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Lupo C, Spisak N, Walczak AM, Mora T. Learning the statistics and landscape of somatic mutation-induced insertions and deletions in antibodies. PLoS Comput Biol 2022; 18:e1010167. [PMID: 35653375 PMCID: PMC9197026 DOI: 10.1371/journal.pcbi.1010167] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Revised: 06/14/2022] [Accepted: 05/05/2022] [Indexed: 11/25/2022] Open
Abstract
Affinity maturation is crucial for improving the binding affinity of antibodies to antigens. This process is mainly driven by point substitutions caused by somatic hypermutations of the immunoglobulin gene. It also includes deletions and insertions of genomic material known as indels. While the landscape of point substitutions has been extensively studied, a detailed statistical description of indels is still lacking. Here we present a probabilistic inference tool to learn the statistics of indels from repertoire sequencing data, which overcomes the pitfalls and biases of standard annotation methods. The model includes antibody-specific maturation ages to account for variable mutational loads in the repertoire. After validation on synthetic data, we applied our tool to a large dataset of human immunoglobulin heavy chains. The inferred model allows us to identify universal statistical features of indels in heavy chains. We report distinct insertion and deletion hotspots, and show that the distribution of lengths of indels follows a geometric distribution, which puts constraints on future mechanistic models of the hypermutation process. Affinity maturation of B cell receptors is an important mechanism by which our body designs neutralizing antibodies to defend us against pathogens, including broadly neutralizing antibodies, which target a wide range of variants of the same pathogen. Such antibodies often contain key insertions and deletions to the germline gene, or “indels”, which are caused by somatic hypermutations. However, the mechanism, frequency and role of these indels are still elusive. We designed a computational method based on a probabilistic framework to infer the characteristics of this mutational process from high-throughput antibody sequencing experiments. Applied to human data, our approach provides a comprehensive quantitative description of insertions and deletions, opening avenues for better understanding the process of affinity maturation and the design of vaccines for eliciting a broad antibody response.
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Affiliation(s)
- Cosimo Lupo
- Laboratoire de physique de l’École normale supérieure, CNRS, PSL University, Sorbonne Université, and Université de Paris, Paris, France
| | - Natanael Spisak
- Laboratoire de physique de l’École normale supérieure, CNRS, PSL University, Sorbonne Université, and Université de Paris, Paris, France
| | - Aleksandra M. Walczak
- Laboratoire de physique de l’École normale supérieure, CNRS, PSL University, Sorbonne Université, and Université de Paris, Paris, France
- * E-mail: (AMW); (TM)
| | - Thierry Mora
- Laboratoire de physique de l’École normale supérieure, CNRS, PSL University, Sorbonne Université, and Université de Paris, Paris, France
- * E-mail: (AMW); (TM)
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2
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Integrated mimicry of B cell antibody mutagenesis using yeast homologous recombination. Mol Biotechnol 2011; 47:57-69. [PMID: 20645027 DOI: 10.1007/s12033-010-9312-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Antibody affinity maturation proceeds in vivo via a combination of point mutations, insertions, deletions, and combinatorial shuffling of light chains or portions of the heavy chain, thereby reducing the probability of trapping in local affinity optima in sequence space. In vivo homologous recombination in yeast can be exploited to mimic the broad spectrum of mutational types deployed by B cells, incorporating both receptor revision and receptor editing together with polymerase-directed point mutagenesis. This method was used to effect a 10,000-fold affinity improvement in an anti-peptide single-chain antibody in three rounds of mutagenesis and screening, and a 1,000-fold affinity improvement in an anti-protein single-chain antibody in a single round. When recombinational mutagenesis (CDR or chain shuffling) was directly compared to error-prone PCR, the recombinational approach yielded greater affinity improvement with substantially reduced divergence from germline sequences, demonstrating an advantage of simultaneously testing a broad range of mutational strategies.
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3
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Belessi C, Stamatopoulos K, Hadzidimitriou A, Hatzi K, Smilevska T, Stavroyianni N, Marantidou F, Paterakis G, Fassas A, Anagnostopoulos A, Laoutaris N. Analysis of expressed and non-expressed IGK locus rearrangements in chronic lymphocytic leukemia. Mol Med 2009; 11:52-8. [PMID: 16622520 PMCID: PMC1449522 DOI: 10.2119/2005-00044.belessi] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2005] [Accepted: 03/05/2006] [Indexed: 11/06/2022] Open
Abstract
Immunoglobulin kappa (IGK) locus rearrangements were analyzed in parallel on cDNA/genomic DNA in 188 kappa- and 103 lambda-chronic lymphocytic leukemia (CLL) cases. IGKV-KDE and IGKJ-C-intron-KDE rearrangements were also analyzed on genomic DNA. In kappa-CLL, only 3 of 188 cases carried double in-frame IGKV-J transcripts: in such cases, the possibility that leukemic cells expressed more than one kappa chain cannot be excluded. Twenty-eight kappa-CLL cases also carried nonexpressed (nontranscribed and/or out-of-frame) IGKV-J rearrangements. Taking IGKV-J, IGKV-KDE, and IGKJ-C-intron-KDE rearrangements together, 38% of kappa-CLL cases carried biallelic IGK locus rearrangements. In lambda-CLL, 69 IGKV-J rearrangements were detected in 64 of 103 cases (62%); 24 rearrangements (38.2%) were in-frame. Four cases carried in-frame IGKV-J transcripts but retained monotypic light-chain expression, suggesting posttranscriptional regulation of allelic exclusion. In all, taking IGKV-J, IGKV-KDE, and IGKJ-C-intron-KDE rearrangements together, 97% of lambda-CLL cases had at least 1 rearranged IGK allele, in keeping with normal cells. IG repertoire comparisons in kappa- versus lambda-CLL revealed that CLL precursor cells tried many rearrangements on the same IGK allele before they became lambda producers. Thirteen of 28 and 26 of 69 non-expressed sequences in, respectively, kappa- or lambda-CLL had < 100% homology to germline. This finding might be considered as evidence for secondary rearrangements occurring after the onset of somatic hypermutation, at least in some cases. The inactivation of potentially functional IGKV-J joints by secondary rearrangements indicates active receptor editing in CLL and provides further evidence for the role of antigen in CLL immunopathogenesis.
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MESH Headings
- Adult
- Aged
- Amino Acid Sequence
- Cells, Cultured
- Female
- Gene Expression Regulation, Neoplastic/immunology
- Gene Rearrangement, B-Lymphocyte/immunology
- Humans
- Immunoglobulin Joining Region/biosynthesis
- Immunoglobulin Joining Region/genetics
- Immunoglobulin Variable Region/biosynthesis
- Immunoglobulin Variable Region/genetics
- Immunoglobulin kappa-Chains/biosynthesis
- Immunoglobulin kappa-Chains/genetics
- Immunoglobulin kappa-Chains/metabolism
- Immunoglobulin lambda-Chains/biosynthesis
- Immunoglobulin lambda-Chains/genetics
- Immunoglobulin lambda-Chains/metabolism
- Leukemia, Lymphocytic, Chronic, B-Cell/genetics
- Leukemia, Lymphocytic, Chronic, B-Cell/immunology
- Male
- Middle Aged
- Molecular Sequence Data
- RNA Editing/immunology
- Receptors, Antigen, B-Cell/genetics
- Recombination, Genetic/immunology
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4
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Cook AJL, Raftery JM, Lau KKE, Jessup A, Harris RS, Takeda S, Jolly CJ. DNA-dependent protein kinase inhibits AID-induced antibody gene conversion. PLoS Biol 2007; 5:e80. [PMID: 17355182 PMCID: PMC1820612 DOI: 10.1371/journal.pbio.0050080] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2006] [Accepted: 01/18/2007] [Indexed: 11/19/2022] Open
Abstract
Affinity maturation and class switching of antibodies requires activation-induced cytidine deaminase (AID)-dependent hypermutation of Ig V(D)J rearrangements and Ig S regions, respectively, in activated B cells. AID deaminates deoxycytidine bases in Ig genes, converting them into deoxyuridines. In V(D)J regions, subsequent excision of the deaminated bases by uracil-DNA glycosylase, or by mismatch repair, leads to further point mutation or gene conversion, depending on the species. In Ig S regions, nicking at the abasic sites produced by AID and uracil-DNA glycosylases results in staggered double-strand breaks, whose repair by nonhomologous end joining mediates Ig class switching. We have tested whether nonhomologous end joining also plays a role in V(D)J hypermutation using chicken DT40 cells deficient for Ku70 or the DNA-dependent protein kinase catalytic subunit (DNA-PKcs). Inactivation of the Ku70 or DNA-PKcs genes in DT40 cells elevated the rate of AID-induced gene conversion as much as 5-fold. Furthermore, DNA-PKcs-deficiency appeared to reduce point mutation. The data provide strong evidence that double-strand DNA ends capable of recruiting the DNA-dependent protein kinase complex are important intermediates in Ig V gene conversion.
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Affiliation(s)
- Adam J. L Cook
- Centenary Institute and University of Sydney Faculty of Medicine, Sydney, New South Wales, Australia
| | - Joanna M Raftery
- Centenary Institute and University of Sydney Faculty of Medicine, Sydney, New South Wales, Australia
| | - K. K. Edwin Lau
- Centenary Institute and University of Sydney Faculty of Medicine, Sydney, New South Wales, Australia
| | - Andrew Jessup
- Centenary Institute and University of Sydney Faculty of Medicine, Sydney, New South Wales, Australia
| | - Reuben S Harris
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Minneapolis, Minnesota, United States of America
- Institute for Molecular Virology, University of Minnesota, Minneapolis, Minnesota, United States of America
| | - Shunichi Takeda
- Department of Radiation Genetics, Kyoto University School of Medicine, Kyoto, Japan
| | - Christopher J Jolly
- Centenary Institute and University of Sydney Faculty of Medicine, Sydney, New South Wales, Australia
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5
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Belessi CJ, Davi FB, Stamatopoulos KE, Degano M, Andreou TM, Moreno C, Merle-Béral H, Crespo M, Laoutaris NP, Montserrat E, Caligaris-Cappio F, Anagnostopoulos AZ, Ghia P. IGHV gene insertions and deletions in chronic lymphocytic leukemia: "CLL-biased" deletions in a subset of cases with stereotyped receptors. Eur J Immunol 2006; 36:1963-74. [PMID: 16783849 DOI: 10.1002/eji.200535751] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Nucleotide insertions/duplications or deletions in immunoglobulin heavy chain genes have been found in 24/760 patients (3.15%) with chronic lymphocytic leukemia (CLL). In 21/24 cases, the inserted/duplicated or lost nucleotides occurred in multiples of 3; therefore, the original reading frame was maintained and a potentially intact receptor was coded. The pattern and location of insertions/duplications or deletions in CLL and their restriction to mutated IGHV rearranged genes strongly suggests that they resulted from somatic hypermutation. Their incidence in CLL is consistent with previous reports in normal, auto-reactive and neoplastic human B cells, thus seemingly indicating that these modifications generally arise without any particular disease-specific associations. A striking exception to this rule was identified in CLL IGHV3-21-expressing cases: one amino acid was deleted from the CDR2 region in 16/63 (25.4%) mutated CLL IGHV3-21 sequences (including public database-derived IGHV3-21 CLL cases + the present series) vs. only 2/257 (0.78%) public database-derived mutated non-CLL IGHV3-21 sequences; 15/16 CLL IGHV3-21 sequences carrying this deletion belonged to a subset with unique, shared HCDR3 and light chain CDR3 motifs. This finding further supports the idea of selective antigenic pressures playing a pathogenetic role in some CLL cases.
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MESH Headings
- Amino Acid Sequence
- Base Sequence
- Complementarity Determining Regions/genetics
- Gene Deletion
- Gene Rearrangement, B-Lymphocyte, Heavy Chain
- Humans
- Immunoglobulin Heavy Chains/genetics
- Immunoglobulin Variable Region/genetics
- Leukemia, Lymphocytic, Chronic, B-Cell/genetics
- Leukemia, Lymphocytic, Chronic, B-Cell/immunology
- Molecular Sequence Data
- Mutagenesis, Insertional
- Receptors, Antigen, B-Cell/genetics
- Receptors, Antigen, T-Cell/genetics
- Somatic Hypermutation, Immunoglobulin
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6
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Miura Y, Chu CC, Dines DM, Asnis SE, Furie RA, Chiorazzi N. Diversification of the Ig variable region gene repertoire of synovial B lymphocytes by nucleotide insertion and deletion. Mol Med 2003; 9:166-74. [PMID: 14571324 PMCID: PMC1430824 DOI: 10.2119/2003-00025.chiorazzi] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2003] [Accepted: 08/21/2003] [Indexed: 11/06/2022] Open
Abstract
Although the changes that occur in Ig V region genes during a B lymphocyte's response to antigen usually result from point mutations, nucleotide insertion and deletion also alter gene sequence. We identified nucleotide insertions and deletions (3 to 12 bp) at a frequency of 1.34%, in Ig V gene cDNA from B lymphocytes residing in the synovial tissues of patients with rheumatoid arthritis. Because the added or lost nucleotides occurred in multiples of 3, they maintained the original reading frame and coded a potentially intact receptor. These V gene modifications were generated somatically, because they were identified in the original cDNA by HCDR3-specific polymerase chain reaction and were not found in other B cells using the same VH genes. Insertions and deletions were detected only in IgG+ and IgA+ transcripts, which exhibited 3 times more point mutations than IgM+ transcripts. In addition, they were usually found in the complementarity determining region, typical targets of somatic mutation. The occurrence of insertion/ deletion in isotype-switched cDNA with higher numbers of V gene mutations that localized to hot spots for V gene mutation suggests that these diversification events were related to the somatic hypermutation process. In support of this, an AGY hot spot motif and a short stretch of DNA similar in sequence to the inserted or deleted segments could be found next to the insertions/deletions, suggesting that these modifications arose from DNA duplication following DNA stand breaks. Thus, nucleotide insertion/deletion can lead to B-cell receptor diversification in B lymphocytes that clonally expand in synovial tissues of patients with rheumatoid arthritis.
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Affiliation(s)
- Yasushi Miura
- Center for Immunology & Inflammation, North Shore-LIJ Research Institute, Manhasset, NY
- Departments of Medicine, North Shore University Hospital and New York University School of Medicine, Manhasset, NY
| | - Charles C Chu
- Center for Immunology & Inflammation, North Shore-LIJ Research Institute, Manhasset, NY
- Departments of Medicine, North Shore University Hospital and New York University School of Medicine, Manhasset, NY
| | - David M Dines
- Departments of Surgery, Long Island Jewish Medical Center and Albert Einstein College of Medicine, New Hyde Park, NY
| | - Stanley E Asnis
- Departments of Surgery, North Shore University Hospital and New York University School of Medicine, Manhasset, NY
| | - Richard A Furie
- Center for Immunology & Inflammation, North Shore-LIJ Research Institute, Manhasset, NY
- Departments of Medicine, North Shore University Hospital and New York University School of Medicine, Manhasset, NY
| | - Nicholas Chiorazzi
- Center for Immunology & Inflammation, North Shore-LIJ Research Institute, Manhasset, NY
- Departments of Medicine, North Shore University Hospital and New York University School of Medicine, Manhasset, NY
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7
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Abstract
Reciprocal chromosomal translocations involving the immunoglobulin (Ig) loci are a hallmark of most mature B cell lymphomas and usually result in dysregulated expression of oncogenes brought under the control of the Ig enhancers. Although the precise mechanisms involved in the development of these translocations remains essentially unknown, a clear relationship has been established with the mechanisms that lead to Ig gene remodeling, including V(D)J recombination, isotype switching and somatic hypermutation. The common denominator of these three processes in the formation of Ig-associated translocations is probably represented by the fact that each of these processes intrinsically generates double-strand DNA breaks. Since isotype switching and somatic hypermutation occur in germinal center (GC) B cells, the origin of a large number of B cell lymphomas from GC B cells is likely closely related to aberrant hypermutation and isotype switching activity in these B cells.
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Affiliation(s)
- R Küppers
- Institute of Cancer Genetics, Columbia University, New York, NY 10032, USA.
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