Applications of machine learning in human microbiome studies: a review on feature selection, biomarker identification, disease prediction and treatment

LJ Marcos-Zambrano… - Frontiers in …, 2021 - frontiersin.org
The number of microbiome-related studies has notably increased the availability of data on
human microbiome composition and function. These studies provide the essential material …

Microbial genome analysis: the COG approach

MY Galperin, DM Kristensen… - Briefings in …, 2019 - academic.oup.com
For the past 20 years, the Clusters of Orthologous Genes (COG) database had been a
popular tool for microbial genome annotation and comparative genomics. Initially created for …

CheckM2: a rapid, scalable and accurate tool for assessing microbial genome quality using machine learning

A Chklovski, DH Parks, BJ Woodcroft, GW Tyson - Nature Methods, 2023 - nature.com
Advances in sequencing technologies and bioinformatics tools have dramatically increased
the recovery rate of microbial genomes from metagenomic data. Assessing the quality of …

eggNOG 5.0: a hierarchical, functionally and phylogenetically annotated orthology resource based on 5090 organisms and 2502 viruses

J Huerta-Cepas, D Szklarczyk, D Heller… - Nucleic acids …, 2019 - academic.oup.com
Abstract eggNOG is a public database of orthology relationships, gene evolutionary histories
and functional annotations. Here, we present version 5.0, featuring a major update of the …

MMseqs2 enables sensitive protein sequence searching for the analysis of massive data sets

M Steinegger, J Söding - Nature biotechnology, 2017 - nature.com
To the Editor: The throughput of DNA sequencing has increased much faster than
computational speed in the past decade, and sensitive-sequence searching has become the …

eggNOG 6.0: enabling comparative genomics across 12 535 organisms

A Hernández-Plaza, D Szklarczyk, J Botas… - Nucleic Acids …, 2023 - academic.oup.com
The eggNOG (evolutionary gene genealogy Non-supervised Orthologous Groups) database
is a bioinformatics resource providing orthology data and comprehensive functional …

eggNOG 4.5: a hierarchical orthology framework with improved functional annotations for eukaryotic, prokaryotic and viral sequences

J Huerta-Cepas, D Szklarczyk, K Forslund… - Nucleic acids …, 2016 - academic.oup.com
Abstract eggNOG is a public resource that provides Orthologous Groups (OGs) of proteins at
different taxonomic levels, each with integrated and summarized functional annotations …

OrthoFinder: solving fundamental biases in whole genome comparisons dramatically improves orthogroup inference accuracy

DM Emms, S Kelly - Genome biology, 2015 - Springer
Identifying homology relationships between sequences is fundamental to biological
research. Here we provide a novel orthogroup inference algorithm called OrthoFinder that …

Richness of human gut microbiome correlates with metabolic markers

E Le Chatelier, T Nielsen, J Qin, E Prifti, F Hildebrand… - Nature, 2013 - nature.com
We are facing a global metabolic health crisis provoked by an obesity epidemic. Here we
report the human gut microbial composition in a population sample of 123 non-obese and …

MG-RAST, a metagenomics service for analysis of microbial community structure and function

KP Keegan, EM Glass, F Meyer - Microbial environmental genomics (MEG), 2016 - Springer
Approaches in molecular biology, particularly those that deal with high-throughput
sequencing of entire microbial communities (the field of metagenomics), are rapidly …