Abstract
Modified cyclic dipeptides represent a widespread class of secondary metabolites with diverse pharmacological activities, including antibacterial, antifungal, and antitumor. Here, we report the structural characterization of the Streptomyces noursei enzyme AlbAB, a cyclodipeptide oxidase (CDO) carrying out α,β-dehydrogenations during the biosynthesis of the antibiotic albonoursin. We show that AlbAB is a megadalton heterooligomeric enzyme filament containing covalently bound flavin mononucleotide cofactors. We highlight that AlbAB filaments consist of alternating dimers of AlbA and AlbB and that enzyme activity is crucially dependent on filament formation. We show that AlbA-AlbB interactions are highly conserved suggesting that all CDO-like enzymes are likely enzyme filaments. Our work represents the first structural characterization of a CDO. As CDOs have been employed in the structural diversification of cyclic dipeptides, our results will be useful for future applications of CDOs in biocatalysis and chemoenzymatic synthesis.
Introduction
Cyclic dipeptides and their derivatives represent an important class of secondary metabolites1–4 with diverse pharmacological activities ranging from antibacterial and antifungal to antitumor and antiplasmodial5–11. Cyclic dipeptides are involved in bacterial quorum sensing12,13 and show high cell penetration proficiencies and protease resistance compared to acyclic peptides2. Structurally, cyclic dipeptides are defined by their heterocyclic 2,5-diketopiperazine (DKP) backbone formed by the condensation of two α-amino acids. DKP formation can be catalyzed by three evolutionarily unrelated types of enzymes, nonribosomal peptide synthetases (NRPSs)14–21, cyclodipeptide synthases (CDPSs)22–28, and arginine-containing cyclodipeptide synthases (RCDPSs)29. While DKP-forming NRPSs are primarily found in fungi, the vast majority of CDPSs are encoded in bacterial genomes. The only recently identified RCDPSs seem to be confined to the fungal kingdom29. NRPSs use free α-amino acids as substrates for cyclic dipeptide formation. In contrast, CDPSs and RCDPSs utilize aminoacyl-tRNAs as substrates30–35, diverting them from their canonical role in ribosomal protein synthesis. Cyclic dipeptide formation is generally followed by further modification of the DKP backbone through dedicated and co-regulated tailoring enzymes24,25,36. For example, CDPS-dependent pathways encode a wide variety of DKP-modifying enzymes including cytochrome P450s, FeII/2-oxoglutarate-dependent oxygenases, prenyltransferases, methyltransferases, terpene cyclases, and cyclodipeptide oxidases (CDOs)36–42. As CDPSs show broad substrate specificities, substantial effort has been dedicated towards utilizing them in combination with promiscuous DKP tailoring enzymes for the combinatorial biosynthesis of novel modified DKPs with modulated or improved bioactivities38,39,43–45. For example, CDOs have been used for the diversification of DKP scaffolds through α,β-dehydrogenations46,47. To date, the CDO-containing guanitrypmycin48, purincyclamide49, nocazine38, and albonoursin50,51 pathways have been the focus of biosynthetic studies. Beyond the original partial isolation of the albonoursin CDO from its native host Streptomyces noursei – which yielded valuable foundational information about CDO function – CDOs have so far only been investigated or utilized in vivo or in crude extracts46,47. This is due to difficulties in heterologously producing and purifying CDOs which has also prevented their structural analysis.
Here, we report the structural characterization of the S. noursei CDO – AlbAB – involved in albonoursin biosynthesis. We show that AlbAB is a megadalton heterooligomeric enzyme filament containing covalently bound flavin mononucleotide (FMN) cofactors. We further show that filaments consist of alternating dimers of AlbA and AlbB and that enzyme activity is crucially dependent on filament formation. We highlight that AlbA-AlbB interactions within the filament are highly conserved suggesting that all CDOs are likely enzyme filaments. We substantially expand the number of known CDO-like enzymes and show that the majority of them are found outside of CDPS gene clusters. This study represents the first structural characterization of a CDO, explains the historically encountered difficulties in working with CDOs, and provides molecular level detail about CDO structure and function. These novel insights will be useful for future biotechnological applications of CDOs as enzyme catalysts in biocatalysis and chemoenzymatic synthesis.
Results
Distribution and diversity of CDO-containing gene clusters
To date, ten CDOs have been experimentally studied, mostly with respect to their ability to carry out α,β-dehydrogenations in various cyclic dipeptides, primarily for structural diversification and bioproduction purposes38,48–51. The biosynthetic roles for only four CDOs – AlbAB (albonoursin)50,51, Ndas_1146/1147 (nocazines)38, GutBC (guanitrypmycins)48, and PcmBC (purincyclamides)49 – have been elucidated so far (Fig. 1a,b). All previously discovered CDOs consist of two components – designated CDOA and CDOB – encoded by two separate, often overlapping, genes with strong gene synteny. CDOAs are predicted to share sequence and structural similarity with nitroreductases (PF00881), a large and diverse superfamily of flavoproteins, while CDOBs exhibit no sequence or structural homology to any characterized protein family (PF19585). All so far investigated CDOs are found within biosynthetic CDPS gene clusters and carry out α,β-dehydrogenations on cyclic dipeptides assembled by tRNA-dependent CDPSs (Fig. 1c).
Fig. 1: Diversity and phylogenetic distribution of CDOs and characterization of filamentous AlbAB.
a, Three characterized CDPS and CDO-encoding gene clusters. b, Natural products produced by the gene clusters shown in a. Double bonds formed by CDO-catalyzed α,β-dehydrogenations are highlighted (red). c, Biosynthesis of albonoursin. AlbC catalyzes a double condensation reaction using l-Phe-tRNA and l-Leu-tRNA to produce cyclo(l-Phe-l-Leu). The CDO AlbAB subsequently catalyzes the dehydrogenations of the two Cα-Cβ bonds, transferring the electrons to oxygen (O2) to yield hydrogen peroxide (H2O2). d, Phylogenetic tree of 274 CDOs. CDOs found in CDPS-containing gene clusters are highlighted (green). The outer ring coloring represents the phyla distribution and the inner ring coloring represents the domain distribution. A table detailing the phyla and domain distributions is shown (right). e, SDS-PAGE analysis of purified AlbAB heterologously expressed in Streptomyces coelicolor. M: molecular weight marker. f, Negative stain TEM micrograph of purified AlbAB highlighting filament formation. g, UV-Vis spectrum of folded and unfolded AlbAB. Both show characteristic flavin absorptions at ca. 340 nm and ca. 450 nm, indicating that FMN is covalently bound. h, Enzymatic activity of purified filamentous AlbAB against the substrate cyclo(l-Phe-l-Leu). ND*: not detected, AlbA could not be expressed in a soluble form by itself. ND: not detected, AlbB could be purified by itself but exhibited no measurable activity against cyclo(l-Phe-l-Leu). kcat/Km: catalytic efficiency.
We computationally identified 274 CDO-containing gene clusters found across 18 bacterial and 9 archaeal phyla (Fig. 1d). CDO-encoding genes are most abundant in the phyla Actinomycetota, Bacillota, Chloroflexota, Euryarchaeota, and Thermoproteota. Analysis of the identified gene clusters reveals diverse CDO genome neighborhoods with only a minority of them (12%) encoding CDPS genes (Supplementary Fig. 1). Consistent with previous bioinformatic analyses52, all 33 identified CDPS-containing gene clusters are present in the phylum Actinomycetota, with 70% of them found in the single genus Streptomyces. The majority of identified CDO-containing operons (88%) do not contain CDPS genes, with 18 of them representing previously unidentified fusion systems where the two CDO components – CDOA and CDOB – are fused into a single polypeptide chain connected by a long flexible linker (Supplementary Fig. 1). Examination of non-CDPS-encoding gene clusters reveals the presence of many genes associated with hydantoin or allantoin modification, suggesting a role in purine metabolism53,54 or the biosynthesis of novel peptide-based secondary metabolites55. In particular, genes coding for proteins with homology to hydantoin racemases (PF01177), DUF917 family proteins (PF06032), and AroM family proteins (PF07302) are enriched in these gene clusters. While DUF917 family proteins have not been experimentally characterized, sequence and structure comparisons suggest them to be hydantoinases able to hydrolyze hydantoin-like heterocyclic rings to the corresponding N-carbamoylated linearized products56,57. AroM family proteins have similarly not been experimentally characterized, however, their predicted structures are nearly identical to hydantoin and glutamate/aspartate racemases, suggesting that they likely possess isomerization activity58,59. Genes encoding for transport-associated proteins are also enriched in CDO-encoding gene clusters. Examples include ATP-binding cassette (ABC) dipeptide/oligopeptide transporters60–62, OPT family transporters (PF03619)63, and EamA domain-containing proteins (PF00892)64–68. Further, different types of peptidase genes are found in many non-CDPS CDO-encoding gene clusters and may function to process exogenous or endogenous peptides that could serve as substrates for other operon components, including CDO-like enzymes59.
Notably, we also identified CDOs in anaerobic bacteria and archaea belonging to the genera Blautia, Clostridium, and Thermococcus. As all so far characterized CDOs rely on oxygen to re-oxidize their FMN cofactors, CDOs in anaerobes may utilize different terminal electron acceptors.
AlbAB is a filament-forming CDO with covalently bound flavin cofactors
AlbAB was heterologously expressed and purified using Streptomyces coelicolor as the expression host. Analysis of the purified sample by SDS-PAGE clearly showed the presence of two proteins, AlbA at ca. 21 kDa and AlbB at ca. 11 kDa in equimolar amounts (Fig. 1e). As reported previously50, we observed the purified protein to have a very high apparent molecular weight, with almost all protein eluting in the void fraction when initially purified using a Superose 6 Increase column. Subsequent negative stain transmission electron microscopy (TEM) analysis revealed that AlbAB appears to form linear filaments of varied length with the majority of observed filaments between 100 and 300 nm in length. Filaments are approximately 10 nm wide and exhibit an estimated pitch of ~13 nm (Fig. 1f). AlbAB filaments were stable between pH 5.5 and 8.5 and from 0 to 1 M NaCl (Supplementary Fig. 2a). We did not observe filaments at pH 4.1, suggesting filament disassembly at low pH. A small fraction of filaments appeared as intertwined or aggregated bundles, especially under low ionic strength conditions (Supplementary Fig. 2b). AlbAB is a flavoprotein with absorbance peaks at 340 and 450 nm, indicative of a bound flavin cofactor (Fig. 1g). We found that flavin absorption is still present after AlbAB denaturation in 6 M guanidinium hydrochloride followed by washing steps, confirming that the flavin cofactor is covalently bound as previously reported50.
To test if purified filamentous AlbAB is enzymatically active, we carried out standard saturation kinetics analysis using the known preferred substrate cyclo(l-Phe-l-Leu) in an established coupled assay with horseradish peroxidase to detect hydrogen peroxide, stoichiometrically produced by AlbAB50. AlbAB showed substrate dependent enzymatic activity with a catalytic efficiency (kcat/KM) of 6.4 × 103 M−1 s−1, in good agreement with previously reported kinetic parameters (Fig. 1h and Supplementary Fig. 3b)50. We next set out to test the catalytic activity of the individual subunits. After testing both S. coelicolor and E. coli as production hosts, we were unable to express AlbA in a soluble form. AlbB on the other hand was soluble and could be purified (Supplementary Fig. 2a), however, it did not show any measurable enzymatic activity in the absence of AlbA (Fig. 1h). TEM analysis of reaction mixtures highlighted that AlbAB filaments remained assembled during enzyme assays whereas AlbB was incapable of forming filaments under assay or any other conditions (Supplementary Fig. 3c). The filamentous nature of AlbAB was further confirmed by size exclusion chromatography and dynamic light scattering experiments (Supplementary Fig. 3d,e). The same analyses suggested AlbB to form a dimer in solution (Supplementary Fig. 3d,e). Taken together, AlbAB behaves as an obligate heterooligomeric enzyme filament where filament formation is crucially necessary for catalytic activity and likely for solubilizing the flavin-bearing AlbA subunit.
Single particle cryo-EM analysis of the AlbAB filament
To investigate the molecular structure and assembly of the AlbAB filament, we carried out single particle cryo-electron microscopy (cryo-EM) (Supplementary Fig. 4 and Supplementary Table 1). Initial 2D class averages displayed clear periodicity highlighting two distinct subunits along the length of the filament (Fig. 2a). 3D helical reconstruction yielded a map with a global resolution of 3.14 Å where a dimer of AlbA (AlbA2) and a dimer of AlbB (AlbB2) form a heterotetramer representing the biologically relevant asymmetric unit of the filament (Fig. 2b). The AlbAB filament lacked rotational symmetry along the long axis, instead exhibiting repeating units of AlbA2 and AlbB2 with a helical rise of 46 Å per AlbA2 and AlbB2, a helical twist of 120°, a helical pitch of 138 Å, and an overall diameter of 100 Å (Fig. 2c,d and Supplementary movie 1). The identity of the previously noted flavin cofactor of AlbAB could be confirmed as flavin mononucleotide (FMN). One FMN cofactor per AlbA monomer could be unambiguously localized in our cryo-EM density. Masked local refinement containing one AlbA2 and two surrounding AlbB2 units yielded an improved 2.78 Å map allowing confident model building for the dimers AlbA2 and AlbB2 as well as the bound FMN cofactors (Fig. 2e-g and Supplementary Fig. 5 and 6).
Fig. 2: Cryo-EM analysis of the AlbAB filament.
a, Representative 2D class averages of filament particles, demonstrating two distinct subunits corresponding to AlbA2 and AlbB2 arranged in a periodic assembly. b, Cryo-EM density resulting from a helical reconstruction of the AlbAB filament. AlbA2 and AlbB2 dimers are shown in dark blue and light blue, respectively. c, Surface representation of the refined models for AlbA2 and AlbB2 assembled into a filament highlighting the geometric parameters of the helical filament. d, View facing down the long axis of the filament highlighting its right-handedness. e, Ribbon representation of the biologically relevant asymmetric unit of the AlbAB filament containing a dimer of AlbA and a dimer of AlbB in a heterotetrametric assembly. Covalently bound FMN cofactors are shown (yellow, spheres), highlighting their proximity to the AlbA2-AlbB2 interface. f, Ribbon representation of a dimer of AlbA2 with FMN shown (yellow, spheres). g, Ribbon representation of the AlbB2 dimer.
AlbA adopts an α+β fold homologous to FMN- and NAD(P)H-dependent nitroreductase (NTR)-fold proteins69. The AlbA monomer consists of five α helices and four anti-parallel β strands (Supplementary Fig. 7a). AlbA dimer formation is mediated by extensive interactions between helix α4 of both monomers, which is further stabilized by interactions with helix α1. Strand β4 is part of a C-terminal extension which spans across the surface of both AlbA monomers and interacts with the anti-parallel β sheet formed by strands β1-β3 of the second monomer, a conformation almost always observed in NTR-like proteins69. The overall fold of AlbA is structurally similar to that of minimal, or “hub” NTRs69. NTRs represent a diverse family of proteins with three major sites of deviation from the minimal “hub” subfamily. AlbA only deviates from other “hub” NTRs by a slight elongation at the “E2” site between helix α4 and strand β2 (Supplementary Fig. 7b). A further distinguishing characteristic of AlbA is that residues 102–107 do not form a helix, which would correspond to helix α4 in most other NTRs. This feature has been observed in other NTR-like proteins, however, in AlbA it likely plays a role in the interaction with AlbB. Sequence comparison of AlbA with other characterized NTR-like proteins shows that AlbA is most closely related to NTRs involved in FMN fragmentation, dehalogenation reactions, and FMN modification70–72.
The structure of AlbB presented here is the first experimentally determined structure of a CDOB protein. AlbB forms a dimeric 8-helix bundle with each monomer containing four α helices arranged in an anti-parallel orientation similar to four-helix bundle proteins (Fig. 2e-g and Supplementary Fig. 8a). The AlbB dimer is formed through extensive intermolecular interactions of 35 residues contained within helices α1, α2, and α4 in a knobs-into-holes packing scheme often found in four-helix bundle or coiled-coil proteins (Supplementary Fig. 8b). Helix α3 does not contribute to the dimeric interface, but instead contains 10 residues that form an intramolecular interface with 14 residues of helices α2 and α4 (Supplementary Fig. 8c).
Interactions mediating AlbAB filament formation
The filament surface of AlbAB is characterized by periodic alternating charges, with AlbA displaying mostly neutral or positively charged surface areas, and AlbB possessing a mostly negatively charged surface (Fig. 3a-c). Residues at the AlbA2-AlbB2 dimer interface continue this pattern, with AlbA contributing mostly neutral or positively charged interface residues (Fig. 3c,d), and AlbB displaying mostly negatively charged interface residues (Fig. 3b). The most significant inter-dimer interactions occur between helix α3 of AlbA and helices α1 and α2 of AlbB (Fig. 3d). FMN cofactors are located at the AlbAB interface. They are primarily bound by AlbA, however, a number of AlbB residues do also directly interact with FMN (Fig. 3e).
Fig. 3: Electrostatic interactions involved in filament assembly.
a, Surface representation of the AlbAB filament with electrostatic coulombic potential displayed. b, An AlbB2-AlbA2 tetramer is shown (top). Dimers pulled apart to highlight interaction surface (bottom). AlbB displays negative surface charges at the dimer-dimer interface (yellow outline). c, An AlbA2-AlbB2 tetramer is shown (top). Dimers pulled apart to highlight interaction surface (bottom). AlbA displays positive surface charges at the dimer-dimer interface (yellow outline). d, Dimer-dimer interface highlighting significant positive charge surrounding the FMN binding site. e, Residues R41 and M78 of AlbB are located at the dimer-dimer interface forming parts of the FMN binding site.
The interface residues surrounding FMN are highly conserved throughout CDOAs and CDOBs (Fig. 4a,b and Supplementary Fig. 9a,b). In total, 20 residues of AlbA and 19 residues of AlbB contribute significantly to the interface (Fig. 4c, and Supplementary Fig. 9a,b). Within AlbA, residues R28, S54, N55, S139 are among the most conserved at the interface, likely due to their proximity to the FMN cofactor. AlbB residues E33, P34, Y37, and R41 are also located at the interface surrounding FMN and are almost completely conserved among all CDOBs. Notably, AlbA residue S54 and AlbB residue Y37 are both highly conserved and form a hydrogen bond above the re face of the FMN isoalloxazine ring.
Fig. 4: Conservation analysis of the dimer-dimer interface in the AlbAB filament.
a, AlbAB filament in transparent surface representation. The dimer-dimer interfaces are shown as spheres colored according to sequence conservation. FMN is shown as well colored according to atom type. AlbA2 dimers are outlined in blue and AlbB2 dimers in black. b, Different perspectives of an AlbA2-AlbB2 tetramer highlighting amino acid conservation at the dimer-dimer interface and surrounding the FMN cofactor. c, Conservation scores calculated with ConSurf73–75 for the residues identified at the dimer-dimer interface. Only one AlbB subunit contributes to the interface while both AlbA subunits are involved. The residues of the AlbA subunit that carries the FMN cofactor at any given interface are highlighted (*).
FMN binding and active site organization
As noted above, the FMN binding site is located at the interface of the AlbA2 and AlbB2 dimers (Fig. 5a,b), with clearly visible cryo-EM density corresponding to an 8α-S-cysteinyl linkage between the side chain thiol of C115 of AlbA and the C8 carbon of FMN. AlbA represents the only reported instance of an NTR-like protein with a covalently rather than a non-covalently bound FMN cofactor, which may function to increase the midpoint reduction potential of FMN76. Sequence alignments with other NTRs and CDOA proteins highlight that only CDOAs found in CDPS-encoding gene clusters contain a conserved C115 residue (Supplementary Fig. 9a-c). We identified four other CDOAs encoded in Thermoprotea archaea that contain a histidine residue in place of the C115 found in AlbA, potentially suggesting a covalent 8α-N1-histidyl or 8α-N3-histidyl linkage. All other identified CDOA proteins lack appropriately positioned residues known to covalently bind FMN. The FMN cofactor is further stabilized by extensive interactions with both AlbA and AlbB. The positively charged AlbA residues R24, R28, and R175 are highly conserved and coordinate the phosphate group of the FMN ribityl chain (Fig. 5c and Supplementary Fig. 9b,c). R28 forms an additional hydrogen bond with the N1-C2=O2 position of FMN (Fig. 5c and Supplementary Fig. 9), an interaction which has been shown to increase the redox potential of FMN cofactors by stabilizing its reduced form (FMNH2)77. Further, the backbone amide nitrogen of the AlbA residue G138 forms a hydrogen bond with the N5 atom of FMN (Supplementary Fig. 9), a conserved and likely necessary interaction for FMN catalysis previously observed in FMN-dependent dehydrogenases77. The nearby AlbA residues C135, P136, and V137 interact with the si face of FMN and are conserved in CDOA systems (Supplementary Fig. 9b,c). Residue M78 of AlbB further contributes to stabilizing the FMN cofactor.
Fig. 5: Analysis of FMN binding and active site organization.
a, AlbAB filament in ribbon highlighting the FMN cofactors (yellow) located at AlbA2 (dark blue)-AlbB2 (light blue) interfaces. b, Ribbon representation showing an AlbA dimer interacting with two dimers of AlbB. The two interface FMN cofactors are shown (yellow). One AlbA α-helix containing C115 (αFMN) – the site of covalent FMN attachment – is outlined (yellow) c, FMN binding site showing covalent attachment to C115 via an 8α-S-cysteinyl linkage. The ribityl tail and isoalloxazine ring of FMN are further coordinated by multiple surrounding residues. d, The three openings or channels to the FMN-containing active site are shown. e, Surface representation colored by hydrophobicity of the FMN-containing active site. f, Residues from both chains of AlbA and a single chain of AlbB contribute towards forming the FMN-binding pocket and active site located at each dimer-dimer interface.
The active site surrounding the FMN cofactor is exposed to solvent through three channels (Fig. 5d,e). One channel is accessible from the surface facing the interior long axis of the filament and is filled by the ribityl tail of FMN. Another channel is accessible at the interface of the AlbA2 and AlbB2 dimers and exposes the re face of the isoalloxazine ring. A third smaller channel is accessible near the dimer-dimer interface facing the exterior of the filament and exposes the N5 of FMN to solvent. Without substrate bound, the active site above the re face of FMN has an approximate volume of 1,340 Å3 (Fig. 5e,f and Supplementary Fig. 10). The active site is capped by an interaction between the E2 extension of AlbA from residues T99 to I108 and residues 31–34 of AlbB. Residues within the E2 extension that are oriented toward the active site are not strongly conserved (Supplementary Fig. 5d). On the other hand, AlbB residues E33, P34, Y37, R41, M78, and G79 are strongly conserved and located near the active site, suggesting they may play a role in catalysis or in fine-tuning substrate positioning for catalysis.
The residues S54 of AlbA and Y37 of AlbB are located in hydrogen bonding distance of one another, directly above the FMN cofactor (re face) and are both highly conserved (Supplementary Fig. 10b). While the catalytic mechanism of AlbAB is currently unknown, an α-β bond in a cyclic dipeptide substrate must be oriented above the N5 nitrogen of FMN to allow for hydride transfer. This arrangement places Y37 or S54 in a likely orientation to function as a general base to carry out proton abstraction at the α or β position of the substrate, initiating α,β-dehydrogenation and hydride transfer to N5 of the FMN cofactor. The catalytic mechanism of few NTR-like dehydrogenases has been studied in detail. One example are thiazole/oxazole-modified microcin (TOMM) dehydrogenases that catalyze the formation of thiazoles and oxazoles during the biosynthesis of microcins and other peptide natural products78–80. A strongly conserved Lys-Tyr motif found at the tip of the central TOMM helix, was found to be important for catalysis, potentially acting as a general base to initiate dehydrogenation78–80. NTR-like dehydrogenase domains are also present in multi-domain non-ribosomal peptide synthetases (NRPSs), functioning as oxidation domains for the formation of thiazolines and thiazoles during the biosynthesis of bleomycin81,82, epothilone82,83, colibactin84, and indigioidine85, likely by utilizing a conserved catalytic tyrosine to facilitate catalysis. Further, the NRPS-associated NTR-like tailoring enzyme BmdC involved in thiazole formation during bacillamide synthesis also possesses a conserved active site tyrosine thought to function as a general base during catalysis86. Conserved catalytic tyrosines in TOMM dehydrogenases, NRPS oxidation domains, and NRPS-associated NTR-like dehydrogenases suggest that Y37 of AlbB may similarly play a role in AlbAB catalysis.
AlbAB filaments do not interact with AlbC or tRNA
Enzyme filaments can function as scaffolds to recruit other binding partners for various purposes including physical sequestration, modulation of activity, or improved multistep catalysis87. To investigate if AlbAB filaments might interact with AlbC or tRNA – both necessary for the first step of albonoursin biosynthesis that generates cyclo(l-Phe-l-Leu) – we carried out agarose gel shift experiments. Such a direct interaction could function to facilitate the transfer of cyclo(l-Phe-l-Leu) from the AlbC active site directly to the active site of AlbAB. Gel shift assays did not show any interaction between AlbAB filaments and AlbC and/or total E. coli tRNA while showing a clear interaction between AlbC and tRNA (Fig. 6a). Interactions between CDPSs like AlbC and tRNA are expected and have been reported previously34. Gel filtration experiments with combinations of AlbAB, AlbC, and tRNA further showed no interaction between AlbAB and AlbC and/or tRNA (Fig. 6b). Negative stain TEM analysis of AlbAB-containing fractions from gel filtration runs did not show any apparent difference compared to freshly purified AlbAB filaments, no protein or tRNA directly interacting with filaments could be observed (Fig. 6c).
Fig. 6: Investigating the interactions of AlbAB with AlbC and tRNA.
a, Agarose gel shift assays of AlbAB, AlbC, and E. coli total tRNA, as well as combinations thereof. Agarose gel stained for nucleic acids (GelCode Red) (left). The same agarose gel stained for protein (GelCode Blue). b, SDS-PAGE gel of concentrated size-exclusion chromatography void fractions of AlbAB, AlbC, and E. coli total tRNA, as well as combinations thereof. A Superdex 200 Increase column was used. AlbAB filaments exclusively elude in the void while neither AlbC nor E. coli total tRNA does. c, Negative stain TEM micrographs of the AlbAB-containing samples from part b. No samples demonstrate clear accessory binding of AlbC or tRNAs along AlbAB filaments.
Discussion
Our AlbAB filament structure represents the first structurally characterized member of the CDO family and is, to the best of our knowledge, the first enzyme filament in which filament formation is absolutely necessary for enzyme activity. While non-cytoskeletal filament-forming enzymes have been known for over 50 years, only recently have the molecular and physiological impacts of filament formation begun to be unraveled87. Filament-forming enzymes have been observed in bacteria and eukaryotes, including humans, and participate in diverse catabolic and anabolic pathways87–89. Filament formation can provide an additional layer of regulation, allowing the fine-tuning or spatial compartmentalization of enzyme activities within the cytosol87,89. Filament-forming enzymes generally possess a base level of catalytic activity in their non-filamentous forms, with filament formation resulting in increased or decreased activity due to induced conformational changes90. AlbAB represent the first example of an enzyme filament involved in secondary metabolism and natural product biosynthesis, highlighting the ubiquitous use of filament formation as a strategy to spatially and functionally organize enzymes inside cells.
Based on our conservation analysis of residues found at the AlbA2-AlbB2 interface (Fig. 4), we hypothesize that filament formation is likely a requirement for activity – and potentially even solubility – in other CDOs as well. The requirement for co-expression is further supported by the fact that all CDOA and CDOB proteins are encoded by often overlapping genes with strong gene synteny. High sequence conservation in the FMN-containing active site, which is formed by residues of both AlbA and AlbB and located at the dimer-dimer interface, further supports filament formation as a general requirement for CDO activity. The CDOA/B fusion proteins identified in our phylogenetic analysis (Fig. 1 and Supplementary Fig. 1) may represent an evolutionary solution to the need for CDOA and CDOB co-expression and -assembly by ensuring correct subunit stoichiometry and more efficient formation of active CDO complexes.
The substrates of CDPS-associated CDOs are most likely cyclic dipeptides and their derivatives containing a 2,5-DKP scaffold. A number of CDOs found in CDPS gene clusters have been characterized to date and they often display some degree of substrate promiscuity50,52,91. Usually, CDOs display a preference for cyclic dipeptides containing aromatic or aliphatic amino acids over those containing charged or hydrophilic ones. This is in good agreement with the presence of multiple hydrophobic pockets and surfaces within the AlbAB active site (Fig. 5). In NTR-like proteins, substrate specificity is often determined by extensions to the minimal NTR fold69. As CDOs do not exhibit any major extensions and are part of the minimal “hub” family of NTR-like proteins, binding specificity is likely determined by residues lining the active site at the dimer-dimer interface. Sequence conservation in the active site pocket declines with distance from the FMN cofactor (Supplementary Fig. 10c,d). High conservation of residues surrounding the FMN cofactor but not directly involved in FMN binding, may be responsible for the observed high specificity of CDPS-associated CDOs for the 2,5-DKP scaffold47. Decreased conservation of the mostly hydrophobic residues at the edges of the active site pocket, coupled with relatively large active site dimensions, may explain the ability of CDOs to accept a broad range of different cyclic dipeptide substrates.
We discovered that the majority of CDO-like proteins are found in non-CDPS-associated gene clusters (Fig. 1 and Supplementary Fig. 1). Given the prevalence of predicted hydantoin-and allantoin-modifying enzymes in these gene clusters, these novel CDO-like enzymes may utilize substrates structurally related to allantoins or hydantoins which contain a 2,4-imidazolidinedione scaffold, structurally reminiscent of the 2,5-DKP backbone found in cyclic dipeptides. As hydantoins and allantoins are known intermediates in purine metabolism, non-CDPS-associated CDO-like enzymes could participate in nucleobase-related metabolic pathways53,54. Another possibility is that newly identified CDO-like enzymes are involved in the biosynthesis of so far unknown secondary metabolites containing hydantoin- or allantoin-related functional groups55. We cannot exclude the possibility that non-CDPS-associated CDO-like enzymes do not function as oxidases. They may instead function in an oxygen-independent fashion like TOMM dehydrogenases80. This hypothesis is supported by the fact that many of these systems are found in anaerobic bacteria and archaea, making it unlikely that molecular oxygen will be used as the terminal electron acceptor as seen in oxidase enzymes. This observation may explain why only CDPS-associated CDOs – all identified in aerobic bacteria – seem to contain covalently bound FMN cofactors. Covalent attachment of FMN is strongly correlated with an increased midpoint reduction potential, which often leaves molecular oxygen as the only possible terminal electron acceptor76. As such, most characterized flavoenzymes with covalently-bound FMN or FAD cofactors function as oxidases while those with non-covalently bound flavins generally function as NAD(P)H-dependent dehydrogenases or reductases76.
The results presented here provide novel molecular level details on CDO structure and expand the likely functions of CDO-like enzymes beyond CDPS-dependent cyclic dipeptide biosynthesis. Our AlbAB structure represents a novel addition to the relatively limited number of filamentous enzymes and further underscores the prevalence of filament formation as an organizational strategy. Our structure will facilitate future mechanistic investigations into CDO function and provide useful molecular level detail for utilizing CDOs as enzyme catalysts in biocatalysis and chemoenzymatic synthesis.
Experimental methods
Bioinformatic and computational analysis
Sequences for CDOA and CDOB were obtained using the Enzyme Function Initiative Enzyme Similarity tool (EFI-EST)92,93 to generate an initial sequence similarity network (SSN) of only non-fragmented CDOB proteins from the UniProtKB94 database in the Pfam56 family PF19585. This search retrieved 304 accessions corresponding to CDOB proteins. These accessions were then used as an input for the Enzyme Function Initiative Genome Neighborhood Tool92,93, which was used to retrieve the accessions for CDOA, CDPS, and other proteins encoded in CDO operons. Genomes which did not contain both a complete CDOA and CDOB sequence were removed from the dataset, resulting in a final dataset containing 274 operons (Supplementary Data 1).
EFI-EST was used to generate an SSN of CDOAB systems by concatenating the CDOA and CDOB proteins found in each operon. CDOAB fusion proteins were not concatenated and were included in the dataset without any modification. Cytoscape v3.10.0 was used to remove edges with less than 46% sequence identity, and the SSN was visualized and annotated using the yFiles Organic Layout application in Cytoscape.
To generate a phylogenetic tree of all identified CDOs, the concatenated sequences from the SSN were first aligned using MAFFT v795 (MAFFT.cbrc.jp) with default parameters. The sequence alignment was then assembled into a phylogenetic tree by forwarding to the Phylogeny tool on the MAFFT online server with the following parameters: 274 sequences, 667 total sites, 97 gap-free sites, 34 conserved sites, NJ model (all of gap-free sites), JTT substitution model, ignore heterogeneity among sites (α=∞), bootstrap resampling = 1000. The phylogenetic tree was then visualized as a radial tree, ignoring branch lengths, and annotated using iTOL v696.
To generate the phylogenetic tree of all NTRs, MAFFT v7 was used to align AlbA and 54 other NTR protein sequences obtained from the PDB that encompassed various NTR families. The multiple sequence alignment (MSA) was then assembled into a phylogenetic tree by forwarding to the Phylogeny tool on the MAFFT online server with the following parameters: 55 sequences, 854 total sites, 97 gap-free sites, 5 conserved sites, NJ model (all of gap-free sites), JTT substitution model, ignore heterogeneity among sites (α=∞), bootstrap resampling = 1000. The phylogenetic tree was then visualized as a radial tree, ignoring branch lengths, and annotated using iTOL v6.
Conservation analysis was performed via ConSurf73–75 using the AlbAB model as an input against MSAs of only CDPS-associated CDOs, all identified CDOs, and a curated list of NTR with available structural information.
Molecular cloning
Genes encoding AlbAB and AlbC were ordered as gBlocks from Integrated DNA Technologies (IDT) (Supplementary Table 2). A Streptomyces coelicolor overexpression plasmid containing AlbAB was constructed via Gibson assembly by mixing the AlbAB-encoding gBlock and a pGM1190 vector digested with NdeI and BamHI restriction enzymes with Gibson assembly master mix (NEB) for 20 minutes at 50°C. N-terminally His-tagged AlbB and AlbC plasmids, containing tobacco etch virus (TEV) cleavage sites to remove the tag, were constructed by PCR amplifying the respective genes from the AlbAB-encoding pGM1190 vector for AlbB, or from a gBlock obtained from IDT for AlbC, followed by Gibson assembly with a pETDuet-1 vector utilizing multiple cloning site 2. Assembled plasmids were then transferred into electrocompetent E. coli BL21 (DE3) cells via electroporation. Plasmids were confirmed by Sangar sequencing (Eurofins). All PCR steps were carried out using Q5 DNA polymerase (NEB).
Protein expression
Plasmid conjugation and protein expression in S. coelicolor was performed as described previously97. Briefly, the modified pGM1190 vector encoding AlbAB was introduced into E. coli ET12567/pUZ8002 cells via transformation by heat shock and maintained on LB agar plates containing 50 μg/mL apramycin, 30 μg/mL chloramphenicol, and 50 μg/mL kanamycin. Plasmid-containing colonies were used to inoculate 20 mL cultures of LB medium containing the same antibiotics, which were grown overnight at 37°C with shaking at 200 rpm. Cells were harvested by centrifugation at 3,800 x g, washed twice in sterile LB to remove antibiotics, and suspended in 2 mL of LB. 200 μL of the plasmid-containing E. coli ET12567/pUZ8002 cells were mixed with 500 μL of freshly prepared S. coelicolor spore stock contained in GYM media, plated on MS-agar containing 10 mM MgCl2, and incubated overnight at 30°C. After 18 hours of incubation, plates were overlayed with 1 mg apramycin and 1 mg of nalidixic acid and incubated at 30°C for 3–5 days until spores were visible. To further select for plasmid-containing S. coelicolor colonies, spores were picked and struck out on an additional plate of MS-agar containing 50 μg/mL of apramycin and incubated a further 3–5 days until colonies became visible. A single positive colony from this plate was then picked and spread on an additional MS-agar plate, incubated at 30°C for 3–5 days. The spores were scraped from the plate and used to inoculate cultures of 500 mL of YEME media containing 50 μg/mL of apramycin in a 2 L baffled flask containing glass beads for enhanced aeration and prevention of mycelium formation, which were incubated at 30°C with shaking at 200 rpm for 24–36 hours until OD600 reached between 0.4 and 0.8. 20 μg/mL of thiostrepton was added upon reaching the desired optical density, and cultures were further shaken for 72 hours at 30°C to allow protein overexpression. Cells were then harvested via centrifugation at 8,000 x g and stored at −20°C.
His-tagged AlbB and AlbC encoding plasmids were inserted into E. coli BL21 cells by transformation via electroporation and plated on LB agar plates containing 100 μg/mL of ampicillin. A single colony of each construct was used to inoculate respective 10 mL cultures of LB containing 100 μg/mL ampicillin and the cultures were grown overnight with shaking at 200 rpm at 37°C. These cultures were then used to inoculate 500 mL cultures of LB containing 50 μg/mL ampicillin, which were grown in 2 L baffled flasks at 37°C with shaking until they reached an optical density between 0.5 and 0.8, and subsequently induced with addition of 0.5 mM IPTG. Proteins were expressed with shaking at 18°C for 18 hours, harvested via centrifugation at 8000 x g, and the cell pellets stored at −20°C.
Protein purification
AlbAB filaments were purified by resuspending 1.5 g of a S. coelicolor frozen cell pellet in 7.5 mL of Buffer A, containing 150 mM NaCl, 20 mM Tris at pH 7.5. 1 mg/mL lysozyme, 1 μL of benzonase, and a protease inhibitor cocktail with a 1x concentration of 10 μM leupeptin, 14 μM E-64, 0.4 μM aprotinin, 0.4 mM AEBSF, 114 μM bestatin were added to Buffer A prior to lysis. The resuspended cells were lysed by sonication at 96 W for a total time of 3 min on ice using a Model 120 Sonic Dismembrator from Fisher Scientific, Inc. (USA). The lysate was then clarified by centrifugation at 21,000 x g for 10 min. Ammonium sulfate was added to the clarified supernatant to 30% saturation and incubated with gentle rocking at 4°C for approximately 45 min, after which the sample was clarified by centrifugation at 10,000 x g for 10 min. The AlbAB-containing pellet was resuspended in 2 mL of Buffer A and heated to 50°C for 20 min, followed by centrifugation at 10,000 x g for 10 min, which resulted in a yellow-orange pellet containing AlbAB along with denatured proteins. The pellet was washed three times by resuspending the pellet in 500 μL of Buffer A followed by centrifugation at 5,000 x G for 10 min. The second and third washes were pooled together, concentrated to 0.5 mL in an Amicon Ultra-15 centrifugal filter with a 100 kDa cutoff, and run over a Superose 6 Increase 10/300 column using Buffer A (150 mM NaCl, 20 mM Tris pH 7.5) as the running buffer for further purification. AlbAB-containing fractions were pooled, concentrated to 2.4 mg/mL, frozen in liquid nitrogen, and stored at −80°C.
His-tagged AlbB and AlbC proteins were purified by lysing cell pellets in Buffer B containing 300 mM sodium chloride, 20 mM Tris pH 7.5, and 20 mM imidazole. 10 μM leupeptin, 14 μM E-64, 0.4 μM aprotinin, 0.4 mM AEBSF, 114 μM bestatin, and 0.5 mg/mL lysozyme were added prior to lysis. The cells were sonicated at 96 W for a total time of 3 minutes on ice. The lysates were clarified by centrifugation at 21,000 x g for 10 min and immediately loaded onto a His-Trap FF affinity purification column. The column was washed with 10 column volumes of buffer B, followed by 5 column volumes of buffer B containing 40 mM imidazole. Proteins were eluted with 5 column volumes of Buffer B containing 250 mM imidazole. 2 mg of TEV protease and 0.3 mM TCEP were added to the purified protein samples, and the proteins were dialyzed against 1 L of 100 mM NaCl, 20 mM Tris pH 7.5, 0.3 mM TCEP at 4 °C for 18 hours with spinning. Following dialysis, the protein samples were spun for 10 minutes at 10,000 x g to remove any denatured protein. The clarified protein samples were then flowed over another His-Trap FF affinity purification column to remove any remaining His-tagged protein. The columns were washed 5 column volumes of Buffer B containing 40 mM imidazole. The flowthrough and wash samples were pooled, concentrated and desalted into 150 mM sodium chloride, 20 mM Tris pH 7.5 using Amicon Ultra-15 centrifugal filters with a 3 kDa MW cutoff for AlbB, or a 10 kDa MW cutoff for AlbC. The concentrated proteins were then immediately drop frozen in liquid nitrogen and stored at −80°C.
Sample preparation and cryo-EM data collection
Grids of AlbAB were prepared by applying 3.5 μL of freshly prepared protein at concentration of 0.75 mg/mL to glow-discharged Quantifoil R2/1, 200 mesh copper holey carbon grids (EMS, CAT: Q225CR1). The grids were then frozen by plunging into liquid ethane using an FEI Vitrobot Mark IV with the following parameters: temperature 22°C, humidity 100%, blot force 5, blot time 2 seconds. The grids were clipped and stored in liquid nitrogen until data collection.
Data was collected using a ThermoFisher Krios G4I cryo-transmission electron microscope operating at 300 kV and equipped with a Gatan K3 Direct Detector housed at the University of Michigan Life Sciences Institute. SerialEM was used to select targets and acquire movies with the following settings: defocus range −1 to −2.5 μm, dose 50.1 e-/Å2, magnification 105,000x, exposure time 2.03 s with 40.6 ms per frame. 3,015 movies were collected in total from a single grid.
Cyro-EM data processing and model building
All data processing was carried out using CryoSPARC v4.2.198. 3,015 movies were motion corrected using Patch Motion Correction, followed by CTF estimation using Patch CTF Estimation. Movies with CTF fits worse than 5 Å were removed from the dataset, resulting in 2,842 movies. 834 particles were picked manually and used to generate initial templates via 2D classification. Particles were then picked from all movies by using Template Picker with a particle size of 100 Å, resulting in 1,202,923 particles which were extracted with a box size of 360 pixels. The selected particles were then sorted using two rounds of 2D classification with 100 classes. Good classes were selected, resulting in 795,765 particles, which were then used as input for a Helix Refine job with estimated helical twist of 118° and estimated helical rise of 44 Å, resulting in a map with a global resolution of 3.14 Å. The map was then used as an input for a C1 Local Refinement job using a mask that included a dimer of AlbA and two surrounding dimers of AlbB, which yielded an improved map with a global resolution of 2.78 Å.
An initial model containing two dimers of AlbB and one dimer of AlbA was generated using AlphaFold2 with MMseqs2 on ColabFold v1.5.2. The starting model was docked into the map generated by Local Refinement and was refined iteratively by alternate rounds of real-space refinement using Phenix v1.20.1–4487 and manual refinement in Coot v0.9.8.1. During refinement, the model was further reduced to include only a dimer of AlbA and a dimer of AlbB to better represent the biologically-relevant asymmetric unit of the filament.
Filament stability assays
To investigate the stability of AlbAB filaments under various pH and salt conditions, purified AlbAB filaments were diluted to 0.2 mg/mL in Buffer A, spun for 10 min at 10,000 x g and 4°C. Then, 40 μL of AlbAB sample was dialyzed for 18 h against 50 mL of either of the following buffers: 0 mM NaCl, 20 mM Tris pH 7.5; 25 mM NaCl, 20 mM Tris pH 7.5; 150 mM NaCl, 20 mM Tris pH 7.5; 1 M NaCl, 20 mM Tris pH 7.5; 150 mM NaCl, 20 mM sodium citrate pH 4.1; 150 mM NaCl, Bis-Tris pH 5.5; or 150 mM NaCl, 20 mM Tris pH 8.5. Following dialysis, the protein samples were diluted to 0.05 mg/mL in their respective dialysis buffers and 3.5 μL of the protein samples were applied to freshly glow-discharged formvar-reinforced carbon grids (EMS: FCF-200-AU-EC), washed with water, and stained by application of 5 μL of 0.2% uranyl formate. Micrographs were collected using an FEI Morgagni transmission electron microscope operating at 100 kV equipped with a Gatan Orius SC200 CCD detector housed at the University of Michigan Life Sciences Institute.
SDS-PAGE analysis of protein samples
Protein samples for SDS-PAGE analysis were pepared by mixing with Invitrogen NuPAGE LDS Sample Buffer (4x) (Invitrogen, NP0007) containing 350 mM 2-mercaptoethanol and heat-denaturing for 2 minutes at 95°C. The protein samples were then run on NuPAGE 4–12% Bis-Tris gels (Invitrogen, NP0323BOX) using Novex NuPAGE MES SDS running buffer at 200 V for 35 min. Gels were stained using ReadyBlue protein gel stain (Sigma-Aldrich, RSB-1L) followed by de-staining with water. Gels were imaged using a Bio-Rad Chemidoc Imaging station.
Dynamic light scattering (DLS) analysis
DLS measurements were carried out using an Unchained Labs (USA) Uncle instrument at 25°C. Purified samples of AlbAB and AlbB were diluted to 0.1 mg/mL and 1 mg/mL, respectively in 150 mM NaCl, 20 mM Tris pH 7.5. Samples were centrifuged at 5,000 x g for 10 min at 4°C immediately prior to DLS measurements.
Enzyme assays
Assays were performed following Gondry et al 99. Briefly, 100 μL assay mixtures containing 0.25 μM purified AlbAB, 100 mM Tris pH 8.0, 1 mM 4-hydroxyphenylacetic acid, 0.1 U horseradish peroxidase, and varying concentrations of cyclo(l-Phe-l-Leu) (Chem-Impex International, Inc. Cat# 11054) were prepared in black 96-well plates (Corning Ref: 3650). Enzymatic reactions were initiated by the addition of cyclo(l-Phe-l-Leu). Production of H2O2 was measured using a Synergy H1 plate reader by monitoring the oxidation of 4-hydroxyphenlyacetic acid into the fluorescent product 6,6’-dihydroxy-(1,1’-biphenyl)-3,3’-diacetic acid (λex=318 nm, λem=405 nm), with an increase of fluorescence emission at 405 nm directly relating to the increase in H2O2 concentration. Reactions were monitored for 30 min at 30°C with shaking between measurements that were taken every 12 seconds in sweep mode. Fluorescence intensities were fit to a standard curve of known concentrations of H2O2 to quantify the extent of oxidation. GraphPad Prism v9 was used to calculate velocities by linear regression during the first 90 seconds of the reaction, followed by fitting the velocities to a Michaelis-Menton model to derive the kinetic parameters.
AlbAB, AlbC, and tRNA interaction experiments
AlbAB interactions with AlbC and tRNA were first tested by adding mixed samples to NativePAGE loading dye followed by loading onto a 1.5% agarose gel prepared with fresh 1x TAE buffer. The agarose gel was run for 50 min at 90 V and 4°C. tRNA was visualized by staining the gel for 30 min at room temperature with a 1x mixture of GelCode Red. Protein was subsequently visualized by staining with GelCode Blue stain for 18 h and then de-staining with water for an additional 18 h.
To further test whether AlbAB interacts with AlbC or tRNA, mixed samples were prepared containing 10 μM of all components. Mixed samples were then subjected to size-exclusion chromatography using a Superdex S-200 column. AlbAB was found in the void fractions and as such, the void fractions were collected from each run and concentrated to 50 μL. 7.5 μL of each concentrated sample were then analyzed by SDS-PAGE using NuPAGE 4–12% Bis-Tris gels. AlbAB containing samples were then diluted to 0.05 mg/mL and visualized by negative stain TEM.
Supplementary Material
Supplementary Data 1: A list of all CDOA, CDOB, and CDPS proteins identified in this study.
Supplementary Data 2: Sequence alignment of concatenated CDOA and CDOB proteins that was used for phylogenetic analysis.
Supplementary Data 3: An annotated sequence similarity network of all identified CDOs.
Supplementary Data 4: Sequence alignment used to generate the phylogenetic tree of NTRs.
Supplementary Data 5: Sequence alignments and ConSurf score table for AlbA.
Supplementary Data 6: Sequence alignments and ConSurf score table for AlbB.
Acknowledgements
We acknowledge funding from the NIH (R35GM133325). Research reported in this work was supported by the University of Michigan Cryo-EM Facility (U-M Cryo-EM). U-M Cryo-EM is grateful for support from the U-M Life Sciences Institute and the U-M Biosciences Initiative. Molecular graphics and analyses were performed using UCSF ChimeraX developed by the Resource for Biocomputing, Visualization, and Informatics at the University of California, San Francisco, with support from the National Institutes of Health R01GM129325 and the Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases.
Footnotes
Data availability
The cryo-EM map and structural model of AlbAB have been deposited and are publicly available in the Electron Microscopy Data Bank (EMDB-42114) and Protein Data Bank (PDB ID: 8UC3). Sequence similarity networks and sequence alignments are supplied as supplementary data.
References
- 1.Apostolopoulos V. et al. A Global Review on Short Peptides: Frontiers and Perspectives. Molecules 26 (2021). 10.3390/molecules26020430 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Borthwick A. D. 2,5-Diketopiperazines: synthesis, reactions, medicinal chemistry, and bioactive natural products. Chem Rev 112, 3641–3716 (2012). 10.1021/cr200398y [DOI] [PubMed] [Google Scholar]
- 3.Song Z., Hou Y., Yang Q., Li X. & Wu S. Structures and Biological Activities of Diketopiperazines from Marine Organisms: A Review. Mar Drugs 19 (2021). 10.3390/md19080403 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Mishra A. K., Choi J., Choi S. J. & Baek K. H. Cyclodipeptides: An Overview of Their Biosynthesis and Biological Activity. Molecules 22 (2017). 10.3390/molecules22101796 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Ding Z. et al. Structure-based design and synthesis of novel furan-diketopiperazine-type derivatives as potent microtubule inhibitors for treating cancer. Bioorg Med Chem 28, 115435 (2020). 10.1016/j.bmc.2020.115435 [DOI] [PubMed] [Google Scholar]
- 6.Kohn H. & Widger W. The molecular basis for the mode of action of bicyclomycin. Curr Drug Targets Infect Disord 5, 273–295 (2005). 10.2174/1568005054880136 [DOI] [PubMed] [Google Scholar]
- 7.Musetti R. et al. Antifungal activity of diketopiperazines extracted from Alternaria alternata against Plasmopara viticola: an ultrastructural study. Micron 38, 643–650 (2007). 10.1016/j.micron.2006.09.001 [DOI] [PubMed] [Google Scholar]
- 8.Strom K., Sjogren J., Broberg A. & Schnurer J. Lactobacillus plantarum MiLAB 393 produces the antifungal cyclic dipeptides cyclo(L-Phe-L-Pro) and cyclo(L-Phe-trans-4-OH-L-Pro) and 3-phenyllactic acid. Appl Environ Microbiol 68, 4322–4327 (2002). 10.1128/AEM.68.9.4322-4327.2002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Turkez H. et al. Histidyl-Proline Diketopiperazine Isomers as Multipotent Anti-Alzheimer Drug Candidates. Biomolecules 10 (2020). 10.3390/biom10050737 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Coward R. M. & Carson C. C. Tadalafil in the treatment of erectile dysfunction. Ther Clin Risk Manag 4, 1315–1330 (2008). 10.2147/tcrm.s3336 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Li S. M. Prenylated indole derivatives from fungi: structure diversity, biological activities, biosynthesis and chemoenzymatic synthesis. Nat Prod Rep 27, 57–78 (2010). 10.1039/b909987p [DOI] [PubMed] [Google Scholar]
- 12.Bofinger M. R., de Sousa L. S., Fontes J. E. N. & Marsaioli A. J. Diketopiperazines as Cross-Communication Quorum-Sensing Signals between Cronobacter sakazakii and Bacillus cereus. ACS Omega 2, 1003–1008 (2017). 10.1021/acsomega.6b00513 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Sun S. J. et al. Cyclic Dipeptides Mediating Quorum Sensing and Their Biological Effects in Hypsizygus Marmoreus. Biomolecules 10 (2020). 10.3390/biom10020298 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Huang T., Duan Y., Zou Y., Deng Z. & Lin S. NRPS Protein MarQ Catalyzes Flexible Adenylation and Specific S-Methylation. ACS Chem Biol 13, 2387–2391 (2018). 10.1021/acschembio.8b00364 [DOI] [PubMed] [Google Scholar]
- 15.Lazos O. et al. Biosynthesis of the putative siderophore erythrochelin requires unprecedented crosstalk between separate nonribosomal peptide gene clusters. Chem Biol 17, 160–173 (2010). 10.1016/j.chembiol.2010.01.011 [DOI] [PubMed] [Google Scholar]
- 16.Walsh C. T. Insights into the chemical logic and enzymatic machinery of NRPS assembly lines. Nat Prod Rep 33, 127–135 (2016). 10.1039/c5np00035a [DOI] [PubMed] [Google Scholar]
- 17.Walsh C. T. & Moore B. S. Enzymatic Cascade Reactions in Biosynthesis. Angew Chem Int Ed Engl 58, 6846–6879 (2019). 10.1002/anie.201807844 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Schultz A. W. et al. Biosynthesis and structures of cyclomarins and cyclomarazines, prenylated cyclic peptides of marine actinobacterial origin. J Am Chem Soc 130, 4507–4516 (2008). 10.1021/ja711188x [DOI] [PubMed] [Google Scholar]
- 19.Loria R. et al. Thaxtomin biosynthesis: the path to plant pathogenicity in the genus Streptomyces. Antonie Van Leeuwenhoek 94, 3–10 (2008). 10.1007/s10482-008-9240-4 [DOI] [PubMed] [Google Scholar]
- 20.Marion A. et al. Gliotoxin Biosynthesis: Structure, Mechanism, and Metal Promiscuity of Carboxypeptidase GliJ. ACS Chem Biol 12, 1874–1882 (2017). 10.1021/acschembio.6b00847 [DOI] [PubMed] [Google Scholar]
- 21.Gu B., He S., Yan X. & Zhang L. Tentative biosynthetic pathways of some microbial diketopiperazines. Appl Microbiol Biotechnol 97, 8439–8453 (2013). 10.1007/s00253-013-5175-4 [DOI] [PubMed] [Google Scholar]
- 22.Gondry M. et al. A Comprehensive Overview of the Cyclodipeptide Synthase Family Enriched with the Characterization of 32 New Enzymes. Front Microbiol 9, 46 (2018). 10.3389/fmicb.2018.00046 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Giessen T. W. & Marahiel M. A. The tRNA-dependent biosynthesis of modified cyclic dipeptides. Int J Mol Sci 15, 14610–14631 (2014). 10.3390/ijms150814610 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Belin P. et al. The nonribosomal synthesis of diketopiperazines in tRNA-dependent cyclodipeptide synthase pathways. Nat Prod Rep 29, 961–979 (2012). 10.1039/c2np20010d [DOI] [PubMed] [Google Scholar]
- 25.Borgman P., Lopez R. D. & Lane A. L. The expanding spectrum of diketopiperazine natural product biosynthetic pathways containing cyclodipeptide synthases. Org Biomol Chem 17, 2305–2314 (2019). 10.1039/c8ob03063d [DOI] [PubMed] [Google Scholar]
- 26.Jacques I. B. et al. Analysis of 51 cyclodipeptide synthases reveals the basis for substrate specificity. Nat Chem Biol 11, 721–727 (2015). 10.1038/nchembio.1868 [DOI] [PubMed] [Google Scholar]
- 27.Moutiez M. et al. Unravelling the mechanism of non-ribosomal peptide synthesis by cyclodipeptide synthases. Nat Commun 5, 5141 (2014). 10.1038/ncomms6141 [DOI] [PubMed] [Google Scholar]
- 28.Sauguet L. et al. Cyclodipeptide synthases, a family of class-I aminoacyl-tRNA synthetase-like enzymes involved in non-ribosomal peptide synthesis. Nucleic Acids Res 39, 4475–4489 (2011). 10.1093/nar/gkr027 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Yee D. A. et al. Genome mining for unknown-unknown natural products. Nat Chem Biol 19, 633–640 (2023). 10.1038/s41589-022-01246-6 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Moutiez M., Belin P. & Gondry M. Aminoacyl-tRNA-Utilizing Enzymes in Natural Product Biosynthesis. Chem Rev 117, 5578–5618 (2017). 10.1021/acs.chemrev.6b00523 [DOI] [PubMed] [Google Scholar]
- 31.Gondry M. et al. Cyclodipeptide synthases are a family of tRNA-dependent peptide bond-forming enzymes. Nat Chem Biol 5, 414–420 (2009). 10.1038/nchembio.175 [DOI] [PubMed] [Google Scholar]
- 32.Seguin J. et al. Nonribosomal peptide synthesis in animals: the cyclodipeptide synthase of Nematostella. Chem Biol 18, 1362–1368 (2011). 10.1016/j.chembiol.2011.09.010 [DOI] [PubMed] [Google Scholar]
- 33.Canu N. et al. Flexizyme-aminoacylated shortened tRNAs demonstrate that only the aminoacylated acceptor arms of the two tRNA substrates are required for cyclodipeptide synthase activity. Nucleic Acids Res 48, 11615–11625 (2020). 10.1093/nar/gkaa903 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Bourgeois G. et al. Structural basis of the interaction between cyclodipeptide synthases and aminoacylated tRNA substrates. RNA 26, 1589–1602 (2020). 10.1261/rna.075184.120 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Moutiez M. et al. Specificity determinants for the two tRNA substrates of the cyclodipeptide synthase AlbC from Streptomyces noursei. Nucleic Acids Res 42, 7247–7258 (2014). 10.1093/nar/gku348 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Yao T. et al. Genome mining of cyclodipeptide synthases unravels unusual tRNA-dependent diketopiperazine-terpene biosynthetic machinery. Nat Commun 9, 4091 (2018). 10.1038/s41467-018-06411-x [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Giessen T. W., von Tesmar A. M. & Marahiel M. A. A tRNA-dependent two-enzyme pathway for the generation of singly and doubly methylated ditryptophan 2,5-diketopiperazines. Biochemistry 52, 4274–4283 (2013). 10.1021/bi4004827 [DOI] [PubMed] [Google Scholar]
- 38.Giessen T. W., von Tesmar A. M. & Marahiel M. A. Insights into the generation of structural diversity in a tRNA-dependent pathway for highly modified bioactive cyclic dipeptides. Chem Biol 20, 828–838 (2013). 10.1016/j.chembiol.2013.04.017 [DOI] [PubMed] [Google Scholar]
- 39.Harken L. & Li S. M. Modifications of diketopiperazines assembled by cyclodipeptide synthases with cytochrome P(450) enzymes. Appl Microbiol Biotechnol 105, 2277–2285 (2021). 10.1007/s00253-021-11178-1 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Meng S. et al. A Six-Oxidase Cascade for Tandem C-H Bond Activation Revealed by Reconstitution of Bicyclomycin Biosynthesis. Angew Chem Int Ed Engl 57, 719–723 (2018). 10.1002/anie.201710529 [DOI] [PubMed] [Google Scholar]
- 41.Zhang Y. et al. Deciphering a Cyclodipeptide Synthase Pathway Encoding Prenylated Indole Alkaloids in Streptomyces leeuwenhoekii. Appl Environ Microbiol 87 (2021). 10.1128/AEM.02525-20 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Liu J., Yang Y., Harken L. & Li S. M. Elucidation of the Streptoazine Biosynthetic Pathway in Streptomyces aurantiacus Reveals the Presence of a Promiscuous Prenyltransferase/Cyclase. J Nat Prod 84, 3100–3109 (2021). 10.1021/acs.jnatprod.1c00844 [DOI] [PubMed] [Google Scholar]
- 43.Stierle S. A., Harken L. & Li S. M. Production of Diketopiperazine Derivatives by Pathway Engineering with Different Cyclodipeptide Synthases from Various Streptomyces Strains. ACS Synth Biol (2023). 10.1021/acssynbio.3c00115 [DOI] [PubMed] [Google Scholar]
- 44.Li W., Coby L., Zhou J. & Li S. M. Diprenylated cyclodipeptide production by changing the prenylation sequence of the nature’s synthetic machinery. Appl Microbiol Biotechnol 107, 261–271 (2023). 10.1007/s00253-022-12303-4 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Canu N., Moutiez M., Belin P. & Gondry M. Cyclodipeptide synthases: a promising biotechnological tool for the synthesis of diverse 2,5-diketopiperazines. Nat Prod Rep 37, 312–321 (2020). 10.1039/c9np00036d [DOI] [PubMed] [Google Scholar]
- 46.Le Chevalier F. et al. In vivo characterization of the activities of novel cyclodipeptide oxidases: new tools for increasing chemical diversity of bioproduced 2,5-diketopiperazines in Escherichia coli. Microb Cell Fact 19, 178 (2020). 10.1186/s12934-020-01432-y [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47.Mikulski L., Schafer J., Brockmeyer K., Kraut R. & Li S. M. Comparative studies on similarities and differences of cyclodipeptide oxidases for installation of C-C double bonds at the diketopiperazine ring. Appl Microbiol Biotechnol 104, 2523–2536 (2020). 10.1007/s00253-020-10392-7 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Liu J., Xie X. & Li S. M. Guanitrypmycin Biosynthetic Pathways Imply Cytochrome P450 Mediated Regio- and Stereospecific Guaninyl-Transfer Reactions. Angew Chem Int Ed Engl 58, 11534–11540 (2019). 10.1002/anie.201906891 [DOI] [PubMed] [Google Scholar]
- 49.Shi J. et al. Genome Mining and Enzymatic Total Biosynthesis of Purincyclamide. Org Lett 21, 6825–6829 (2019). 10.1021/acs.orglett.9b02461 [DOI] [PubMed] [Google Scholar]
- 50.Gondry M. et al. Cyclic dipeptide oxidase from Streptomyces noursei. Isolation, purification and partial characterization of a novel, amino acyl alpha,beta-dehydrogenase. Eur J Biochem 268, 1712–1721 (2001). 10.1046/j.1432-1033.2001.02038.x [DOI] [PubMed] [Google Scholar]
- 51.Lautru S., Gondry M., Genet R. & Pernodet J. L. The albonoursin gene Cluster of S noursei biosynthesis of diketopiperazine metabolites independent of nonribosomal peptide synthetases. Chem Biol 9, 1355–1364 (2002). 10.1016/s1074-5521(02)00285-5 [DOI] [PubMed] [Google Scholar]
- 52.Le Chevalier F. et al. In vivo characterization of the activities of novel cyclodipeptide oxidases: new tools for increasing chemical diversity of bioproduced 2,5-diketopiperazines in Escherichia coli. Microbial Cell Factories 19, 178 (2020). 10.1186/s12934-020-01432-y [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Schultz A. C., Nygaard P. & Saxild H. H. Functional analysis of 14 genes that constitute the purine catabolic pathway in Bacillus subtilis and evidence for a novel regulon controlled by the PucR transcription activator. J Bacteriol 183, 3293–3302 (2001). 10.1128/JB.183.11.3293-3302.2001 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Fujiwara S. & Noguchi T. Degradation of purines: only ureidoglycollate lyase out of four allantoin-degrading enzymes is present in mammals. Biochem J 312 (Pt 1), 315–318 (1995). 10.1042/bj3120315 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 55.Youssef D. T., Shaala L. A. & Alshali K. Z. Bioactive Hydantoin Alkaloids from the Red Sea Marine Sponge Hemimycale arabica. Mar Drugs 13, 6609–6619 (2015). 10.3390/md13116609 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 56.Mistry J. et al. Pfam: The protein families database in 2021. Nucleic Acids Res 49, D412–D419 (2021). 10.1093/nar/gkaa913 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Paysan-Lafosse T. et al. InterPro in 2022. Nucleic Acids Research 51, D418–D427 (2022). 10.1093/nar/gkac993 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.DeFeyter R. C., Davidson B. E. & Pittard J. Nucleotide sequence of the transcription unit containing the aroL and aroM genes from Escherichia coli K-12. Journal of Bacteriology 165, 233–239 (1986). 10.1128/jb.165.1.233-239.1986 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.van Kempen M. et al. Fast and accurate protein structure search with Foldseek. Nature Biotechnology (2023). 10.1038/s41587-023-01773-0 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Abouhamad W. N. & Manson M. D. The dipeptide permease of Escherichia coli closely resembles other bacterial transport systems and shows growth-phase-dependent expression. Molecular Microbiology 14, 1077–1092 (1994). 10.1111/j.1365-2958.1994.tb01340.x [DOI] [PubMed] [Google Scholar]
- 61.Detmers F. J. M., Lanfermeijer F. C. & Poolman B. Peptides and ATP binding cassette peptide transporters. Research in Microbiology 152, 245–258 (2001). 10.1016/S0923-2508(01)01196-2 [DOI] [PubMed] [Google Scholar]
- 62.Lessard I. A. et al. Homologs of the vancomycin resistance D-Ala-D-Ala dipeptidase VanX in Streptomyces toyocaensis, Escherichia coli and Synechocystis: attributes of catalytic efficiency, stereoselectivity and regulation with implications for function. Chem Biol 5, 489–504 (1998). 10.1016/s1074-5521(98)90005-9 [DOI] [PubMed] [Google Scholar]
- 63.Lubkowitz M. A., Hauser L., Breslav M., Naider F. & Becker J. M. An oligopeptide transport gene from Candida albicans. Microbiology 143, 387–396 (1997). 10.1099/00221287-143-2-387 [DOI] [PubMed] [Google Scholar]
- 64.Franke I., Resch A., Dassler T., Maier T. & Böck A. YfiK from Escherichia coli promotes export of O-acetylserine and cysteine. J Bacteriol 185, 1161–1166 (2003). 10.1128/jb.185.4.1161-1166.2003 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 65.Hadley B. et al. Nucleotide Sugar Transporter SLC35 Family Structure and Function. Comput Struct Biotechnol J 17, 1123–1134 (2019). 10.1016/j.csbj.2019.08.002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 66.Rouanet C. & Nasser W. The PecM protein of the phytopathogenic bacterium Erwinia chrysanthemi, membrane topology and possible involvement in the efflux of the blue pigment indigoidine. J Mol Microbiol Biotechnol 3, 309–318 (2001). [PubMed] [Google Scholar]
- 67.García Angulo V. A. et al. Identification and characterization of RibN, a novel family of riboflavin transporters from Rhizobium leguminosarum and other proteobacteria. J Bacteriol 195, 4611–4619 (2013). 10.1128/jb.00644-13 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 68.Bärland N. et al. Mechanistic basis of choline import involved in teichoic acids and lipopolysaccharide modification. Science Advances 8, eabm1122 (2022). 10.1126/sciadv.abm1122 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69.Akiva E., Copp J. N., Tokuriki N. & Babbitt P. C. Evolutionary and molecular foundations of multiple contemporary functions of the nitroreductase superfamily. Proc Natl Acad Sci U S A 114, E9549–E9558 (2017). 10.1073/pnas.1706849114 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 70.Taga M. E., Larsen N. A., Howard-Jones A. R., Walsh C. T. & Walker G. C. BluB cannibalizes flavin to form the lower ligand of vitamin B12. Nature 446, 449–453 (2007). 10.1038/nature05611 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Thomas S. R., McTamney P. M., Adler J. M., LaRonde-LeBlanc N. & Rokita S. E. Crystal Structure of Iodotyrosine Deiodinase, a Novel Flavoprotein Responsible for Iodide Salvage in Thyroid Glands *. Journal of Biological Chemistry 284, 19659–19667 (2009). 10.1074/jbc.M109.013458 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 72.Bashiri G. et al. Elongation of the Poly-γ-glutamate Tail of F420 Requires Both Domains of the F420:γ-Glutamyl Ligase (FbiB) of Mycobacterium tuberculosis*. Journal of Biological Chemistry 291, 6882–6894 (2016). 10.1074/jbc.M115.689026 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 73.Yariv B. et al. Using evolutionary data to make sense of macromolecules with a “face-lifted” ConSurf. Protein Sci 32, e4582 (2023). 10.1002/pro.4582 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 74.Ashkenazy H. et al. ConSurf 2016: an improved methodology to estimate and visualize evolutionary conservation in macromolecules. Nucleic Acids Res 44, W344–350 (2016). 10.1093/nar/gkw408 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 75.Ashkenazy H., Erez E., Martz E., Pupko T. & Ben-Tal N. ConSurf 2010: calculating evolutionary conservation in sequence and structure of proteins and nucleic acids. Nucleic Acids Res 38, W529–533 (2010). 10.1093/nar/gkq399 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 76.Heuts D. P., Scrutton N. S., McIntire W. S. & Fraaije M. W. What’s in a covalent bond? On the role and formation of covalently bound flavin cofactors. FEBS J 276, 3405–3427 (2009). 10.1111/j.1742-4658.2009.07053.x [DOI] [PubMed] [Google Scholar]
- 77.Fraaije M. W. & Mattevi A. Flavoenzymes: diverse catalysts with recurrent features. Trends in Biochemical Sciences 25, 126–132 (2000). 10.1016/S0968-0004(99)01533-9 [DOI] [PubMed] [Google Scholar]
- 78.Melby J. O., Li X. & Mitchell D. A. Orchestration of Enzymatic Processing by Thiazole/Oxazole-Modified Microcin Dehydrogenases. Biochemistry 53, 413–422 (2014). 10.1021/bi401529y [DOI] [PMC free article] [PubMed] [Google Scholar]
- 79.Bent A. F. et al. Structure of the cyanobactin oxidase ThcOx from Cyanothece sp. PCC 7425, the first structure to be solved at Diamond Light Source beamline I23 by means of S-SAD. Acta Crystallographica Section D 72, 1174–1180 (2016). 10.1107/S2059798316015850 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 80.Ghilarov D. et al. Architecture of Microcin B17 Synthetase: An Octameric Protein Complex Converting a Ribosomally Synthesized Peptide into a DNA Gyrase Poison. Molecular Cell 73, 749–762.e745 (2019). 10.1016/j.molcel.2018.11.032 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 81.Du L., Sánchez C., Chen M., Edwards D. J. & Shen B. The biosynthetic gene cluster for the antitumor drug bleomycin from Streptomyces verticillus ATCC15003 supporting functional interactions between nonribosomal peptide synthetases and a polyketide synthase. Chem Biol 7, 623–642 (2000). 10.1016/s1074-5521(00)00011-9 [DOI] [PubMed] [Google Scholar]
- 82.Schneider T. L., Shen B. & Walsh C. T. Oxidase Domains in Epothilone and Bleomycin Biosynthesis: Thiazoline to Thiazole Oxidation during Chain Elongation. Biochemistry 42, 9722–9730 (2003). 10.1021/bi034792w [DOI] [PubMed] [Google Scholar]
- 83.Tang L. et al. Cloning and Heterologous Expression of the Epothilone Gene Cluster. Science 287, 640–642 (2000). 10.1126/science.287.5453.640 [DOI] [PubMed] [Google Scholar]
- 84.Engel P., Vizcaino M. I. & Crawford J. M. Gut Symbionts from Distinct Hosts Exhibit Genotoxic Activity via Divergent Colibactin Biosynthesis Pathways. Applied and environmental microbiology 81, 1502–1512 (2015). 10.1128/AEM.03283-14 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 85.Pang B. et al. Investigation of Indigoidine Synthetase Reveals a Conserved Active-Site Base Residue of Nonribosomal Peptide Synthetase Oxidases. Journal of the American Chemical Society 142, 10931–10935 (2020). 10.1021/jacs.0c04328 [DOI] [PubMed] [Google Scholar]
- 86.Fortinez C. M. et al. Structures and function of a tailoring oxidase in complex with a nonribosomal peptide synthetase module. Nature communications 13, 548 (2022). 10.1038/s41467-022-28221-y [DOI] [PMC free article] [PubMed] [Google Scholar]
- 87.Park C. K. & Horton N. C. Structures, functions, and mechanisms of filament forming enzymes: a renaissance of enzyme filamentation. Biophys Rev 11, 927–994 (2019). 10.1007/s12551-019-00602-6 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 88.Aughey G. N. & Liu J. L. Metabolic regulation via enzyme filamentation. Crit Rev Biochem Mol Biol 51, 282–293 (2015). 10.3109/10409238.2016.1172555 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 89.Guo C. J. & Liu J. L. Cytoophidia and filaments: you must unlearn what you have learned. Biochem Soc Trans 51, 1245–1256 (2023). 10.1042/bst20221410 [DOI] [PubMed] [Google Scholar]
- 90.Hvorecny K. L. & Kollman J. M. Greater than the sum of parts: Mechanisms of metabolic regulation by enzyme filaments. Current Opinion in Structural Biology 79, 102530 (2023). 10.1016/j.sbi.2023.102530 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 91.Kanzaki H., Imura D., Nitoda T. & Kawazu K. Enzymatic Conversion of Cyclic Dipeptides to Dehydro Derivatives That Inhibit Cell Division. J Biosci Bioeng 90, 86–89 (2000). 10.1016/S1389-1723(00)80039-0 [DOI] [PubMed] [Google Scholar]
- 92.Oberg N., Zallot R. & Gerlt J. A. EFI-EST, EFI-GNT, and EFI-CGFP: Enzyme Function Initiative (EFI) Web Resource for Genomic Enzymology Tools. Journal of Molecular Biology (2023). 10.1016/j.jmb.2023.168018 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 93.Zallot R., Oberg N. & Gerlt J. A. The EFI Web Resource for Genomic Enzymology Tools: Leveraging Protein, Genome, and Metagenome Databases to Discover Novel Enzymes and Metabolic Pathways. Biochemistry 58, 4169–4182 (2019). 10.1021/acs.biochem.9b00735 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 94.UniProt C. UniProt: the Universal Protein Knowledgebase in 2023. Nucleic Acids Res 51, D523–D531 (2023). 10.1093/nar/gkac1052 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 95.Katoh K., Rozewicki J. & Yamada K. D. MAFFT online service: multiple sequence alignment, interactive sequence choice and visualization. Brief Bioinform 20, 1160–1166 (2019). 10.1093/bib/bbx108 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 96.Letunic I. & Bork P. Interactive Tree Of Life (iTOL) v5: an online tool for phylogenetic tree display and annotation. Nucleic Acids Res 49, W293–W296 (2021). 10.1093/nar/gkab301 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 97.Andreas M. P. & Giessen T. W. Heterologous expression and purification of encapsulins in Streptomyces coelicolor. MethodsX 9, 101787 (2022). 10.1016/j.mex.2022.101787 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 98.Punjani A., Rubinstein J. L., Fleet D. J. & Brubaker M. A. cryoSPARC: algorithms for rapid unsupervised cryo-EM structure determination. Nat Methods 14, 290–296 (2017). 10.1038/nmeth.4169 [DOI] [PubMed] [Google Scholar]
- 99.Gondry M. et al. Cyclic dipeptide oxidase from Streptomyces noursei. European Journal of Biochemistry 268, 1712–1721 (2001). 10.1046/j.1432-1327.2001.02038.x [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Supplementary Data 1: A list of all CDOA, CDOB, and CDPS proteins identified in this study.
Supplementary Data 2: Sequence alignment of concatenated CDOA and CDOB proteins that was used for phylogenetic analysis.
Supplementary Data 3: An annotated sequence similarity network of all identified CDOs.
Supplementary Data 4: Sequence alignment used to generate the phylogenetic tree of NTRs.
Supplementary Data 5: Sequence alignments and ConSurf score table for AlbA.
Supplementary Data 6: Sequence alignments and ConSurf score table for AlbB.






