Center for Computational Biology, Molecular Biology Institute, Institute for Genomics and Proteomics, University of California at Los Angeles, Los Angeles, United States of America.
PLoS One. 2007 Aug 29;2(8):e814. doi: 10.1371/journal.pone.0000814.
Correlated amino acid mutation analysis has been widely used to infer functional interactions between different sites in a protein. However, this analysis can be confounded by important phylogenetic effects broadly classifiable as background linkage disequilibrium (BLD). We have systematically separated the covariation induced by selective interactions between amino acids from background LD, using synonymous (S) vs. amino acid (A) mutations. Covariation between two amino acid mutations, (A,A), can be affected by selective interactions between amino acids, whereas covariation within (A,S) pairs or (S,S) pairs cannot. Our analysis of the pol gene--including the protease and the reverse transcriptase genes--in HIV reveals that (A,A) covariation levels are enormously higher than for either (A,S) or (S,S), and thus cannot be attributed to phylogenetic effects. The magnitude of these effects suggests that a large portion of (A,A) covariation in the HIV pol gene results from selective interactions. Inspection of the most prominent (A,A) interactions in the HIV pol gene showed that they are known sites of independently identified drug resistance mutations, and physically cluster around the drug binding site. Moreover, the specific set of (A,A) interaction pairs was reproducible in different drug treatment studies, and vanished in untreated HIV samples. The (S,S) covariation curves measured a low but detectable level of background LD in HIV.
相关性氨基酸突变分析已被广泛用于推断蛋白质中不同位点之间的功能相互作用。然而,这种分析可能会受到重要的系统发育影响,这些影响可广义地归类为背景连锁不平衡(BLD)。我们使用同义(S)与氨基酸(A)突变,系统地将由氨基酸之间的选择性相互作用引起的协方差与背景 LD 分离出来。两个氨基酸突变(A,A)之间的协方差可能会受到氨基酸之间的选择性相互作用的影响,而(A,S)或(S,S)对之间的协方差则不会。我们对 HIV 的 pol 基因(包括蛋白酶和逆转录酶基因)进行的分析表明,(A,A)的协变水平远高于(A,S)或(S,S),因此不能归因于系统发育效应。这些效应的幅度表明,HIV pol 基因中很大一部分(A,A)协变是由选择性相互作用引起的。对 HIV pol 基因中最显著的(A,A)相互作用的检查表明,它们是独立鉴定的耐药性突变的已知位点,并在药物结合位点周围聚集。此外,在不同的药物治疗研究中,特定的(A,A)相互作用对是可重复的,而在未治疗的 HIV 样本中则消失了。在 HIV 中测量的(S,S)协变曲线显示出低但可检测到的背景 LD 水平。