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1.
从20种天然氨基酸的41个randic molecular profiles非零描述符、44个eigenvalue based indices非零描述符和47个walk and path counts非零描述符分别进行主成分分析,得出一种新的氨基酸描述符-SVREW。将其应用于血管紧张素转化酶(ACE)抑制二肽和ACE抑制三肽、苦味二肽和苦味四肽、后叶催产素类似物、HLA-A*0201限制性CTL表位肽的结构表征,应用多元线性回归(MLR)建立定量构效关系模型,同时采用内部与外部双重验证的方法验证模型的稳定性。所建ACE抑制二肽、ACE抑制三肽、苦味二肽、苦味四肽、后叶催产素类似物、HLA-A*0201限制性CTL表位肽的模型复相关系数(R2cum)分别为0.994,0.797,0.948,0.878,0.686,0.720;留一法交互校验复相关系数(R2cv)分别为0.955,0.859,0.879,0.958,0.796,0.843;外部样本校验相关系数(Q2ext)分别为0.990,0.954,0.890,0.950,0.748,0.773。经研究表明SVREW描述符用于肽分子结构表征所建模型的稳定性与预测能力均较好,有望成为多肽定量构效关系研究中一种有效的结构表征方法,可对新药物的发现和研究提供指导。  相似文献   

2.
利用氨基酸结构描述符SVHEHS分别对血管紧张素转化酶(Angiotensin I-converting Enzyme,ACE)竞争性抑制二肽、三肽、四肽序列表征后,建立结构与活性的多元线性回归(MLR)模型。ACE抑制二肽模型的相关系数、交叉验证相关系数、均方根误差、外部验证相关系数分别为0.851、0.781、0.327、0.792;三肽模型分别为0.805、0.717、0.339、0.817;四肽模型分别为0.792、0.553、0.393、0.630。研究表明,运用该描述符建立的ACE抑制肽MLR模型拟合、预测能力均较好,能较好解释ACE抑制肽的活性与结构间的关系。  相似文献   

3.
刘静  管骁  彭剑秋 《化学学报》2012,70(1):83-91
收集20种天然氨基酸的457种理化性质,按照疏水、电性特征、氢键贡献和立体特征分类后,对它们分别进行主成分分析(Principal component analysis,PCA),得到一个新的氨基酸残基结构描述符SVHEHS.用该描述符分别对血管紧张素转化酶(AngiotensinⅠconverting enzyme,ACE)抑制二肽、三肽、四肽进行序列表征,并用来与生物活性建立偏最小二乘(Partial least square regression,PLS)模型.ACE抑制二肽、三肽、四肽模型的相关系数、交叉验证相关系数、 均方根误差、外部验证相关系数分别为0.607,0.507,0.587,0.783;0.852,0.813,0.232,0.839;1,1,0,0.935.由此说明,采用SVHEHS描述符建立的PLS模型拟合、预测能力均较好,可用于血管紧张素转化酶抑制肽的定量构效关系研究.  相似文献   

4.
采用20种天然氨基酸的47个information indices描述符、33个connectivity indices描述符和44个eigenvalue-based indices描述符分别进行主成分分析,得出一种新的氨基酸描述符-SVICE.将其分别对三肽血管收缩素转化酶(ACE)、抗菌十八肽(AMP)、苦味活性二肽(BTT)序列表征后,建立结构与活性的SMR-MLR模型,并采用内外部双重验证的方法检验模型的稳定性.所建模型相关统计参量如下:复相关系数(Rcum2)、留一法(LOO)交互校验复相关系数(RCV2)和外部样本校验复相关系数(Qext2)分别为0.988,0.964,0.985;0.990,0.970和0.855;0.949,0.887,0.830.结果表明,运用SVICE描述符建立的MLR模型拟合、预测能力均较好,能较好解释肽类药物的活性与结构间的关系从而为新的强活性肽类药物的分子设计和改造提供了指导.  相似文献   

5.
采用三维全息原子场作用矢量(3D-HoVAIF)进行结构表征,研究脂肪酸定量结构保留指数关系(QSRR),通过逐步回归(SMR)进行变量筛选,多元线性回归(MLR)建立定量构效关系模型.结果表明,所建模型的复相关系数r为0.998,留一法交互校验(L00-CV)复相关系数rcv为0.983.3D-HoVAIF能较好地表征脂肪酸的结构信息,且所建模型具有较好的稳定性和预测能力.  相似文献   

6.
以自组建的血管紧张素转化酶(Angiotensin I-converting enzyme)抑制肽库为研究对象,采用氨基酸描述符SVHEHS(Scores vector of hydrophobic,electronic,hydrogen bonds and steric properties)对各肽样本进行结构表征后,进行自交叉协方差(Auto cross covariances,ACC)处理,并分别利用多元线性回归(Multiple linear regression,MLR)、偏最小二乘(Partial least square regression,PLS)、人工神经网络(Artificial neural networks,ANN)3种建模方法进行ACE抑制肽QSAR建模。结果显示,所得MLR、PLS与ANN模型的相关系数(Correlation coefficient,R2)分别为0.744、0.862、0.958,留一交叉验证相关系数(Leave-one-out cross-validated correlation coefficient,Q2LOO)分别为0.532、0.829、0.948,外部验证复相关系数(External validated correlation coefficient,Q2ext)分别为0.567、0.632、0.634。因此,SVHEHS结合上述3种建模方法均适用于ACE抑制肽的QSAR研究,其中ANN的建模效果最优。  相似文献   

7.
刘静  管骁  彭剑秋 《分析测试学报》2012,31(10):1260-1265
通过对天然氨基酸的457种物化性质参数进行主成分分析后得到SVHEHS描述符,用该描述符分别对血管紧张素转化酶(ACE)抑制二肽、三肽、四肽进行表征,并建立了肽结构与活性的神经网络模型。ACE抑制二肽神经网络模型的相关系数、交叉验证相关系数、均方根误差和外部验证相关系数分别为0.946、0.951、0.249、0.852,三肽模型分别为0.973、0.945、0.135、0.813,四肽模型分别为0.915、0.879、0.250、0.814。由此表明SVHEHS描述符结合神经网络对ACE抑制肽的建模效果及模型预测能力均较理想,在此基础上进一步通过平均影响值(Mean impact value,MIV)法确定了显著影响各类肽活性的结构因素,从而为新的强活性ACE抑制肽的分子设计提供了理论基础。  相似文献   

8.
运用三维全息原子场作用矢量(3D-HoVAIF)对33个Nevirapine类抗艾滋病药物进行了定量构效关系(QSAR)研究。采用偏最小二乘回归(PLSR)建立定量构效关系模型,同时采用内部及外部双重验证的方法对所得模型稳定性能进行深入分析和检验,所建模型的复相关系数(Rcum2)、留一法(LOO)交互校验(CV)复相关系数(Qcum2)和外部样本校验复相关系数(Qext2)分别为0·835、0·530和0·518。结果表明,3D-HoVAIF能较好表征Nevirapine类抗艾滋病药物分子结构信息,且所建模型具有较好稳定性能和预测能力。  相似文献   

9.
线性特征选择方法可提升定量构效关系(QSAR)模型的预测能力,但易忽略特征(理化属性)与分子活性间的非线性关系。本文提出基于支持向量回归(SVR)的逐步非线性回归(SSNR)特征选择算法并用于降血压药物血管紧张素转化酶(ACE)抑制肽的QSAR研究。首先以具有不同背景的5组分子描述符分别表征肽序列,以SSNR实施特征选择,再通过智能一致性模型(ICM)对各组描述符对应子模型的预测活性进行加权整合,获得最终活性预测值。在ACE抑制二肽与三肽两个数据上的应用结果表明,SSNR获得的特征子集结合ICM策略可有效提升模型预测能力(二肽的平均Q■为0.675±0.002,三肽为0.663±0.013),优于遗传算法-偏最小二乘(0.538±0.049、0.599±0.047)与逐步线性回归(0.583±0.041、0.675±0.010)。最后基于抑制活性已知肽序列预测所有活性未知肽的活性,分析了高活性肽及其氨基酸偏好性,为人工合成潜在高活性ACE抑制肽提供可能的序列组合。  相似文献   

10.
采用三维全息原子场作用矢量(3D-HoVAIF)对32个吡咯类抗艾滋病药物进行结构参数化表征,并与其活性建立定量构效关系。分别采用多元线性回归(MLR)和偏最小二乘(PLS)进行建模,建模的复相关系数(R2cum)、交互校验复相关系数(Q2cum)和模型的标准偏差(SD)分别为R2cum=0.914、Q2cum=0.812、SD=0.236(MLR);R2cum=0.836、Q2cum=0.719、SD=0.314(PLS),结果均优于文献值(R2cum=0.667,Q2cum=0.581,SD=0.420)。所建模型具有良好的稳定性和预测能力,表明3D-HoVAIF能够较好地表征该类分子的结构,值得进一步推广应用。  相似文献   

11.
用溶胶-凝胶法以磷钼酸(MPA)的镍盐溶液水解钛酸四丁酯制备了NiPMo/TiO2催化剂.使用ICP、 XRD、 TG-DTA、 IR、 TPD-MS和微反应技术研究了催化剂的化学组成、热稳定性、化学吸附性质和催化反应性能.杂多钼酸盐与TiO2通过O2-在TiO2表面发生了键合.在623 K下,杂多阴离子仍保持原有的Keggin结构.CO2在Lewis酸位Ni(Ⅱ)和Lewis碱位Ni-O-Mo的桥氧协同作用下生成CO2卧式吸附态Ni(Ⅱ)←O-(CO)←(O--Ni).丙烯有多种吸附态在催化剂上吸附.在563 K、 1 MPa和空速1500 h-1的反应条件下,丙烯的摩尔转化率为3.2%,产物MAA选择性为95%.  相似文献   

12.
Different approaches for the synthesis of 1-benzyloxypyrazin-2(1H)-one derivatives from simple amino acids have been investigated. A library of 33 precursors for the preparation of N-hydroxy pyrazinones was obtained in moderate to good yields.  相似文献   

13.
A new and simple synthesis of novel N-protected methyl 5-substituted-4-hydroxypyrrole-3-carboxylates, which exist in equilibrium with their 4-oxo tautomers, has been developed in two steps starting from N-protected α-amino acids. The key intermediates are enaminones, which can also be isolated, characterized, and used for the construction of other functionalized heterocycles, before they spontaneously decompose to pyrrole products. 4-Hydroxypyrroles are prone to partial aerial oxidation but can be efficiently alkylated or reduced to stable polysubstituted pyrrolidine derivatives.  相似文献   

14.
The chemoselectivity in the intramolecular CH insertion of various diazosulfonamides has been experimentally studied. The results reveal that the aliphatic 1,4-, 1,5-, or 1,6-C(sp3)?H insertions of diazosulfonamides are not accessible, while the aromatic 1,5-C(sp2)?H insertion can be realized specifically by adjusting the diazo-adjacent group. In addition, the general chemoselectivities in the intramolecular CH insertions of diazosulfonyl compounds are summarized. Generally, diazosulfones undergo both aromatic 1,5-C(sp2)?H and aliphatic 1,5- and 1,6-C(sp3)?H insertions, while diazosulfonates undergo aliphatic 1,5- and 1,6-C(sp3)?H insertions. However, diazosulfonamides only undergo aromatic 1,5-C(sp2)?H insertion.  相似文献   

15.
A general synthesis of previously unknown semicarbazone-based α-amidoalkylating reagents, 4-(tosylmethyl)semicarbazones, has been developed. The synthesis involved three-component condensation of semicarbazones of aliphatic or aromatic aldehydes with the same or other aldehydes and p-toluenesulfinic acid. The scope and limitations of this reaction were investigated. The compounds obtained were demonstrated to be an efficient α-(4-semicarbazono)alkylating agents. They were reacted with H- (sodium borohydride), O- (sodium methylate), S- (sodium phenylthiolate), N- (pyrrolidine, sodium succinimide), P- (trialkyl phosphites), and C-nucleophiles (sodium diethyl malonate) to give the corresponding products of the tosyl group substitution, 4-substituted semicarbazones, including analogues of nitrofurazone. Among the prepared compounds tested in vitro for antibacterial and antifungal activity, three nitrofuryl-containing semicarbazones exhibited high biological activities with minimum inhibitory concentration (MIC) values of 8–32 μg/mL.  相似文献   

16.
In the context of the preparation of camptothecin and luotonin A analogs, the synthesis of some key keto-precursors and their use in Friedländer condensation are described. This paper also focuses on the stability of these keto intermediates and emphasizes the major differences between indolizinones and pyrroloquinazolinones series. Noteworthy is also the report of some original structures isolated as by-products of some experiments.  相似文献   

17.
A small library of new chiral bidentate hydroxyalkyl-imidazolium salts 1 is conveniently synthesized on multi-gram scale from inexpensive and commercially available chiral pool amino acids. The corresponding carbenes, generated by deprotonation of imidazolium salts 1, in combination with palladium(II) chloride were tested in the Mizoroki–Heck coupling reaction. The most significant results in terms of yields and reactivities were achieved with low catalyst loading. The catalytic activities of these imidazolium salts were also investigated in the asymmetric addition of diethylzinc to benzaldehyde. The use of MgO nanoparticles as an additive in conjunction with these ligands played a crucial role in increasing the efficiency of these reactions.  相似文献   

18.
N-Heterocyclic carbene-palladacyclic complexes 3 were successfully achieved in a one-pot procedure under mild conditions. The structure of 3a was unambiguously confirmed by X-ray single crystal diffraction and it was an active catalyst in the Buchwald-Hartwig amination and α-arylation of ketones even at very low catalyst loadings (0.01?mol%).  相似文献   

19.
An efficient iodine-mediated oxidative Pictet-Spengler reaction in dimethyl sulphoxide (DMSO) using terminal alkynes as the 2-oxoaldehyde surrogate for the synthesis of aryl (9H-pyrido[3,4-b]indol-1-yl)methanones is described. The scope of the protocol includes the total synthesis of Fascaplysin, Eudistomins Y1 and Y2. The methodology is extended for preparing pyrrolo[1,2-a]-quinoxaline and indolo[1,5-a]quinoxaline derivatives. The utility of 1-aroyl-β-carbolines was demonstrated by performing palladium-catalyzed β-carboline directed ortho-C(sp2)-H functionalization of the phenyl ring with thiomethyl (SMe) group using DMSO as source and for accessing 4-aryl-canthin-6-ones.  相似文献   

20.
In this Letter, we described a facile method for constructing fused bicyclic 1-arylpyrazol-5-one ring system. We employed various methylene-containing carboxylic acids as the substrates and proved that the pyrazolone ring closure requires activated methylene group in intermediate II. Accordingly, a series of structurally diversified, fused bicyclic 1-arylpyrazol-5-ones was prepared in moderate to high yields using the requisite substrates.  相似文献   

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