用 Dowser 从成对的 H 链和 L 链 BCR 序列推断 B 细胞系统发育。

IF 3.6 3区 医学 Q2 IMMUNOLOGY
Cole G Jensen, Jacob A Sumner, Steven H Kleinstein, Kenneth B Hoehn
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引用次数: 0

摘要

抗体对人类免疫反应至关重要,由基因可变的 H 链和 L 链组成。这些结构最初以 BCR 形式表达。BCR的多样性是在免疫反应过程中通过体细胞超突变和选择形成的。这一进化过程产生了 B 细胞克隆,即由共同祖先进化而来但因突变而不同的细胞。根据 BCR 序列推断的系统发生树可以重建克隆内突变的历史。直到最近,BCR 测序技术才将 H 链和 L 链分开,但现在单细胞测序技术的进步已将单个细胞的 H 链和 L 链配对。然而,目前还不清楚应如何结合这些独立的基因来推断 B 细胞系统发育。在这项研究中,我们研究了使用配对的 H 链和 L 链序列构建系统发生树的策略。我们发现,在所有测试方法中,结合 L 链能显著提高系统树的准确性和可重复性。这种改善大于不同建树方法之间的差异,即使在混合使用大量数据和单细胞测序数据时也是如此。不过,我们也发现,当某些 L 链缺失时,许多系统发育方法估计的分支长度会出现明显偏差,例如混合使用单细胞和批量 BCR 数据时。使用最大似然法,将 H 链和 L 链基因分区的分支长度分开,就可以消除这种偏差。因此,我们建议使用具有独立 H 链和 L 链分区的最大似然法,尤其是在混合数据类型时。我们在 R 软件包 Dowser: https://dowser.readthedocs.io 中实现了这些方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Inferring B Cell Phylogenies from Paired H and L Chain BCR Sequences with Dowser.

Abs are vital to human immune responses and are composed of genetically variable H and L chains. These structures are initially expressed as BCRs. BCR diversity is shaped through somatic hypermutation and selection during immune responses. This evolutionary process produces B cell clones, cells that descend from a common ancestor but differ by mutations. Phylogenetic trees inferred from BCR sequences can reconstruct the history of mutations within a clone. Until recently, BCR sequencing technologies separated H and L chains, but advancements in single-cell sequencing now pair H and L chains from individual cells. However, it is unclear how these separate genes should be combined to infer B cell phylogenies. In this study, we investigated strategies for using paired H and L chain sequences to build phylogenetic trees. We found that incorporating L chains significantly improved tree accuracy and reproducibility across all methods tested. This improvement was greater than the difference between tree-building methods and persisted even when mixing bulk and single-cell sequencing data. However, we also found that many phylogenetic methods estimated significantly biased branch lengths when some L chains were missing, such as when mixing single-cell and bulk BCR data. This bias was eliminated using maximum likelihood methods with separate branch lengths for H and L chain gene partitions. Thus, we recommend using maximum likelihood methods with separate H and L chain partitions, especially when mixing data types. We implemented these methods in the R package Dowser: https://dowser.readthedocs.io.

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来源期刊
Journal of immunology
Journal of immunology 医学-免疫学
CiteScore
8.20
自引率
2.30%
发文量
495
审稿时长
1 months
期刊介绍: The JI publishes novel, peer-reviewed findings in all areas of experimental immunology, including innate and adaptive immunity, inflammation, host defense, clinical immunology, autoimmunity and more. Special sections include Cutting Edge articles, Brief Reviews and Pillars of Immunology. The JI is published by The American Association of Immunologists (AAI)
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