Literature DB >> 33330933

Alignment free identification of clones in B cell receptor repertoires.

Ofir Lindenbaum1, Nima Nouri2,3, Yuval Kluger1,2,4, Steven H Kleinstein2,4,5.   

Abstract

Following antigenic challenge, activated B cells rapidly expand and undergo somatic hypermutation, yielding groups of clonally related B cells with diversified immunoglobulin receptors. Inference of clonal relationships based on the receptor sequence is an essential step in many adaptive immune receptor repertoire sequencing studies. These relationships are typically identified by a multi-step process that involves: (i) grouping sequences based on shared V and J gene assignments, and junction lengths and (ii) clustering these sequences using a junction-based distance. However, this approach is sensitive to the initial gene assignments, which are error-prone, and fails to identify clonal relatives whose junction length has changed through accumulation of indels. Through defining a translation-invariant feature space in which we cluster the sequences, we develop an alignment free clonal identification method that does not require gene assignments and is not restricted to a fixed junction length. This alignment free approach has higher sensitivity compared to a typical junction-based distance method without loss of specificity and PPV. While the alignment free procedure identifies clones that are broadly consistent with the junction-based distance method, it also identifies clones with characteristics (multiple V or J gene assignments or junction lengths) that are not detectable with the junction-based distance method.
© The Author(s) 2020. Published by Oxford University Press on behalf of Nucleic Acids Research.

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Year:  2021        PMID: 33330933      PMCID: PMC7913774          DOI: 10.1093/nar/gkaa1160

Source DB:  PubMed          Journal:  Nucleic Acids Res        ISSN: 0305-1048            Impact factor:   16.971


  33 in total

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Journal:  Nat Biotechnol       Date:  2017-08-21       Impact factor: 54.908

9.  Reconstructing a B-cell clonal lineage. I. Statistical inference of unobserved ancestors.

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2.  Bulk gDNA Sequencing of Antibody Heavy-Chain Gene Rearrangements for Detection and Analysis of B-Cell Clone Distribution: A Method by the AIRR Community.

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  2 in total

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