VDJtools: Unifying Post-analysis of T Cell Receptor Repertoires

被引:424
作者
Shugay, Mikhail [1 ,2 ]
Bagaev, Dmitriy V. [1 ]
Turchaninova, Maria A. [1 ,2 ]
Bolotin, Dmitriy A. [1 ,2 ]
Britanova, Olga V. [1 ,2 ,3 ]
Putintseva, Ekaterina V. [1 ,2 ,3 ]
Pogorelyy, Mikhail V. [1 ]
Nazarov, Vadim I. [1 ,4 ]
Zvyagin, Ivan V. [1 ,2 ,3 ]
Kirgizova, Vitalina I. [1 ]
Kirgizov, Kirill I. [5 ]
Skorobogatova, Elena V. [5 ]
Chudakov, Dmitriy M. [1 ,2 ,3 ]
机构
[1] RAS, Shemyakin Ovchinnikov Inst Bioorgan Chem, Moscow 117901, Russia
[2] Pirogov Russian Natl Res Med Univ, Moscow, Russia
[3] Masaryk Univ, Cent European Inst Technol, Brno, Czech Republic
[4] Natl Res Univ, Higher Sch Econ, Moscow, Russia
[5] Russian Childrens Hosp, Moscow, Russia
基金
俄罗斯科学基金会;
关键词
RESIDUAL DISEASE DETECTION; MULTIPLE-SCLEROSIS; CLONAL EXPANSIONS; DEEP; DIVERSITY; GENERATION; SELECTION; SOFTWARE; OVERLAP; EPITOPE;
D O I
10.1371/journal.pcbi.1004503
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Despite the growing number of immune repertoire sequencing studies, the field still lacks software for analysis and comprehension of this high-dimensional data. Here we report VDJtools, a complementary software suite that solves a wide range of T cell receptor (TCR) repertoires post-analysis tasks, provides a detailed tabular output and publication-ready graphics, and is built on top of a flexible API. Using TCR datasets for a large cohort of unrelated healthy donors, twins, and multiple sclerosis patients we demonstrate that VDJtools greatly facilitates the analysis and leads to sound biological conclusions. VDJtools software and documentation are available at https://github.com/mikessh/vdjtools.
引用
收藏
页数:16
相关论文
共 50 条
  • [21] Longitudinal analysis of T-cell receptor repertoires reveals persistence of antigen-driven CD4+ and CD8+ T-cell clusters in systemic sclerosis
    Servaas, N. H.
    Zaaraoui-Boutahar, F.
    Wichers, C. G. K.
    Ottria, A.
    Chouri, E.
    Affandi, A. J.
    Silva-Cardoso, S.
    van der Kroef, M.
    Carvalheiro, T.
    van Wijk, F.
    Radstake, T. R. D. J.
    Andeweg, A. C.
    Pandit, A.
    JOURNAL OF AUTOIMMUNITY, 2021, 117
  • [22] Post-vaccination SARS-Cov-2 T-cell receptor repertoires in patients with multiple sclerosis and related disorders
    Algu, Priyanka
    Hameed, Natasha
    Deangelis, Tracy
    Stern, Joel
    Harel, Asaff
    MULTIPLE SCLEROSIS AND RELATED DISORDERS, 2023, 79
  • [23] Abalign: a comprehensive multiple sequence alignment platform for B-cell receptor immune repertoires
    Zong, Fanjie
    Long, Chenyu
    Hu, Wanxin
    Chen, Shuang
    Dai, Wentao
    Xiao, Zhi-Xiong
    Cao, Yang
    NUCLEIC ACIDS RESEARCH, 2023, 51 (W1) : W17 - W24
  • [24] An overview of immunoinformatics approaches and databases linking T cell receptor repertoires to their antigen specificity
    Zvyagin, Ivan V.
    Tsvetkov, Vasily O.
    Chudakov, Dmitry M.
    Shugay, Mikhail
    IMMUNOGENETICS, 2020, 72 (1-2) : 77 - 84
  • [25] Quantifiable predictive features define epitope-specific T cell receptor repertoires
    Dash, Pradyot
    Fiore-Gartland, Andrew J.
    Hertz, Tomer
    Wang, George C.
    Sharma, Shalini
    Souquette, Aisha
    Crawford, Jeremy Chase
    Clemens, E. Bridie
    Nguyen, Thi H. O.
    Kedzierska, Katherine
    La Gruta, Nicole L.
    Bradley, Philip
    Thomas, Paul G.
    NATURE, 2017, 547 (7661) : 89 - +
  • [26] An overview of immunoinformatics approaches and databases linking T cell receptor repertoires to their antigen specificity
    Ivan V. Zvyagin
    Vasily O. Tsvetkov
    Dmitry M. Chudakov
    Mikhail Shugay
    Immunogenetics, 2020, 72 : 77 - 84
  • [27] A new statistical method for quantitative analyses: application to the precise quantification of T cell receptor repertoires
    Hori, S
    Collette, A
    Demengeot, J
    Stewart, J
    JOURNAL OF IMMUNOLOGICAL METHODS, 2002, 268 (02) : 159 - 170
  • [28] Defining T cell receptor repertoires using nanovial-based binding and functional screening
    Koo, Doyeon
    Mao, Zhiyuan
    Dimatteo, Robert
    Noguchi, Miyako
    Tsubamoto, Natalie
    McLaughlin, Jami
    Tran, Wendy
    Lee, Sohyung
    Cheng, Donghui
    de Rutte, Joseph
    Sojo, Giselle Burton
    Witte, Owen N.
    Di Carlo, Dino
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2024, 121 (14)
  • [29] Identical twins discordant for multiple sclerosis have a shift in their T-cell receptor repertoires
    Haegert, DG
    Galutira, D
    Murray, TJ
    O'Connor, P
    Gadag, V
    CLINICAL AND EXPERIMENTAL IMMUNOLOGY, 2003, 134 (03) : 532 - 537
  • [30] Model for comparative analysis of antigen receptor repertoires
    Rempala, Grzegorz A.
    Seweryn, Michal
    Ignatowicz, Leszek
    JOURNAL OF THEORETICAL BIOLOGY, 2011, 269 (01) : 1 - 15