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Applying generalized hydrophobicity scale of amino acids to quantitative prediction of human leukocyte antigen-A~*0201-restricted cytotoxic T lymphocyte epitope 被引量:2

Applying generalized hydrophobicity scale of amino acids to quantitative prediction of human leukocyte antigen-A~*0201-restricted cytotoxic T lymphocyte epitope
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摘要 Derived from 149 hydrophobic factors of 20 natural amino acids, a novel amino acid descriptor termed as generalized hydrophobicity scale (GH-scale) was proposed by principal component analysis (PCA). Via genetic algorithm-partial least square (GPLS) method, quantitative structure-activity relationship (QSAR) model was constructed by GH-scale for 152 human leukocyte antigen (HLA)-A*0201-restricted cytotoxic T lymphocyte (CTL) epitopes with the model estimated and cross-validated correlative coefficients of R2 = 0.813 and Q2 = 0.725, respectively. It was in- dicated that hydrophobic interaction played an im- portant role in HLA-A*0201-CTL interaction, promi- nently at anchor residues. Derived from 149 hydrophobic factors of 20 natural amino acids, a novel amino acid descriptor termed as generalized hydrophobicity scale (GH-scale) was proposed by principal component analysis (PCA) Via genetic algorithm-partial least square (GPLS) method, quantitative structure-activity relationship (QSAR) model was constructed by GH-scale for 152 human leukocyte antigen (HLA)-A^*0201-restricted cytotoxic T lymphocyte (CTL) epitopes with the model estimated and cross-validated correlative coefficients of R^2 = 0.813 and Q^2 = 0.725, respectively. It was indicated that hydrophobic interaction played an important role in HLA-A^*0201-CTL interaction, prominently at anchor residues.
出处 《Chinese Science Bulletin》 SCIE EI CAS 2006年第12期1439-1443,共5页
关键词 疏水性 氨基酸 CTL抗原决定基 遗传算法 白细胞抗原 T淋巴细胞 generalized hydrophobicity scale of amino acids, HLA-A^*0201, CTL epitope, quantitative structure-activity relationship, genetic algorithm-partial least square regression.
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