Reconciliation and evolution of Penicillium rubens genome-scale metabolic networks–What about specialised metabolism?

In recent years, genome sequencing of filamentous fungi has revealed a high proportion of specialised metabolites with growing pharmaceutical interest. However, detecting such metabolites through in silico genome analysis does not necessarily guarantee their expression under laboratory conditions. H...

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Main Authors: Delphine Nègre, Abdelhalim Larhlimi, Samuel Bertrand
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2023-01-01
Series:PLoS ONE
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10468094/?tool=EBI
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author Delphine Nègre
Abdelhalim Larhlimi
Samuel Bertrand
author_facet Delphine Nègre
Abdelhalim Larhlimi
Samuel Bertrand
author_sort Delphine Nègre
collection DOAJ
description In recent years, genome sequencing of filamentous fungi has revealed a high proportion of specialised metabolites with growing pharmaceutical interest. However, detecting such metabolites through in silico genome analysis does not necessarily guarantee their expression under laboratory conditions. However, one plausible strategy for enabling their production lies in modifying the growth conditions. Devising a comprehensive experimental design testing in different culture environments is time-consuming and expensive. Therefore, using in silico modelling as a preliminary step, such as Genome-Scale Metabolic Network (GSMN), represents a promising approach to predicting and understanding the observed specialised metabolite production in a given organism. To address these questions, we reconstructed a new high-quality GSMN for the Penicillium rubens Wisconsin 54–1255 strain, a commonly used model organism. Our reconstruction, iPrub22, adheres to current convention standards and quality criteria, incorporating updated functional annotations, orthology searches with different GSMN templates, data from previous reconstructions, and manual curation steps targeting primary and specialised metabolites. With a MEMOTE score of 74% and a metabolic coverage of 45%, iPrub22 includes 5,192 unique metabolites interconnected by 5,919 reactions, of which 5,033 are supported by at least one genomic sequence. Of the metabolites present in iPrub22, 13% are categorised as belonging to specialised metabolism. While our high-quality GSMN provides a valuable resource for investigating known phenotypes expressed in P. rubens, our analysis identifies bottlenecks related, in particular, to the definition of what is a specialised metabolite, which requires consensus within the scientific community. It also points out the necessity of accessible, standardised and exhaustive databases of specialised metabolites. These questions must be addressed to fully unlock the potential of natural product production in P. rubens and other filamentous fungi. Our work represents a foundational step towards the objective of rationalising the production of natural products through GSMN modelling.
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spelling doaj.art-19b805181d334cd2a56e3c2d3e3182552023-09-05T05:31:40ZengPublic Library of Science (PLoS)PLoS ONE1932-62032023-01-01188Reconciliation and evolution of Penicillium rubens genome-scale metabolic networks–What about specialised metabolism?Delphine NègreAbdelhalim LarhlimiSamuel BertrandIn recent years, genome sequencing of filamentous fungi has revealed a high proportion of specialised metabolites with growing pharmaceutical interest. However, detecting such metabolites through in silico genome analysis does not necessarily guarantee their expression under laboratory conditions. However, one plausible strategy for enabling their production lies in modifying the growth conditions. Devising a comprehensive experimental design testing in different culture environments is time-consuming and expensive. Therefore, using in silico modelling as a preliminary step, such as Genome-Scale Metabolic Network (GSMN), represents a promising approach to predicting and understanding the observed specialised metabolite production in a given organism. To address these questions, we reconstructed a new high-quality GSMN for the Penicillium rubens Wisconsin 54–1255 strain, a commonly used model organism. Our reconstruction, iPrub22, adheres to current convention standards and quality criteria, incorporating updated functional annotations, orthology searches with different GSMN templates, data from previous reconstructions, and manual curation steps targeting primary and specialised metabolites. With a MEMOTE score of 74% and a metabolic coverage of 45%, iPrub22 includes 5,192 unique metabolites interconnected by 5,919 reactions, of which 5,033 are supported by at least one genomic sequence. Of the metabolites present in iPrub22, 13% are categorised as belonging to specialised metabolism. While our high-quality GSMN provides a valuable resource for investigating known phenotypes expressed in P. rubens, our analysis identifies bottlenecks related, in particular, to the definition of what is a specialised metabolite, which requires consensus within the scientific community. It also points out the necessity of accessible, standardised and exhaustive databases of specialised metabolites. These questions must be addressed to fully unlock the potential of natural product production in P. rubens and other filamentous fungi. Our work represents a foundational step towards the objective of rationalising the production of natural products through GSMN modelling.https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10468094/?tool=EBI
spellingShingle Delphine Nègre
Abdelhalim Larhlimi
Samuel Bertrand
Reconciliation and evolution of Penicillium rubens genome-scale metabolic networks–What about specialised metabolism?
PLoS ONE
title Reconciliation and evolution of Penicillium rubens genome-scale metabolic networks–What about specialised metabolism?
title_full Reconciliation and evolution of Penicillium rubens genome-scale metabolic networks–What about specialised metabolism?
title_fullStr Reconciliation and evolution of Penicillium rubens genome-scale metabolic networks–What about specialised metabolism?
title_full_unstemmed Reconciliation and evolution of Penicillium rubens genome-scale metabolic networks–What about specialised metabolism?
title_short Reconciliation and evolution of Penicillium rubens genome-scale metabolic networks–What about specialised metabolism?
title_sort reconciliation and evolution of penicillium rubens genome scale metabolic networks what about specialised metabolism
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10468094/?tool=EBI
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