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1.
J Phys Chem Lett ; : 7424-7429, 2024 Jul 12.
Artículo en Inglés | MEDLINE | ID: mdl-38996192

RESUMEN

Mycosporine glycine (MyG) was produced by the fermentation of a purposely engineered bacterial strain and isolated from this sustainable source. The ultrafast spectroscopy of MyG was then investigated in its native, zwitterionic form (MyGzwitter), via femtosecond transient electronic absorption spectroscopy. Complementary nonadiabatic (NAD) simulations suggest that, upon photoexcitation to the lowest excited singlet state (S1), MyGzwitter undergoes efficient nonradiative decay to repopulate the electronic ground state (S0). We propose an initial ultrafast ring-twisting mechanism toward an S1/S0 conical intersection, followed by internal conversion to S0 and subsequent vibrational cooling. This study illuminates the workings of the archetype mycosporine, providing photoprotection, in the UV-B range, to organisms such as corals, macroalgae, and cyanobacteria. This study also contributes to our growing understanding of the photoprotection mechanisms of life.

3.
Nat Med ; 2024 Jun 01.
Artículo en Inglés | MEDLINE | ID: mdl-38824244

RESUMEN

Inhibition of histone lysine acetyltransferases (KATs) KAT6A and KAT6B has shown antitumor activity in estrogen receptor-positive (ER+) breast cancer preclinical models. PF-07248144 is a selective catalytic inhibitor of KAT6A and KAT6B. In the present study, we report the safety, pharmacokinetics (PK), pharmacodynamics, efficacy and biomarker results from the first-in-human, phase 1 dose escalation and dose expansion study (n = 107) of PF-07248144 monotherapy and fulvestrant combination in heavily pretreated ER+ human epidermal growth factor receptor-negative (HER2-) metastatic breast cancer (mBC). The primary objectives of assessing the safety and tolerability and determining the recommended dose for expansion of PF-07248144, as monotherapy and in combination with fulvestrant, were met. Secondary endpoints included characterization of PK and evaluation of antitumor activity, including objective response rate (ORR) and progression-free survival (PFS). Common treatment-related adverse events (any grade; grades 3-4) included dysgeusia (83.2%, 0%), neutropenia (59.8%, 35.5%) and anemia (48.6%, 13.1%). Exposure was approximately dose proportional. Antitumor activity was observed as monotherapy. For the PF-07248144-fulvestrant combination (n = 43), the ORR (95% confidence interval (CI)) was 30.2% (95% CI = 17.2-46.1%) and the median PFS was 10.7 (5.3-not evaluable) months. PF-07248144 demonstrated a tolerable safety profile and durable antitumor activity in heavily pretreated ER+HER2- mBC. These findings establish KAT6A and KAT6B as druggable cancer targets, provide clinical proof of concept and reveal a potential avenue to treat mBC. clinicaltrial.gov registration: NCT04606446 .

4.
Access Microbiol ; 5(9)2023.
Artículo en Inglés | MEDLINE | ID: mdl-37841097

RESUMEN

γ-butyrolactone and related signalling systems are found in Streptomyces and other actinobacteria where they control the production of secondary or specialized metabolites such as antibiotics. Genetic manipulation of these regulatory systems therefore leads to changes in the secondary metabolite profile of a strain and has been used to activate previously silent secondary metabolite gene clusters. However, there is no easy way to assess the presence of γ-butyrolactone-like systems in Streptomyces strains without whole-genome sequencing. We have therefore developed and tested a PCR screen that is able to detect homologues of the commonly co-located butenolide synthase and γ-butyrolactone receptor genes. This PCR screen could be employed for the screening of strain libraries to detect signalling systems without the necessity for whole-genome sequencing.

5.
Chem Sci ; 14(24): 6763-6769, 2023 Jun 21.
Artículo en Inglés | MEDLINE | ID: mdl-37350813

RESUMEN

Biomimicry has become a key player in researching new materials for a whole range of applications. In this study, we have taken a crude extract from the red algae Palmaria palmata containing mycosporine-like amino acids - a photoprotective family of molecules. We have applied the crude extract onto a surface to assess if photoprotection, and more broadly, light-to-heat conversion, is retained; we found it is. Considering sunscreens as a specific application, we have performed transmission and reflection terahertz spectroscopy of the extract and glycerol to demonstrate how one can monitor stability in real-world applications.

6.
Nucleic Acids Res ; 51(3): 1488-1499, 2023 02 22.
Artículo en Inglés | MEDLINE | ID: mdl-36718812

RESUMEN

Advances in DNA sequencing technology and bioinformatics have revealed the enormous potential of microbes to produce structurally complex specialized metabolites with diverse uses in medicine and agriculture. However, these molecules typically require structural modification to optimize them for application, which can be difficult using synthetic chemistry. Bioengineering offers a complementary approach to structural modification but is often hampered by genetic intractability and requires a thorough understanding of biosynthetic gene function. Expression of specialized metabolite biosynthetic gene clusters (BGCs) in heterologous hosts can surmount these problems. However, current approaches to BGC cloning and manipulation are inefficient, lack fidelity, and can be prohibitively expensive. Here, we report a yeast-based platform that exploits transformation-associated recombination (TAR) for high efficiency capture and parallelized manipulation of BGCs. As a proof of concept, we clone, heterologously express and genetically analyze BGCs for the structurally related nonribosomal peptides eponemycin and TMC-86A, clarifying remaining ambiguities in the biosynthesis of these important proteasome inhibitors. Our results show that the eponemycin BGC also directs the production of TMC-86A and reveal contrasting mechanisms for initiating the assembly of these two metabolites. Moreover, our data shed light on the mechanisms for biosynthesis and incorporation of 4,5-dehydro-l-leucine (dhL), an unusual nonproteinogenic amino acid incorporated into both TMC-86A and eponemycin.


Asunto(s)
Inhibidores de Proteasoma , Saccharomyces cerevisiae , Inhibidores de Proteasoma/química , Inhibidores de Proteasoma/metabolismo , Secuencia de Bases , Saccharomyces cerevisiae/genética , Familia de Multigenes
7.
Bioinformatics ; 38(14): 3657-3659, 2022 07 11.
Artículo en Inglés | MEDLINE | ID: mdl-35642935

RESUMEN

MOTIVATION: A widely applicable strategy to create cell factories is to knockout (KO) genes or reactions to redirect cell metabolism so that chemical synthesis is made obligatory when the cell grows at its maximum rate. Synthesis is thus growth-coupled, and the stronger the coupling the more deleterious any impediments in synthesis are to cell growth, making high producer phenotypes evolutionarily robust. Additionally, we desire that these strains grow and synthesize at high rates. Genome-scale metabolic models can be used to explore and identify KOs that growth-couple synthesis, but these are rare in an immense design space, making the search difficult and slow. RESULTS: To address this multi-objective optimization problem, we developed a software tool named gcFront-using a genetic algorithm it explores KOs that maximize cell growth, product synthesis and coupling strength. Moreover, our measure of coupling strength facilitates the search so that gcFront not only finds a growth-coupled design in minutes but also outputs many alternative Pareto optimal designs from a single run-granting users flexibility in selecting designs to take to the lab. AVAILABILITY AND IMPLEMENTATION: gcFront, with documentation and a workable tutorial, is freely available at GitHub: https://github.com/lLegon/gcFront and archived at Zenodo, DOI: 10.5281/zenodo.5557755. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.


Asunto(s)
Genoma , Programas Informáticos , Fenotipo , Ciclo Celular
8.
Molecules ; 27(7)2022 Mar 31.
Artículo en Inglés | MEDLINE | ID: mdl-35408670

RESUMEN

Mycosporine-like amino acids are a prevalent form of photoprotection in micro- and macro-organisms. Using a combination of natural product extraction/purification and femtosecond transient absorption spectroscopy, we studied the relaxation pathway for a common mycosporine-like amino acid pair, usujirene and its geometric isomer palythene, in the first few nanoseconds following photoexcitation. Our studies show that the electronic excited state lifetimes of these molecules persist for only a few hundred femtoseconds before the excited state population is funneled through an energetically accessible conical intersection with subsequent vibrational energy transfer to the solvent. We found that a minor portion of the isomer pair did not recover to their original state within 3 ns after photoexcitation. We investigated the long-term photostability using continuous irradiation at a single wavelength and with a solar simulator to mimic a more real-life environment; high levels of photostability were observed in both experiments. Finally, we employed computational methods to elucidate the photochemical and photophysical properties of usujirene and palythene as well as to reconcile the photoprotective mechanism.


Asunto(s)
Aminoácidos , Aminoácidos/química , Isomerismo
9.
ISME J ; 16(1): 101-111, 2022 01.
Artículo en Inglés | MEDLINE | ID: mdl-34253854

RESUMEN

The growing problem of antibiotic resistance has led to the exploration of uncultured bacteria as potential sources of new antimicrobials. PCR amplicon analyses and short-read sequencing studies of samples from different environments have reported evidence of high biosynthetic gene cluster (BGC) diversity in metagenomes, indicating their potential for producing novel and useful compounds. However, recovering full-length BGC sequences from uncultivated bacteria remains a challenge due to the technological restraints of short-read sequencing, thus making assessment of BGC diversity difficult. Here, long-read sequencing and genome mining were used to recover >1400 mostly full-length BGCs that demonstrate the rich diversity of BGCs from uncultivated lineages present in soil from Mars Oasis, Antarctica. A large number of highly divergent BGCs were not only found in the phyla Acidobacteriota, Verrucomicrobiota and Gemmatimonadota but also in the actinobacterial classes Acidimicrobiia and Thermoleophilia and the gammaproteobacterial order UBA7966. The latter furthermore contained a potential novel family of RiPPs. Our findings underline the biosynthetic potential of underexplored phyla as well as unexplored lineages within seemingly well-studied producer phyla. They also showcase long-read metagenomic sequencing as a promising way to access the untapped genetic reservoir of specialised metabolite gene clusters of the uncultured majority of microbes.


Asunto(s)
Metagenoma , Suelo , Regiones Antárticas , Bacterias/genética , Bacterias/metabolismo , Metagenómica , Familia de Multigenes
10.
Molecules ; 26(24)2021 Dec 16.
Artículo en Inglés | MEDLINE | ID: mdl-34946713

RESUMEN

Plants, as with humans, require photoprotection against the potentially damaging effects of overexposure to ultraviolet (UV) radiation. Previously, sinapoyl malate (SM) was identified as the photoprotective agent in thale cress. Here, we seek to identify the photoprotective agent in a similar plant, garden cress, which is currently used in the skincare product Detoxophane nc. To achieve this, we explore the photodynamics of both the garden cress sprout extract and Detoxophane nc with femtosecond transient electronic absorption spectroscopy. With the assistance of liquid chromatography-mass spectrometry, we determine that the main UV-absorbing compound in garden cress sprout extract is SM. Importantly, our studies reveal that the photoprotection properties of the SM in the garden cress sprout extract present in Detoxophane nc are not compromised by the formulation environment. The result suggests that Detoxophane nc containing the garden cress sprout extract may offer additional photoprotection to the end user in the form of a UV filter booster.


Asunto(s)
Lepidium sativum/química , Extractos Vegetales/química , Plantones/química , Protectores Solares/química
11.
J Phys Chem Lett ; 12(14): 3641-3646, 2021 Apr 15.
Artículo en Inglés | MEDLINE | ID: mdl-33826340

RESUMEN

Microorganisms require protection against the potentially damaging effects of ultraviolet radiation exposure. Photoprotection is, in part, provided by mycosporine-like amino acids (MAAs). Previous reports have proposed that nonradiative decay mediates the impressive photoprotection abilities of MAAs. In this letter, we present the first ultrafast dynamics study of two MAAs, shinorine and porphyra-334. We demonstrate that, in aqueous solution, these MAAs relax along their S1 coordinates toward the S1/S0 conical intersection within a few hundred femtoseconds after photoexcitation and then traverse the conical intersection and vibrationally cool in approximately 1 ps through heat transfer to the solvent. This new insight allows a quintessential component of microbial life to be unraveled and informs the development of molecular photon-to-heat converters for a myriad of applications.


Asunto(s)
Ciclohexanonas/química , Ciclohexilaminas/química , Glicina/análogos & derivados , Rayos Ultravioleta , Glicina/química , Procesos Fotoquímicos
12.
Nature ; 590(7846): 463-467, 2021 02.
Artículo en Inglés | MEDLINE | ID: mdl-33536618

RESUMEN

Actinobacteria produce numerous antibiotics and other specialized metabolites that have important applications in medicine and agriculture1. Diffusible hormones frequently control the production of such metabolites by binding TetR family transcriptional repressors (TFTRs), but the molecular basis for this remains unclear2. The production of methylenomycin antibiotics in Streptomyces coelicolor A3(2) is initiated by the binding of 2-alkyl-4-hydroxymethylfuran-3-carboxylic acid (AHFCA) hormones to the TFTR MmfR3. Here we report the X-ray crystal structure of an MmfR-AHFCA complex, establishing the structural basis for hormone recognition. We also elucidate the mechanism for DNA release upon hormone binding through the single-particle cryo-electron microscopy structure of an MmfR-operator complex. DNA binding and release assays with MmfR mutants and synthetic AHFCA analogues define the role of individual amino acid residues and hormone functional groups in ligand recognition and DNA release. These findings will facilitate the exploitation of actinobacterial hormones and their associated TFTRs in synthetic biology and in the discovery of new antibiotics.


Asunto(s)
Antibacterianos/biosíntesis , Furanos/metabolismo , Streptomyces coelicolor/metabolismo , Apoproteínas/química , Apoproteínas/metabolismo , Apoproteínas/ultraestructura , Proteínas Bacterianas/química , Proteínas Bacterianas/clasificación , Proteínas Bacterianas/metabolismo , Proteínas Bacterianas/ultraestructura , Microscopía por Crioelectrón , Cristalografía por Rayos X , ADN/química , ADN/genética , ADN/metabolismo , ADN/ultraestructura , Furanos/química , Hormonas/química , Hormonas/clasificación , Hormonas/metabolismo , Ligandos , Modelos Moleculares , Péptidos/metabolismo , Proteínas Represoras/química , Proteínas Represoras/clasificación , Proteínas Represoras/metabolismo , Proteínas Represoras/ultraestructura , Transducción de Señal , Streptomyces coelicolor/química , Streptomyces coelicolor/genética , Relación Estructura-Actividad
13.
ACS Synth Biol ; 10(2): 402-411, 2021 02 19.
Artículo en Inglés | MEDLINE | ID: mdl-33497199

RESUMEN

Prokaryotic cell-free coupled transcription-translation (TX-TL) systems are emerging as a powerful tool to examine natural product biosynthetic pathways in a test tube. The key advantages of this approach are the reduced experimental time scales and controlled reaction conditions. To realize this potential, it is essential to develop specialized cell-free systems in organisms enriched for biosynthetic gene clusters. This requires strong protein production and well-characterized synthetic biology tools. The Streptomyces genus is a major source of natural products. To study enzymes and pathways from Streptomyces, we originally developed a homologous Streptomyces cell-free system to provide a native protein folding environment, a high G+C (%) tRNA pool, and an active background metabolism. However, our initial yields were low (36 µg/mL) and showed a high level of batch-to-batch variation. Here, we present an updated high-yield and robust Streptomyces TX-TL protocol, reaching up to yields of 266 µg/mL of expressed recombinant protein. To complement this, we rapidly characterize a range of DNA parts with different reporters, express high G+C (%) biosynthetic genes, and demonstrate an initial proof of concept for combined transcription, translation, and biosynthesis of Streptomyces metabolic pathways in a single "one-pot" reaction.


Asunto(s)
Ingeniería Metabólica/métodos , Familia de Multigenes , Biosíntesis de Proteínas/genética , Streptomyces/genética , Streptomyces/metabolismo , Productos Biológicos/metabolismo , Extractos Celulares , ADN/metabolismo , Hemo/biosíntesis , Melaninas/biosíntesis , Regiones Promotoras Genéticas , Proteínas Recombinantes/metabolismo , Biología Sintética/métodos
14.
Microb Biotechnol ; 14(1): 291-306, 2021 01.
Artículo en Inglés | MEDLINE | ID: mdl-33280260

RESUMEN

Filamentous members of the phylum Actinobacteria are a remarkable source of natural products with pharmaceutical potential. The discovery of novel molecules from these organisms is, however, hindered because most of the biosynthetic gene clusters (BGCs) encoding these secondary metabolites are cryptic or silent and are referred to as orphan BGCs. While co-culture has proven to be a promising approach to unlock the biosynthetic potential of many microorganisms by activating the expression of these orphan BGCs, it still remains an underexplored technique. The marine actinobacterium Salinispora tropica, for instance, produces valuable compounds such as the anti-cancer molecule salinosporamide but half of its putative BGCs are still orphan. Although previous studies have used marine heterotrophs to induce orphan BGCs in Salinispora, its co-culture with marine phototrophs has yet to be investigated. Following the observation of an antimicrobial activity against a range of phytoplankton by S. tropica, we here report that the photosynthate released by photosynthetic primary producers influences its biosynthetic capacities with production of cryptic molecules and the activation of orphan BGCs. Our work, using an approach combining metabolomics and proteomics, pioneers the use of phototrophs as a promising strategy to accelerate the discovery of novel natural products from marine actinobacteria.


Asunto(s)
Actinobacteria , Micromonosporaceae , Actinobacteria/genética , Micromonosporaceae/genética , Familia de Multigenes , Fitoplancton
15.
Chem Commun (Camb) ; 56(92): 14443-14446, 2020 Nov 19.
Artículo en Inglés | MEDLINE | ID: mdl-33146163

RESUMEN

Using a combination of a synthetic substrate analogue and product standard, MmfL, a homologue of the γ-butyrolactone biosynthetic enzyme AfsA, was shown to catalyse the condensation of dihydroxyacetone phosphate with a ß-ketoacyl thioester to form a phosphorylated butenolide intermediate in the biosynthesis of the methylenomycin furans, which induce methlenomycin antibiotic production in Streptomyces coelicolor A3(2). AfsA homologues are also involved in the biosynthesis of 2-akyl-4-hydroxy-3-methyl butenolide inducers of antibiotic production in other Streptomyces species, indicating that diverse signalling molecules are assembled from analogous phosphorylated butenolide intermediates.


Asunto(s)
4-Butirolactona/análogos & derivados , Antibacterianos/química , Proteínas Bacterianas/química , Furanos/química , 4-Butirolactona/química , Vías Biosintéticas , Catálisis , Escherichia coli , Regulación Bacteriana de la Expresión Génica , Péptidos/química , Péptidos/metabolismo , Fosforilación , Streptomyces , Relación Estructura-Actividad
16.
ACS Synth Biol ; 9(9): 2239-2245, 2020 09 18.
Artículo en Inglés | MEDLINE | ID: mdl-32786347

RESUMEN

Isoprenoid quinones are bioactive molecules that include an isoprenoid chain and a quinone head. They are traditionally found to be involved in primary metabolism, where they act as electron transporters, but specialized isoprenoid quinones are also produced by all domains of life. Here, we report the engineering of a baker's yeast strain, Saccharomyces cerevisiae EPYFA3, for the production of isoprenoid quinones. Our yeast strain was developed through overexpression of the shikimate pathway in a well-established recipient strain (S. cerevisiae EPY300) where the mevalonate pathway is overexpressed. As a proof of concept, our new host strain was used to overproduce the endogenous isoprenoid quinone coenzyme Q6, resulting in a nearly 3-fold production increase. EPYFA3 represents a valuable platform for the heterologous production of high value isoprenoid quinones. EPYFA3 will also facilitate the elucidation of isoprenoid quinone biosynthetic pathways.


Asunto(s)
Benzoquinonas/metabolismo , Ingeniería Metabólica/métodos , Saccharomyces cerevisiae/metabolismo , Terpenos/metabolismo , Benzoquinonas/química , Liasas de Fósforo-Oxígeno/genética , Liasas de Fósforo-Oxígeno/metabolismo , Terpenos/química , Ubiquinona/genética , Ubiquinona/metabolismo
17.
Sci Rep ; 10(1): 12687, 2020 07 28.
Artículo en Inglés | MEDLINE | ID: mdl-32724094

RESUMEN

Novel antimicrobials are urgently needed to combat drug-resistant bacteria and to overcome the inherent difficulties in treating biofilm-associated infections. Studying plants and other natural materials used in historical infection remedies may enable further discoveries to help fill the antibiotic discovery gap. We previously reconstructed a 1,000-year-old remedy containing onion, garlic, wine, and bile salts, known as 'Bald's eyesalve', and showed it had promising antibacterial activity. In this current paper, we have found this bactericidal activity extends to a range of Gram-negative and Gram-positive wound pathogens in planktonic culture and, crucially, that this activity is maintained against Acinetobacter baumannii, Stenotrophomonas maltophilia, Staphylococcus aureus, Staphylococcus epidermidis and Streptococcus pyogenes in a soft-tissue wound biofilm model. While the presence of garlic in the mixture can explain the activity against planktonic cultures, garlic has no activity against biofilms. We have found the potent anti-biofilm activity of Bald's eyesalve cannot be attributed to a single ingredient and requires the combination of all ingredients to achieve full activity. Our work highlights the need to explore not only single compounds but also mixtures of natural products for treating biofilm infections and underlines the importance of working with biofilm models when exploring natural products for the anti-biofilm pipeline.


Asunto(s)
Antibacterianos/farmacología , Bacterias/efectos de los fármacos , Infecciones Bacterianas/prevención & control , Biopelículas/efectos de los fármacos , Ajo/química , Cebollas/química , Extractos Vegetales/farmacología , Bacterias/crecimiento & desarrollo , Infecciones Bacterianas/microbiología , Biopelículas/crecimiento & desarrollo , Humanos , Pruebas de Sensibilidad Microbiana , Extractos Vegetales/aislamiento & purificación
18.
Chem Sci ; 10(2): 453-463, 2019 Jan 14.
Artículo en Inglés | MEDLINE | ID: mdl-30746093

RESUMEN

In this study, we report the rapid characterisation of a novel microbial natural product resulting from the rational derepression of a silent gene cluster. A conserved set of five regulatory genes was used as a query to search genomic databases and identify atypical biosynthetic gene clusters (BGCs). A 20-kb BGC from the genetically intractable Streptomyces sclerotialus bacterial strain was captured using yeast-based homologous recombination and introduced into validated heterologous hosts. CRISPR/Cas9-mediated genome editing was then employed to rationally inactivate the key transcriptional repressor and trigger production of an unprecedented class of hybrid natural products exemplified by (2-(benzoyloxy)acetyl)-l-proline, named scleric acid. Subsequent rounds of CRISPR/Cas9-mediated gene deletions afforded a selection of biosynthetic gene mutant strains which led to a plausible biosynthetic pathway for scleric acid assembly. Synthetic standards of scleric acid and a key biosynthetic intermediate were also prepared to confirm the chemical structures we proposed. The assembly of scleric acid involves two unique condensation reactions catalysed by a single NRPS module and an ATP-grasp enzyme that link a proline and a benzoyl residue to each end of a rare hydroxyethyl-ACP intermediate, respectively. Scleric acid was shown to exhibit moderate inhibition activity against Mycobacterium tuberculosis, as well as inhibition of the cancer-associated metabolic enzyme nicotinamide N-methyltransferase (NNMT).

19.
Nat Prod Rep ; 36(9): 1237-1248, 2019 09 18.
Artículo en Inglés | MEDLINE | ID: mdl-30680376

RESUMEN

Covering: up to December 2018 This article aims to highlight advantages, drawbacks and issues that users should consider when implementing the use of CRISPR/Cas9-tools for genome editing in streptomycetes, the most prolific source of antimicrobial natural products to date. Here, we examine four toolkits that have so far been made available for streptomycete in vivo-engineering and one for in vitro-editing, and review how they have been applied over the last three years. Our critical evaluation of these toolkits intends to support potential users in determining what they could achieve, what they should consider and what system they should select/optimise for their application.


Asunto(s)
Proteína 9 Asociada a CRISPR/genética , Sistemas CRISPR-Cas , Edición Génica , Streptomyces/genética , Sistemas CRISPR-Cas/genética , Edición Génica/métodos , Genoma Bacteriano/genética
20.
J Biol Eng ; 11: 30, 2017.
Artículo en Inglés | MEDLINE | ID: mdl-29026441

RESUMEN

BACKGROUND: The antibiotic methylenomycin A is produced naturally by Streptomyces coelicolor A3(2), a model organism for streptomycetes. This compound is of particular interest to synthetic biologists because all of the associated biosynthetic, regulatory and resistance genes are located on a single cluster on the SCP1 plasmid, making the entire module easily transferable between different bacterial strains. Understanding further the regulation and biosynthesis of the methylenomycin producing gene cluster could assist in the identification of motifs that can be exploited in synthetic regulatory systems for the rational engineering of novel natural products and antibiotics. RESULTS: We identify and validate a plausible architecture for the regulatory system controlling methylenomycin production in S. coelicolor using mathematical modeling approaches. Model selection via an approximate Bayesian computation (ABC) approach identifies three candidate model architectures that are most likely to produce the available experimental data, from a set of 48 possible candidates. Subsequent global optimization of the parameters of these model architectures identifies a single model that most accurately reproduces the dynamical response of the system, as captured by time series data on methylenomycin production. Further analyses of variants of this model architecture that capture the effects of gene knockouts also reproduce qualitative experimental results observed in mutant S. coelicolor strains. CONCLUSIONS: The mechanistic mathematical model developed in this study recapitulates current biological knowledge of the regulation and biosynthesis of the methylenomycin producing gene cluster, and can be used in future studies to make testable predictions and formulate experiments to further improve our understanding of this complex regulatory system.

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