Data integration and predictive modeling methods for multi-omics datasets

M Kim, I Tagkopoulos - Molecular omics, 2018 - pubs.rsc.org
Translating data to knowledge and actionable insights is the Holy Grail for many scientific
fields, including biology. The unprecedented massive and heterogeneous data have created …

iML1515, a knowledgebase that computes Escherichia coli traits

JM Monk, CJ Lloyd, E Brunk, N Mih, A Sastry… - Nature …, 2017 - nature.com
Figure 1 iML1515 genome-scale reconstruction.(a) The iML1515 model contains 1,515
open reading frames that encode enzymes that catalyze 2,719 reactions involving 1,192 …

An experimentally supported model of the Bacillus subtilis global transcriptional regulatory network

ML Arrieta‐Ortiz, C Hafemeister, AR Bate… - Molecular systems …, 2015 - embopress.org
Organisms from all domains of life use gene regulation networks to control cell growth,
identity, function, and responses to environmental challenges. Although accurate global …

A computational workflow for the expansion of heterologous biosynthetic pathways to natural product derivatives

J Hafner, J Payne, H MohammadiPeyhani… - Nature …, 2021 - nature.com
Plant natural products (PNPs) and their derivatives are important but underexplored sources
of pharmaceutical molecules. To access this untapped potential, the reconstitution of …

Independent component analysis recovers consistent regulatory signals from disparate datasets

AV Sastry, A Hu, D Heckmann, S Poudel… - PLoS computational …, 2021 - journals.plos.org
The availability of bacterial transcriptomes has dramatically increased in recent years. This
data deluge could result in detailed inference of underlying regulatory networks, but the …

Methods used in microbial forensics and epidemiological investigations for stronger health systems

AE Castro, MCA De Ungria - Forensic Sciences Research, 2022 - academic.oup.com
This review discusses microbial forensics as an emerging science that finds application in
protecting human health. It is important to distinguish naturally acquired infections from …

Hiding in plain sight: mining bacterial species records for phenotypic trait information

A Barberán, H Caceres Velazquez, S Jones, N Fierer - MSphere, 2017 - Am Soc Microbiol
Cultivation in the laboratory is essential for understanding the phenotypic characteristics and
environmental preferences of bacteria. However, basic phenotypic information is not readily …

Compendium-wide analysis of Pseudomonas aeruginosa core and accessory genes reveals transcriptional patterns across strains PAO1 and PA14

AJ Lee, G Doing, SL Neff, T Reiter, DA Hogan… - …, 2023 - Am Soc Microbiol
Pseudomonas aeruginosa is an opportunistic pathogen that causes difficult-to-treat
infections. Two well-studied divergent P. aeruginosa strain types, PAO1 and PA14, have …

Predicting the evolution of Escherichia coli by a data-driven approach

X Wang, V Zorraquino, M Kim, A Tsoukalas… - Nature …, 2018 - nature.com
A tantalizing question in evolutionary biology is whether evolution can be predicted from
past experiences. To address this question, we created a coherent compendium of more …

Effects of preservation method on canine (Canis lupus familiaris) fecal microbiota

KR Horng, HH Ganz, JA Eisen, SL Marks - PeerJ, 2018 - peerj.com
Studies involving gut microbiome analysis play an increasing role in the evaluation of health
and disease in humans and animals alike. Fecal sampling methods for DNA preservation in …