Dahlgren Markus K, Kauppi Anna M, Olsson Ing-Marie, Linusson Anna, Elofsson Mikael
Department of Chemistry, Umeå University, SE-901 87 Umeå, Sweden.
J Med Chem. 2007 Nov 29;50(24):6177-88. doi: 10.1021/jm070741b. Epub 2007 Nov 2.
Analogues to the salicylanilide N-(4-Chlorophenyl)-2-acetoxy-3,5-diiodobenzamide, 1a, an inhibitor of type III secretion (T3S) in Yersinia, were selected, synthesized, and biologically evaluated in three cycles. First, a set of analogues with variations in the salicylic acid ring moiety was synthesized to probe possible structural variation. A basic structure-activity relationship was established and then used to cherry-pick compounds from a principal component analysis score plot of salicylanilides to generate a second set. A third set with increased likelihood of biological activity was designed using D-optimal onion design. A quantitative structure-activity relationship model using hierarchical partial least-square regression to latent structures (Hi-PLS) was computed using PLS score vectors of building blocks correlated to the % inhibition of T3S as a response. A PLS discriminant analysis (PLS-DA) model was derived using the same descriptor set as that for the Hi-PLS model. Both models were validated with an external test set.
筛选出了与水杨酰苯胺N-(4-氯苯基)-2-乙酰氧基-3,5-二碘苯甲酰胺(1a,一种耶尔森氏菌III型分泌(T3S)抑制剂)类似的化合物,并分三个周期进行了合成及生物学评估。首先,合成了一组水杨酸环部分存在差异的类似物,以探究可能的结构变化。建立了基本的构效关系,然后用于从水杨酰苯胺的主成分分析得分图中挑选化合物,从而生成第二组。使用D-最优洋葱设计设计了第三组具有更高生物活性可能性的化合物。使用与T3S抑制率相关的构建模块的PLS得分向量,通过分层偏最小二乘回归潜在结构(Hi-PLS)计算了定量构效关系模型。使用与Hi-PLS模型相同的描述符集推导了PLS判别分析(PLS-DA)模型。两个模型均通过外部测试集进行了验证。