Centro Conjunto de Investigación en Quı́mica Sustentable UAEM-UNAM, Carretera Toluca-Atlacomulco Km. 14.5, Unidad San Cayetano, Toluca de Lerdo 50200, México.
Instituto de Quı́mica, Universidad Nacional Autónoma de México, Circuito Exterior, Ciudad Universitaria, CDMX 04510, México.
J Chem Inf Model. 2020 Mar 23;60(3):1445-1452. doi: 10.1021/acs.jcim.9b01173. Epub 2020 Mar 10.
Theoretical calculation of equilibrium dissociation constants is a very computationally demanding and time-consuming process since it requires an extremely accurate computation of the solvation free energy changes for each of the species involved. By correlating the minimum surface electrostatic potential () on the nitrogen atom of several aliphatic amino groups-calculated at the density functional theory (DFT) ωB97X-D/cc-pVDZ level of theory-we obtained regression models for each kind of substitution pattern from which we interpolate their corresponding p values with remarkable accuracy: primary = 0.9519; secondary = 0.9112; and tertiary = 0.8172 ( = 20 for each family). These models were validated with tests sets ( = 5) with mean absolute error (MAE) values of 0.1213 (primary), 0.4407 (secondary), and 0.3057 (tertiary). Combining this ansatz with another previously reported by our group to estimate p values [Caballero-García, G.; . Molecules 2019, 24(1), 79] we are able to reproduce the isoelectric points of 13 amino acids with no titrable side chains with MAE = 0.4636 pI units.
平衡离解常数的理论计算是一个非常耗费计算资源和时间的过程,因为它需要对涉及的每个物种的溶剂化自由能变化进行极其精确的计算。通过关联几个脂肪族氨基酸的氮原子上的最小表面静电势()——在密度泛函理论(DFT)ωB97X-D/cc-pVDZ 理论水平上计算得出——我们为每种取代模式获得了回归模型,从中我们可以以惊人的精度插值它们的相应 p 值:一级 = 0.9519;二级 = 0.9112;三级 = 0.8172(每个家族 = 20)。这些模型通过测试集( = 5)进行了验证,平均绝对误差(MAE)值分别为 0.1213(一级)、0.4407(二级)和 0.3057(三级)。我们将这种方法与我们小组之前报道的另一种方法相结合,用于估计 p 值[Caballero-García,G.;Molecules 2019, 24(1), 79],我们能够重现 13 种无可滴定侧链的氨基酸的等电点,平均绝对误差(MAE)为 0.4636 pI 单位。