Landscape of tumor-infiltrating T cell repertoire of human cancers

Landscape of tumor-infiltrating T cell repertoire of human cancers
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DOI:
10.1038/ng.3581
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发表时间:
2016-07-01
期刊:
影响因子:
30.8
通讯作者:
Liu, X. Shirley
Liu, X. Shirley
中科院分区:
生物学1区
文献类型:
--
作者:
Li, Bo;Li, Taiwen;Liu, X. Shirley

文献摘要

被引文献

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我们开发了一种计算方法来推断29种癌症类型的9,142个RNA-SEQ样本中肿瘤浸润性T细胞的互补决定区3(CDR3)序列。我们鉴定了60多万个CDR3序列,其中15%是全长的。CDR3序列长度分布和氨基酸保守性,以及可变的基因使用,在许多肿瘤中渗透T细胞,除了脑和肾癌,类似于来自健康捐赠者的外周血细胞。我们观察到T细胞多样性和肿瘤突变负荷之间有很强的相关性,我们预测SPAG5和TSSK6在多种癌症中可能是免疫原性癌症/睾丸抗原。最后,根据它们与CDR3序列的共现情况,我们鉴定了三个潜在的免疫原性体细胞突变。其中一个是编码P.Phe300Val的PRAMEF4突变,它被预测导致多肽与MHC I类和II类分子强烈结合,其携带者中有匹配的HLA型。我们的分析有可能同时识别免疫原性新抗原和肿瘤反应性T细胞克隆型。
We developed a computational method to infer the complementarity-determining region 3 (CDR3) sequences of tumor-infiltrating T cells in 9,142 RNA-seq samples across 29 cancer types. We identified over 600,000 CDR3 sequences, including 15% that were full length. CDR3 sequence length distribution and amino acid conservation, as well as variable gene usage, for infiltrating T cells in many tumors, except in brain and kidney cancers, resembled those for peripheral blood cells from healthy donors. We observed a strong association between T cell diversity and tumor mutation load, and we predicted SPAG5 and TSSK6 as putative immunogenic cancer/testis antigens in multiple cancers. Finally, we identified three potential immunogenic somatic mutations on the basis of their co-occurrence with CDR3 sequences. One of them, a PRAMEF4 mutation encoding p. Phe300Val, was predicted to result in peptide binding strongly to both MHC class I and class II molecules, with matched HLA types in its carriers. Our analyses have the potential to simultaneously identify immunogenic neoantigens and tumor-reactive T cell clonotypes.