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通过生发中心的多尺度计算模型理解库序列数据。

Understanding repertoire sequencing data through a multiscale computational model of the germinal center.

机构信息

Amsterdam UMC location University of Amsterdam, Epidemiology and Data Science, Meibergdreef 9, Amsterdam, The Netherlands.

Amsterdam Public Health, Methodology, Amsterdam, The Netherlands.

出版信息

NPJ Syst Biol Appl. 2023 Mar 16;9(1):8. doi: 10.1038/s41540-023-00271-y.

Abstract

Sequencing of B-cell and T-cell immune receptor repertoires helps us to understand the adaptive immune response, although it only provides information about the clonotypes (lineages) and their frequencies and not about, for example, their affinity or antigen (Ag) specificity. To further characterize the identified clones, usually with special attention to the particularly abundant ones (dominant), additional time-consuming or expensive experiments are generally required. Here, we present an extension of a multiscale model of the germinal center (GC) that we previously developed to gain more insight in B-cell repertoires. We compare the extent that these simulated repertoires deviate from experimental repertoires established from single GCs, blood, or tissue. Our simulations show that there is a limited correlation between clonal abundance and affinity and that there is large affinity variability among same-ancestor (same-clone) subclones. Our simulations suggest that low-abundance clones and subclones, might also be of interest since they may have high affinity for the Ag. We show that the fraction of plasma cells (PCs) with high B-cell receptor (BcR) mRNA content in the GC does not significantly affect the number of dominant clones derived from single GCs by sequencing BcR mRNAs. Results from these simulations guide data interpretation and the design of follow-up experiments.

摘要

B 细胞和 T 细胞免疫受体库的测序有助于我们了解适应性免疫反应,尽管它仅提供关于克隆型(谱系)及其频率的信息,而不提供关于其亲和力或抗原(Ag)特异性的信息。为了进一步表征鉴定出的克隆,通常需要特别注意特别丰富的克隆(优势克隆),通常需要进行额外的耗时或昂贵的实验。在这里,我们提出了对我们之前开发的生发中心(GC)多尺度模型的扩展,以更深入地了解 B 细胞库。我们比较了这些模拟库与从单个 GC、血液或组织中建立的实验库之间的偏离程度。我们的模拟表明,克隆丰度和亲和力之间的相关性有限,并且相同祖细胞(相同克隆)亚克隆之间的亲和力具有很大的可变性。我们的模拟表明,低丰度的克隆和亚克隆也可能具有重要意义,因为它们可能对 Ag 具有高亲和力。我们表明,GC 中具有高 B 细胞受体(BcR)mRNA 含量的浆细胞(PC)分数不会显著影响通过测序 BcR mRNAs 从单个 GC 中衍生的优势克隆的数量。这些模拟的结果指导数据解释和后续实验的设计。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7341/10020428/5ff44244f189/41540_2023_271_Fig1_HTML.jpg

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