Polysaccharide degradation in an Antarctic bacterium: Discovery of glycoside hydrolases from remote regions of the sequence space

Glycoside hydrolases (GHs) are enzymes involved in the degradation of oligosaccharides and polysaccharides. The sequence space of GHs is rapidly expanding due to the increasing number of available sequences. This expansion paves the way for the discovery of novel enzymes with peculiar structural and...

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Published in:International Journal of Biological Macromolecules
Main Authors: Orlando, Marco, Marchetti, Alessandro, Bombardi, Luca, Lotti, Marina, Fusco, Salvatore, Mangiagalli, Marco
Format: Article in Journal/Newspaper
Language:English
Published: 2025
Subjects:
Online Access:https://hdl.handle.net/11562/1162228
https://doi.org/10.1016/j.ijbiomac.2025.140113
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author Orlando, Marco
Marchetti, Alessandro
Bombardi, Luca
Lotti, Marina
Fusco, Salvatore
Mangiagalli, Marco
author2 Orlando, Marco
Marchetti, Alessandro
Bombardi, Luca
Lotti, Marina
Fusco, Salvatore
Mangiagalli, Marco
author_facet Orlando, Marco
Marchetti, Alessandro
Bombardi, Luca
Lotti, Marina
Fusco, Salvatore
Mangiagalli, Marco
author_sort Orlando, Marco
collection Unknown
container_start_page 140113
container_title International Journal of Biological Macromolecules
container_volume 299
description Glycoside hydrolases (GHs) are enzymes involved in the degradation of oligosaccharides and polysaccharides. The sequence space of GHs is rapidly expanding due to the increasing number of available sequences. This expansion paves the way for the discovery of novel enzymes with peculiar structural and functional properties. This work is focused on two GHs, Ps_GH5 and Ps_GH50, from the genome of the Antarctic bacterium Pseudomonas sp. ef1. These enzymes are in an unexplored region of the sequence space of their respective GH families, not allowing a reliable sequence-based function prediction. For this reason, a computational pipeline was developed that combines deep learning "dynamic docking" on AlphaFold 3D models with physics-based molecular dynamics simulations to infer their substrate specificity. From in silico screening of a repertoire of potential oligosaccharides, only xylooligosaccharides for Ps_GH5 and galactooligosaccharides for Ps_GH50 emerged as catalytically competent substrates. Biochemical characterization agrees with computational simulations indicating that Ps_GH5 is an endo-beta-xylanase, and Ps_GH50 is active mainly on small galactooligosaccharides. In conclusion, this study identifies two novel GHs subfamilies placed in remote regions of the sequence space and highlights the efficacy of substrate specificity prediction by computational approaches in the discovery of new enzymes.
format Article in Journal/Newspaper
genre Antarc*
Antarctic
genre_facet Antarc*
Antarctic
geographic Antarctic
The Antarctic
geographic_facet Antarctic
The Antarctic
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institution Open Polar
language English
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op_doi https://doi.org/10.1016/j.ijbiomac.2025.140113
op_relation info:eu-repo/semantics/altIdentifier/pmid/39842586
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volume:299
firstpage:1
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numberofpages:15
journal:INTERNATIONAL JOURNAL OF BIOLOGICAL MACROMOLECULES
https://hdl.handle.net/11562/1162228
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spelling ftunivveronairis:oai:iris.univr.it:11562/1162228 2025-06-15T14:12:46+00:00 Polysaccharide degradation in an Antarctic bacterium: Discovery of glycoside hydrolases from remote regions of the sequence space Orlando, Marco Marchetti, Alessandro Bombardi, Luca Lotti, Marina Fusco, Salvatore Mangiagalli, Marco Orlando, Marco Marchetti, Alessandro Bombardi, Luca Lotti, Marina Fusco, Salvatore Mangiagalli, Marco 2025 https://hdl.handle.net/11562/1162228 https://doi.org/10.1016/j.ijbiomac.2025.140113 eng eng info:eu-repo/semantics/altIdentifier/pmid/39842586 info:eu-repo/semantics/altIdentifier/wos/WOS:001412209700001 volume:299 firstpage:1 lastpage:15 numberofpages:15 journal:INTERNATIONAL JOURNAL OF BIOLOGICAL MACROMOLECULES https://hdl.handle.net/11562/1162228 doi:10.1016/j.ijbiomac.2025.140113 info:eu-repo/semantics/openAccess Cold-active enzyme Computational enzyme modelling GH5 GH50 info:eu-repo/semantics/article 2025 ftunivveronairis https://doi.org/10.1016/j.ijbiomac.2025.140113 2025-05-29T04:48:18Z Glycoside hydrolases (GHs) are enzymes involved in the degradation of oligosaccharides and polysaccharides. The sequence space of GHs is rapidly expanding due to the increasing number of available sequences. This expansion paves the way for the discovery of novel enzymes with peculiar structural and functional properties. This work is focused on two GHs, Ps_GH5 and Ps_GH50, from the genome of the Antarctic bacterium Pseudomonas sp. ef1. These enzymes are in an unexplored region of the sequence space of their respective GH families, not allowing a reliable sequence-based function prediction. For this reason, a computational pipeline was developed that combines deep learning "dynamic docking" on AlphaFold 3D models with physics-based molecular dynamics simulations to infer their substrate specificity. From in silico screening of a repertoire of potential oligosaccharides, only xylooligosaccharides for Ps_GH5 and galactooligosaccharides for Ps_GH50 emerged as catalytically competent substrates. Biochemical characterization agrees with computational simulations indicating that Ps_GH5 is an endo-beta-xylanase, and Ps_GH50 is active mainly on small galactooligosaccharides. In conclusion, this study identifies two novel GHs subfamilies placed in remote regions of the sequence space and highlights the efficacy of substrate specificity prediction by computational approaches in the discovery of new enzymes. Article in Journal/Newspaper Antarc* Antarctic Unknown Antarctic The Antarctic International Journal of Biological Macromolecules 299 140113
spellingShingle Cold-active enzyme
Computational enzyme modelling
GH5
GH50
Orlando, Marco
Marchetti, Alessandro
Bombardi, Luca
Lotti, Marina
Fusco, Salvatore
Mangiagalli, Marco
Polysaccharide degradation in an Antarctic bacterium: Discovery of glycoside hydrolases from remote regions of the sequence space
title Polysaccharide degradation in an Antarctic bacterium: Discovery of glycoside hydrolases from remote regions of the sequence space
title_full Polysaccharide degradation in an Antarctic bacterium: Discovery of glycoside hydrolases from remote regions of the sequence space
title_fullStr Polysaccharide degradation in an Antarctic bacterium: Discovery of glycoside hydrolases from remote regions of the sequence space
title_full_unstemmed Polysaccharide degradation in an Antarctic bacterium: Discovery of glycoside hydrolases from remote regions of the sequence space
title_short Polysaccharide degradation in an Antarctic bacterium: Discovery of glycoside hydrolases from remote regions of the sequence space
title_sort polysaccharide degradation in an antarctic bacterium: discovery of glycoside hydrolases from remote regions of the sequence space
topic Cold-active enzyme
Computational enzyme modelling
GH5
GH50
topic_facet Cold-active enzyme
Computational enzyme modelling
GH5
GH50
url https://hdl.handle.net/11562/1162228
https://doi.org/10.1016/j.ijbiomac.2025.140113