ArticleBMC bioinformatics2021
GeneTonic: an R/Bioconductor package for streamlining the interpretation of RNA-seq data.
Article in BMC bioinformatics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 26 papers.
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Who cites it
26 citing papers in PubMed.
- Concordant and Discordant Transcriptomic Signatures of Twin Placentas in the Setting of Preeclampsia.Hypertension (Dallas, Tex. : 1979) · 2026Article
- The MYB-related transcription factor MYPOP acts as a selective regulator of cancer cell growth.Communications biology · 2026Article
- DeeDeeExperiment: building an infrastructure for integrating and managing omics data analysis results in R/Bioconductor.Bioinformatics (Oxford, England) · 2026Article
- Lipidomic profiling identifies key pathways and a 5-lipid panel with high diagnostic efficacy for ischemic stroke.Scientific reports · 2026Article
- GeDi: simplifying gene set distances for enhanced omics interpretation in R/Bioconductor.BMC bioinformatics · 2025Article
- Interdisciplinary medical education practices: building a case-driven interdisciplinary simulation system based on public datasets.BMC medical education · 2025Article
- Epigenetic Changes Regulating Epithelial-Mesenchymal Plasticity in Human Trophoblast Differentiation.Cells · 2025Article
- Genome-wide transcriptomic response of whole blood to radiation.Scientific reports · 2025Article
- Ptprz Signaling, Tubule-Mediated and Macrophage-Mediated Kidney Injury, and Subsequent CKD.Journal of the American Society of Nephrology : JASN · 2025Article
- Effects of light exposure during IVF: transcriptomic analysis of murine embryos and embryo-derived EVs.Frontiers in immunology · 2025Article
- Unraveling the glycosphingolipid metabolism by leveraging transcriptome-weighted network analysis on neuroblastic tumors.Cancer & metabolism · 2024Article
- Deep hematologic response to RD treatment in patients with multiple myeloma is associated with overexpression of IL-17R in CD138+ plasma cells.Scientific reports · 2024Article
- Multi-Omics Profiles of Small Intestine Organoids in Reaction to Breast Milk and Different Infant Formula Preparations.Nutrients · 2024Article
- Messenger RNA transport on lysosomal vesicles maintains axonal mitochondrial homeostasis and prevents axonal degeneration.Nature neuroscience · 2024Article
- Diploid genome assembly of the Malbec grapevine cultivar enables haplotype-aware analysis of transcriptomic differences underlying clonal phenotypic variation.Horticulture research · 2024Article
- Deregulated Transcriptome as a Platform for Adrenal Huntington's Disease-Related Pathology.International journal of molecular sciences · 2024Article
- A20 regulates lymphocyte adhesion in murine neuroinflammation by restricting endothelial ICOSL expression in the CNS.The Journal of clinical investigation · 2023Article
- A transcriptional and regulatory map of mouse somite maturation.Developmental cell · 2023Article
- The Effect of Plastic-Related Compounds on Transcriptome-Wide Gene Expression on CYP2C19-Overexpressing HepG2 Cells.Molecules (Basel, Switzerland) · 2023Article
- Genomic insights into metabolic flux in hummingbirds.Genome research · 2023Article
Corrections and comments
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Authors and funding
4 authors.
Funding
Abstract
backgroundThe interpretation of results from transcriptome profiling experiments via RNA sequencing (RNA-seq) can be a complex task, where the essential information is distributed among different tabular and list formats-normalized expression values, results from differential expression analysis, and results from functional enrichment analyses. A number of tools and databases are widely used for the purpose of identification of relevant functional patterns, yet often their contextualization within the data and results at hand is not straightforward, especially if these analytic components are not combined together efficiently.
resultsWe developed the GeneTonic software package, which serves as a comprehensive toolkit for streamlining the interpretation of functional enrichment analyses, by fully leveraging the information of expression values in a differential expression context. GeneTonic is implemented in R and Shiny, leveraging packages that enable HTML-based interactive visualizations for executing drilldown tasks seamlessly, viewing the data at a level of increased detail. GeneTonic is integrated with the core classes of existing Bioconductor workflows, and can accept the output of many widely used tools for pathway analysis, making this approach applicable to a wide range of use cases. Users can effectively navigate interlinked components (otherwise available as flat text or spreadsheet tables), bookmark features of interest during the exploration sessions, and obtain at the end a tailored HTML report, thus combining the benefits of both interactivity and reproducibility.
conclusionGeneTonic is distributed as an R package in the Bioconductor project ( https://bioconductor.org/packages/GeneTonic/ ) under the MIT license. Offering both bird's-eye views of the components of transcriptome data analysis and the detailed inspection of single genes, individual signatures, and their relationships, GeneTonic aims at simplifying the process of interpretation of complex and compelling RNA-seq datasets for many researchers with different expertise profiles.
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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.