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通过 QSAR 模型研究抗氧化肽的构效关系:C 末端附近的氨基酸影响活性。

Structure-activity relationship study of antioxidative peptides by QSAR modeling: the amino acid next to C-terminus affects the activity.

机构信息

College of Food Science and Nutritional Engineering, China Agricultural University, Haidian District, Beijing, People's Republic of China.

出版信息

J Pept Sci. 2011 Jun;17(6):454-62. doi: 10.1002/psc.1345. Epub 2011 Apr 14.

Abstract

Screening, isolation and in vitro assays have been used for characterization of antioxidative peptides derived from food proteins, and incompatible deductions of structural characteristics derived from the isolated peptides have been brought forward. However, there is still little information concerning the structure-activity relationship of antioxidative peptides. QSAR modeling was performed, respectively, on synthetic tripeptides and tetrapeptides related to LLPHH. According to cumulative squared multiple correlation coefficients (R(2)), cumulative cross-validation coefficients (Q(2)) and relative standard deviation for calibration set (RSD(c)), two credible models for tripeptide and tetrapeptide databases, respectively, have been built with partial least squares (PLS) regression (R(2) for models of tripeptide and tetrapeptide are 0.744 and 0.943, Q(2) are 0.631 and 0.414, and RSD(c) are 0.323 and 0.111, respectively). Meanwhile, according to the cumulative multiple correlation coefficient for the predictive set (R2(ext)) and the relative standard deviation for the predictive set (RSD(p)), the predictive ability of the model for tripeptides also is excellent (R2(ext)) and RSD(p) are 0.719 and 0.450, respectively). Hydrogen bond property and hydrophilicity of the amino acid residue next to the C-terminus, and the hydrophobicity as well as electronic propertyof the N-terminus are more significant; meanwhile, the electronic property of the C-terminus is beneficial for antioxidant activity. The structural characteristics we found are very useful in understanding and predicting the peptide structures responsible for activity and development of functional foods with peptides as active compounds, or antioxidative peptides as alternatives to other antioxidants.

摘要

筛选、分离和体外测定已被用于鉴定来源于食物蛋白的抗氧化肽,并从分离的肽中提出了结构特征的不兼容推论。然而,关于抗氧化肽的结构-活性关系的信息仍然很少。我们分别对与 LLPHH 相关的合成三肽和四肽进行了定量构效关系(QSAR)建模。根据累积平方多重相关系数(R2)、累积交叉验证系数(Q2)和校准集的相对标准偏差(RSD(c)),分别用偏最小二乘(PLS)回归建立了三肽和四肽数据库的两个可靠模型(三肽和四肽模型的 R2 分别为 0.744 和 0.943,Q2 分别为 0.631 和 0.414,RSD(c)分别为 0.323 和 0.111)。同时,根据预测集的累积多重相关系数(R2(ext))和预测集的相对标准偏差(RSD(p)),该模型对三肽的预测能力也很好(R2(ext)和 RSD(p)分别为 0.719 和 0.450)。C 末端氨基酸残基的氢键性质和亲水性以及 N 末端的疏水性和电子性质更为显著;同时,C 末端的电子性质有利于抗氧化活性。我们发现的结构特征对于理解和预测负责活性的肽结构非常有用,并开发以肽为活性化合物的功能性食品,或用抗氧化肽替代其他抗氧化剂。

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