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T and B Cell Receptor Immune Repertoire Analysis using Next-generation Sequencing
Published on: January 12, 2021
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Methods for sequence and structural analysis of B and T cell receptor repertoires
Shunsuke Teraguchi1,2, Dianita S Saputri2, Mara Anais Llamas-Covarrubias2,3
1Immunology Frontier Research Center, Osaka University, 3-1 Yamadaoka, Suita, Japan.
Computational and Structural Biotechnology Journal
|August 18, 2020
Summary
Bioinformatics tools are crucial for analyzing diverse B cell receptor (BCR) and T cell receptor (TCR) repertoires. This review highlights recent software developments, focusing on structural features for immune receptor analysis.
Area of Science:
- Immunology and Bioinformatics
- Computational Biology
- Structural Biology
Background:
- B cell receptors (BCRs) and T cell receptors (TCRs) form a critical defense network distinguishing self from non-self.
- Analysis of BCR and TCR repertoires is vital for immunology and biotechnology due to their high diversity.
- Specialized bioinformatics methods are essential for extracting meaningful data from immune receptor sequences.
Purpose of the Study:
- To review recent advancements in bioinformatics tools for BCR and TCR repertoire analysis.
- To emphasize tools that integrate structural features into immune receptor data analysis.
- To cover sequencing technologies, structural modeling, clustering, and downstream applications.
Main Methods:
- Survey of recent sequencing technologies for immune receptor repertoires.
- Review of structural modeling and clustering methods for BCR and TCRs.
- Discussion of downstream analyses including epitope prediction and molecular dynamics.
Main Results:
- Identification of specialized bioinformatics tools for analyzing diverse BCR and TCR repertoires.
- Emphasis on the utility of structural features in immune receptor repertoire analysis.
- Overview of methods for antibody-antigen docking and TCR-peptide-MHC modeling.
Conclusions:
- Advancements in bioinformatics tools are crucial for understanding complex immune receptor repertoires.
- Integrating structural information enhances the analysis of BCR and TCR sequence data.
- These tools support applications ranging from basic immunology to biotechnology and drug discovery.
Keywords:
Adaptive immunologyAntigenB cell receptorClusteringImmune systemMachine-learningSingle cell sequencingT cell receptorMore Related Videos
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