ArticleNature protocols2015
NetworkAnalyst for statistical, visual and network-based meta-analysis of gene expression data.
Article in Nature protocols, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 543 papers, 7 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
543 citing papers in PubMed, 7 syntheses or guidelines pooled it.
- Differentially Expressed Genes and Biological Pathways in Moyamoya Disease: A Systematic Review and Meta-analysis of Transcriptomic Studies.Translational stroke research · 2025Pooled it
- Meta-analysis of probiotics metabolites in gastrointestinal tract and metabolic health.Frontiers in cellular and infection microbiology · 2025Pooled it
- Drug repurposing based on differentially expressed genes suggests drug combinations with possible synergistic effects in treatment of lung adenocarcinoma.Cancer biology & therapy · 2023Pooled it
- Exploration of key drug target proteins highlighting their related regulatory molecules, functional pathways and drug candidates associated with delirium: evidence from meta-data analyses.BMC geriatrics · 2023Pooled it
- Exploring the interactions of antihistamine with retinoic acid receptor beta (RARB) by molecular dynamics simulations and genome-wide meta-analysis.Journal of molecular graphics & modelling · 2023Pooled it
- Identification of Key Gene Network Modules and Hub Genes Associated with Wheat Response to Biotic Stress Using Combined Microarray Meta-analysis and WGCN Analysis.Molecular biotechnology · 2023Pooled it
- Pathogenomic Signature and Aberrant Neurogenic Events in Experimental Cerebral Ischemic Stroke: A Neurotranscriptomic-Based Implication for Dementia.Journal of Alzheimer's disease : JAD · 2023Pooled it
- Trial
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- The NF-κB Isoform p65 iso5 Is Associated with Distinct Transcriptional Programs and Signaling Pathways.Cells · 2026Article
- Drug Design Studio (DDS) 2.0: A Unified Platform for Network Pharmacology Integrated with Docking and Virtual Screening Workflow for Covalent/Non-Covalent Binders.International journal of molecular sciences · 2026Article
- Cross-tissue immune profiling of APOE ε4 reveals early dysregulation in Alzheimer's disease.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
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- Multi-omics identification of haptoglobin as a novel target for increased Alzheimer's disease risk associated with obesity through inhibiting the phagocytosis of Aβ by disease-associated microglia.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2026Article
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- Patient cerebral organoids capture Alzheimer's disease proteomic biomarkers and drug targets.bioRxiv : the preprint server for biology · 2026Article
- Inhibition of Fibroblast Growth Factor Receptor 3 Signaling by Ponatinib Reduces Growth and Cytokine Production of Multiple Myeloma Cells.International journal of molecular sciences · 2026Article
- A multi-omics analysis of human fibroblasts overexpressing an Alu transposon reveals widespread disruptions in aging-associated pathways.GeroScience · 2026Article
- Population-specific heterogeneity in ontogeny of the broadly-conserved blood transcriptional program during the first week of life.Nature communications · 2026Article
483 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
Meta-analysis of gene expression data sets is increasingly performed to help identify robust molecular signatures and to gain insights into underlying biological processes. The complicated nature of such analyses requires both advanced statistics and innovative visualization strategies to support efficient data comparison, interpretation and hypothesis generation. NetworkAnalyst (http://www.networkanalyst.ca) is a comprehensive web-based tool designed to allow bench researchers to perform various common and complex meta-analyses of gene expression data via an intuitive web interface. By coupling well-established statistical procedures with state-of-the-art data visualization techniques, NetworkAnalyst allows researchers to easily navigate large complex gene expression data sets to determine important features, patterns, functions and connections, thus leading to the generation of new biological hypotheses. This protocol provides a step-wise description of how to effectively use NetworkAnalyst to perform network analysis and visualization from gene lists; to perform meta-analysis on gene expression data while taking into account multiple metadata parameters; and, finally, to perform a meta-analysis of multiple gene expression data sets. NetworkAnalyst is designed to be accessible to biologists rather than to specialist bioinformaticians. The complete protocol can be executed in ∼1.5 h. Compared with other similar web-based tools, NetworkAnalyst offers a unique visual analytics experience that enables data analysis within the context of protein-protein interaction networks, heatmaps or chord diagrams. All of these analysis methods provide the user with supporting statistical and functional evidence.
Indexed as
Identifiers
25950236What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.