Site-Specific Nonenzymatic Peptide S/O-Glutamylation Reveals the Extent of Substrate Promiscuity in Glutamate Elimination Domains

Engineering RiPP pathways: strategies for generating complex bioactive peptides

Historically, natural products have been essential sources of therapeutic agents, many of which are currently used to manage various diseases. In recent years, ribosomally synthesized and post-translationally modified peptides (RiPPs) have garnered considerable interest in drug discovery and development due to their biosynthetic plasticity and their ability to generate diverse bioactive structural scaffolds. Unfortunately, many RiPPs have suboptimal bioavailability and proteolytic stability, significantly limiting their clinical potential. Moreover, the complexity of RiPP structures makes total synthesis extremely difficult. These drawbacks necessitate pathway engineering to create derivatives with potentially optimized physicochemical properties. Herein, we review recent efforts to surmount pathway engineering challenges and to rationally modify components of RiPP pathways for new functions to derive new bioactive analogs.

Cell-free synthetic biology for natural product biosynthesis and discovery

Natural products have applications as biopharmaceuticals, agrochemicals, and other high-value chemicals. However, there are challenges in isolating natural products from their native producers (e.g. bacteria, fungi, plants). In many cases, synthetic chemistry or heterologous expression must be used to access these important molecules. The biosynthetic machinery to generate these compounds is found within biosynthetic gene clusters, primarily consisting of the enzymes that biosynthesise a range of natural product classes (including, but not limited to ribosomal and nonribosomal peptides, polyketides, and terpenoids). Cell-free synthetic biology has emerged in recent years as a bottom-up technology applied towards both prototyping pathways and producing molecules. Recently, it has been applied to natural products, both to characterise biosynthetic pathways and produce new metabolites. This review discusses the core biochemistry of cell-free synthetic biology applied to metabolite production and critiques its advantages and disadvantages compared to whole cell and/or chemical production routes. Specifically, we review the advances in cell-free biosynthesis of ribosomal peptides, analyse the rapid prototyping of natural product biosynthetic enzymes and pathways, highlight advances in novel antimicrobial discovery, and discuss the rising use of cell-free technologies in industrial biotechnology and synthetic biology.

Substrate prediction for RiPP biosynthetic enzymes via masked language modeling and transfer learning

Ribosomally synthesized and post-translationally modified peptide (RiPP) biosynthetic enzymes often exhibit promiscuous substrate preferences that cannot be reduced to simple rules. Large language models are promising tools for predicting the specificity of RiPP biosynthetic enzymes. However, state-of-the-art protein language models are trained on relatively few peptide sequences. A previous study comprehensively profiled the peptide substrate preferences of LazBF (a two-component serine dehydratase) and LazDEF (a three-component azole synthetase) from the lactazole biosynthetic pathway. We demonstrated that masked language modeling of LazBF substrate preferences produced language model embeddings that improved downstream prediction of both LazBF and LazDEF substrates. Similarly, masked language modeling of LazDEF substrate preferences produced embeddings that improved prediction of both LazBF and LazDEF substrates. Our results suggest that the models learned functional forms that are transferable between distinct enzymatic transformations that act within the same biosynthetic pathway. We found that a single high-quality data set of substrates and non-substrates for a RiPP biosynthetic enzyme improved substrate prediction for distinct enzymes in data-scarce scenarios. We then fine-tuned models on each data set and showed that the fine-tuned models provided interpretable insight that we anticipate will facilitate the design of substrate libraries that are compatible with desired RiPP biosynthetic pathways.

Semi-rational design of an aromatic dioxygenase by substrate tunnel redirection

Lignin valorization is crucial for achieving economic and sustainable biorefinery processes. However, the enzyme substrate preferences involved in lignin degradation remain poorly understood, and low activity toward specific substrates presents a significant challenge to the efficient utilization of lignin. In this study, we investigated the substrate promiscuity of ThAdo, a key enzyme involved in lignin valorization. Pre-reaction state analysis revealed that a hydrogen bond network is critical in determining substrate selectivity. By performing targeted saturation mutagenesis on residues surrounding the substrate tunnels, we identified the Y205W and Y205Q mutants, which demonstrated 0.73-fold and 0.72-fold enhancements in activity, respectively. Structural analysis indicated that the redirection of the original substrate tunnel may be responsible for the improved activity. Our study provides essential insights into the substrate preference mechanisms of lignin degrading enzymes and suggests that this tunnel-redirection strategy can be extended to other promiscuous enzymes.

Enzymatic Formation of an Aminovinyl Cysteine Residue in Ribosomal Peptide Natural Products

The carboxyl-terminal (C-terminal) S-[(Z)-2-aminovinyl]-cysteine (AviCys) analogs have been identified in four families of ribosomally synthesized and post-translationally modified peptides (RiPPs): lanthipeptides, linaridins, thioamitides, and lipolanthines. Within identified biosynthetic pathways, a highly reactive enethiol intermediate, formed through an oxidative decarboxylation catalyzed by a LanD-like flavoprotein, can undergo two types of cyclization: a Michael addition with a dehydroamino acid or a coupling reaction initiated by a radical species. The collaborative actions of LanD-like proteins with diverse enzymes involved in dehydration, dethiolation or cyclization lead to the construction of structurally distinct peptide natural products with analogous C-terminal macrocyclic moieties. This concept summarizes existing knowledge regarding biosynthetic pathways of AviCys analogs to emphasize the diversity of biosynthetic mechanisms that paves the way for future genome mining explorations into diverse peptide natural products.

A Compact Reprogrammed Genetic Code for De Novo Discovery of Proteolytically Stable Thiopeptides

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.

Light-initiated 1,3-dipolar cycloaddition between dehydroalanines and tetrazoles: application to late-stage peptide and protein modifications

As an easily introduced noncoded amino acid with unique electrophilicity distinct from the 20 natural amino acids, dehydroalanine (Dha) is not only a precise protein post-translational modification (PTM) insertion tool, but also a promising multifunctional labelling site for peptides and proteins. However, achieving a balance between the reaction rate and mild reaction conditions has been a major challenge in developing novel Dha-modified strategies. Rapid, efficient, and mild Dha modification strategies are highly desired. Additionally, catalyst-free photocontrollable reactions for Dha-containing peptide and protein modification have yet to be developed. Here, we report a photoinitiated 1,3-dipolar cycloaddition reaction between Dha and 2,5-diaryl tetrazoles. Under low-power UV lamp irradiation, this reaction is completed within minutes without catalysis, resulting in a fluorescent pyrazoline-modified peptide or protein with excellent chemoselectivity for Dha residues. Notably, this reaction exhibits complete site-specificity in the modification of thiostrepton, a natural antimicrobial peptide containing multiple Dha residues (Dha3, Dha16, and Dha17), within 20 minutes in high yields. This is currently the fastest reaction for modifying the Dha residue in thiostrepton with clear site-specificity towards Dha16. This photoinitiated reaction also provides a chemoselective strategy for precise functionalization of proteins. Additionally, the rapidity and efficiency of the reaction minimize UV light damage to the biological reaction system. Combined with fluorogenic properties, this photo-controllable methodology can be applied to live cell imaging, further broadening the application scope of the Dha modification methodology.

Deciphering the Biosynthesis of Novel Class I Lanthipeptides from Marine Pseudoalteromonas Reveals a Dehydratase PsfB with Dethiolation Activity

Lanthipeptides are a representative class of RiPPs that possess characteristic lanthionine and/or methyllanthionine thioether cross-links. The biosynthetic potentials of marine-derived lanthipeptides remain largely unexplored. In this study, we characterized three novel lanthipeptides pseudorosin A-C by heterologous expression of a class I lanthipeptide biosynthetic gene cluster from marine Pseudoalteromonas flavipulchra S16. Interestingly, pseudorosin C contains a large loop spanning 18 amino acid residues, which is rare in lanthipeptides. Unexpectedly, the dehydratase PsfB could catalyze the dethiolation of specific Cys residues in all three core peptides, thereby generating dehydroalanines in the absence of LanC cyclase. To the best of our knowledge, we identified the first member of the LanB dehydratase family to perform glutamylation and subsequent elimination on Cys thiol groups, which likely represents a new bypass for class I lanthipeptide biosynthesis. Furthermore, we employed mutagenesis to determine the important motif of the core peptide for dethiolation activity. Moreover, sequence analysis revealed that PsfB exhibited a distinct phylogenetic distance from the characterized LanBs from Gram-positive bacteria. Our findings, therefore, pave the way for further genome mining of lanthipeptides, novel post-translational modification enzymes from marine Gram-negative bacteria, and bioengineering applications.

syn-Elimination of glutamylated threonine in lanthipeptide biosynthesis

Methyllanthionine (MeLan) containing macrocycles are key structural features of lanthipeptides. They are formed typically by anti-elimination of L-Thr residues followed by cyclization of L-Cys residues onto the (Z)-dehydrobutyrine (Dhb) intermediates. In this report we demonstrate that the biosynthesis of lanthipeptides containing the D-allo-L-MeLan macrocycle such as the morphogenetic lanthipeptide SapT proceeds through (E)-Dhb intermediates formed by net syn-elimination of L-Thr.

Enzymatic Pyridine Aromatization during Thiopeptide Biosynthesis

Thiazole-containing pyritides (thiopeptides) are ribosomally synthesized and post-translationally modified peptides (RiPPs) that have attracted interest owing to their potent biological activities and structural complexity. The class-defining feature of a thiopeptide is a six-membered, nitrogenous heterocycle formed by an enzymatic [4 + 2]-cycloaddition. In rare cases, piperidine or dehydropiperidine (DHP) is present; however, the aromatized pyridine is considerably more common. Despite significant effort, the mechanism by which the central pyridine is formed remains poorly understood. Building on our recent observation of the Bycroft-Gowland intermediate (i.e., the direct product of the [4 + 2]-cycloaddition), we interrogated thiopeptide pyridine synthases using a combination of targeted mutagenesis, kinetic assays, substrate analogs, enzyme-substrate cross-linking, and chemical rescue experiments. Collectively, our data delineate roles for several conserved residues in thiopeptide pyridine synthases. A critical tyrosine facilitates the final aromatization step of pyridine formation. This work provides a foundation for further exploration of the [4 + 2]-cycloaddition reaction and future customization of pyridine-containing macrocyclic peptides.

Accessing Diverse Pyridine-Based Macrocyclic Peptides by a Two-Site Recognition Pathway

Macrocyclic peptides are sought-after molecular scaffolds for drug discovery, and new methods to access diverse libraries are of increasing interest. Here, we report the enzymatic synthesis of pyridine-based macrocyclic peptides (pyritides) from linear precursor peptides. Pyritides are a recently described class of ribosomally synthesized and post-translationally modified peptides (RiPPs) and are related to the long-known thiopeptide natural products. RiPP precursors typically contain an N-terminal leader region that is physically engaged by the biosynthetic proteins that catalyze modification of the C-terminal core region of the precursor peptide. We demonstrate that pyritide-forming enzymes recognize both the leader region and a C-terminal tripeptide motif, with each contributing to site-selective substrate modification. Substitutions in the core region were well-tolerated and facilitated the generation of a wide range of pyritide analogues, with variations in macrocycle sequence and size. A combination of the pyritide biosynthetic pathway with azole-forming enzymes was utilized to generate a thiazole-containing pyritide (historically known as a thiopeptide) with no similarity in sequence and macrocycle size to the naturally encoded pyritides. The broad substrate scope of the pyritide biosynthetic enzymes serves as a future platform for macrocyclic peptide lead discovery and optimization.

Accurate Models of Substrate Preferences of Post-Translational Modification Enzymes from a Combination of mRNA Display and Deep Learning

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.

Inner residues of macrothiolactone in autoinducer peptides-I/IV circumvents S-to-O acyl transfer to the upstream serine residue

Autoinducing peptides I and IV (AIP-I/IV) are naturally occurring cyclic thiodepsipeptides (CTPs) bearing a Ser–Thr–Cys–Asp/Tyr (STC[D/Y]) tetrapeptide motif, where the Cys thiol (^HSC) in the side-chain is linked to the Met C-terminal carboxylic acid (M_COOH) to form 5-residue macrothiolactones,^−SC(D/Y)FIM_CO−. We have recently reported that CTPs containing SX₁CX₂ motifs spontaneously undergo macrolactonization to yield cyclic depsipeptides (CDPs) by an unprecedented rapid S-to-O acyl transfer to the upstream Ser hydroxyl group. Interestingly, even though the STC[D/Y] motif in AIP-I/IV is a member of the SX₁CX₂ motif family, it maintains the CTP form. This suggests that AIP-I/IV have a structural or chemical motive for avoiding such an S-to-O acyl transfer, thus retaining the CTP form intact. Here we have used genetic code reprogramming to ribosomally synthesize various AIP-I analogs and studied what the determinant is to control the formation of CTP vs. CDP products. The study revealed that a Gly substitution of the inner Asp/Tyr or Met residues in the thiolactone drastically alters the resistance to the promotion of the S-to-O acyl transfer, giving the corresponding CDP product. This suggests that the steric hindrances originating from the α-substituted sidechain in these two amino acids in the AIP-I/IV thiolactone likely play a critical role in controlling the resistance against macrolactone rearrangement to the upstream Ser residue.

In AIP-I/IV, single Gly mutation at the thiolactone induces S-to-O acyl shift to yield a corresponding ring-expanded lactone form.