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DESSO-DB: A web database for sequence and shape motif analyses and identification.

Xiaoying Wang1, Cankun Wang2, Lang Li2

  • 1Department of Mathematics, Shandong University, Shandong, China.

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Summary
This summary is machine-generated.

DESSO-DB offers a user-friendly web database for cis-regulatory motif identification and analysis. It integrates deep learning predictions from extensive human Chromatin Immunoprecipitation sequencing (ChIP-seq) data, enhancing gene regulatory mechanism discovery.

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Area of Science:

  • Genomics and Bioinformatics
  • Computational Biology
  • Molecular Biology

Background:

  • Cis-regulatory motif identification is crucial for understanding gene regulation.
  • Deep learning models show promise in motif prediction.
  • Accessible web databases are needed to leverage these models.

Purpose of the Study:

  • To present DESSO-DB, a web database for motif analysis.
  • To provide easy access to identified motifs and analysis tools.
  • To facilitate the use of deep learning in motif discovery.

Main Methods:

  • Developed DESSO, an in-house deep learning tool for motif prediction.
  • Integrated motif prediction results for 690 ENCODE and 1,677 Cistrome DB human ChIP-seq datasets.
  • Deployed the database on Google Cloud Platform for public access.

Main Results:

  • DESSO-DB provides motif predictions and visualizations for extensive human ChIP-seq data.
  • Includes online motif finding and scanning for new datasets (ChIP-seq/ATAC-seq).
  • Offers downloadable motif results for various datasets, including cancer and CLIP-seq data.

Conclusions:

  • DESSO-DB offers efficient access to motif analysis tools and data.
  • The database supports diverse genomic datasets and deep learning-based predictions.
  • Freely available resources promote advancements in gene regulatory mechanism research.