Ten years of pathway analysis: current approaches and outstanding challenges

P Khatri, M Sirota, AJ Butte - PLoS computational biology, 2012 - journals.plos.org
Pathway analysis has become the first choice for gaining insight into the underlying biology
of differentially expressed genes and proteins, as it reduces complexity and has increased …

Pathway analysis: state of the art

MA García-Campos, J Espinal-Enríquez… - Frontiers in …, 2015 - frontiersin.org
Pathway analysis is a set of widely used tools for research in life sciences intended to give
meaning to high-throughput biological data. The methodology of these tools settles in the …

Functional characterization of somatic mutations in cancer using network-based inference of protein activity

MJ Alvarez, Y Shen, FM Giorgi, A Lachmann, BB Ding… - Nature …, 2016 - nature.com
Identifying the multiple dysregulated oncoproteins that contribute to tumorigenesis in a given
patient is crucial for developing personalized treatment plans. However, accurate inference …

Camera: a competitive gene set test accounting for inter-gene correlation

D Wu, GK Smyth - Nucleic acids research, 2012 - academic.oup.com
Competitive gene set tests are commonly used in molecular pathway analysis to test for
enrichment of a particular gene annotation category amongst the differential expression …

Bioinformatics enrichment tools: paths toward the comprehensive functional analysis of large gene lists

DW Huang, BT Sherman, RA Lempicki - Nucleic acids research, 2009 - academic.oup.com
Functional analysis of large gene lists, derived in most cases from emerging high-throughput
genomic, proteomic and bioinformatics scanning approaches, is still a challenging and …

GAGE: generally applicable gene set enrichment for pathway analysis

W Luo, MS Friedman, K Shedden, KD Hankenson… - BMC …, 2009 - Springer
Background Gene set analysis (GSA) is a widely used strategy for gene expression data
analysis based on pathway knowledge. GSA focuses on sets of related genes and has …

Cell wall construction in Saccharomyces cerevisiae

FM Klis, A Boorsma, PWJ De Groot - Yeast, 2006 - Wiley Online Library
In this review, we discuss new insights in cell wall architecture and cell wall construction in
the ascomycetous yeast Saccharomyces cerevisiae. Transcriptional profiling studies …

Significance analysis of functional categories in gene expression studies: a structured permutation approach

WT Barry, AB Nobel, FA Wright - Bioinformatics, 2005 - academic.oup.com
Motivation: In high-throughput genomic and proteomic experiments, investigators monitor
expression across a set of experimental conditions. To gain an understanding of broader …

Gene-set approach for expression pattern analysis

D Nam, SY Kim - Briefings in bioinformatics, 2008 - academic.oup.com
Recently developed gene set analysis methods evaluate differential expression patterns of
gene groups instead of those of individual genes. This approach especially targets gene …

Revealing global regulatory perturbations across human cancers

H Goodarzi, O Elemento, S Tavazoie - Molecular cell, 2009 - cell.com
The discovery of pathways and regulatory networks whose perturbation contributes to
neoplastic transformation remains a fundamental challenge for cancer biology. We show …