Beyond the Biosynthetic Gene Cluster Paradigm: Genome-Wide Coexpression Networks Connect Clustered and Unclustered Transcription Factors to Secondary Metabolic Pathways.


Journal

Microbiology spectrum
ISSN: 2165-0497
Titre abrégé: Microbiol Spectr
Pays: United States
ID NLM: 101634614

Informations de publication

Date de publication:
31 10 2021
Historique:
pubmed: 16 9 2021
medline: 3 2 2022
entrez: 15 9 2021
Statut: ppublish

Résumé

Fungal secondary metabolites are widely used as therapeutics and are vital components of drug discovery programs. A major challenge hindering discovery of novel secondary metabolites is that the underlying pathways involved in their biosynthesis are transcriptionally silent under typical laboratory growth conditions, making it difficult to identify the transcriptional networks that they are embedded in. Furthermore, while the genes participating in secondary metabolic pathways are typically found in contiguous clusters on the genome, known as biosynthetic gene clusters (BGCs), this is not always the case, especially for global and pathway-specific regulators of pathways' activities. To address these challenges, we used 283 genome-wide gene expression data sets of the ascomycete cell factory Aspergillus niger generated during growth under 155 different conditions to construct two gene coexpression networks based on Spearman's correlation coefficients (SCCs) and on mutual rank-transformed Pearson's correlation coefficients (MR-PCCs). By mining these networks, we predicted six transcription factors, named MjkA to MjkF, to regulate secondary metabolism in A. niger. Overexpression of each transcription factor using the Tet-On cassette modulated the production of multiple secondary metabolites. We found that the SCC and MR-PCC approaches complemented each other, enabling the delineation of putative global (SCC) and pathway-specific (MR-PCC) transcription factors. These results highlight the potential of coexpression network approaches to identify and activate fungal secondary metabolic pathways and their products. More broadly, we argue that drug discovery programs in fungi should move beyond the BGC paradigm and focus on understanding the global regulatory networks in which secondary metabolic pathways are embedded.

Identifiants

pubmed: 34523946
doi: 10.1128/Spectrum.00898-21
pmc: PMC8557879
doi:

Substances chimiques

Biological Products 0
Fungal Proteins 0
Transcription Factors 0

Types de publication

Journal Article Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S.

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0089821

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Auteurs

Min Jin Kwon (MJ)

Chair of Applied and Molecular Microbiology, Institute of Biotechnology, Technische Universität Berlin, Berlin, Germany.

Charlotte Steiniger (C)

Chair of Applied and Molecular Microbiology, Institute of Biotechnology, Technische Universität Berlin, Berlin, Germany.

Timothy C Cairns (TC)

Chair of Applied and Molecular Microbiology, Institute of Biotechnology, Technische Universität Berlin, Berlin, Germany.

Jennifer H Wisecaver (JH)

Department of Biochemistry, Center for Plant Biology, Purdue University, West Lafayette, Indiana, USA.
Department of Biological Sciences, Vanderbilt University, Nashville, Tennessee, USA.

Abigail L Lind (AL)

Gladstone Institute for Data Science and Biotechnology, San Francisco, California, USA.
Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, Tennessee, USA.

Carsten Pohl (C)

Chair of Applied and Molecular Microbiology, Institute of Biotechnology, Technische Universität Berlin, Berlin, Germany.

Carmen Regner (C)

Chair of Applied and Molecular Microbiology, Institute of Biotechnology, Technische Universität Berlin, Berlin, Germany.

Antonis Rokas (A)

Department of Biological Sciences, Vanderbilt University, Nashville, Tennessee, USA.
Department of Biomedical Informatics, Vanderbilt University School of Medicine, Nashville, Tennessee, USA.

Vera Meyer (V)

Chair of Applied and Molecular Microbiology, Institute of Biotechnology, Technische Universität Berlin, Berlin, Germany.

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Classifications MeSH