Literature DB >> 23248299

Accurate prediction of secondary metabolite gene clusters in filamentous fungi.

Mikael R Andersen1, Jakob B Nielsen, Andreas Klitgaard, Lene M Petersen, Mia Zachariasen, Tilde J Hansen, Lene H Blicher, Charlotte H Gotfredsen, Thomas O Larsen, Kristian F Nielsen, Uffe H Mortensen.   

Abstract

Biosynthetic pathways of secondary metabolites from fungi are currently subject to an intense effort to elucidate the genetic basis for these compounds due to their large potential within pharmaceutics and synthetic biochemistry. The preferred method is methodical gene deletions to identify supporting enzymes for key synthases one cluster at a time. In this study, we design and apply a DNA expression array for Aspergillus nidulans in combination with legacy data to form a comprehensive gene expression compendium. We apply a guilt-by-association-based analysis to predict the extent of the biosynthetic clusters for the 58 synthases active in our set of experimental conditions. A comparison with legacy data shows the method to be accurate in 13 of 16 known clusters and nearly accurate for the remaining 3 clusters. Furthermore, we apply a data clustering approach, which identifies cross-chemistry between physically separate gene clusters (superclusters), and validate this both with legacy data and experimentally by prediction and verification of a supercluster consisting of the synthase AN1242 and the prenyltransferase AN11080, as well as identification of the product compound nidulanin A. We have used A. nidulans for our method development and validation due to the wealth of available biochemical data, but the method can be applied to any fungus with a sequenced and assembled genome, thus supporting further secondary metabolite pathway elucidation in the fungal kingdom.

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Year:  2012        PMID: 23248299      PMCID: PMC3538241          DOI: 10.1073/pnas.1205532110

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  54 in total

1.  Summaries of Affymetrix GeneChip probe level data.

Authors:  Rafael A Irizarry; Benjamin M Bolstad; Francois Collin; Leslie M Cope; Bridget Hobbs; Terence P Speed
Journal:  Nucleic Acids Res       Date:  2003-02-15       Impact factor: 16.971

2.  Fungal metabolite screening: database of 474 mycotoxins and fungal metabolites for dereplication by standardised liquid chromatography-UV-mass spectrometry methodology.

Authors:  Kristian Fog Nielsen; Jørn Smedsgaard
Journal:  J Chromatogr A       Date:  2003-06-20       Impact factor: 4.759

3.  Explorative solid-phase extraction (E-SPE) for accelerated microbial natural product discovery, dereplication, and purification.

Authors:  Maria Månsson; Richard K Phipps; Lone Gram; Murray H G Munro; Thomas O Larsen; Kristian F Nielsen
Journal:  J Nat Prod       Date:  2010-06-25       Impact factor: 4.050

4.  Requirement of monooxygenase-mediated steps for sterigmatocystin biosynthesis by Aspergillus nidulans.

Authors:  N P Keller; C M Watanabe; H S Kelkar; T H Adams; C A Townsend
Journal:  Appl Environ Microbiol       Date:  2000-01       Impact factor: 4.792

5.  A mutational analysis of conidial development in Aspergillus nidulans.

Authors:  A J Clutterbuck
Journal:  Genetics       Date:  1969-10       Impact factor: 4.562

6.  Efficient PCR-based gene targeting with a recyclable marker for Aspergillus nidulans.

Authors:  Michael L Nielsen; Line Albertsen; Gaëlle Lettier; Jakob B Nielsen; Uffe H Mortensen
Journal:  Fungal Genet Biol       Date:  2005-11-11       Impact factor: 3.495

7.  Genomic mining for Aspergillus natural products.

Authors:  Jin Woo Bok; Dirk Hoffmeister; Lori A Maggio-Hall; Renato Murillo; Jeremy D Glasner; Nancy P Keller
Journal:  Chem Biol       Date:  2006-01

8.  Bioconductor: open software development for computational biology and bioinformatics.

Authors:  Robert C Gentleman; Vincent J Carey; Douglas M Bates; Ben Bolstad; Marcel Dettling; Sandrine Dudoit; Byron Ellis; Laurent Gautier; Yongchao Ge; Jeff Gentry; Kurt Hornik; Torsten Hothorn; Wolfgang Huber; Stefano Iacus; Rafael Irizarry; Friedrich Leisch; Cheng Li; Martin Maechler; Anthony J Rossini; Gunther Sawitzki; Colin Smith; Gordon Smyth; Luke Tierney; Jean Y H Yang; Jianhua Zhang
Journal:  Genome Biol       Date:  2004-09-15       Impact factor: 13.583

9.  The siderophore system is essential for viability of Aspergillus nidulans: functional analysis of two genes encoding l-ornithine N 5-monooxygenase (sidA) and a non-ribosomal peptide synthetase (sidC).

Authors:  Martin Eisendle; Harald Oberegger; Ivo Zadra; Hubertus Haas
Journal:  Mol Microbiol       Date:  2003-07       Impact factor: 3.501

10.  Sequencing of Aspergillus nidulans and comparative analysis with A. fumigatus and A. oryzae.

Authors:  James E Galagan; Sarah E Calvo; Christina Cuomo; Li-Jun Ma; Jennifer R Wortman; Serafim Batzoglou; Su-In Lee; Meray Baştürkmen; Christina C Spevak; John Clutterbuck; Vladimir Kapitonov; Jerzy Jurka; Claudio Scazzocchio; Mark Farman; Jonathan Butler; Seth Purcell; Steve Harris; Gerhard H Braus; Oliver Draht; Silke Busch; Christophe D'Enfert; Christiane Bouchier; Gustavo H Goldman; Deborah Bell-Pedersen; Sam Griffiths-Jones; John H Doonan; Jaehyuk Yu; Kay Vienken; Arnab Pain; Michael Freitag; Eric U Selker; David B Archer; Miguel A Peñalva; Berl R Oakley; Michelle Momany; Toshihiro Tanaka; Toshitaka Kumagai; Kiyoshi Asai; Masayuki Machida; William C Nierman; David W Denning; Mark Caddick; Michael Hynes; Mathieu Paoletti; Reinhard Fischer; Bruce Miller; Paul Dyer; Matthew S Sachs; Stephen A Osmani; Bruce W Birren
Journal:  Nature       Date:  2005-12-22       Impact factor: 49.962

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  89 in total

Review 1.  Strategies for mining fungal natural products.

Authors:  Philipp Wiemann; Nancy P Keller
Journal:  J Ind Microbiol Biotechnol       Date:  2013-10-22       Impact factor: 3.346

Review 2.  Fungal secondary metabolism: regulation, function and drug discovery.

Authors:  Nancy P Keller
Journal:  Nat Rev Microbiol       Date:  2019-03       Impact factor: 60.633

Review 3.  Deep learning approaches for natural product discovery from plant endophytic microbiomes.

Authors:  Shiva Abdollahi Aghdam; Amanda May Vivian Brown
Journal:  Environ Microbiome       Date:  2021-03-18

4.  A Global Coexpression Network Approach for Connecting Genes to Specialized Metabolic Pathways in Plants.

Authors:  Jennifer H Wisecaver; Alexander T Borowsky; Vered Tzin; Georg Jander; Daniel J Kliebenstein; Antonis Rokas
Journal:  Plant Cell       Date:  2017-04-13       Impact factor: 11.277

Review 5.  Bioinformatics tools for the identification of gene clusters that biosynthesize specialized metabolites.

Authors:  Arvind K Chavali; Seung Y Rhee
Journal:  Brief Bioinform       Date:  2018-09-28       Impact factor: 11.622

6.  Comparative genomics reveals high biological diversity and specific adaptations in the industrially and medically important fungal genus Aspergillus.

Authors:  Ronald P de Vries; Robert Riley; Ad Wiebenga; Guillermo Aguilar-Osorio; Sotiris Amillis; Cristiane Akemi Uchima; Gregor Anderluh; Mojtaba Asadollahi; Marion Askin; Kerrie Barry; Evy Battaglia; Özgür Bayram; Tiziano Benocci; Susanna A Braus-Stromeyer; Camila Caldana; David Cánovas; Gustavo C Cerqueira; Fusheng Chen; Wanping Chen; Cindy Choi; Alicia Clum; Renato Augusto Corrêa Dos Santos; André Ricardo de Lima Damásio; George Diallinas; Tamás Emri; Erzsébet Fekete; Michel Flipphi; Susanne Freyberg; Antonia Gallo; Christos Gournas; Rob Habgood; Matthieu Hainaut; María Laura Harispe; Bernard Henrissat; Kristiina S Hildén; Ryan Hope; Abeer Hossain; Eugenia Karabika; Levente Karaffa; Zsolt Karányi; Nada Kraševec; Alan Kuo; Harald Kusch; Kurt LaButti; Ellen L Lagendijk; Alla Lapidus; Anthony Levasseur; Erika Lindquist; Anna Lipzen; Antonio F Logrieco; Andrew MacCabe; Miia R Mäkelä; Iran Malavazi; Petter Melin; Vera Meyer; Natalia Mielnichuk; Márton Miskei; Ákos P Molnár; Giuseppina Mulé; Chew Yee Ngan; Margarita Orejas; Erzsébet Orosz; Jean Paul Ouedraogo; Karin M Overkamp; Hee-Soo Park; Giancarlo Perrone; Francois Piumi; Peter J Punt; Arthur F J Ram; Ana Ramón; Stefan Rauscher; Eric Record; Diego Mauricio Riaño-Pachón; Vincent Robert; Julian Röhrig; Roberto Ruller; Asaf Salamov; Nadhira S Salih; Rob A Samson; Erzsébet Sándor; Manuel Sanguinetti; Tabea Schütze; Kristina Sepčić; Ekaterina Shelest; Gavin Sherlock; Vicky Sophianopoulou; Fabio M Squina; Hui Sun; Antonia Susca; Richard B Todd; Adrian Tsang; Shiela E Unkles; Nathalie van de Wiele; Diana van Rossen-Uffink; Juliana Velasco de Castro Oliveira; Tammi C Vesth; Jaap Visser; Jae-Hyuk Yu; Miaomiao Zhou; Mikael R Andersen; David B Archer; Scott E Baker; Isabelle Benoit; Axel A Brakhage; Gerhard H Braus; Reinhard Fischer; Jens C Frisvad; Gustavo H Goldman; Jos Houbraken; Berl Oakley; István Pócsi; Claudio Scazzocchio; Bernhard Seiboth; Patricia A vanKuyk; Jennifer Wortman; Paul S Dyer; Igor V Grigoriev
Journal:  Genome Biol       Date:  2017-02-14       Impact factor: 13.583

7.  On being an honorary member of Arny's army: some musings about fungal fermentations, secondary metabolism, and scientific communities.

Authors:  Joan Wennstrom Bennett
Journal:  J Ind Microbiol Biotechnol       Date:  2017-05       Impact factor: 3.346

8.  Large-scale metabolomics reveals a complex response of Aspergillus nidulans to epigenetic perturbation.

Authors:  Jessica C Albright; Matthew T Henke; Alexandra A Soukup; Ryan A McClure; Regan J Thomson; Nancy P Keller; Neil L Kelleher
Journal:  ACS Chem Biol       Date:  2015-04-03       Impact factor: 5.100

Review 9.  Translating biosynthetic gene clusters into fungal armor and weaponry.

Authors:  Nancy P Keller
Journal:  Nat Chem Biol       Date:  2015-09       Impact factor: 15.040

10.  Molecular genetic characterization of the biosynthesis cluster of a prenylated isoindolinone alkaloid aspernidine A in Aspergillus nidulans.

Authors:  Junko Yaegashi; Mike B Praseuth; Shiaw-Wei Tyan; James F Sanchez; Ruth Entwistle; Yi-Ming Chiang; Berl R Oakley; Clay C C Wang
Journal:  Org Lett       Date:  2013-05-24       Impact factor: 6.005

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