data from massively parallel sequence-to-function assays to construct and analyze 6 empirical adaptive landscapes under hundreds of thousands of rewired genetic codes, including those of codon compression schemes relevant to protein engineering and synthetic biology. We find that robust genetic codes tend to enhance protein evolvability by rendering smooth adaptive landscapes with few peaks, which are readily accessible from throughout sequence space. However, the standard genetic code is rarely exceptional in this regard, because many alternative codes render smoother landscapes than the standard code. By constructing low-dimensional visualizations of these landscapes, which each comprise more than 16 million mRNA sequences, we show that such alternative codes radically alter the topological features of the network of high-fitness genotypes. Whereas the genetic codes that optimize evolvability depend to some extent on the detailed relationship between amino acid sequence and protein function, we also uncover general design principles for engineering nonstandard genetic codes for enhanced and diminished evolvability, which may facilitate directed protein evolution experiments and the bio-containment of synthetic organisms, respectively.


Assuntos
Evolução Molecular , Código Genético , Proteínas , Proteínas/genética , Proteínas/metabolismo , Mutação/genética , Códon/genética , Modelos Genéticos , Biologia Sintética/métodos , Biossíntese de Proteínas , Engenharia de Proteínas/métodos
3.
Microb Cell Fact ; 23(1): 135, 2024 May 12.
Artigo em Inglês | MEDLINE | ID: mdl-38735926

RESUMO

Biotin, serving as a coenzyme in carboxylation reactions, is a vital nutrient crucial for the natural growth, development, and overall well-being of both humans and animals. Consequently, biotin is widely utilized in various industries, including feed, food, and pharmaceuticals. Despite its potential advantages, the chemical synthesis of biotin for commercial production encounters environmental and safety challenges. The burgeoning field of synthetic biology now allows for the creation of microbial cell factories producing bio-based products, offering a cost-effective alternative to chemical synthesis for biotin production. This review outlines the pathway and regulatory mechanism involved in biotin biosynthesis. Then, the strategies to enhance biotin production through both traditional chemical mutagenesis and advanced metabolic engineering are discussed. Finally, the article explores the limitations and future prospects of microbial biotin production. This comprehensive review not only discusses strategies for biotin enhancement but also provides in-depth insights into systematic metabolic engineering approaches aimed at boosting biotin production.


Assuntos
Biotina , Engenharia Metabólica , Biotina/biossíntese , Biotina/metabolismo , Engenharia Metabólica/métodos , Biologia Sintética/métodos
4.
ACS Synth Biol ; 13(5): 1467-1476, 2024 May 17.
Artigo em Inglês | MEDLINE | ID: mdl-38696739

RESUMO

Optogenetics is a powerful tool for spatiotemporal control of gene expression. Several light-inducible gene regulators have been developed to function in bacteria, and these regulatory circuits have been ported to new host strains. Here, we developed and adapted a red-light-inducible transcription factor for Shewanella oneidensis. This regulatory circuit is based on the iLight optogenetic system, which controls gene expression using red light. A thermodynamic model and promoter engineering were used to adapt this system to achieve differential gene expression in light and dark conditions within a S. oneidensis host strain. We further improved the iLight optogenetic system by adding a repressor to invert the genetic circuit and activate gene expression under red light illumination. The inverted iLight genetic circuit was used to control extracellular electron transfer within S. oneidensis. The ability to use both red- and blue-light-induced optogenetic circuits simultaneously was also demonstrated. Our work expands the synthetic biology capabilities in S. oneidensis, which could facilitate future advances in applications with electrogenic bacteria.


Assuntos
Luz , Optogenética , Regiões Promotoras Genéticas , Shewanella , Shewanella/genética , Shewanella/metabolismo , Optogenética/métodos , Transporte de Elétrons , Regiões Promotoras Genéticas/genética , Regulação Bacteriana da Expressão Gênica , Fatores de Transcrição/metabolismo , Fatores de Transcrição/genética , Proteínas de Bactérias/genética , Proteínas de Bactérias/metabolismo , Redes Reguladoras de Genes/genética , Biologia Sintética/métodos
5.
World J Microbiol Biotechnol ; 40(6): 192, 2024 May 06.
Artigo em Inglês | MEDLINE | ID: mdl-38709285

RESUMO

The global concern over arsenic contamination in water due to its natural occurrence and human activities has led to the development of innovative solutions for its detection and remediation. Microbial metabolism and mobilization play crucial roles in the global cycle of arsenic. Many microbial arsenic-resistance systems, especially the ars operons, prevalent in bacterial plasmids and genomes, play vital roles in arsenic resistance and are utilized as templates for designing synthetic bacteria. This review novelty focuses on the use of these tailored bacteria, engineered with ars operons, for arsenic biosensing and bioremediation. We discuss the advantages and disadvantages of using synthetic bacteria in arsenic pollution treatment. We highlight the importance of genetic circuit design, reporter development, and chassis cell optimization to improve biosensors' performance. Bacterial arsenic resistances involving several processes, such as uptake, transformation, and methylation, engineered in customized bacteria have been summarized for arsenic bioaccumulation, detoxification, and biosorption. In this review, we present recent insights on the use of synthetic bacteria designed with ars operons for developing tailored bacteria for controlling arsenic pollution, offering a promising avenue for future research and application in environmental protection.


Assuntos
Arsênio , Bactérias , Biodegradação Ambiental , Técnicas Biossensoriais , Óperon , Técnicas Biossensoriais/métodos , Arsênio/metabolismo , Bactérias/genética , Bactérias/metabolismo , Biologia Sintética/métodos , Engenharia Genética
6.
Nat Commun ; 15(1): 4635, 2024 May 31.
Artigo em Inglês | MEDLINE | ID: mdl-38821953

RESUMO

Cell-free protein expression (CFE) systems have emerged as a critical platform for synthetic biology research. The vectors for protein expression in CFE systems mainly rely on double-stranded DNA and single-stranded RNA for transcription and translation processing. Here, we introduce a programmable vector - circular single-stranded DNA (CssDNA), which is shown to be processed by DNA and RNA polymerases for gene expression in a yeast-based CFE system. CssDNA is already widely employed in DNA nanotechnology due to its addressability and programmability. To apply above methods in the context of synthetic biology, CssDNA can not only be engineered for gene regulation via the different pathways of sense CssDNA and antisense CssDNA, but also be constructed into several gene regulatory logic gates in CFE systems. Our findings advance the understanding of how CssDNA can be utilized in gene expression and gene regulation, and thus enrich the synthetic biology toolbox.


Assuntos
Sistema Livre de Células , DNA Circular , DNA de Cadeia Simples , Vetores Genéticos , Saccharomyces cerevisiae , Biologia Sintética , DNA de Cadeia Simples/metabolismo , DNA de Cadeia Simples/genética , Biologia Sintética/métodos , Saccharomyces cerevisiae/genética , Saccharomyces cerevisiae/metabolismo , DNA Circular/genética , DNA Circular/metabolismo , Vetores Genéticos/metabolismo , Vetores Genéticos/genética , Regulação da Expressão Gênica , RNA Polimerases Dirigidas por DNA/metabolismo , RNA Polimerases Dirigidas por DNA/genética
7.
ACS Synth Biol ; 13(5): 1394-1399, 2024 May 17.
Artigo em Inglês | MEDLINE | ID: mdl-38757697

RESUMO

Substantial improvements in DNA sequencing and synthesis technologies and increased understanding of genome biology have empowered the development of synthetic genomics. The ability to design and construct engineered living cells boosted up by synthetic chromosomes provides opportunities to tackle enormous current and future challenges faced by humanity and the planet. Here we review the progresses, considerations, challenges, and future direction of the "design-build-test-learn" cycle used in synthetic genomics. We also discuss future applications enabled by synthetic genomics as this emerging field shapes and revolutionizes biomanufacturing and biomedicine.


Assuntos
Genômica , Biologia Sintética , Genômica/métodos , Biologia Sintética/métodos , Humanos , Engenharia Genética/métodos
8.
Nat Commun ; 15(1): 4057, 2024 May 14.
Artigo em Inglês | MEDLINE | ID: mdl-38744910

RESUMO

With just four building blocks, low sequence information density, few functional groups, poor control over folding, and difficulties in forming compact folds, natural DNA and RNA have been disappointing platforms from which to evolve receptors, ligands, and catalysts. Accordingly, synthetic biology has created "artificially expanded genetic information systems" (AEGIS) to add nucleotides, functionality, and information density. With the expected improvements seen in AegisBodies and AegisZymes, the task for synthetic biologists shifts to developing for expanded DNA the same analytical tools available to natural DNA. Here we report one of these, an enzyme-assisted sequencing of expanded genetic alphabet (ESEGA) method to sequence six-letter AEGIS DNA. We show how ESEGA analyses this DNA at single base resolution, and applies it to optimized conditions for six-nucleotide PCR, assessing the fidelity of various DNA polymerases, and extending this to AEGIS components with functional groups. This supports the renewed exploitation of expanded DNA alphabets in biotechnology.


Assuntos
DNA , Sequenciamento de Nucleotídeos em Larga Escala , Sequenciamento de Nucleotídeos em Larga Escala/métodos , DNA/genética , DNA/metabolismo , Biologia Sintética/métodos , DNA Polimerase Dirigida por DNA/metabolismo , DNA Polimerase Dirigida por DNA/genética , Reação em Cadeia da Polimerase/métodos , Sequência de Bases , Análise de Sequência de DNA/métodos
9.
Commun Biol ; 7(1): 628, 2024 May 24.
Artigo em Inglês | MEDLINE | ID: mdl-38789612

RESUMO

Generating genetic diversity lies at the heart of directed evolution which has been widely used to engineer genetic parts and gene circuits in synthetic biology. With the ever-expanding application of directed evolution, different approaches of generating genetic diversity are required to enrich the traditional toolbox. Here we show in vitro generation of genetic diversity for directed evolution by error-prone artificial DNA synthesis (epADS). This approach comprises a three-step process which incorporates base errors randomly generated during chemical synthesis of oligonucleotides under specific conditions into the target DNA. Through this method, 200 ~ 4000 folds of diversification in fluorescent strength have been achieved in genes encoding fluorescent proteins. EpADS has also been successfully used to diversify regulatory genetic parts, synthetic gene circuits and even increase microbial tolerance to carbenicillin in a short time period. EpADS would be an alternative tool for directed evolution which may have useful applications in synthetic biology.


Assuntos
DNA , Evolução Molecular Direcionada , Variação Genética , Evolução Molecular Direcionada/métodos , DNA/genética , Biologia Sintética/métodos , Oligonucleotídeos/genética , Escherichia coli/genética , Escherichia coli/metabolismo
10.
Med Sci (Paris) ; 40(5): 437-444, 2024 May.
Artigo em Francês | MEDLINE | ID: mdl-38819279

RESUMO

Recent advances in synthetic biology have paved the way for new cellular therapies, using cells capable of autonomously treating chronic diseases. These cells integrate a set of genes functioning in a closed-loop synthetic circuit, delivering a therapeutic effector in response to a specific pathological signal. While promising in mice, these therapies face clinical challenges related to safety and feasibility of in vivo implementation. The latest generations of synthetic circuits aim to address these issues through advanced bioengineering strategies outlined in this article.


Title: Les circuits synthétiques de gènes fonctionnant en boucle fermée - Concept et dernières avancées. Abstract: Les progrès récents de la biologie synthétique ont ouvert la voie à de nouvelles thérapies fondées sur des cellules rendues aptes à produire de manière autonome des substrats afin de traiter des maladies chroniques. Ces cellules modifiées intègrent un ensemble de gènes fonctionnant en circuit synthétique à boucle fermée, qui permettent de délivrer un effecteur thérapeutique en réponse à un signal pathologique déterminé. Bien que prometteuses chez la souris, ces thérapies font face à des obstacles cliniques liés à leur sûreté et à leur implémentation in vivo. Les dernières générations de circuits synthétiques cherchent à résoudre ces problèmes grâce à des stratégies de bioingénierie avancées, que nous présentons dans cet article.


Assuntos
Terapia Baseada em Transplante de Células e Tecidos , Redes Reguladoras de Genes , Genes Sintéticos , Biologia Sintética , Humanos , Animais , Biologia Sintética/métodos , Biologia Sintética/tendências , Terapia Baseada em Transplante de Células e Tecidos/métodos , Terapia Baseada em Transplante de Células e Tecidos/tendências , Camundongos , Terapia Genética/métodos , Terapia Genética/tendências
12.
Biomolecules ; 14(4)2024 Apr 15.
Artigo em Inglês | MEDLINE | ID: mdl-38672495

RESUMO

Ribosomally synthesized and post-translationally modified peptides (RiPPs) represent a significant potential for novel therapeutic applications because of their bioactive properties, stability, and specificity. RiPPs are synthesized on ribosomes, followed by intricate post-translational modifications (PTMs), crucial for their diverse structures and functions. PTMs, such as cyclization, methylation, and proteolysis, play crucial roles in enhancing RiPP stability and bioactivity. Advances in synthetic biology and bioinformatics have significantly advanced the field, introducing new methods for RiPP production and engineering. These methods encompass strategies for heterologous expression, genetic refactoring, and exploiting the substrate tolerance of tailoring enzymes to create novel RiPP analogs with improved or entirely new functions. Furthermore, the introduction and implementation of cutting-edge screening methods, including mRNA display, surface display, and two-hybrid systems, have expedited the identification of RiPPs with significant pharmaceutical potential. This comprehensive review not only discusses the current advancements in RiPP research but also the promising opportunities that leveraging these bioactive peptides for therapeutic applications presents, illustrating the synergy between traditional biochemistry and contemporary synthetic biology and genetic engineering approaches.


Assuntos
Peptídeos , Processamento de Proteína Pós-Traducional , Ribossomos , Ribossomos/metabolismo , Ribossomos/genética , Peptídeos/química , Peptídeos/metabolismo , Humanos , Animais , Biologia Sintética/métodos
13.
Cell Rep Methods ; 4(4): 100761, 2024 Apr 22.
Artigo em Inglês | MEDLINE | ID: mdl-38653205

RESUMO

The international Synthetic Yeast Project (Sc2.0) aims to construct the first synthetic designer eukaryote genome. Over the past few years, the Sc2.0 consortium has achieved several significant milestones by synthesizing and characterizing all 16 nuclear chromosomes of the yeast Saccharomyces cerevisiae, as well as a 17thde novo neochromosome containing all nuclear tRNA genes. In this commentary, we discuss the recent technological advances achieved in this project and provide a perspective on how they will impact the emerging field of synthetic genomics in the future.


Assuntos
Genoma Fúngico , Saccharomyces cerevisiae , Engenharia Genética/métodos , Genoma Fúngico/genética , Genômica/métodos , Saccharomyces cerevisiae/genética , Biologia Sintética/métodos
14.
BMC Bioinformatics ; 25(1): 166, 2024 Apr 25.
Artigo em Inglês | MEDLINE | ID: mdl-38664639

RESUMO

BACKGROUND: The Biology System Description Language (BiSDL) is an accessible, easy-to-use computational language for multicellular synthetic biology. It allows synthetic biologists to represent spatiality and multi-level cellular dynamics inherent to multicellular designs, filling a gap in the state of the art. Developed for designing and simulating spatial, multicellular synthetic biological systems, BiSDL integrates high-level conceptual design with detailed low-level modeling, fostering collaboration in the Design-Build-Test-Learn cycle. BiSDL descriptions directly compile into Nets-Within-Nets (NWNs) models, offering a unique approach to spatial and hierarchical modeling in biological systems. RESULTS: BiSDL's effectiveness is showcased through three case studies on complex multicellular systems: a bacterial consortium, a synthetic morphogen system and a conjugative plasmid transfer process. These studies highlight the BiSDL proficiency in representing spatial interactions and multi-level cellular dynamics. The language facilitates the compilation of conceptual designs into detailed, simulatable models, leveraging the NWNs formalism. This enables intuitive modeling of complex biological systems, making advanced computational tools more accessible to a broader range of researchers. CONCLUSIONS: BiSDL represents a significant step forward in computational languages for synthetic biology, providing a sophisticated yet user-friendly tool for designing and simulating complex biological systems with an emphasis on spatiality and cellular dynamics. Its introduction has the potential to transform research and development in synthetic biology, allowing for deeper insights and novel applications in understanding and manipulating multicellular systems.


Assuntos
Biologia Sintética , Biologia Sintética/métodos , Modelos Biológicos , Linguagens de Programação , Biologia de Sistemas/métodos , Software
15.
Nucleic Acids Res ; 52(9): 5406-5419, 2024 May 22.
Artigo em Inglês | MEDLINE | ID: mdl-38613390

RESUMO

Robust control over gene translation at arbitrary mRNA targets is an outstanding challenge in microbial synthetic biology. The development of tools that can regulate translation will greatly expand our ability to precisely control genes across the genome. In Escherichia coli, most genes are contained in multi-gene operons, which are subject to polar effects where targeting one gene for repression leads to silencing of other genes in the same operon. These effects pose a challenge for independently regulating individual genes in multi-gene operons. Here, we use CRISPR-dCas13 to address this challenge. We find dCas13-mediated repression exhibits up to 6-fold lower polar effects compared to dCas9. We then show that we can selectively activate single genes in a synthetic multi-gene operon by coupling dCas9 transcriptional activation of an operon with dCas13 translational repression of individual genes within the operon. We also show that dCas13 and dCas9 can be multiplexed for improved biosynthesis of a medically-relevant human milk oligosaccharide. Taken together, our findings suggest that combining transcriptional and translational control can access effects that are difficult to achieve with either mode independently. These combined tools for gene regulation will expand our abilities to precisely engineer bacteria for biotechnology and perform systematic genetic screens.


Assuntos
Sistemas CRISPR-Cas , Escherichia coli , Óperon , Biossíntese de Proteínas , Transcrição Gênica , Escherichia coli/genética , Escherichia coli/metabolismo , Óperon/genética , Biossíntese de Proteínas/genética , Humanos , Regulação Bacteriana da Expressão Gênica , Leite Humano/metabolismo , Biologia Sintética/métodos
16.
Cell ; 187(11): 2785-2800.e16, 2024 May 23.
Artigo em Inglês | MEDLINE | ID: mdl-38657604

RESUMO

Natural cell death pathways such as apoptosis and pyroptosis play dual roles: they eliminate harmful cells and modulate the immune system by dampening or stimulating inflammation. Synthetic protein circuits capable of triggering specific death programs in target cells could similarly remove harmful cells while appropriately modulating immune responses. However, cells actively influence their death modes in response to natural signals, making it challenging to control death modes. Here, we introduce naturally inspired "synpoptosis" circuits that proteolytically regulate engineered executioner proteins and mammalian cell death. These circuits direct cell death modes, respond to combinations of protease inputs, and selectively eliminate target cells. Furthermore, synpoptosis circuits can be transmitted intercellularly, offering a foundation for engineering synthetic killer cells that induce desired death programs in target cells without self-destruction. Together, these results lay the groundwork for programmable control of mammalian cell death.


Assuntos
Morte Celular , Humanos , Apoptose , Caspases/metabolismo , Células HEK293 , Proteólise , Piroptose/efeitos dos fármacos , Biologia Sintética/métodos , Células Cultivadas
17.
Nat Commun ; 15(1): 3640, 2024 Apr 29.
Artigo em Inglês | MEDLINE | ID: mdl-38684714

RESUMO

Careful consideration of how we approach design is crucial to all areas of biotechnology. However, choosing or developing an effective design methodology is not always easy as biology, unlike most areas of engineering, is able to adapt and evolve. Here, we put forward that design and evolution follow a similar cyclic process and therefore all design methods, including traditional design, directed evolution, and even random trial and error, exist within an evolutionary design spectrum. This contrasts with conventional views that often place these methods at odds and provides a valuable framework for unifying engineering approaches for challenging biological design problems.


Assuntos
Evolução Molecular Direcionada , Bioengenharia/métodos , Evolução Biológica , Biotecnologia/métodos , Evolução Molecular Direcionada/métodos , Biologia Sintética/métodos
18.
Ying Yong Sheng Tai Xue Bao ; 35(3): 847-857, 2024 Mar 18.
Artigo em Inglês | MEDLINE | ID: mdl-38646773

RESUMO

Crop health directly affects yields and food security. At present, agrochemicals such as fertilizers and pesticides are mainly used in agricultural production to promote crop health. However, long-term excessive utilization of agrochemicals will damage the ecological environment of farmlands and increase the safety risk of agricultural products. It is urgent to explore efficient and environment-friendly agricultural products. Rhizosphere microbiome are considered as the second genome of plants, which are closely related to crop health. Understanding the key functional microbes, microbe-microbe interactions, and plant-microbe interactions are fundamental for exploring the potential of beneficial microbes in promoting crop health. However, due to the heterogeneity and complexity of the natural environment, stimulating the function of indigenous microorganisms remains uncertain. Synthetic microbial community (SynCom) is an artificial combination of two or more different strain isolates of microorganisms, with different taxonomic, genetic, or functional characteristic. Because of the advantages of maintaining species diversity and community stability, SynCom has been widely applied in the fields of human health, environmental governance and industrial production, and may also have great potential in promoting crop health. We summarized the concept and research status of SynCom, expounded the principles and methods of constructing SynCom, and analyzed the research on the promotion of crop health by exploring the mechanism of plant-microbe interactions, promoting plant growth and development, and improving stress resistance. Finally, we envisaged the future prospects to guide the using SynCom to improve crop health.


Assuntos
Produtos Agrícolas , Microbiota , Rizosfera , Produtos Agrícolas/crescimento & desenvolvimento , Produtos Agrícolas/microbiologia , Microbiologia do Solo , Biologia Sintética/métodos , Agricultura/métodos
19.
Cells ; 13(8)2024 Apr 11.
Artigo em Inglês | MEDLINE | ID: mdl-38667281

RESUMO

There are thousands of rare genetic diseases that could be treated with classical gene therapy strategies such as the addition of the defective gene via viral or non-viral delivery or by direct gene editing. However, several genetic defects are too complex for these approaches. These "genomic mutations" include aneuploidies, intra and inter chromosomal rearrangements, large deletions, or inversion and copy number variations. Chromosome transplantation (CT) refers to the precise substitution of an endogenous chromosome with an exogenous one. By the addition of an exogenous chromosome and the concomitant elimination of the endogenous one, every genetic defect, irrespective of its nature, could be resolved. In the current review, we analyze the state of the art of this technique and discuss its possible application to human pathology. CT might not be limited to the treatment of human diseases. By working on sex chromosomes, we showed that female cells can be obtained from male cells, since chromosome-transplanted cells can lose either sex chromosome, giving rise to 46,XY or 46,XX diploid cells, a modification that could be exploited to obtain female gametes from male cells. Moreover, CT could be used in veterinary biology, since entire chromosomes containing an advantageous locus could be transferred to animals of zootechnical interest without altering their specific genetic background and the need for long and complex interbreeding. CT could also be useful to rescue extinct species if only male cells were available. Finally, the generation of "synthetic" cells could be achieved by repeated CT into a recipient cell. CT is an additional tool for genetic modification of mammalian cells.


Assuntos
Cromossomos , Medicina Genômica , Animais , Humanos , Terapia Genética/métodos , Masculino , Feminino , Biologia Sintética/métodos
20.
ACS Synth Biol ; 13(5): 1513-1522, 2024 May 17.
Artigo em Inglês | MEDLINE | ID: mdl-38613497

RESUMO

Computer-aided promoter design is a major development trend in synthetic promoter engineering. Various deep learning models have been used to evaluate or screen synthetic promoters, but there have been few works on de novo promoter design. To explore the potential ability of generative models in promoter design, we established a diffusion-based generative model for promoter design in Escherichia coli. The model was completely driven by sequence data and could study the essential characteristics of natural promoters, thus generating synthetic promoters similar to natural promoters in structure and component. We also improved the calculation method of FID indicator, using a convolution layer to extract the feature matrix of the promoter sequence instead. As a result, we got an FID equal to 1.37, which meant synthetic promoters have a distribution similar to that of natural ones. Our work provides a fresh approach to de novo promoter design, indicating that a completely data-driven generative model is feasible for promoter design.


Assuntos
Escherichia coli , Regiões Promotoras Genéticas , Regiões Promotoras Genéticas/genética , Escherichia coli/genética , Biologia Sintética/métodos , Engenharia Genética/métodos , Aprendizado Profundo , Difusão
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