TEPIC 2-an extended framework for transcription factor binding prediction and integrative epigenomic analysis
Florian Schmidt1,2,3, Fabian Kern1,2,4, Peter Ebert2,3
1High throughput Genomics and Systems Biology, Cluster of Excellence on Multimodal Computing and Interaction, Saarland Informatics Campus, Saarbrücken, Germany.
TEPIC 2 accelerates transcription factor (TF) binding prediction from epigenetics data. This framework enhances TF gene analysis and integrates TF binding with gene expression for identifying key TFs.
Area of Science:
- Genomics
- Bioinformatics
- Computational Biology
Background:
- Predicting transcription factor (TF) binding from epigenetics data is complex.
- Integrating TF binding analysis with gene expression data is crucial for understanding gene regulation.
Purpose of the Study:
- To present TEPIC 2, a framework for fast, accurate, and versatile TF binding prediction and analysis.
- To enable integrated analysis of TF binding predictions with gene expression data.
Main Methods:
- TEPIC 2 supports 30 species with binding motifs.
- Improved implementation allows TF gene and score computation up to two orders of magnitude faster.
- Offers machine learning pipelines for integrated analysis.
Main Results:
- TEPIC 2 provides accelerated TF binding prediction and analysis.
- Facilitates identification of important TFs through integrated analysis.
- Supports a wide range of species and integrates diverse data types.
Conclusions:
- TEPIC 2 offers a significant advancement in TF binding prediction and analysis.
- The framework's speed and versatility aid in identifying key regulatory TFs.
- Enables more comprehensive understanding of gene regulation through integrative analysis.
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