Comprehensive literature review and statistical considerations for microarray meta-analysis

GC Tseng, D Ghosh, E Feingold - Nucleic acids research, 2012 - academic.oup.com
With the rapid advances of various high-throughput technologies, generation of '-omics' data
is commonplace in almost every biomedical field. Effective data management and analytical …

Strategies for aggregating gene expression data: the collapseRows R function

JA Miller, C Cai, P Langfelder, DH Geschwind… - BMC …, 2011 - Springer
Background Genomic and other high dimensional analyses often require one to summarize
multiple related variables by a single representative. This task is also variously referred to as …

Integrative analysis of many weighted co-expression networks using tensor computation

W Li, CC Liu, T Zhang, H Li… - PLoS computational …, 2011 - journals.plos.org
The rapid accumulation of biological networks poses new challenges and calls for powerful
integrative analysis tools. Most existing methods capable of simultaneously analyzing a …

[HTML][HTML] Microarray data analysis and mining tools

S Selvaraj, J Natarajan - Bioinformation, 2011 - ncbi.nlm.nih.gov
Microarrays are one of the latest breakthroughs in experimental molecular biology that allow
monitoring the expression levels of tens of thousands of genes simultaneously. Arrays have …

BiGGEsTS: integrated environment for biclustering analysis of time series gene expression data

JP Gonçalves, SC Madeira, AL Oliveira - BMC research notes, 2009 - Springer
Background The ability to monitor changes in expression patterns over time, and to observe
the emergence of coherent temporal responses using expression time series, is critical to …

Bioinformatics-assisted, integrated omics studies on medicinal plants

X Ma, Y Meng, P Wang, Z Tang… - Briefings in …, 2020 - academic.oup.com
The immense therapeutic and economic values of medicinal plants have attracted
increasing attention from the worldwide researchers. It has been recognized that production …

MetaOmics: analysis pipeline and browser-based software suite for transcriptomic meta-analysis

T Ma, Z Huo, A Kuo, L Zhu, Z Fang, X Zeng… - …, 2019 - academic.oup.com
The rapid advances of omics technologies have generated abundant genomic data in public
repositories and effective analytical approaches are critical to fully decipher biological …

Consistency of predictive signature genes and classifiers generated using different microarray platforms

X Fan, EK Lobenhofer, M Chen, W Shi… - The …, 2010 - nature.com
Microarray-based classifiers and associated signature genes generated from various
platforms are abundantly reported in the literature; however, the utility of the classifiers and …

WebArrayDB: cross-platform microarray data analysis and public data repository

XQ Xia, M McClelland, S Porwollik, W Song… - …, 2009 - academic.oup.com
Motivation: Cross-platform microarray analysis is an increasingly important research tool, but
researchers still lack open source tools for storing, integrating and analyzing large amounts …

A GMM-IG framework for selecting genes as expression panel biomarkers

M Wang, JY Chen - Artificial Intelligence in Medicine, 2010 - Elsevier
OBJECTIVE: The limitation of small sample sizes of functional genomics experiments has
made it necessary to integrate DNA microarray experimental data for similar biological …