Comparative analysis of murine T-cell receptor repertoires

. 2018 Feb ; 153 (2) : 133-144. [epub] 20171127

Jazyk angličtina Země Anglie, Velká Británie Médium print-electronic

Typ dokumentu časopisecké články, práce podpořená grantem, přehledy

Perzistentní odkaz   https://www.medvik.cz/link/pmid29080364

Grantová podpora
P30 CA008748 NCI NIH HHS - United States

For understanding the rules and laws of adaptive immunity, high-throughput profiling of T-cell receptor (TCR) repertoires becomes a powerful tool. The structure of TCR repertoires is instructive even before the antigen specificity of each particular receptor becomes available. It embodies information about the thymic and peripheral selection of T cells; the readiness of an adaptive immunity to withstand new challenges; the character, magnitude and memory of immune responses; and the aetiological and functional proximity of T-cell subsets. Here, we describe our current analytical approaches for the comparative analysis of murine TCR repertoires, and show several examples of how these approaches can be applied for particular experimental settings. We analyse the efficiency of different metrics used for estimation of repertoire diversity, repertoire overlap, V-gene and J-gene segments usage similarity, and amino acid composition of CDR3. We discuss basic differences of these metrics and their advantages and limitations in different experimental models, and we provide guidelines for choosing an efficient way to lead a comparative analysis of TCR repertoires. Applied to the various known and newly developed mouse models, such analysis should allow us to disentangle multiple sophisticated puzzles in adaptive immunity.

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Woodsworth DJ, Castellarin M, Holt RA. Sequence analysis of T‐cell repertoires in health and disease. Genome Med 2013; 5:98. PubMed PMC

Linnemann C, Mezzadra R, Schumacher TN. TCR repertoires of intratumoral T‐cell subsets. Immunol Rev 2014; 257:72–82. PubMed

Greiff V, Miho E, Menzel U, Reddy ST. Bioinformatic and statistical analysis of adaptive immune repertoires. Trends Immunol 2015; 36:738–49. PubMed

Heather JM, Ismail M, Oakes T, Chain B. High‐throughput sequencing of the T‐cell receptor repertoire: pitfalls and opportunities. Brief Bioinform 2017; doi: 10.1093/bib/bbw138. PubMed DOI PMC

Guo XZ, Dash P, Calverley M, Tomchuck S, Dallas MH, Thomas PG. Rapid cloning, expression, and functional characterization of paired αβ and γδ T‐cell receptor chains from single‐cell analysis. Mol Ther Methods Clin Dev 2016; 3:15054. PubMed PMC

Dash P, Fiore‐Gartland AJ, Hertz T, Wang GC, Sharma S, Souquette A et al Quantifiable predictive features define epitope‐specific T cell receptor repertoires. Nature 2017; 547:89–93. PubMed PMC

Glanville J, Huang H, Nau A, Hatton O, Wagar LE, Rubelt F et al Identifying specificity groups in the T cell receptor repertoire. Nature 2017; 547:94–8. PubMed PMC

Shugay M, Bagaev DV, Zvyagin IV, Vroomans RM, Crawford JC, Dolton G et al VDJdb: a curated database of T‐cell receptor sequences with known antigen specificity. Nucleic Acids Res 2017; doi: 10.1093/nar/gkx760. PubMed DOI PMC

Venturi V, Quigley MF, Greenaway HY, Ng PC, Ende ZS, McIntosh T et al A mechanism for TCR sharing between T cell subsets and individuals revealed by pyrosequencing. J Immunol 2011; 186:4285–94. PubMed

Kosmrlj A, Jha AK, Huseby ES, Kardar M, Chakraborty AK. How the thymus designs antigen‐specific and self‐tolerant T cell receptor sequences. Proc Natl Acad Sci U S A 2008; 105:16671–6. PubMed PMC

Bolotin DA, Mamedov IZ, Britanova OV, Zvyagin IV, Shagin D, Ustyugova SV et al Next generation sequencing for TCR repertoire profiling: platform‐specific features and correction algorithms. Eur J Immunol 2012; 42:3073–83. PubMed

Seitz V, Schaper S, Droge A, Lenze D, Hummel M, Hennig S. A new method to prevent carry‐over contaminations in two‐step PCR NGS library preparations. Nucleic Acids Res 2015; 43:e135. PubMed PMC

Kinde I, Wu J, Papadopoulos N, Kinzler KW, Vogelstein B. Detection and quantification of rare mutations with massively parallel sequencing. Proc Natl Acad Sci U S A 2011; 108:9530–5. PubMed PMC

Kivioja T, Vaharautio A, Karlsson K, Bonke M, Enge M, Linnarsson S et al Counting absolute numbers of molecules using unique molecular identifiers. Nat Methods 2012; 9:72–4. PubMed

Casbon JA, Osborne RJ, Brenner S, Lichtenstein CP. A method for counting PCR template molecules with application to next‐generation sequencing. Nucleic Acids Res 2011; 39:e81. PubMed PMC

Britanova OV, Shugay M, Merzlyak EM, Staroverov DB, Putintseva EV, Turchaninova MA et al Dynamics of individual T cell repertoires: from cord blood to centenarians. J Immunol 2016; 196:5005–13. PubMed

Britanova OV, Putintseva EV, Shugay M, Merzlyak EM, Turchaninova MA, Staroverov DB et al Age‐related decrease in TCR repertoire diversity measured with deep and normalized sequence profiling. J Immunol 2014; 192:2689–98. PubMed

Egorov ES, Merzlyak EM, Shelenkov AA, Britanova OV, Sharonov GV, Staroverov DB et al Quantitative profiling of immune repertoires for minor lymphocyte counts using unique molecular identifiers. J Immunol 2015; 194:6155–63. PubMed

Bolotin DA, Poslavsky S, Davydov AN, Frenkel FE, Fanchi L, Zolotareva OI et al Antigen receptor repertoire profiling from RNA‐seq data. Nat Biotechnol 2017; 35:908–11. PubMed PMC

Murugan A, Mora T, Walczak AM, Callan CG Jr. Statistical inference of the generation probability of T‐cell receptors from sequence repertoires. Proc Natl Acad Sci U S A 2012; 109:16161–6. PubMed PMC

Putintseva EV, Britanova OV, Staroverov DB, Merzlyak EM, Turchaninova MA, Shugay M et al Mother and child T cell receptor repertoires: deep profiling study. Front Immunol 2013; 4:463. PubMed PMC

Robins HS, Srivastava SK, Campregher PV, Turtle CJ, Andriesen J, Riddell SR et al Overlap and effective size of the human CD8+ T cell receptor repertoire. Sci Transl Med 2010; 2:47ra64. PubMed PMC

Rubelt F, Bolen CR, McGuire HM, Vander Heiden JA, Gadala‐Maria D, Levin M et al Individual heritable differences result in unique cell lymphocyte receptor repertoires of naive and antigen‐experienced cells. Nat Commun 2016; 7:11112. PubMed PMC

Zvyagin IV, Pogorelyy MV, Ivanova ME, Komech EA, Shugay M, Bolotin DA et al Distinctive properties of identical twins’ TCR repertoires revealed by high‐throughput sequencing. Proc Natl Acad Sci U S A 2014; 111:5980–5. PubMed PMC

https://arxiv.org/abs/1604.00487.

Laydon DJ, Bangham CR, Asquith B. Estimating T‐cell repertoire diversity: limitations of classical estimators and a new approach. Philos Trans R Soc Lond B Biol Sci 2015; 370: 20140291. PubMed PMC

Matz M, Shagin D, Bogdanova E, Britanova O, Lukyanov S, Diatchenko L et al Amplification of cDNA ends based on template‐switching effect and step‐out PCR. Nucleic Acids Res 1999; 27:1558–60. PubMed PMC

Douek DC, Betts MR, Brenchley JM, Hill BJ, Ambrozak DR, Ngai KL et al A novel approach to the analysis of specificity, clonality, and frequency of HIV‐specific T cell responses reveals a potential mechanism for control of viral escape. J Immunol 2002; 168:3099–104. PubMed

Mamedov IZ, Britanova OV, Zvyagin IV, Turchaninova MA, Bolotin DA, Putintseva EV et al Preparing unbiased T‐cell receptor and antibody cDNA libraries for the deep next generation sequencing profiling. Front Immunol 2013; 4:456. PubMed PMC

Zvyagin IV, Mamedov IZ, Tatarinova OV, Komech EA, Kurnikova EE, Boyakova EV et al Tracking T‐cell immune reconstitution after TCRαβ/CD19‐depleted hematopoietic cells transplantation in children. Leukemia 2017; 31:1145–53. PubMed

Shannon CE. A mathematical theory of communication. Bell Syst Tech J 1948; 27:379–423.

Simpson EH. Measurement of diversity. Nature 1949; 163:688.

Efron B, Thisted R. Estimating the number of unseen species: how many words did Shakespeare know?. Biometrika 1976; 63:435–47.

Hughes JB, Hellmann JJ, Ricketts TH, Bohannan BJ. Counting the uncountable: statistical approaches to estimating microbial diversity. Appl Environ Microbiol 2001; 67:4399–406. PubMed PMC

Colwell RK, Chao A, Gotelli NJ, Lin S, Mao CX, Chazdon RL et al Models and estimators linking individual‐based and sample‐based rarefaction, extrapolation and comparison of assemblages. J Plant Ecol 2012; 5:3–21.

Bolotin DA, Poslavsky S, Mitrophanov I, Shugay M, Mamedov IZ, Putintseva EV et al MiXCR: software for comprehensive adaptive immunity profiling. Nat Methods 2015; 12:380–1. PubMed

Shugay M, Britanova OV, Merzlyak EM, Turchaninova MA, Mamedov IZ, Tuganbaev TR et al Towards error‐free profiling of immune repertoires. Nat Methods 2014; 11:653–5. PubMed

Qi Q, Liu Y, Cheng Y, Glanville J, Zhang D, Lee JY et al Diversity and clonal selection in the human T‐cell repertoire. Proc Natl Acad Sci U S A 2014; 111:13139–44. PubMed PMC

Cho BK, Wang C, Sugawa S, Eisen HN, Chen J. Functional differences between memory and naive CD8 T cells. Proc Natl Acad Sci U S A 1999; 96:2976–81. PubMed PMC

Schrum AG, Wells AD, Turka LA. Enhanced surface TCR replenishment mediated by CD28 leads to greater TCR engagement during primary stimulation. Int Immunol 2000; 12:833–42. PubMed

Schrum AG, Turka LA, Palmer E. Surface T‐cell antigen receptor expression and availability for long‐term antigenic signaling. Immunol Rev 2003; 196:7–24. PubMed

Xu H, Luo X, Qian J, Pang X, Song J, Qian G et al FastUniq: a fast de novo duplicates removal tool for paired short reads. PLoS One 2012; 7:e52249. PubMed PMC

Shugay M, Bagaev DV, Turchaninova MA, Bolotin DA, Britanova OV, Putintseva EV et al VDJtools: unifying post‐analysis of T cell receptor repertoires. PLoS Comput Biol 2015; 11:e1004503. PubMed PMC

Madi A, Poran A, Shifrut E, Reich‐Zeliger S, Greenstein E, Zaretsky I et al T cell receptor repertoires of mice and humans are clustered in similarity networks around conserved public CDR3 sequences. Elife 2017; 6:e22057. PubMed PMC

Pogorelyy MV, Elhanati Y, Marcou Q, Sycheva AL, Komech EA, Nazarov VI et al Persisting fetal clonotypes influence the structure and overlap of adult human T cell receptor repertoires. PLoS Comput Biol 2017; 13:e1005572. PubMed PMC

Feng Y, van der Veeken J, Shugay M, Putintseva EV, Osmanbeyoglu HU, Dikiy S et al A mechanism for expansion of regulatory T‐cell repertoire and its role in self‐tolerance. Nature 2015; 528:132–6. PubMed PMC

Levine AG, Medoza A, Hemmers S, Moltedo B, Niec RE, Schizas M et al Stability and function of regulatory T cells expressing the transcription factor T‐bet. Nature 2017; 546:421–5. PubMed PMC

Ahmed M, Lanzer KG, Yager EJ, Adams PS, Johnson LL, Blackman MA. Clonal expansions and loss of receptor diversity in the naive CD8 T cell repertoire of aged mice. J Immunol 2009; 182:784–92. PubMed PMC

Venturi V, Kedzierska K, Price DA, Doherty PC, Douek DC, Turner SJ et al Sharing of T cell receptors in antigen‐specific responses is driven by convergent recombination. Proc Natl Acad Sci U S A 2006; 103:18691–6. PubMed PMC

Li H, Ye C, Ji G, Wu X, Xiang Z, Li Y et al Recombinatorial biases and convergent recombination determine interindividual TCRβ sharing in murine thymocytes. J Immunol 2012; 189:2404–13. PubMed

Quigley MF, Greenaway HY, Venturi V, Lindsay R, Quinn KM, Seder RA et al Convergent recombination shapes the clonotypic landscape of the naive T‐cell repertoire. Proc Natl Acad Sci U S A 2010; 107:19414–9. PubMed PMC

Huang JC, Ober RJ, Ward ES. The central residues of a T cell receptor sequence motif are key determinants of autoantigen recognition in murine experimental autoimmune encephalomyelitis. Eur J Immunol 2005; 35:299–304. PubMed

Hsieh CS, Zheng Y, Liang Y, Fontenot JD, Rudensky AY. An intersection between the self‐reactive regulatory and nonregulatory T cell receptor repertoires. Nat Immunol 2006; 7:401–10. PubMed

Lee HM, Bautista JL, Scott‐Browne J, Mohan JF, Hsieh CS. A broad range of self‐reactivity drives thymic regulatory T cell selection to limit responses to self. Immunity 2012; 37:475–86. PubMed PMC

Anderson MS, Venanzi ES, Klein L, Chen Z, Berzins SP, Turley SJ et al Projection of an immunological self shadow within the thymus by the AIRE protein. Science 2002; 298:1395–401. PubMed

Malchow S, Leventhal DS, Lee V, Nishi S, Socci ND, Savage PA. AIRE enforces immune tolerance by directing autoreactive T cells into the regulatory T cell lineage. Immunity 2016; 44:1102–13. PubMed PMC

Derbinski J, Gabler J, Brors B, Tierling S, Jonnakuty S, Hergenhahn M et al Promiscuous gene expression in thymic epithelial cells is regulated at multiple levels. J Exp Med 2005; 202:33–45. PubMed PMC

Jordan MS, Boesteanu A, Reed AJ, Petrone AL, Holenbeck AE, Lerman MA et al Thymic selection of CD4+ CD25+ regulatory T cells induced by an agonist self‐peptide. Nat Immunol 2001; 2:301–6. PubMed

Turchaninova MA, Britanova OV, Bolotin DA, Shugay M, Putintseva EV, Staroverov DB et al Pairing of T‐cell receptor chains via emulsion PCR. Eur J Immunol 2013; 43:2507–15. PubMed

Munson DJ, Egelston CA, Chiotti KE, Parra ZE, Bruno TC, Moore BL et al Identification of shared TCR sequences from T cells in human breast cancer using emulsion RT‐PCR. Proc Natl Acad Sci U S A 2016; 113:8272–7. PubMed PMC

DeKosky BJ, Ippolito GC, Deschner RP, Lavinder JJ, Wine Y, Rawlings BM et al High‐throughput sequencing of the paired human immunoglobulin heavy and light chain repertoire. Nat Biotechnol 2013; 31:166–9. PubMed PMC

DeKosky BJ, Kojima T, Rodin A, Charab W, Ippolito GC, Ellington AD et al In‐depth determination and analysis of the human paired heavy‐ and light‐chain antibody repertoire. Nat Med 2015; 21:86–91. PubMed

Howie B, Sherwood AM, Berkebile AD, Berka J, Emerson RO, Williamson DW et al High‐throughput pairing of T cell receptor α and β sequences. Sci Transl Med 2015; 7:301ra131. PubMed

Fan HC, Fu GK, Fodor SP. Expression profiling. Combinatorial labeling of single cells for gene expression cytometry. Science 2015; 347:1258367. PubMed

Macosko EZ, Basu A, Satija R, Nemesh J, Shekhar K, Goldman M et al Highly parallel genome‐wide expression profiling of individual cells using nanoliter droplets. Cell 2015; 161:1202–14. PubMed PMC

Klein AM, Mazutis L, Akartuna I, Tallapragada N, Veres A, Li V et al Droplet barcoding for single‐cell transcriptomics applied to embryonic stem cells. Cell 2015; 161:1187–201. PubMed PMC

Han A, Glanville J, Hansmann L, Davis MM. Linking T‐cell receptor sequence to functional phenotype at the single‐cell level. Nat Biotechnol 2014; 32:684–92. PubMed PMC

Elhanati Y, Murugan A, Callan CG Jr, Mora T, Walczak AM. Quantifying selection in immune receptor repertoires. Proc Natl Acad Sci U S A 2014; 111:9875–80. PubMed PMC

Nazarov VI, Minervina AA, Komkov AY, Pogorelyy MV, Maschan MA, Olshanskaya YV et al Reliability of immune receptor rearrangements as genetic markers for minimal residual disease monitoring. Bone Marrow Transplant 2016; 51:1408–10. PubMed

Chiu CH, Chao A. Estimating and comparing microbial diversity in the presence of sequencing errors. PeerJ 2016; 4:e1634. PubMed PMC

Elhanati Y, Marcou Q, Mora T, Walczak AM. repgenHMM: a dynamic programming tool to infer the rules of immune receptor generation from sequence data. Bioinformatics 2016; 32:1943–51. PubMed PMC

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