Eric J. N. Helfrich’s research while affiliated with Goethe University Frankfurt and other places

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Publications (56)


The role and mechanisms of canonical and non-canonical tailoring enzymes in bacterial terpenoid biosynthesis
  • Literature Review
  • Full-text available

February 2025

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37 Reads

Natural Product Reports

Yuya Kakumu

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Ayesha Ahmed Chaudhri

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Eric J N Helfrich

This review explores recent insights into the roles and enzymatic mechanisms of canonical and non-canonical tailoring enzymes in shaping and modifying terpene hydrocarbon scaffolds during bacterial terpene biosynthesis.

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MIBiG 4.0: advancing biosynthetic gene cluster curation through global collaboration

December 2024

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853 Reads

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16 Citations

Nucleic Acids Research

Mitja M. Zdouc

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Kai Blin

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Nico L. L. Louwen

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[...]

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Specialized or secondary metabolites are small molecules of biological origin, often showing potent biological activities with applications in agriculture, engineering and medicine. Usually, the biosynthesis of these natural products is governed by sets of co-regulated and physically clustered genes known as biosynthetic gene clusters (BGCs). To share information about BGCs in a standardized and machine-readable way, the Minimum Information about a Biosynthetic Gene cluster (MIBiG) data standard and repository was initiated in 2015. Since its conception, MIBiG has been regularly updated to expand data coverage and remain up to date with innovations in natural product research. Here, we describe MIBiG version 4.0, an extensive update to the data repository and the underlying data standard. In a massive community annotation effort, 267 contributors performed 8304 edits, creating 557 new entries and modifying 590 existing entries, resulting in a new total of 3059 curated entries in MIBiG. Particular attention was paid to ensuring high data quality, with automated data validation using a newly developed custom submission portal prototype, paired with a novel peer-reviewing model. MIBiG 4.0 also takes steps towards a rolling release model and a broader involvement of the scientific community. MIBiG 4.0 is accessible online at https://mibig.secondarymetabolites.org/.


Functional Redundancy and Dual Function of a Hypothetical Protein in the Biosynthesis of Eunicellane-Type Diterpenoids

November 2024

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21 Reads

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4 Citations

ACS Chemical Biology

Many complex terpenoids, predominantly isolated from plants and fungi, show drug-like physicochemical properties. Recent advances in genome mining revealed actinobacteria as an almost untouched treasure trove of terpene biosynthetic gene clusters (BGCs). In this study, we characterized a terpene BGC with an unusual architecture. The selected BGC includes, among others, genes encoding a terpene cyclase fused to a truncated reductase domain and a cytochrome P450 monooxygenase (P450) that is split over three gene fragments. Functional characterization of the BGC in a heterologous host led to the identification of several new members of the trans-eunicellane family of diterpenoids, the euthailols, that feature unique oxidation patterns. A combination of bioinformatic analyses, structural modeling studies, and heterologous expression revealed a dual function of the pathway-encoded hypothetical protein that acts as an isomerase and an oxygenase. Moreover, in the absence of other tailoring enzymes, a P450 hydroxylates the eunicellane scaffold at a position that is not modified in other eunicellanes. Surprisingly, both the modifications installed by the hypothetical protein and one of the P450s exhibit partial redundancy. Bioactivity assays revealed that some of the euthailols show growth inhibitory properties against Gram-negative ESKAPE pathogens. The characterization of the euthailol BGC in this study provides unprecedented insights into the partial functional redundancy of tailoring enzymes in complex diterpenoid biosynthesis and highlights hypothetical proteins as an important and largely overlooked family of tailoring enzymes involved in the maturation of complex terpenoids.


The Sacoglossa Elysia timida [24] (a) and its unicellular food algae Acetabularia acetabulum (b). Photos were taken by C. Greve
Contact map after yahs scaffolding using Arima HiC data and manual curation. Blue and green squares mark scaffolds and contigs, respectively. Higher number of contacts is represented by higher intensity of the colour
Snail plot of the final genome assembly. The plot created with blobtoolkit visualizes amongst others scaffold count, lengths, length distribution, nucleotide composition, and recovered BUSCOs
Excerpt of a molecular network showing detected polypropionates from crude extracts of E. timida. Putative polypropionates were clustered based on their similar MS/MS fragmentation patterns. Each node represents a polypropionate and is labelled with the detected mass. Masses that correspond to characterized polypropionates are color-coded. White nodes correspond to putative polypropionates that were not characterized yet. The node size corresponds to the production level and the edge width represents the relatedness between two compounds. The thresholds for the cluster were set to 7 minimum matched peaks and a cosine score of 0.6
Overview of polypropionates isolated from kleptoplastic sacoglossans. Compounds were detected by LC-HR-MS/MS analysis of crude extracts. Only masses corresponding to characterized polypropionates are shown
Chromosome-level genome assembly of the sacoglossan sea slug Elysia timida (Risso, 1818)

October 2024

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279 Reads

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3 Citations

BMC Genomics

Background Sequencing and annotating genomes of non-model organisms helps to understand genome architecture, the genetic processes underlying species traits, and how these genes have evolved in closely-related taxa, among many other biological processes. However, many metazoan groups, such as the extremely diverse molluscs, are still underrepresented in the number of sequenced and annotated genomes. Although sequencing techniques have recently improved in quality and quantity, molluscs are still neglected due to difficulties in applying standardized protocols for obtaining genomic data. Results In this study, we present the chromosome-level genome assembly and annotation of the sacoglossan sea slug species Elysia timida, known for its ability to store the chloroplasts of its food algae. In particular, by optimizing the long-read and chromosome conformation capture library preparations, the genome assembly was performed using PacBio HiFi and Arima HiC data. The scaffold and contig N50s, at 41.8 Mb and 1.92 Mb, respectively, are approximately 30-fold and fourfold higher compared to other published sacoglossan genome assemblies. Structural annotation resulted in 19,904 protein-coding genes, which are more contiguous and complete compared to publicly available annotations of Sacoglossa with respect to metazoan BUSCOs. We found no evidence for horizontal gene transfer (HGT), i.e. no photosynthetic genes encoded in the sacoglossan nucleus genome. However, we detected genes encoding polyketide synthases in E. timida, indicating that polypropionates are produced. HPLC–MS/MS analysis confirmed the presence of a large number of polypropionates, including known and yet uncharacterised compounds. Conclusions We can show that our methodological approach helps to obtain a high-quality genome assembly even for a "difficult-to-sequence" organism, which may facilitate genome sequencing in molluscs. This will enable a better understanding of complex biological processes in molluscs, such as functional kleptoplasty in Sacoglossa, by significantly improving the quality of genome assemblies and annotations.


Schematic overview of the proposed model for tryptorubin A (1) biosynthesis and comparison of the genome mining concept used in AtropoFinder to state-of-the-art genome mining tools for the identification of RiPP BGCs. (A) The genes of the trp BGC are transcribed and the resulting mRNA ribosomally translated. Subsequently, the precursor peptide, consisting of a core peptide and a leader peptide, is posttranslationally modified by the BGC-encoded cytochrome P450 installing the characteristic atropopeptide crosslinks. Finally, an ubiquitous protease cleaves the leader peptide to release the hexapeptide tryptorubin A (1).¹⁶ (B) Comparison of existing machine learning approaches for RiPP discovery with the strategy developed in this study. State-of-the-art tools are frequently based on the BLAST or HMM-based search of putative RiPP-modifying tailoring enzymes.17–20 In a second step, machine learning algorithms are used to identify putative precursor genes in the genomic vicinity of the genes encoding the identified tailoring enzyme.17,18,21–23 In contrast, our approach first uses machine learning to determine atropopeptide-modifying tailoring enzymes with high precision. In a second step, a hard coded algorithm is used to identify the corresponding precursor genes with a high level of confidence
Analysis of putative precursor peptides and modeling of protein interactions of the precursor peptide and P450 encoded in the trp BGC. (A) Sequence logo of putative precursor peptide sequences. The amino acids of the leader peptide, KSLK motif and core peptide are depicted in green, blue, and red, respectively. Residues only present in very few peptides are depicted in light red (residue 7–8). The height of each letter in the sequence logo corresponds to the frequency of the respective amino acid at that position, with taller letters indicating higher frequency and conservation. The error bars indicate an approximate Bayesian 95% confidence interval. (B) AlphaFold2 multimer protein model of WP_007820080.1 and the tryptorubin A precursor peptide from different angles (a video showcasing intricate details of the protein model can be found in ESI file S4,† metrics of the modeling can be found in Fig. S7†). The leader peptide, KSLK motif, core peptide, and cytochrome P450 are depicted in green, blue, red, and gray, respectively. The leader peptide forms an α-helix that bends at the KSLK motif. The KSLK motif acts as an anchor of the precursor to the P450 that allows the core peptide to move freely within the active site
Phylogenetic tree of characteristic atropopeptide-modifying P450s encoded in putative atropopeptide BGCs, putative core peptide sequences as determined by CoreFinder and tailoring enzymes encoded in the associated BGCs. Depicted is the genus and phylum of the producer, the co-occurrence of the atropopeptide-defining P450 with tailoring enzyme-associated PFAM domains, the associated putative core peptide and its similarity to the tryptorubin A sequence. Additionally, the GC content of the P450 (absolute and relative to the GC content of the producer) is shown. The clade marked with *1 contains clusters with significantly higher GC content than the producer genome whereas the clade marked with *2 contains clusters with a significantly lower GC content than the genome of the producer, indicating relatively recent horizontal gene transfer events between the two producer phyla. The clade marked with *3 is associated with core peptides not containing two tryptophans and the clade marked with *4 is associated with two precursor peptides for each BGC
Characterization of four putative atropopeptide BGCs and overview over the landscape of RiPPs that are characterized by P450-mediated crosslinks between amino acid side chains. The precursor genes and genes encoding the atropopeptide family-defining P450s are depicted in green and gray, respectively. The additional P450 is depicted in blue. The precursor peptide sequences are shown and the putative core peptides are highlighted in bold. (A) jum BGC and structure of purified amyxirubin B (2) associated with the jum BGC. (B) sva BGC and the structure of varsorubin B1 (3), varsorubin B2a and varsorubin B2b (4a) obtained by heterologous expression of svaA and the P450 encoding gene svaB in front of which a RBS was inserted. (C) sca BGC and structure of purified scabrirubin (5) obtained by heterologous expression of the sca BGC. (D) lau BGC and structure of purified laurentirubin B (6) obtained from the heterologous expression of the full lau BGC and tryptorubin B (7), the product obtained from coexpressing lauA and lauB1. For a more detailed overview of the lau BGC, see Fig. S55.† (E) Overview over the landscape of RiPPs that are characterized by P450-mediated crosslinks between amino acid side chains and comparison of the characteristics of the individual RiPP families and subfamilies with an emphasis on the atropopeptide family
Exploration, expansion and definition of the atropopeptide family of ribosomally synthesized and posttranslationally modified peptides

September 2024

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117 Reads

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3 Citations

Ribosomally synthesized and posttranslationally modified peptides (RiPPs) constitute a diverse class of natural products. Atropopeptides are a recent addition to the class. Here we developed AtropoFinder, a genome mining algorithm to chart the biosynthetic landscape of the atropopeptides. AtropoFinder identified more than 650 atropopeptide biosynthetic gene clusters (BGCs). We pinpointed crucial motifs and residues in leader and core peptide sequences, prompting a refined definition of the atropopeptide RiPP family. Our study revealed that a substantial subset of atropopeptide BGCs harbors multiple tailoring genes, thus suggesting a broader structural diversity than previously anticipated. To verify AtropoFinder, we heterologously expressed four atropopeptide BGCs, which resulted in the identification of novel atropopeptides with varying peptide lengths, number and types of modifications. Atropopeptides serve as a proof-of-principle for the versatile genome mining approach developed in this study that can be repurposed for the identification of RiPP and other BGCs that currently evade detection.


RAIChU: automating the visualisation of natural product biosynthesis

September 2024

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176 Reads

Journal of Cheminformatics

Natural products are molecules that fulfil a range of important ecological functions. Many natural products have been exploited for pharmaceutical and agricultural applications. In contrast to many other specialised metabolites, the products of modular nonribosomal peptide synthetase (NRPS) and polyketide synthase (PKS) systems can often (partially) be predicted from the DNA sequence of the biosynthetic gene clusters. This is because the biosynthetic pathways of NRPS and PKS systems adhere to consistent rulesets. These universal biosynthetic rules can be leveraged to generate biosynthetic models of biosynthetic pathways. While these principles have been largely deciphered, software that leverages these rules to automatically generate visualisations of biosynthetic models has not yet been developed. To enable high-quality automated visualisations of natural product biosynthetic pathways, we developed RAIChU (Reaction Analysis through Illustrating Chemical Units), which produces depictions of biosynthetic transformations of PKS, NRPS, and hybrid PKS/NRPS systems from predicted or experimentally verified module architectures and domain substrate specificities. RAIChU also boasts a library of functions to perform and visualise reactions and pathways whose specifics (e.g., regioselectivity, stereoselectivity) are still difficult to predict, including terpenes, ribosomally synthesised and posttranslationally modified peptides and alkaloids. Additionally, RAIChU includes 34 prevalent tailoring reactions to enable the visualisation of biosynthetic pathways of fully maturated natural products. RAIChU can be integrated into Python pipelines, allowing users to upload and edit results from antiSMASH, a widely used BGC detection and annotation tool, or to build biosynthetic PKS/NRPS systems from scratch. RAIChU’s cluster drawing correctness (100%) and drawing readability (97.66%) were validated on 5000 randomly generated PKS/NRPS systems, and on the MIBiG database. The automated visualisation of these pathways accelerates the generation of biosynthetic models, facilitates the analysis of large (meta-) genomic datasets and reduces human error. RAIChU is available at https://github.com/BTheDragonMaster/RAIChU and https://pypi.org/project/raichu. Scientific contribution RAIChU is the first software package capable of automating high-quality visualisations of natural product biosynthetic pathways. By leveraging universal biosynthetic rules, RAIChU enables the depiction of complex biosynthetic transformations for PKS, NRPS, ribosomally synthesised and posttranslationally modified peptide (RiPP), terpene and alkaloid systems, enhancing predictive and analytical capabilities. This innovation not only streamlines the creation of biosynthetic models, making the analysis of large genomic datasets more efficient and accurate, but also bridges a crucial gap in predicting and visualising the complexities of natural product biosynthesis.


3‐Hydroxypropionate production from myo ‐inositol by the gut acetogen Blautia schinkii

August 2024

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71 Reads

Environmental Microbiology

Species of the genus Blautia are not only abundant in the human gut but also contribute to human well‐being. Our study demonstrates that the gut acetogen Blautia schinkii can grow on myo ‐inositol. We identified the pathway of myo ‐inositol degradation through a combination of physiological and biochemical studies, genome‐wide expression profiling and homology searches. Initially, myo ‐inositol is oxidized to 2‐keto‐ myo ‐inositol. This compound is then metabolized by a series of enzymes – a dehydratase, hydrolase, isomerase and kinase – to form 2‐deoxy‐5‐keto‐ d ‐gluconic acid 6‐phosphate. This intermediate is split by an aldolase into malonate semialdehyde and dihydroxyacetone phosphate, which is an intermediate of the Embden–Meyerhof–Parnas pathway. This pathway leads to the production of pyruvate and, subsequently, acetate. Concurrently, malonate semialdehyde is reduced to 3‐hydroxypropionate (3‐HP). The genes responsible for myo ‐inositol degradation are clustered on the genome, except for the gene encoding the aldolase. We identified the putative aldolase Fba_3 and 3‐HP dehydrogenase Adh1 encoding genes bioinformatically and verified them biochemically using enzyme assays with heterologously produced and purified protein. The major fermentation end products were 3‐HP and acetate, produced in similar amounts. The production of the unusual fermentation end product 3‐HP is significant not only for human health but also for the potential bioindustrial production of this highly desired compound.


Chromosome-level genome assembly of the sacoglossan sea slug Elysia timida (Risso, 1818)

June 2024

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72 Reads

Background: Sequencing and annotating genomes of non-model organisms helps to understand genome architecture, the genetic processes underlying species traits, and how these genes have evolved in closely-related taxa, among many other biological processes. However, many metazoan groups, such as the extremely diverse molluscs, are still underrepresented in the number of sequenced and annotated genomes. Although sequencing techniques have recently improved in quality and quantity, molluscs are still neglected due to difficulties in applying standardized protocols for obtaining genomic data. Results: In this study, we present the chromosome-level genome assembly and annotation of the marine sacoglossan species Elysia timida, known for its ability to store the chloroplasts of its food algae. In particular, by optimizing the Long-read and chromosome conformation capture library preparations, the genome assembly was performed using PacBio HiFi and Arima HiC data. The scaffold and contig N50s, at 41.8 Mb and 1.92 Mb, respectively, are 100-fold and 4-fold higher compared to other published sacoglossan genome assemblies. Structural annotation resulted in 19,904 protein-coding genes, which are more contiguous and complete compared to publicly available annotations of Sacoglossa. We detected genes encoding polyketide synthases in E. timida, indicating that polypropionates are produced. HPLC-MS/MS analysis confirmed the presence of a large number of polypropionates, including known and yet uncharacterised compounds. Conclusions: We can show that our methodological approach helps to obtain a high-quality genome assembly even for a "difficult-to-sequence" organism, which may facilitate genome sequencing in molluscs. This will enable a better understanding of complex biological processes in molluscs, such as functional kleptoplasty in Sacoglossa, by significantly improving the quality of genome assemblies and annotations.


Genombasierte Wege zur Identifikation bioaktiver bakterieller Naturstoffe

May 2024

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29 Reads

BIOspektrum

Bacteria produce natural products to interact with their environment. These structurally diverse small molecules exhibit various bioactivities and have been exploited for the treatment of many diseases. The discovery pace of truly novel natural products using traditional methods has markedly declined. As an alternative, sophisticated bioinformatic tools have been developed that leverage genome sequence information for the targeted discovery of bioactive compounds. To chart microbial biosynthetic dark matter and identify non-canonical natural product biosynthetic pathways that escape unrecognised by current bioinformatic tools, artificial intelligence has recently been introduced into the genome mining process, holding promise to expand natural product chemical and biosynthetic space.


Figure 1: Schematic overview of the proposed model for tryptorubin A (1) biosynthesis. The genes of the trp BGC are transcribed and the resulting mRNA ribosomally translated. Subsequently, the precursor peptide, consisting of a core peptide and a leader peptide, is posttranslationally modified by the cytochrome P450 installing the characteristic atropopeptide crosslinks. Finally, an unspecific protease cleaves the leader peptide to release the hexapeptide tryptorubin A (1). 15
Machine learning-based exploration, expansion and definition of the atropopeptide family of ribosomally synthesized and posttranslationally modified peptides

November 2023

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252 Reads

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2 Citations

Ribosomally synthesized and posttranslationally modified peptides (RiPPs) constitute a diverse class of natural products. Atropopeptides are a recent addition to the fast-growing number of RiPP families. Characterized members of the peptide family feature a particular intricate three-dimensional shape. Here we developed AtropoFinder, a machine learning-based algorithm to chart the biosynthetic landscape of the atropopeptides. AtropoFinder identified more than 650 atropopeptide biosynthetic gene clusters (BGCs). Through bioinformatics and modeling analyses, we pinpointed crucial motifs and residues in leader and core peptide sequences, prompting a refined definition of the atropopeptide RiPP family. Our study revealed that a substantial subset of atropopeptide BGCs harbors multiple tailoring genes, thus suggesting a broader structural diversity than previously anticipated. To verify AtropoFinder, we heterologously expressed four atropopeptide BGCs, which resulted in the identification of novel atropopeptides with varying peptide lengths, number and type of modifications. Most notably, our study resulted in the characterization of an atropopeptide that is more extensively modified than previously identified members, resulting in an even more rigid 3-dimensional shape. Moreover, one characterized atropopeptide BGC encoding a single P450 is involved in the biosynthesis of two peptides with the same sequence but distinct and non-overlapping modification patterns. This work expands the atropopeptide chemical space, advances our understanding of atropopeptide biosynthesis and underscores the potential of machine learning in uncovering the uncharted biosynthetic diversity encoded in RiPP biosynthetic blueprints.


Citations (44)


... BlastP analysis from MIBiG reveals that Dip20 has close homology to QbsL (43% identity, 63% similarity) in the siderophore quinolobactin pathway. 30 QbsL is a hybrid protein with an AMP-dependent ligase and synthetase domain (N-terminal) and a methylase domain (C-terminal), facilitating the carboxylic acid activation and O-methylation of a hydroxyl group, respectively, on a precursor xanthurenic acid. 31 We propose that the dipyrimicin pathway adopts the minor route in caerulomycin biosynthesis as its primary pathway where Dip9 hydroxylates C3', followed by C4'-OH methylation by Dip20. ...

Reference:

AI-assisted isolation of bioactive Dipyrimicins from Amycolatopsis azurea and identification of its corresponding dip biosynthetic gene cluster
MIBiG 4.0: advancing biosynthetic gene cluster curation through global collaboration

Nucleic Acids Research

... However, the PCR-based amplification step reduces the insert size of the final library to 10 kb and the protocol is only recommended for genome sizes up to 500 Mb (manufacturers guidelines). A modified PacBio Ultra-Low Input protocol with an alternative polymerase (KOD Xtreme ™ Hot Start DNA Polymerase, Merck), now commercially available as PacBio Ampli-Fi kit, was able to further reduce issues related to long-read sequencing and PCR bias and also exceed the previous limit of 500 Mb genome size of the previous PacBio Ultra-Low Input protocol up to 3 Gb [90,91]. Furthermore, even this workflow with ultra-low DNA input is not yet applicable for very small animals (e.g. ...

Chromosome-level genome assembly of the sacoglossan sea slug Elysia timida (Risso, 1818)

BMC Genomics

... The Helfricha group has recently introduced a machine-learning method specifically for detecting P450-catalyzed RiPPs within the atropopeptide family (with tryptorubin A being the first member). 47 ...

Exploration, expansion and definition of the atropopeptide family of ribosomally synthesized and posttranslationally modified peptides

... Finally, following the re-discovering of natural therapy, the latest success in time is the drug repurposing of classical abuse/recreational psychedelics such as psilocybin (and dried "magic mushrooms" powder) for depression and PTDS (Mullowney et al. [59]). ...

Artificial intelligence for natural product drug discovery
  • Citing Article
  • September 2023

Nature Reviews Drug Discovery

... Taxonomic alpha diversity included richness, Shannon, Simpson, and Pielou. Functional groups richness (FGR), functional richness (FRic), 32 functional evenness (FEve), functional divergence (FDiv), functional dispersion (FDis), and RaoQ were calculated to characterize functional alpha diversity. Before calculating, 9 feature groups, including a total of 32 macroinvertebrate traits, were obtained from http://www.freshwaterecology.info ...

Better integration of chemical pollution research will further our understanding of biodiversity loss. Nature Ecology and Evolution (2023): Free access to full text via: rdcu.be/dfKRi
  • Citing Article
  • June 2023

Nature Ecology & Evolution

... The secondary metabolites of Streptomyces sp. MJM3502 were analyzed using antiSMASH software [66]. Open reading frames (ORFs) in the rufomycin BGC were automatically predicted using Glimmer, which is available on the National Center for Biotechnology Information (NCBI) website. ...

antiSMASH 7.0: new and improved predictions for detection, regulation, chemical structures and visualisation

Nucleic Acids Research

... Further studies show that the gut flora influences the onset and development of tic disorders via interactions with the striatum. 35,36 Following the identification of microbiome changes, we conducted a striatal metabolomics analysis and observed TSinduced abnormalities in striatal metabolism in rats. This imbalance of glutamate and GABA metabolism is obvious, which is consistent with that of previous studies. ...

A microbiome-dependent gut-brain pathway regulates motivation for exercise

Nature

... AntiSMASH identifies BGCs based on profiles of Hidden Markov Models (pHMM) from PFAM (Mistry et al., 2021), TIGRFAMs (Haft et al., 2013), SMART (Letunic et al., 2021), BAGEL (van Heel et al., 2018;Yadav et al., 2009) and custom models that recognize signature sequences of such conserved domains in genomic query sequences (Biermann et al., 2022). However, there are BGCs that lack universal class-specific signature sequences and therefore are partially identified. ...

Navigating and expanding the roadmap of natural product genome mining tools

Beilstein Journal of Organic Chemistry

... Additionally, the predicted region 27 shows a match with all core genes, including the NRPS of bombyxamycin A (GenBank MK433001.1) [75,76]. The presence of these clusters suggests a far greater potential for producing specialized natural products than previously appreciated. ...

MIBiG 3.0: a community-driven effort to annotate experimentally validated biosynthetic gene clusters

Nucleic Acids Research

... The overwhelming majority of RiPP classes was discovered serendipitously: promising biological activity or an interesting signal in a metabolomics experiment was investigated, and the responsible molecules were isolated. Only after structural elucidation of the NP, followed by the genome sequencing of the producing organism, could the biosynthetic origin be elucidated [10][11][12]. Such 'isolation-first' strategies, also known as 'grind and find', carry the risk of rediscovery of known metabolites, are resource-intense, and are of limited compatibility with modern high-throughput Highlights Ribosomally synthesized and posttranslationally modified peptides (RiPPs) from microorganisms show high chemical diversity and exhibit potent biological properties. ...

Atropopeptides are a Novel Family of Ribosomally Synthesized and Posttranslationally Modified Peptides with a Complex Molecular Shape
  • Citing Article
  • August 2022

Angewandte Chemie