ArticleFrontiers in immunology2017
Gene-Specific Substitution Profiles Describe the Types and Frequencies of Amino Acid Changes during Antibody Somatic Hypermutation.
Article in Frontiers in immunology, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 63 papers.
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Who cites it
63 citing papers in PubMed.
- Article
- Antibody Affinity Maturation by Computational Design.Methods in molecular biology (Clifton, N.J.) · 2026Article
- Nucleotide context models outperform protein language models for predicting antibody affinity maturation.PLoS computational biology · 2025Article
- Nucleotide context models outperform protein language models for predicting antibody affinity maturation.bioRxiv : the preprint server for biology · 2025Article
- Separating selection from mutation in antibody language models.bioRxiv : the preprint server for biology · 2025Article
- A Sitewise Model of Natural Selection on Individual Antibodies via a Transformer-Encoder.Molecular biology and evolution · 2025Article
- Article
- An updated AL-base reveals ranked enrichment of immunoglobulin light chain variable genes in AL amyloidosis.Amyloid : the international journal of experimental and clinical investigation : the official journal of the International Society of Amyloidosis · 2025Article
- Simulation of adaptive immune receptors and repertoires with complex immune information to guide the development and benchmarking of AIRR machine learning.Nucleic acids research · 2025Article
- Clone-specific residue changes at multiple positions are associated with amyloid formation by antibody light chains.Frontiers in immunology · 2025Article
- Predicting Structural Consequences of Antibody Light Chain N-Glycosylation in AL Amyloidosis.Pharmaceuticals (Basel, Switzerland) · 2024Article
- An updated AL-Base reveals ranked enrichment of immunoglobulin light chain variable genes in AL amyloidosis.bioRxiv : the preprint server for biology · 2024Article
- Novel rhesus macaque immunoglobulin germline genes identified by three sequencing approaches.Frontiers in immunology · 2024Article
- Antibody-directed evolution reveals a mechanism for enhanced neutralization at the HIV-1 fusion peptide site.Nature communications · 2023Article
- Antibody Dynamics Simulation-A Mathematical Exploration of Clonal Deletion and Somatic Hypermutation.Biomedicines · 2023Article
- CD4 binding site immunogens elicit heterologous anti-HIV-1 neutralizing antibodies in transgenic and wild-type animals.Science immunology · 2023Article
- AIRR-C IG Reference Sets: curated sets of immunoglobulin heavy and light chain germline genes.Frontiers in immunology · 2023Article
- Reference-based comparison of adaptive immune receptor repertoires.Cell reports methods · 2022Article
- Highly protective antimalarial antibodies via precision library generation and yeast display screening.The Journal of experimental medicine · 2022Article
- Machine-designed biotherapeutics: opportunities, feasibility and advantages of deep learning in computational antibody discovery.Briefings in bioinformatics · 2022Review
3 more citing papers are in PubMed but not listed here.
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8 authors.
Funding
Abstract
Somatic hypermutation (SHM) plays a critical role in the maturation of antibodies, optimizing recognition initiated by recombination of V(D)J genes. Previous studies have shown that the propensity to mutate is modulated by the context of surrounding nucleotides and that SHM machinery generates biased substitutions. To investigate the intrinsic mutation frequency and substitution bias of SHMs at the amino acid level, we analyzed functional human antibody repertoires and developed mGSSP (method for gene-specific substitution profile), a method to construct amino acid substitution profiles from next-generation sequencing-determined B cell transcripts. We demonstrated that these gene-specific substitution profiles (GSSPs) are unique to each V gene and highly consistent between donors. We also showed that the GSSPs constructed from functional antibody repertoires are highly similar to those constructed from antibody sequences amplified from non-productively rearranged passenger alleles, which do not undergo functional selection. This suggests the types and frequencies, or mutational space, of a majority of amino acid changes sampled by the SHM machinery to be well captured by GSSPs. We further observed the rates of mutational exchange between some amino acids to be both asymmetric and context dependent and to correlate weakly with their biochemical properties. GSSPs provide an improved, position-dependent alternative to standard substitution matrices, and can be utilized to developing software for accurately modeling the SHM process. GSSPs can also be used for predicting the amino acid mutational space available for antigen-driven selection and for understanding factors modulating the maturation pathways of antibody lineages in a gene-specific context. The mGSSP method can be used to build, compare, and plot GSSPs; we report the GSSPs constructed for 69 common human V genes (DOI: 10.6084/m9.figshare.3511083) and provide high-resolution logo plots for each (DOI: 10.6084/m9.figshare.3511085).
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