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ToxDAR: A Workflow Software for Analyzing Toxicologically Relevant Proteomic and Transcriptomic Data, from Data
Peng Jiang1, Zuzhen Zhang1, Qing Yu2
1School of Basic Medical Sciences, Anhui Medical University, Hefei 230032, China.
International Journal of Molecular Sciences
|September 14, 2024
Summary
Researchers developed ToxDAR, an R package for analyzing toxicological multi-omics data. This tool aids in understanding chemical toxicity mechanisms and identifying potential therapeutic targets by integrating omics data with existing toxicological knowledge.
Area of Science:
- Toxicology and Computational Biology
- Multi-omics Data Analysis
- Drug Discovery and Development
Background:
- Understanding toxicological mechanisms is crucial for drug development, chemical safety, and public health.
- High-throughput omics technologies generate vast datasets for studying toxicological responses.
- Challenges exist in analyzing and integrating these omics data with existing toxicological knowledge.
Purpose of the Study:
- To develop a knowledge-based analysis system for toxicological multi-omics data.
- To facilitate the identification of biological pathways associated with chemical toxicity.
- To establish connections between omics data and established toxicological knowledge.
Main Methods:
- Development of ToxDAR, a workflow-oriented R package for toxicological multi-omics data analysis.
- Integration of existing R packages (NormExpression, DESeq2, igraph) and functions (prcomp, phyper).
- Incorporation of a knowledge graph with biological entities and interaction types for data annotation.
- Case study analysis of a triphenyl phosphate (TPP) transcriptomic dataset.
Main Results:
- ToxDAR supports data preparation, quality control, differential expression, functional, and network analysis.
- The knowledge graph provides comprehensive annotation for omics analysis results.
- Analysis of TPP toxicology suggests impairment of thyroid function via thyroid hormone receptor β (THRB) activation, affecting cell death and inflammation pathways.
Conclusions:
- ToxDAR is a valuable tool for understanding toxicological mechanisms from multi-omics data.
- The package aids in discovering novel therapeutic targets and evaluating chemical safety.
- It bridges the gap between complex omics data and actionable toxicological insights.
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