分布(数学)
数学
人类白细胞抗原
生物
计算生物学
进化生物学
遗传学
数学分析
抗原
作者
David Gfeller,Philippe Guillaume,Justine Michaux,HuiSong Pak,Roy Thomas Daniel,Julien Racle,George Coukos,Michal Bassani‐Sternberg
出处
期刊:Journal of Immunology
[The American Association of Immunologists]
日期:2018-11-14
卷期号:201 (12): 3705-3716
被引量:163
标识
DOI:10.4049/jimmunol.1800914
摘要
HLA-I molecules bind short peptides and present them for recognition by CD8+ T cells. The length of HLA-I ligands typically ranges from 8 to 12 aa, but variability is observed across different HLA-I alleles. In this study we collected recent in-depth HLA peptidomics data, including 12 newly generated HLA peptidomes (31,896 unique peptides) from human meningioma samples, to analyze the peptide length distribution and multiple specificity across 84 different HLA-I alleles. We observed a clear clustering of HLA-I alleles with distinct peptide length distributions, which enabled us to study the structural basis of peptide length distributions and predict peptide length distributions from HLA-I sequences. We further identified multiple specificity in several HLA-I molecules and validated these observations with binding assays. Explicitly modeling peptide length distribution and multiple specificity improved predictions of naturally presented HLA-I ligands, as demonstrated in an independent benchmarking based on the new human meningioma samples.
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