Guidelines for reproducible analysis of adaptive immune receptor repertoire sequencing data

被引:3
作者
Peres, Ayelet [1 ,2 ]
Klein, Vered [1 ,2 ]
Frankel, Boaz [1 ,2 ]
Lees, William [3 ,4 ]
Polak, Pazit [1 ,2 ]
Meehan, Mark [4 ]
Rocha, Artur [4 ]
Correia Lopes, Joao [4 ]
Yaari, Gur [1 ,2 ]
机构
[1] Bar Ilan Univ, Fac Engn, IL-5290002 Ramat Gan, Israel
[2] Bar Ilan Univ, Bar Ilan Inst Nanotechnol & Adv Mat, IL-5290002 Ramat Gan, Israel
[3] Univ London, Inst Struct & Mol Biol, Birkbeck Coll, London, England
[4] INESC TEC Inst Syst & Comp Engn Technol & Sci, Porto, Portugal
关键词
AIRR-seq; reproducibility; FAIR; preprocessing; annotation; pipelines; TOOLKIT; CELL;
D O I
10.1093/bib/bbae221
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Enhancing the reproducibility and comprehension of adaptive immune receptor repertoire sequencing (AIRR-seq) data analysis is critical for scientific progress. This study presents guidelines for reproducible AIRR-seq data analysis, and a collection of ready-to-use pipelines with comprehensive documentation. To this end, ten common pipelines were implemented using ViaFoundry, a user-friendly interface for pipeline management and automation. This is accompanied by versioned containers, documentation and archiving capabilities. The automation of pre-processing analysis steps and the ability to modify pipeline parameters according to specific research needs are emphasized. AIRR-seq data analysis is highly sensitive to varying parameters and setups; using the guidelines presented here, the ability to reproduce previously published results is demonstrated. This work promotes transparency, reproducibility, and collaboration in AIRR-seq data analysis, serving as a model for handling and documenting bioinformatics pipelines in other research domains.
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页数:8
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