ArticleFrontiers in toxicology2024
Transforming environmental health datasets from the comparative toxicogenomics database into chord diagrams to visualize molecular mechanisms.
Article in Frontiers in toxicology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed.
- Elucidating the mechanism of amikacin-induced acute kidney injury: a multilevel analysis based on the FAERS database and network toxicology.Naunyn-Schmiedeberg's archives of pharmacology · 2026Article
- Unveiling the Mechanisms of Ozone-Induced Male Reproductive Toxicity: Insights from Testicular Proteomics and CTD Database.Environment & health (Washington, D.C.) · 2026Article
- Osimertinib-induced interstitial lung disease insights from faers signal detection and network toxicology analysis.BMC cancer · 2026Article
- Network toxicology and bioinformatic investigation of the association between Bisphenol A and endometrial cancer.Scientific reports · 2026Article
- Cadmium exposure induces renal fibrosis by inhibiting hsa_circ_0075684/miR-363-3p/KLF4 signaling pathway.Scientific reports · 2026Article
- Network Pharmacology, Molecular Docking, and Molecular Dynamics Simulation ofCurrent drug targets · 2026Article
- Pathogenic glycosyltransferase genes and potential therapeutic drugs in pressure overload-induced heart failure.ESC heart failure · 2025Article
- Expression and prognosis of CXCL13 in uterine corpus endometrial carcinoma based on bioinformatics analysis.Discover oncology · 2025Article
- Potential mechanisms of acupuncture treatment for rheumatoid arthritis: a study based on network topology and machine learning.Chinese medicine · 2025Article
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Authors and funding
9 authors.
Funding
Abstract
In environmental health, the specific molecular mechanisms connecting a chemical exposure to an adverse endpoint are often unknown, reflecting knowledge gaps. At the public Comparative Toxicogenomics Database (CTD; https://ctdbase.org/), we integrate manually curated, literature-based interactions from CTD to compute four-unit blocks of information organized as a potential step-wise molecular mechanism, known as "CGPD-tetramers," wherein a chemical interacts with a gene product to trigger a phenotype which can be linked to a disease. These computationally derived datasets can be used to fill the gaps and offer testable mechanistic information. Users can generate CGPD-tetramers for any combination of chemical, gene, phenotype, and/or disease of interest at CTD; however, such queries typically result in the generation of thousands of CGPD-tetramers. Here, we describe a novel approach to transform these large datasets into user-friendly chord diagrams using R. This visualization process is straightforward, simple to implement, and accessible to inexperienced users that have never used R before. Combining CGPD-tetramers into a single chord diagram helps identify potential key chemicals, genes, phenotypes, and diseases. This visualization allows users to more readily analyze computational datasets that can fill the exposure knowledge gaps in the environmental health continuum.
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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.