High-throughput immune repertoire analysis with IGoR

被引:151
作者
Marcou, Quentin [1 ,2 ]
Mora, Thierry [2 ,3 ]
Walczak, Aleksandra M. [1 ,2 ]
机构
[1] Sorbonne Univ, CNRS, Lab Phys Theor, 24 Rue Lhomond, F-75005 Paris, France
[2] Ecole Normale Super PSL, 24 Rue Lhomond, F-75005 Paris, France
[3] Univ Paris Diderot, Sorbonne Univ, CNRS, Lab Phys Stat, 24 Rue Lhomond, F-75005 Paris, France
来源
NATURE COMMUNICATIONS | 2018年 / 9卷
关键词
T-CELL-RECEPTORS; SOMATIC HYPERMUTATION; SEQUENCE; MUTABILITY; GENERATION; SELECTION;
D O I
10.1038/s41467-018-02832-w
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
High-throughput immune repertoire sequencing is promising to lead to new statistical diagnostic tools for medicine and biology. Successful implementations of these methods require a correct characterization, analysis, and interpretation of these data sets. We present IGoR (Inference and Generation Of Repertoires)-a comprehensive tool that takes B or T cell receptor sequence reads and quantitatively characterizes the statistics of receptor generation from both cDNA and gDNA. It probabilistically annotates sequences and its modular structure can be used to investigate models of increasing biological complexity for different organisms. For B cells, IGoR returns the hypermutation statistics, which we use to reveal co-localization of hypermutations along the sequence. We demonstrate that IGoR outperforms existing tools in accuracy and estimate the sample sizes needed for reliable repertoire characterization.
引用
收藏
页数:10
相关论文
共 37 条
  • [1] SELECTION OF DNA-BINDING SITES BY REGULATORY PROTEINS - STATISTICAL-MECHANICAL THEORY AND APPLICATION TO OPERATORS AND PROMOTERS
    BERG, OG
    VONHIPPEL, PH
    [J]. JOURNAL OF MOLECULAR BIOLOGY, 1987, 193 (04) : 723 - 743
  • [2] PASSENGER TRANSGENES REVEAL INTRINSIC SPECIFICITY OF THE ANTIBODY HYPERMUTATION MECHANISM - CLUSTERING, POLARITY, AND SPECIFIC HOT-SPOTS
    BETZ, AG
    RADA, C
    PANNELL, R
    MILSTEIN, C
    NEUBERGER, MS
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1993, 90 (06) : 2385 - 2388
  • [3] MiXCR: software for comprehensive adaptive immunity profiling
    Bolotin, Dmitriy A.
    Poslavsky, Stanislav
    Mitrophanov, Igor
    Shugay, Mikhail
    Mamedov, Ilgar Z.
    Putintseva, Ekaterina V.
    Chudakov, Dmitriy M.
    [J]. NATURE METHODS, 2015, 12 (05) : 380 - 381
  • [4] Biochemical analysis of hypermutational targeting by wild type and mutant activation-induced cytidine deaminase
    Bransteitter, R
    Pham, P
    Calabrese, P
    Goodman, MF
    [J]. JOURNAL OF BIOLOGICAL CHEMISTRY, 2004, 279 (49) : 51612 - 51621
  • [5] IMGT/V-QUEST: the highly customized and integrated system for IG and TR standardized V-J and V-D-J sequence analysis
    Brochet, Xavier
    Lefranc, Marie-Paule
    Giudicelli, Veronique
    [J]. NUCLEIC ACIDS RESEARCH, 2008, 36 : W503 - W508
  • [6] AID targeting: old mysteries and new challenges
    Chandra, Vivek
    Bortnick, Alexandra
    Murre, Cornelis
    [J]. TRENDS IN IMMUNOLOGY, 2015, 36 (09) : 527 - 535
  • [7] A Model of Somatic Hypermutation Targeting in Mice Based on High-Throughput Ig Sequencing Data
    Cui, Ang
    Di Niro, Roberto
    Vander Heiden, Jason A.
    Briggs, Adrian W.
    Adams, Kris
    Gilbert, Tamara
    O'Connor, Kevin C.
    Vigneault, Francois
    Shlomchik, Mark J.
    Kleinstein, Steven H.
    [J]. JOURNAL OF IMMUNOLOGY, 2016, 197 (09) : 3566 - 3574
  • [8] Vidjil: A Web Platform for Analysis of High-Throughput Repertoire Sequencing
    Duez, Marc
    Giraud, Mathieu
    Herbert, Ryan
    Rocher, Tatiana
    Salson, Mikael
    Thonier, Florian
    [J]. PLOS ONE, 2016, 11 (11):
  • [9] repgenHMM: a dynamic programming tool to infer the rules of immune receptor generation from sequence data
    Elhanati, Yuval
    Marcou, Quentin
    Mora, Thierry
    Walczak, Aleksandra M.
    [J]. BIOINFORMATICS, 2016, 32 (13) : 1943 - 1951
  • [10] Inferring processes underlying B-cell repertoire diversity
    Elhanati, Yuval
    Sethna, Zachary
    Marcou, Quentin
    Callan, Curtis G., Jr.
    Mora, Thierry
    Walczak, Aleksandra M.
    [J]. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2015, 370 (1676)