bioRxivBiochemistry
Correlational networking guides the discovery of cryptic natural product biosynthetic enzymes
D. Xue, E. A. Older, Z. Zhong, Z. Shang, N. Chen, N. Dittenhauser, L. Hou, M. D. Walla, S.-H. Dong, X. Tang, P. Nagarkatti, M. Nagarkatti, Y.-X. Li, J. Li
Abstract
Bacterial natural product biosynthetic genes, canonically clustered, have been increasingly found to rely on cryptic enzymes encoded elsewhere in the genome for completion of biosynthesis. The study and application of lanthipeptides are frequently hindered by cryptic proteases required for final maturation. Here, we establish a global correlation network bridging the gap between lanthipeptide precursors and cryptic proteases. Applying our analysis to 161,954 bacterial genomes, we establish 5,209 correlations between precursors and cryptic proteases, with 91 prioritized. We use network predictions and co-expression analysis to reveal a previously missing protease for the maturation of class I lanthipeptide paenilan. We further discover widely distributed bacterial M16B metallopeptidases of previously unclear biological function as a new family of lanthipeptide proteases. We show the involvement of a pair of bifunctional M16B proteases in the production of novel class III lanthipeptides with high substrate specificity. Together, these results demonstrate the strength of our correlational networking approach to the discovery of cryptic lanthipeptide proteases and potentially other missing enzymes for natural products biosynthesis. Graphical abstract O_FIG_DISPLAY_L [Figure 1] M_FIG_DISPLAY C_FIG_DISPLAY
- organism: bacteria (other)
- assay: proteomics
- research focus: cell type annotation
- research focus: gene regulatory network inference
- research focus: protein folding & dynamics
- approach: deep learning
- approach: statistical model
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Precursor peptide-targeted mining of more than one hundred thousand genomes expands the lanthipeptide natural product family
Mark C. Walker, Sara M. Eslami, … Wilfred A. van der Donk·BMC GenomicsPeer-reviewed·Jun 3, 2020
- In situ activation and heterologous production of a cryptic lantibiotic from a plant-ant derived Saccharopolyspora species
E. Vikeli, D. Widdick, … B. Wilkinson·bioRxiv·Aug 13, 2019
- Covalent Leader Peptide Probes Enable Proteome-Level Mapping of RiPP Enzymes beyond Biosynthetic Gene Clusters
Lan Wang, Boning Wang, … Huan Wang·bioRxiv·Jan 18, 2026
- A family of lanthipeptides with anti-phage function
Helena Shomar, Marie Guillaume, … Aude G. Bernheim·Cell Host & MicrobePeer-reviewed·Jul 20, 2026
- PEARL-catalyzed peptide bond formation after chain reversal during the biosynthesis of non-ribosomal peptides
Y. Yu, W. van der Donk·bioRxiv·Dec 23, 2023
- Structure and activity of class II lanthipeptides from a thermophilic bacterium
Enleyona Weir, Lingyang Zhu, Wilfred A. van der Donk·ChemBioChemPeer-reviewed·Jul 8, 2026