Adage-based integration of publicly available pseudomonas aeruginosa gene expression data with denoising autoencoders illuminates microbe-host interactions

J Tan, JH Hammond, DA Hogan, CS Greene - MSystems, 2016 - Am Soc Microbiol
The increasing number of genome-wide assays of gene expression available from public
databases presents opportunities for computational methods that facilitate hypothesis …

Bone marrow microenvironments that contribute to patient outcomes in newly diagnosed multiple myeloma: A cohort study of patients in the Total Therapy clinical trials

SA Danziger, M McConnell, J Gockley, MH Young… - PLoS …, 2020 - journals.plos.org
Background The tumor microenvironment (TME) is increasingly appreciated as an important
determinant of cancer outcome, including in multiple myeloma (MM). However, most …

Biclustering methods: biological relevance and application in gene expression analysis

A Oghabian, S Kilpinen, S Hautaniemi, E Czeizler - PloS one, 2014 - journals.plos.org
DNA microarray technologies are used extensively to profile the expression levels of
thousands of genes under various conditions, yielding extremely large data-matrices. Thus …

Biclique communities

S Lehmann, M Schwartz, LK Hansen - … E—Statistical, Nonlinear, and Soft Matter …, 2008 - APS
We present a method for detecting communities in bipartite networks. Based on an
extension of the k-clique community detection algorithm, we demonstrate how modular …

It is time to apply biclustering: a comprehensive review of biclustering applications in biological and biomedical data

J Xie, A Ma, A Fennell, Q Ma, J Zhao - Briefings in bioinformatics, 2019 - academic.oup.com
Biclustering is a powerful data mining technique that allows clustering of rows and columns,
simultaneously, in a matrix-format data set. It was first applied to gene expression data in …

From protein-protein interactions to protein co-expression networks: a new perspective to evaluate large-scale proteomic data

D Vella, I Zoppis, G Mauri, P Mauri… - EURASIP Journal on …, 2017 - Springer
The reductionist approach of dissecting biological systems into their constituents has been
successful in the first stage of the molecular biology to elucidate the chemical basis of …

Gene expression profiling of 1200 pancreatic ductal adenocarcinoma reveals novel subtypes

L Zhao, H Zhao, H Yan - BMC cancer, 2018 - Springer
Background Pancreatic ductal adenocarcinoma (PDAC) is the fourth leading cause of
cancer related death in the world with a five-year survival rate of less than 5%. Not all PDAC …

Systems biology of innate immunity

DE Zak, A Aderem - Immunological reviews, 2009 - Wiley Online Library
Systems biology is the comprehensive and quantitative analysis of the interactions between
all of the components of biological systems over time. Systems biology involves an iterative …

Differential gene regulatory networks in development and disease

AJ Singh, SA Ramsey, TM Filtz, C Kioussi - Cellular and Molecular Life …, 2018 - Springer
Gene regulatory networks, in which differential expression of regulator genes induce
differential expression of their target genes, underlie diverse biological processes such as …

An integrative systems biology approach to understanding pulmonary diseases

C Auffray, IM Adcock, KF Chung, R Djukanovic… - Chest, 2010 - Elsevier
Chronic inflammatory pulmonary diseases such as COPD and asthma are highly prevalent
and associated with a major health burden worldwide. Despite a wealth of biologic and …