pyTCR: A comprehensive and scalable solution for TCR-Seq data analysis to facilitate reproducibility and rigor of immunogenomics research.

TCR - T cell receptor TCR characterization TCR-seq computational notebooks immunogenomics reproducibility

Journal

Frontiers in immunology
ISSN: 1664-3224
Titre abrégé: Front Immunol
Pays: Switzerland
ID NLM: 101560960

Informations de publication

Date de publication:
2022
Historique:
received: 26 05 2022
accepted: 05 10 2022
entrez: 1 12 2022
pubmed: 2 12 2022
medline: 3 12 2022
Statut: epublish

Résumé

T cell receptor (TCR) studies have grown substantially with the advancement in the sequencing techniques of T cell receptor repertoire sequencing (TCR-Seq). The analysis of the TCR-Seq data requires computational skills to run the computational analysis of TCR repertoire tools. However biomedical researchers with limited computational backgrounds face numerous obstacles to properly and efficiently utilizing bioinformatics tools for analyzing TCR-Seq data. Here we report pyTCR, a computational notebook-based solution for comprehensive and scalable TCR-Seq data analysis. Computational notebooks, which combine code, calculations, and visualization, are able to provide users with a high level of flexibility and transparency for the analysis. Additionally, computational notebooks are demonstrated to be user-friendly and suitable for researchers with limited computational skills. Our tool has a rich set of functionalities including various TCR metrics, statistical analysis, and customizable visualizations. The application of pyTCR on large and diverse TCR-Seq datasets will enable the effective analysis of large-scale TCR-Seq data with flexibility, and eventually facilitate new discoveries.

Identifiants

pubmed: 36451811
doi: 10.3389/fimmu.2022.954078
pmc: PMC9704496
doi:

Substances chimiques

Receptors, Antigen, T-Cell 0

Types de publication

Journal Article Research Support, U.S. Gov't, Non-P.H.S.

Langues

eng

Sous-ensembles de citation

IM

Pagination

954078

Subventions

Organisme : NCATS NIH HHS
ID : KL2 TR001854
Pays : United States
Organisme : NCI NIH HHS
ID : R01 CA248381
Pays : United States

Informations de copyright

Copyright © 2022 Peng, Moore, Vahed, Brito, Kao, Burkhardt, Alachkar and Mangul.

Déclaration de conflit d'intérêts

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

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Auteurs

Kerui Peng (K)

Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, Los Angeles, CA, United States.

Jaden Moore (J)

Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, Los Angeles, CA, United States.
Computer Science Department, Orange Coast College, Costa Mesa, CA, United States.

Mohammad Vahed (M)

Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, Los Angeles, CA, United States.

Jaqueline Brito (J)

Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, Los Angeles, CA, United States.

Guoyun Kao (G)

Department of Pharmacology and Pharmaceutical Sciences, School of Pharmacy, University of Southern California, Los Angeles, CA, United States.

Amanda M Burkhardt (AM)

Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, Los Angeles, CA, United States.

Houda Alachkar (H)

Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, Los Angeles, CA, United States.

Serghei Mangul (S)

Department of Clinical Pharmacy, School of Pharmacy, University of Southern California, Los Angeles, CA, United States.

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Classifications MeSH