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1.
Proc Natl Acad Sci U S A ; 121(21): e2322923121, 2024 May 21.
Artículo en Inglés | MEDLINE | ID: mdl-38739798

RESUMEN

The ubiquitin-proteasome system is essential to all eukaryotes and has been shown to be critical to parasite survival as well, including Plasmodium falciparum, the causative agent of the deadliest form of malarial disease. Despite the central role of the ubiquitin-proteasome pathway to parasite viability across its entire life-cycle, specific inhibitors targeting the individual enzymes mediating ubiquitin attachment and removal do not currently exist. The ability to disrupt P. falciparum growth at multiple developmental stages is particularly attractive as this could potentially prevent both disease pathology, caused by asexually dividing parasites, as well as transmission which is mediated by sexually differentiated parasites. The deubiquitinating enzyme PfUCHL3 is an essential protein, transcribed across both human and mosquito developmental stages. PfUCHL3 is considered hard to drug by conventional methods given the high level of homology of its active site to human UCHL3 as well as to other UCH domain enzymes. Here, we apply the RaPID mRNA display technology and identify constrained peptides capable of binding to PfUCHL3 with nanomolar affinities. The two lead peptides were found to selectively inhibit the deubiquitinase activity of PfUCHL3 versus HsUCHL3. NMR spectroscopy revealed that the peptides do not act by binding to the active site but instead block binding of the ubiquitin substrate. We demonstrate that this approach can be used to target essential protein-protein interactions within the Plasmodium ubiquitin pathway, enabling the application of chemically constrained peptides as a novel class of antimalarial therapeutics.


Asunto(s)
Péptidos , Plasmodium falciparum , Proteínas Protozoarias , Ubiquitina Tiolesterasa , Plasmodium falciparum/enzimología , Plasmodium falciparum/metabolismo , Plasmodium falciparum/efectos de los fármacos , Ubiquitina Tiolesterasa/metabolismo , Ubiquitina Tiolesterasa/antagonistas & inhibidores , Ubiquitina Tiolesterasa/genética , Humanos , Péptidos/química , Péptidos/metabolismo , Péptidos/farmacología , Proteínas Protozoarias/metabolismo , Proteínas Protozoarias/química , Proteínas Protozoarias/genética , Proteínas Protozoarias/antagonistas & inhibidores , Antimaláricos/farmacología , Antimaláricos/química , Ubiquitina/metabolismo , Malaria Falciparum/parasitología , Malaria Falciparum/tratamiento farmacológico
2.
J Am Chem Soc ; 146(12): 8058-8070, 2024 03 27.
Artículo en Inglés | MEDLINE | ID: mdl-38491946

RESUMEN

Thiopeptides make up a group of structurally complex peptidic natural products holding promise in bioengineering applications. The previously established thiopeptide/mRNA display platform enables de novo discovery of natural product-like thiopeptides with designed bioactivities. However, in contrast to natural thiopeptides, the discovered structures are composed predominantly of proteinogenic amino acids, which results in low metabolic stability in many cases. Here, we redevelop the platform and demonstrate that the utilization of compact reprogrammed genetic codes in mRNA display libraries can lead to the discovery of thiopeptides predominantly composed of nonproteinogenic structural elements. We demonstrate the feasibility of our designs by conducting affinity selections against Traf2- and NCK-interacting kinase (TNIK). The experiment identified a series of thiopeptides with high affinity to the target protein (the best KD = 2.1 nM) and kinase inhibitory activity (the best IC50 = 0.15 µM). The discovered compounds, which bore as many as 15 nonproteinogenic amino acids in an 18-residue macrocycle, demonstrated high metabolic stability in human serum with a half-life of up to 99 h. An X-ray cocrystal structure of TNIK in complex with a discovered thiopeptide revealed how nonproteinogenic building blocks facilitate the target engagement and orchestrate the folding of the thiopeptide into a noncanonical conformation. Altogether, the established platform takes a step toward the discovery of thiopeptides with high metabolic stability for early drug discovery applications.


Asunto(s)
Aminoácidos , Péptidos , Humanos , Péptidos/química , Aminoácidos/química , Código Genético , ARN Mensajero
3.
J Am Chem Soc ; 144(44): 20332-20341, 2022 11 09.
Artículo en Inglés | MEDLINE | ID: mdl-36282922

RESUMEN

Bioengineering of ribosomally synthesized and post-translationally modified peptides (RiPPs) is an emerging approach to explore the diversity of pseudo-natural product structures for drug discovery purposes. However, despite the initial advances in this area, bioactivity reprogramming of multienzyme RiPP biosynthetic pathways remains a major challenge. Here, we report a platform for de novo discovery of functional thiopeptides based on reengineered biosynthesis of lactazole A, a RiPP natural product assembled by five biosynthetic enzymes. The platform combines in vitro biosynthesis of lactazole-like thiopeptides and mRNA display to prepare and screen large (≥1012) combinatorial libraries of pseudo-natural products. We demonstrate the utility of the developed protocols in an affinity selection against Traf2- and NCK-interacting kinase (TNIK), a protein involved in several cancers, which yielded a plethora of candidate thiopeptides. Of the 11 synthesized compounds, 9 had high affinities for the target kinase (best KD = 1.2 nM) and 10 inhibited its enzymatic activity (best Ki = 3 nM). X-ray structural analysis of the TNIK/thiopeptide interaction revealed the unique mode of substrate-competitive inhibition exhibited by two of the discovered compounds. The thiopeptides internalized to the cytosol of HEK293H cells as efficiently as the known cell-penetrating peptide Tat (4-6 µM). Accordingly, the most potent compound, TP15, inhibited TNIK in HCT116 cells. Altogether, our platform enables the exploration of pseudo-natural thiopeptides with favorable pharmacological properties in drug discovery applications.


Asunto(s)
Productos Biológicos , Productos Biológicos/farmacología , Productos Biológicos/metabolismo , Procesamiento Proteico-Postraduccional , Péptidos/química , Vías Biosintéticas , Descubrimiento de Drogas
4.
Molecules ; 27(22)2022 Nov 09.
Artículo en Inglés | MEDLINE | ID: mdl-36431825

RESUMEN

A series of potassium salts of di- and tri-arylsubstituted cyclopentadienes has been obtained by the metalation of the corresponding cyclopentadienes with benzylpotassium in THF media. Crystals of all compounds, afforded by recrystallization from THF/hexane, diglyme-THF/hexane and toluene/hexane mixtures, have been studied by X-ray diffraction. All studied potassium cyclopentadienides exhibit the luminescence at room temperature and overall quantum yield of photoluminescence for potassium salt of diarylsubstituted cyclopentadiene is 18%.

5.
J Am Chem Soc ; 143(33): 13358-13369, 2021 08 25.
Artículo en Inglés | MEDLINE | ID: mdl-34392675

RESUMEN

Formation of dehydroalanine and dehydrobutyrine residues via tRNA-dependent dehydration of serine and threonine is a key post-translational modification in the biosynthesis of lanthipeptide and thiopeptide RiPPs. The dehydration process involves two reactions, wherein the O-glutamyl Ser/Thr intermediate, accessed by a dedicated enzyme utilizing Glu-tRNAGlu as the acyl donor, is recognized by the second enzyme, referred to as the glutamate elimination domain (ED), which catalyzes the eponymous reaction yielding a dehydroamino acid. Many details of ED catalysis remain unexplored because the scope of available substrates for testing is limited to those that the upstream enzymes can furnish. Here, we report two complementary strategies for direct, nonenzymatic access to diverse ED substrates. We establish that a thiol-thioester exchange reaction between a Cys-containing peptide and an α thioester of glutamic acid leads an S-glutamylated intermediate which can act as a substrate for EDs. Furthermore, we show that the native O-glutamylated substrates can be accessible from S-glutamylated peptides upon a site-specific S-to-O acyl transfer reaction. Combined with flexible in vitro translation utilized for rapid peptide production, these chemistries enabled us to dissect the substrate recognition requirements of three known EDs. Our results establish that EDs are uniquely promiscuous enzymes capable of acting on substrates with arbitrary amino acid sequences and performing retro-Michael reaction beyond the canonical glutamate elimination. To facilitate substrate recruitment, EDs apparently engage in nonspecific hydrophobic interactions with their substrates. Altogether, our results establish the substrate scope of EDs and provide clues to their catalysis.


Asunto(s)
Ácido Glutámico/metabolismo , Péptidos/metabolismo , Ácido Glutámico/química , Estructura Molecular , Péptidos/química
6.
Proc Natl Acad Sci U S A ; 115(23): E5298-E5306, 2018 06 05.
Artículo en Inglés | MEDLINE | ID: mdl-29784819

RESUMEN

Chemical methods have enabled the total synthesis of protein molecules of ever-increasing size and complexity. However, methods to engineer synthetic proteins comprising noncanonical amino acids have not kept pace, even though this capability would be a distinct advantage of the total synthesis approach to protein science. In this work, we report a platform for protein engineering based on the screening of synthetic one-bead one-compound protein libraries. Screening throughput approaching that of cell surface display was achieved by a combination of magnetic bead enrichment, flow cytometry analysis of on-bead screens, and high-throughput MS/MS-based sequencing of identified active compounds. Direct screening of a synthetic protein library by these methods resulted in the de novo discovery of mirror-image miniprotein-based binders to a ∼150-kDa protein target, a task that would be difficult or impossible by other means.


Asunto(s)
Técnicas Químicas Combinatorias/métodos , Biblioteca de Péptidos , Ingeniería de Proteínas/métodos , Proteínas/síntesis química , Aminoácidos , Citometría de Flujo/métodos , Humanos , Microesferas , Unión Proteica , Proteínas/genética , Espectrometría de Masas en Tándem/métodos
7.
J Am Chem Soc ; 2020 Nov 19.
Artículo en Inglés | MEDLINE | ID: mdl-33211968

RESUMEN

We report a method for the high-throughput reactivity profiling of genetically encoded libraries as a tool to study substrate fitness landscapes for RiPP (ribosomally synthesized and post-translationally modified peptide) biosynthetic enzymes. This method allowed us to rapidly analyze the substrate preferences of the lactazole biosynthetic pathway using a saturation mutagenesis mRNA display library of lactazole precursor peptides. We demonstrate that the assay produces accurate and reproducible in vitro data, enabling the quantification of reaction yields with temporal resolution. Our results recapitulate the previously established knowledge on lactazole biosynthesis and expand it by identifying the extent of substrate promiscuity exhibited by the enzymes. This work lays a foundation for the construction and screening of mRNA display-based combinatorial thiopeptide libraries for the discovery of lactazole-inspired thiopeptides with de novo designed biological activities.

8.
J Am Chem Soc ; 142(32): 13886-13897, 2020 08 12.
Artículo en Inglés | MEDLINE | ID: mdl-32664727

RESUMEN

Enzymes involved in the biosynthesis of ribosomally synthesized and post-translationally modified peptides (RiPPs) often have relaxed specificity profiles and are able to modify diverse substrates. When several such enzymes act together during precursor peptide maturation, a multitude of products can form, yet usually the biosynthesis converges on a single natural product. For the most part, the mechanisms controlling the integrity of RiPP assembly remain elusive. Here, we investigate the biosynthesis of lactazole A, a model thiopeptide produced by five promiscuous enzymes from a ribosomal precursor peptide. Using our in vitro thiopeptide production (FIT-Laz) system, we determine the order of biosynthetic events at the individual modification level and supplement this study with substrate scope analysis for participating enzymes. Our results reveal an unusual but well-defined assembly process where cyclodehydration, dehydroalanine formation, and azoline dehydrogenation events are intertwined due to minimal substrate recognition requirements characteristic of every lactazole enzyme. Additionally, each enzyme plays a role in directing LazBF-mediated dehydroalanine formation, which emerges as the central theme of the assembly process. Cyclodehydratase LazDE discriminates a single serine residue for azoline formation, leaving the remaining five as potential dehydratase substrates. Pyridine synthase LazC exerts kinetic control over LazBF to prevent the formation of overdehydrated thiopeptides, whereas the coupling of dehydrogenation to dehydroalanine installation impedes generation of underdehydrated products. Altogether, our results indicate that substrate-level cooperation between the biosynthetic enzymes maintains the integrity of lactazole assembly. This work advances our understanding of RiPP biosynthesis processes and facilitates thiopeptide bioengineering.


Asunto(s)
Hidroliasas/metabolismo , Óxido Nítrico Sintasa/metabolismo , Estructura Molecular , Streptomyces/química
9.
Anal Biochem ; 598: 113694, 2020 06 01.
Artículo en Inglés | MEDLINE | ID: mdl-32217095

RESUMEN

Complex heterogeneous systems, such as micelles or blood plasma, represent a particularly challenging environment to measure the catalytic parameters of some enzymes, including l-asparaginase. Existing methods are strongly interfered by the presence of plasma proteins, amino acids, as well as other components of plasma. Here we show that FTIR spectroscopy enables continuous real-time measurement of catalytic activity of l-asparaginase, in native and in PEG-chitosan conjugated form, in aqueous solutions as well as in heterogeneous non-transparent multicomponent systems, including colloidal systems or blood plasma, with minimal or no sample preparation. The approach developed is potentially applicable to other enzymatic reactions where the spectroscopic properties of substrate and product do not allow direct measurement with absorption or fluorescence spectroscopy.


Asunto(s)
Asparaginasa/análisis , Asparaginasa/metabolismo , Biocatálisis , Quitosano/química , Humanos , Pectobacterium carotovorum/enzimología , Polietilenglicoles/química , Espectroscopía Infrarroja por Transformada de Fourier
10.
J Am Chem Soc ; 141(10): 4167-4181, 2019 03 13.
Artículo en Inglés | MEDLINE | ID: mdl-30768253

RESUMEN

Peptides as a therapeutic modality attract much attention due to their synthetic accessibility, high degree of specific binding, and the ability to target protein surfaces traditionally considered "undruggable". Unfortunately, at the same time, other pharmacological properties of a generic peptide, such as metabolic stability and cell permeability, are quite poor, which limits the success of de novo discovered biologically active peptides as drug candidates. Here, we review how macrocyclization as well as the incorporation of nonproteogenic amino acids and various conjugation strategies may be utilized to improve on these characteristics to create better drug candidates. We analyze recent progress and remaining challenges in improving individual pharmacological properties of bioactive peptides, and offer our opinion on interfacing these, often conflicting, considerations, to create balanced drug candidates as a potential way to make further progress in this area.


Asunto(s)
Descubrimiento de Drogas , Péptidos Cíclicos/metabolismo , Animales , Permeabilidad de la Membrana Celular , Ciclización , Humanos , Péptidos Cíclicos/síntesis química , Péptidos Cíclicos/farmacocinética , Estabilidad Proteica
11.
J Am Chem Soc ; 141(2): 758-762, 2019 01 16.
Artículo en Inglés | MEDLINE | ID: mdl-30602112

RESUMEN

Thiopeptides are natural antibiotics that are fashioned from short peptides by multiple layers of post-translational modification. Their biosynthesis, in particular the pyridine synthases that form the macrocyclic antibiotic core, has attracted intensive research but is complicated by the challenges of reconstituting multiple-pathway enzymes. By combining select RiPP enzymes with cell free expression and flexizyme-based codon reprogramming, we have developed a benchtop biosynthesis of thiopeptide scaffolds. This strategy side-steps several challenges related to the investigation of thiopeptide enzymes and allows access to analytical quantities of new thiopeptide analogs. We further demonstrate that this strategy can be used to validate the activity of new pyridine synthases without the need to reconstitute the cognate prior pathway enzymes.


Asunto(s)
Antibacterianos/síntesis química , Aptámeros de Nucleótidos/química , Péptidos Cíclicos/síntesis química , ARN Catalítico/química , Tiazoles/síntesis química , Secuencia de Aminoácidos , Prueba de Estudio Conceptual , Alineación de Secuencia
12.
Inorg Chem ; 57(16): 10199-10213, 2018 Aug 20.
Artículo en Inglés | MEDLINE | ID: mdl-30051707

RESUMEN

A new approach to design "antenna-ligands" to enhance the photoluminescence of lanthanide coordination compounds has been developed based on a π-type ligand-the polyphenyl-substituted cyclopentadienyl. The complexes of di-, tri-, and tetraphenyl cyclopentadienyl ligands with Tb and Gd have been synthesized and all the possible structural types from mononuclear to di- and tetranuclear complexes, as well as a coordination polymer were obtained. All types of the complexes have been studied by single-crystal X-ray diffraction and optical spectroscopy. All terbium complexes are luminescent at ambient temperature and two of them have relatively high quantum yields (50 and 60%). Analysis of energy transfer process has been performed and supported by quantum chemical calculations. The role of a low-lying intraligand charge transfer state formed by extra coordination with K+ in the Tb3+ ion luminescence sensitization is discussed. New aspects for design of lanthanide complexes containing π-type ligands with desired luminescence properties have been proposed.

13.
Angew Chem Int Ed Engl ; 57(22): 6459-6463, 2018 05 28.
Artículo en Inglés | MEDLINE | ID: mdl-29575377

RESUMEN

We report a site-selective cysteine-cyclooctyne conjugation reaction between a seven-residue peptide tag (DBCO-tag, Leu-Cys-Tyr-Pro-Trp-Val-Tyr) at the N or C terminus of a peptide or protein and various aza-dibenzocyclooctyne (DBCO) reagents. Compared to a cysteine peptide control, the DBCO-tag increases the rate of the thiol-yne reaction 220-fold, thereby enabling selective conjugation of DBCO-tag to DBCO-linked fluorescent probes, affinity tags, and cytotoxic drug molecules. Fusion of DBCO-tag with the protein of interest enables regioselective cysteine modification on proteins that contain multiple endogenous cysteines; these examples include green fluorescent protein and the antibody trastuzumab. This study demonstrates that short peptide tags can aid in accelerating bond-forming reactions that are often slow to non-existent in water.


Asunto(s)
Ciclooctanos/química , Cisteína/química , Estructura Molecular
14.
J Am Chem Soc ; 138(37): 12099-111, 2016 09 21.
Artículo en Inglés | MEDLINE | ID: mdl-27494078

RESUMEN

A "D-scan" of two small proteins, the disulfide-rich Ecballium elaterium trypsin inhibitor II (EETI-II) and a minimized Z domain of protein A (Z33), is reported. For each protein, the stereochemistry of one amino acid at a time was inverted to generate a series of diastereomers. In much the same way an alanine scan determines necessary residues for protein function, the D-scan elucidated the critical stereocenters of the 30-residue EETI-II and the 33-residue Z33. The folding properties and activity of each variant were investigated. A total of 24 out of 30 EETI-II D-scan analogues folded to give a three-disulfide product. Of the 24 variants that folded, half were high-affinity trypsin inhibitors, and three were as active as the wild type (WT). Of these 12 active variants, most were substantially less stable to reduction than WT EETI-II (WT first reduction potential -270.0 ± 1.5 mV, WT second reduction potential -307.2 ± 1.1 mV). Similarly, ten Z33 analogues retained high binding affinity to IgG (KD < 250 nM, WT: 24 ± 1 nM) and 12 additional analogues had reduced but appreciable IgG binding affinity (KD between 250 nM and 2.5 µM). As with EETI-II, most Z33 analogues were substantially less stable than the WT (ΔG(H2O, 263 K) = 2.4 ± 1.2 kcal/mol). Collectively, our findings show that the D-scan is powerful new strategy for studying how the stereochemistry of amino acids affects the structure and function of proteins.


Asunto(s)
Cucurbitaceae/metabolismo , Proteínas de Plantas/química , Inhibidores de Tripsina/química , Secuencia de Aminoácidos , Cucurbitaceae/química , Modelos Moleculares , Conformación Proteica , Pliegue de Proteína
15.
Chembiochem ; 15(5): 721-33, 2014 Mar 21.
Artículo en Inglés | MEDLINE | ID: mdl-24616257

RESUMEN

We report the convergent total synthesis of two proteins: DARPin pE59 and Bacillus amyloliquefaciens RNase (Barnase). Leveraging our recently developed fast-flow peptide-synthesis platform, we rapidly explored numerous conditions for the assembly of long polypeptides, and were able to mitigate common side reactions, including deletion and aspartimide products. We report general strategies for improving the synthetic quality of difficult peptide sequences with our system. High-quality protein fragments produced under optimal synthetic conditions were subjected to convergent native chemical ligation, which afforded native full-length proteins after a final desulfurization step. Both DARPin and Barnase were folded and found to be as active as their recombinant analogues.


Asunto(s)
Bacillus/química , Péptidos/síntesis química , Ribonucleasas/síntesis química , Técnicas de Síntesis en Fase Sólida/métodos , Secuencia de Aminoácidos , Proteínas Bacterianas , Modelos Moleculares , Datos de Secuencia Molecular , Péptidos/química , Ribonucleasas/química , Técnicas de Síntesis en Fase Sólida/economía
16.
Chembiochem ; 15(5): 713-20, 2014 Mar 21.
Artículo en Inglés | MEDLINE | ID: mdl-24616230

RESUMEN

A flow-based solid-phase peptide synthesis methodology that enables the incorporation of an amino acid residue every 1.8 min under automatic control or every 3 min under manual control is described. This is accomplished by passing a stream of reagent through a heat exchanger into a low volume, low backpressure reaction vessel, and through a UV detector. These features enable continuous delivery of heated solvents and reagents to the solid support at high flow rate, thereby maintaining maximal concentration of reagents in the reaction vessel, quickly exchanging reagents, and eliminating the need to rapidly heat reagents after they have been added to the vessel. The UV detector enables continuous monitoring of the process. To demonstrate the broad applicability and reliability of this method, it was employed in the total synthesis of a small protein, as well as dozens of peptides. The quality of the material obtained with this method is comparable to that for traditional batch methods, and, in all cases, the desired material was readily purifiable by RP-HPLC. The application of this method to the synthesis of the 113-residue Bacillus amyloliquefaciens RNase and the 130-residue DARPin pE59 is described in the accompanying manuscript.


Asunto(s)
Péptidos/síntesis química , Técnicas de Síntesis en Fase Sólida/instrumentación , Secuencia de Aminoácidos , Diseño de Equipo , Datos de Secuencia Molecular , Péptidos/química , Técnicas de Síntesis en Fase Sólida/economía , Factores de Tiempo
17.
ACS Cent Sci ; 9(11): 2150-2160, 2023 Nov 22.
Artículo en Inglés | MEDLINE | ID: mdl-38033794

RESUMEN

Broad substrate tolerance of ribosomally synthesized and post-translationally modified peptide (RiPP) biosynthetic enzymes has allowed numerous strategies for RiPP engineering. However, despite relaxed specificities, exact substrate preferences of RiPP enzymes are often difficult to pinpoint. Thus, when designing combinatorial libraries of RiPP precursors, balancing the compound diversity with the substrate fitness can be challenging. Here, we employed a deep learning model to streamline the design of mRNA display libraries. Using an in vitro reconstituted thiopeptide biosynthesis platform, we performed mRNA display-based profiling of substrate fitness for the biosynthetic pathway involving five enzymes to train an accurate deep learning model. We then utilized the model to design optimal mRNA libraries and demonstrated their utility in affinity selections against IRAK4 kinase and the TLR10 cell surface receptor. The selections led to the discovery of potent thiopeptide ligands against both target proteins (KD up to 1.3 nM for the best compound against IRAK4 and 300 nM for TLR10). The IRAK4-targeting compounds also inhibited the kinase at single-digit µM concentrations in vitro, exhibited efficient internalization into HEK293H cells, and suppressed NF-kB-mediated signaling in cells. Altogether, the developed approach streamlines the discovery of pseudonatural RiPPs with de novo designed biological activities and favorable pharmacological properties.

18.
Org Lett ; 24(43): 7894-7899, 2022 11 04.
Artículo en Inglés | MEDLINE | ID: mdl-36282923

RESUMEN

A strategy for the synthesis of de novo discovered lactazole-like thiopeptides is reported. The approach revolves around a convergent and scalable preparation of the central triheterocyclic amino acid and its utilization in Fmoc solid-phase peptide synthesis for modular peptide chain assembly. A technique for preparing C-terminally functionalized thiopeptides for biological studies is also described. The syntheses of 11 TNIK-inhibitor thiopeptides and 6 of their derivatives in multimilligram quantities highlight the practical utility of the developed protocols.


Asunto(s)
Péptidos , Técnicas de Síntesis en Fase Sólida , Técnicas de Síntesis en Fase Sólida/métodos , Péptidos/química , Aminoácidos
19.
ACS Cent Sci ; 8(6): 814-824, 2022 Jun 22.
Artículo en Inglés | MEDLINE | ID: mdl-35756369

RESUMEN

Promiscuous post-translational modification (PTM) enzymes often display nonobvious substrate preferences by acting on diverse yet well-defined sets of peptides and/or proteins. Understanding of substrate fitness landscapes for PTM enzymes is important in many areas of contemporary science, including natural product biosynthesis, molecular biology, and biotechnology. Here, we report an integrated platform for accurate profiling of substrate preferences for PTM enzymes. The platform features (i) a combination of mRNA display with next-generation sequencing as an ultrahigh throughput technique for data acquisition and (ii) deep learning for data analysis. The high accuracy (>0.99 in each of two studies) of the resulting deep learning models enables comprehensive analysis of enzymatic substrate preferences. The models can quantify fitness across sequence space, map modification sites, and identify important amino acids in the substrate. To benchmark the platform, we performed profiling of a Ser dehydratase (LazBF) and a Cys/Ser cyclodehydratase (LazDEF), two enzymes from the lactazole biosynthesis pathway. In both studies, our results point to complex enzymatic preferences, which, particularly for LazBF, cannot be reduced to a set of simple rules. The ability of the constructed models to dissect such complexity suggests that the developed platform can facilitate a wider study of PTM enzymes.

20.
Cell Chem Biol ; 27(8): 1032-1051, 2020 08 20.
Artículo en Inglés | MEDLINE | ID: mdl-32698017

RESUMEN

Thiopeptides (also known as thiazolyl peptides) are structurally complex natural products with rich biological activities. Known for over 70 years for potent killing of Gram-positive bacteria, thiopeptides are experiencing a resurgence of interest in the last decade, primarily brought about by the genomic revolution of the 21st century. Every area of thiopeptide research-from elucidating their biological function and biosynthesis to expanding their structural diversity through genome mining-has made great strides in recent years. These advances lay the foundation for and inspire novel strategies for thiopeptide engineering. Accordingly, a number of diverse approaches are being actively pursued in the hope of developing the next generation of natural-product-inspired therapeutics. Here, we review the contemporary understanding of thiopeptide biological activities, biosynthetic pathways, and approaches to structural and functional reprogramming, with a special focus on the latter.


Asunto(s)
Antibacterianos/química , Péptidos/química , Compuestos de Sulfhidrilo/química , Antibacterianos/biosíntesis , Antibacterianos/farmacología , Productos Biológicos/química , Productos Biológicos/metabolismo , Productos Biológicos/farmacología , Bacterias Grampositivas/efectos de los fármacos , Péptidos/metabolismo , Péptidos/farmacología , Péptidos Cíclicos/química , Péptidos Cíclicos/metabolismo , Péptidos Cíclicos/farmacología , Tiazoles/química , Tiazoles/metabolismo , Tiazoles/farmacología
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