The healthy human microbiome

J Lloyd-Price, G Abu-Ali, C Huttenhower - Genome medicine, 2016 - Springer
Humans are virtually identical in their genetic makeup, yet the small differences in our DNA
give rise to tremendous phenotypic diversity across the human population. By contrast, the …

Using genome-scale models to predict biological capabilities

EJ O'Brien, JM Monk, BO Palsson - Cell, 2015 - cell.com
Constraint-based reconstruction and analysis (COBRA) methods at the genome scale have
been under development since the first whole-genome sequences appeared in the mid …

Deep learning-guided discovery of an antibiotic targeting Acinetobacter baumannii

G Liu, DB Catacutan, K Rathod, K Swanson… - Nature Chemical …, 2023 - nature.com
Acinetobacter baumannii is a nosocomial Gram-negative pathogen that often displays
multidrug resistance. Discovering new antibiotics against A. baumannii has proven …

[HTML][HTML] A deep learning approach to antibiotic discovery

JM Stokes, K Yang, K Swanson, W Jin, A Cubillos-Ruiz… - Cell, 2020 - cell.com
Due to the rapid emergence of antibiotic-resistant bacteria, there is a growing need to
discover new antibiotics. To address this challenge, we trained a deep neural network …

BioTransformer: a comprehensive computational tool for small molecule metabolism prediction and metabolite identification

Y Djoumbou-Feunang, J Fiamoncini… - Journal of …, 2019 - Springer
Background A number of computational tools for metabolism prediction have been
developed over the last 20 years to predict the structures of small molecules undergoing …

Mutant phenotypes for thousands of bacterial genes of unknown function

MN Price, KM Wetmore, RJ Waters, M Callaghan… - Nature, 2018 - nature.com
One-third of all protein-coding genes from bacterial genomes cannot be annotated with a
function. Here, to investigate the functions of these genes, we present genome-wide mutant …

COFACTOR: improved protein function prediction by combining structure, sequence and protein–protein interaction information

C Zhang, PL Freddolino, Y Zhang - Nucleic acids research, 2017 - academic.oup.com
The COFACTOR web server is a unified platform for structure-based multiple-level protein
function predictions. By structurally threading low-resolution structural models through the …

A map of protein-metabolite interactions reveals principles of chemical communication

I Piazza, K Kochanowski, V Cappelletti, T Fuhrer… - Cell, 2018 - cell.com
Metabolite-protein interactions control a variety of cellular processes, thereby playing a
major role in maintaining cellular homeostasis. Metabolites comprise the largest fraction of …

The EcoCyc database: reflecting new knowledge about Escherichia coli K-12

IM Keseler, A Mackie, A Santos-Zavaleta… - Nucleic acids …, 2017 - academic.oup.com
EcoCyc (EcoCyc. org) is a freely accessible, comprehensive database that collects and
summarizes experimental data for Escherichia coli K-12, the best-studied bacterial model …

Spatiotemporal microbial evolution on antibiotic landscapes

M Baym, TD Lieberman, ED Kelsic, R Chait, R Gross… - Science, 2016 - science.org
A key aspect of bacterial survival is the ability to evolve while migrating across spatially
varying environmental challenges. Laboratory experiments, however, often study evolution …