Comparative Analysis of Signature Sequences from Adenylation Domains Situated within Bacterial-Origin Nonribosomal Peptide Synthetase Modules

Nonribosomal peptides are assembled by large enzymes that contain multiple active sites, which function in a modular manner. The adenylation (A) domains present within typical nonribosomal peptide synthetase (NRPS) modules contain specificity-conferring codes or signature sequences (SNSs). In this study, we obtained 2051 A domain sequences from 67 bacterial species. Their alignment and clustering identified 508 SNSs. Over 80% of the SNSs displayed distinct specificity for 36 proteinogenic and nonproteinogenic α-amino acid moieties (α-AAMs). Furthermore, modifications such as <i>N</i>-methylation, monooxygenase activity, and oxidation contributed to the elongation of the A domains, while conferring pronounced affinities for certain α-AAMs. Notably, β-hydroxylation demonstrated particular preferences. Specifically, ornithine, threonine, tyrosine, and phenylalanine moieties frequently underwent atypical covalent modifications, and 41 modules were used iteratively. These insights significantly facilitate the identification of uncharacterized NRPS systems-expediting traditional identification processes-although novel modifications, unusual domain organizations, and dormant domains pose challenges for their accurate prediction.

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Journal
Journal of Microbiology and Biotechnology
Published
2025-07-14
DOI
https://doi.org/10.4014/jmb.2503.02030
Primary Topic
Machine Learning in Bioinformatics
Type
article
Field-Weighted Citation Impact
0.00

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article

Comparative Analysis of Signature Sequences from Adenylation Domains Situated within Bacterial-Origin Nonribosomal Peptide Synthetase Modules

Chunshan Quan, Zhishen Zhang, Xin Li, Weina Gao et al.
Journal of Microbiology and Biotechnology
Machine Learning in Bioinformatics
article

Comparative Analysis of Signature Sequences from Adenylation Domains Situated within Bacterial-Origin Nonribosomal Peptide Synthetase Modules

Chunshan Quan, Zhishen Zhang, Xin Li, Weina Gao, Pengchao Zhao, Yun Xue, Huiying Yu
article en

Abstract

Nonribosomal peptides are assembled by large enzymes that contain multiple active sites, which function in a modular manner. The adenylation (A) domains present within typical nonribosomal peptide synthetase (NRPS) modules contain specificity-conferring codes or signature sequences (SNSs). In this study, we obtained 2051 A domain sequences from 67 bacterial species. Their alignment and clustering identified 508 SNSs. Over 80% of the SNSs displayed distinct specificity for 36 proteinogenic and nonproteinogenic α-amino acid moieties (α-AAMs). Furthermore, modifications such as <i>N</i>-methylation, monooxygenase activity, and oxidation contributed to the elongation of the A domains, while conferring pronounced affinities for certain α-AAMs. Notably, β-hydroxylation demonstrated particular preferences. Specifically, ornithine, threonine, tyrosine, and phenylalanine moieties frequently underwent atypical covalent modifications, and 41 modules were used iteratively. These insights significantly facilitate the identification of uncharacterized NRPS systems-expediting traditional identification processes-although novel modifications, unusual domain organizations, and dormant domains pose challenges for their accurate prediction.

Journal of Microbiology and BiotechnologyVol. 35
Yuncheng University (CN), Henan University of Science and Technology (CN), Dalian Minzu University (CN)
National Natural Science Foundation of China, Dalian Minzu University
Zero hunger
Openalex Percentile: Top 85%
Machine Learning in Bioinformatics
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Comparative Analysis of Signature Sequences from Adenylation Domains Situated within Bacterial-Origin Nonribosomal Peptide Synthetase Modules — Chunshan Quan, Zhishen Zhang, et al. · Journal of Microbiology and Biotechnology (2025) | TGRS Research Map | TGRS