A roadmap for metagenomic enzyme discovery

SL Robinson, J Piel, S Sunagawa - Natural Product Reports, 2021 - pubs.rsc.org
Covering: up to 2021 Metagenomics has yielded massive amounts of sequencing data
offering a glimpse into the biosynthetic potential of the uncultivated microbial majority. While …

Mining multi-label data

G Tsoumakas, I Katakis, I Vlahavas - Data mining and knowledge …, 2010 - Springer
A large body of research in supervised learning deals with the analysis of single-label data,
where training examples are associated with a single label λ from a set of disjoint labels L …

Self-supervised graph-level representation learning with local and global structure

M Xu, H Wang, B Ni, H Guo… - … Conference on Machine …, 2021 - proceedings.mlr.press
This paper studies unsupervised/self-supervised whole-graph representation learning,
which is critical in many tasks such as molecule properties prediction in drug and material …

EffectorP: predicting fungal effector proteins from secretomes using machine learning

J Sperschneider, DM Gardiner, PN Dodds… - New …, 2016 - Wiley Online Library
Eukaryotic filamentous plant pathogens secrete effector proteins that modulate the host cell
to facilitate infection. Computational effector candidate identification and subsequent …

A survey of hierarchical classification across different application domains

CN Silla, AA Freitas - Data mining and knowledge discovery, 2011 - Springer
In this survey we discuss the task of hierarchical classification. The literature about this field
is scattered across very different application domains and for that reason research in one …

Carotenoid oxidation products are stress signals that mediate gene responses to singlet oxygen in plants

F Ramel, S Birtic, C Ginies… - Proceedings of the …, 2012 - National Acad Sciences
1O2 (singlet oxygen) is a reactive O2 species produced from triplet excited chlorophylls in
the chloroplasts, especially when plants are exposed to excess light energy. Similarly to …

An orphan protein of Fusarium graminearum modulates host immunity by mediating proteasomal degradation of TaSnRK1α

C Jiang, R Hei, Y Yang, S Zhang, Q Wang… - Nature …, 2020 - nature.com
Fusarium graminearum is a causal agent of Fusarium head blight (FHB) and a
deoxynivalenol (DON) producer. In this study, OSP24 is identified as an important virulence …

BiNGO: a Cytoscape plugin to assess overrepresentation of Gene Ontology categories in Biological Networks

S Maere, K Heymans, M Kuiper - Bioinformatics, 2005 - academic.oup.com
The Biological Networks Gene Ontology tool (BiNGO) is an open-source Java tool to
determine which Gene Ontology (GO) terms are significantly overrepresented in a set of …

Blast2GO: a comprehensive suite for functional analysis in plant genomics

A Conesa, S Götz - International journal of plant genomics, 2008 - Wiley Online Library
Functional annotation of novel sequence data is a primary requirement for the utilization of
functional genomics approaches in plant research. In this paper, we describe the Blast2GO …

Deciphering the Cryptic Genome: Genome-wide Analyses of the Rice Pathogen Fusarium fujikuroi Reveal Complex Regulation of Secondary Metabolism and Novel …

P Wiemann, CMK Sieber, KW Von Bargen… - PLoS …, 2013 - journals.plos.org
The fungus Fusarium fujikuroi causes “bakanae” disease of rice due to its ability to produce
gibberellins (GAs), but it is also known for producing harmful mycotoxins. However, the …