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Prediction of enthalpy of alkanes by the use of radial basis function neural networks 用径向基函数神经网络预测烷烃的焓
Pub Date : 2001-09-01 DOI: 10.1016/S0097-8485(00)00110-8
Xiaojun Yao , Xiaoyun Zhang , Ruisheng Zhang , Mancang Liu , Zhide Hu , Botao Fan

A new method for the prediction of enthalpy of alkanes between C6 and C10 from molecular structures has been proposed. Thirty five calculated descriptors were selected for the description of molecular structures. The first four scores of Principle Component Analysis on the calculated descriptors were used as inputs to predict the enthalpy of alkanes. Models relating relationships between molecular structure descriptors and enthalpy of alkanes were constructed by means of radial basis function neural networks. To get the best prediction results, some strategies were also employed to optimise the learning parameters of the radial basis function neural networks. For the test set, a predictive correlation coefficient of R=0.9913 and root mean squared error of 0.5876 were obtained.

提出了一种从分子结构上预测C6 - C10之间烷烃焓的新方法。计算出35个描述符用于描述分子结构。计算出的描述符的前四个主成分分析分数作为预测烷烃焓的输入。利用径向基函数神经网络建立了烷烃分子结构描述符与焓的关系模型。为了获得最佳的预测结果,还采用了一些策略来优化径向基函数神经网络的学习参数。测试集的预测相关系数R=0.9913,均方根误差为0.5876。
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引用次数: 36
High order spatial discretisations in electrochemical digital simulation. 2. Combination with the extrapolation algorithm 电化学数字仿真中的高阶空间离散。2. 结合外推算法
Pub Date : 2001-09-01 DOI: 10.1016/S0097-8485(01)00082-1
J. Strutwolf , D. Britz

The application of fourth order discretisations of the second derivative of concentration with respect to distance from the electrode, in electrochemical digital simulations, is examined. In the bulk of the diffusion space, a central five-point scheme is used, and six-point asymmetric schemes are used at the edges. In this paper, the scheme is applied to the extrapolation technique, based on the backward implicit (BI) algorithm for temporal integration, which (with extrapolation) allows higher orders in time as well. The method is found to be stable, using both the von Neumann and matrix methods. Exceptional efficiency is obtained both for Cottrell and chronopotentiometry simulations, requiring as few as 3–5 steps in time, starting at the dimensionless time t=0 to gain four-decimal accuracy at t=1.

在电化学数字模拟中,研究了浓度二阶导数与电极距离的四阶离散的应用。在扩散空间中,中心采用五点格式,边缘采用六点不对称格式。本文将该方案应用于外推技术,基于时间积分的后向隐式(BI)算法,该算法(通过外推)允许时间上的高阶。该方法是稳定的,使用冯·诺依曼和矩阵方法。Cottrell和计时电位法模拟均获得了卓越的效率,只需3-5步的时间,从无因次时间t=0开始,在t=1时获得四十进制精度。
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引用次数: 5
Correlations between theoretical and experimental determination of heat of formation of certain aliphatic nitro compounds 某些脂肪族硝基化合物生成热的理论测定与实验测定的相关性
Pub Date : 2001-09-01 DOI: 10.1016/S0097-8485(00)00105-4
P.C. Chen , J.C. Wu , S.C. Chen

Heats of formation of energetic materials were calculated by Dewar's AM1 and Stewart's PM3 methods. In order to compare the theoretical results with the experimental ones, some correlation models were proposed in this study. Correlations were evaluated by multivariable linear regression method, considering the number of nitro groups and the use of quadratic relations involving the number of carbon, hydrogen, nitrogen, and oxygen atoms. Results indicated very precise correlations. Based on these correlations, heats of formation of some aliphatic nitro compounds can be predicted at 95% predictive interval without experimental analysis.

用Dewar的AM1法和Stewart的PM3法计算了含能物质的生成热。为了将理论结果与实验结果进行比较,本文提出了相关模型。考虑到硝基的数量,并使用涉及碳、氢、氮和氧原子数量的二次关系,通过多变量线性回归方法评估相关性。结果显示出非常精确的相关性。基于这些相关性,一些脂肪族硝基化合物的生成热可以在95%的预测区间内进行预测,而无需进行实验分析。
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引用次数: 13
Study of precipitant systems by computerised simulation. Influence of optical elements on the noise associated with the transmittance 计算机模拟沉淀系统的研究。光学元件对与透光率相关的噪声的影响
Pub Date : 2001-09-01 DOI: 10.1016/S0097-8485(00)00115-7
J.A. Poce-Fatou, R. Alcántara, J. Martı́n

The transmittance signal of a precipitant system measured with a focused laser beam carries associated noise coming from several sources. In this work, we have studied the influence of the focal parameters (wavelength, focal length and prefocused radius of the beam) on the maximum noise reached in equivalent nucleation processes. For this purpose, a simulation program of precipitating systems, designed in fortran 90, has been developed. The program generates simulated transmittances, which are processed by another computer program to extract associated noise.Wide ranges of values of the focal parameters have been analysed, finding relationships between the maximum noise and the focal parameters. They have been justified in connection with the changes observed in the radial parameters, which define the size and shape of the focused path.

用聚焦激光束测量的沉淀系统的透射率信号带有来自多个源的相关噪声。在这项工作中,我们研究了焦点参数(波长、焦距和光束的预聚焦半径)对等效成核过程中达到的最大噪声的影响。为此,用fortran 90编写了一个降水系统的模拟程序。该程序生成模拟透射率,并由另一个计算机程序处理以提取相关噪声。分析了焦点参数的大范围值,找到了最大噪声与焦点参数之间的关系。它们与在径向参数中观察到的变化有关,径向参数定义了聚焦路径的大小和形状。
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引用次数: 0
Non-equilibrium proteins 非平衡的蛋白质
Pub Date : 2001-07-01 DOI: 10.1016/S0097-8485(01)00071-7
W. Klonowski

There exist no methodical studies concerning non-equilibrium systems in cellular biology. This paper is an attempt to partially fill this shortcoming. We have undertaken an extensive data-mining operation in the existing scientific literature to find scattered information about non-equilibrium subcellular systems, in particular concerning fast proteins, i.e. those with short turnover half-time. We have advanced the hypothesis that functionality in fast proteins emerges as a consequence of their intrinsic physical instability that arises due to conformational strains resulting from co-translational folding (the interdependence between chain elongation and chain folding during biosynthesis on ribosomes). Such intrinsic physical instability, a kind of conformon (Klonowski–Klonowska conformon, according to Ji, (Molecular Theories of Cell Life and Death, Rutgers University Press, New Brunswick, 1991)) is probably the most important feature determining functionality and timing in these proteins. If our hypothesis is true, the turnover half-time of fast proteins should be positively correlated with their molecular weight, and some experimental results (Ames et al., J. Neurochem. 35 (1980) 131) indeed demonstrated such a correlation. Once the native structure (and function) of a fast protein macromolecule is lost, it may not be recovered—denaturation of such proteins will always be irreversible; therefore, we searched for information on irreversible denaturation. Only simulation and modeling of protein co-translational folding may answer the questions concerning fast proteins (Ruggiero and Sacile, Med. Biol. Eng. Comp. 37 (Suppl. 1) (1999) 363). Non-equilibrium structures may also be built up of protein subunits, even if each one taken by itself is in thermodynamic equilibrium (oligomeric proteins; sub-cellular sol–gel dissipative network structures).

目前还没有关于细胞生物学中非平衡系统的系统研究。本文试图部分弥补这一不足。我们在现有的科学文献中进行了广泛的数据挖掘操作,以找到关于非平衡亚细胞系统的分散信息,特别是关于快速蛋白质,即那些具有短周转半时间的蛋白质。我们提出了一种假设,即快速蛋白的功能是由于其内在的物理不稳定性而产生的,这种不稳定性是由共翻译折叠(核糖体生物合成过程中链延伸和链折叠之间的相互依赖)引起的构象应变引起的。这种内在的物理不稳定性,一种构象(Klonowski-Klonowska构象,根据Ji的说法,(细胞生命和死亡的分子理论,罗格斯大学出版社,新不伦瑞克,1991))可能是决定这些蛋白质功能和时间的最重要特征。如果我们的假设成立,那么快蛋白的周转半程应该与其分子量正相关,一些实验结果(Ames et al., J. Neurochem. 35(1980) 131)确实证明了这种相关性。一旦快速蛋白质大分子的天然结构(和功能)丢失,它可能无法恢复——这种蛋白质的变性将永远是不可逆的;因此,我们搜索了不可逆变性的信息。只有蛋白质共翻译折叠的模拟和建模才能回答有关快速蛋白质的问题(Ruggiero和Sacile, Med. Biol.)。Eng。汇编37(增编1)(1999)363)。非平衡结构也可以由蛋白质亚基组成,即使每个亚基本身都处于热力学平衡状态(寡聚蛋白质;亚细胞溶胶-凝胶耗散网络结构)。
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引用次数: 7
Robert Rosen (1934–1998): a snapshot of biology's Newton 罗伯特·罗森(1934-1998):生物学牛顿的缩影
Pub Date : 2001-07-01 DOI: 10.1016/S0097-8485(01)00079-1
Donald C Mikulecky
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引用次数: 21
Which craft is best in bioinformatics? 在生物信息学中,哪一种工艺是最好的?
Pub Date : 2001-07-01 DOI: 10.1016/S0097-8485(01)00069-9
T.K. Attwood, C.J. Miller

‘Silicon-based’ biology has gathered momentum as the world-wide sequencing projects have made possible the investigation and comparative analysis of complete genomes. Central to the quest to elucidate and characterise the genes and gene products encoded within genomes are pivotal concepts concerning the processes of evolution, the mechanisms of protein folding, and, crucially, the manifestation of protein function. Our use of computers to model such concepts is limited by, and must be placed in the context of, the current limits of our understanding of these biological processes. It is important to recognise that we do not have a common understanding of what constitutes a gene; we cannot invariably say that a particular sequence or fold has arisen via divergence or convergence; we do not fully understand the rules of protein folding, so we cannot predict protein structure; and we cannot invariably diagnose protein function, given knowledge only of its sequence or structure in isolation. Accepting what we cannot do with computers plays an essential role in forming an appreciation of what we can do. Without this understanding, it is easy to be misled, as spurious arguments are often used to promote over-enthusiastic notions of what particular programs can achieve. There are valuable lessons to be learned here from the field of artificial intelligence, principal among which is the realisation that capturing and representing complex knowledge is time consuming, expensive and hard. If bioinformatics is to tackle biological complexity meaningfully, the road ahead must therefore be paved with caution, rigour and pragmatism.

随着世界范围内的测序项目使对完整基因组的调查和比较分析成为可能,“硅基”生物学已经聚集了势头。阐明和描述基因组内编码的基因和基因产物的核心是关于进化过程、蛋白质折叠机制以及至关重要的蛋白质功能表现的关键概念。我们使用计算机来模拟这些概念受到限制,而且必须置于我们目前对这些生物过程的理解的限制的背景下。重要的是要认识到,我们对基因的构成并没有共同的理解;我们不能总是说一个特定的序列或褶皱是通过发散或收敛产生的;我们不完全了解蛋白质折叠的规则,因此我们无法预测蛋白质的结构;而且,仅凭对蛋白质序列或结构的单独了解,我们也不能总是诊断出蛋白质的功能。接受我们不能用电脑做的事情,在形成对我们能做的事情的欣赏方面起着至关重要的作用。如果没有这种理解,就很容易被误导,因为虚假的论点经常被用来促进对特定计划可以实现的过分热情的观念。我们可以从人工智能领域吸取宝贵的经验教训,其中最主要的是认识到捕获和表示复杂的知识是耗时、昂贵和困难的。如果生物信息学要有意义地解决生物复杂性问题,那么前面的道路必须谨慎、严谨和实用。
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引用次数: 25
Towards understanding life itself 走向理解生命本身
Pub Date : 2001-07-01 DOI: 10.1016/S0097-8485(01)00083-3
Andrzej K. Konopka
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引用次数: 2
Amino acid residue environments and predictions of residue type 氨基酸残基环境及残基类型预测
Pub Date : 2001-07-01 DOI: 10.1016/S0097-8485(01)00075-4
Won Kim, W.John Wilbur

The determination of a protein's structure from the knowledge of its linear chain is one of the important problems that remains as a bottleneck in interpreting the rapidly increasing repository of genetic sequence data. One approach to this problem that has shown promise and given a measure of success is threading. In this approach contact energies between different amino acids are first determined by statistical methods applied to known structures. These contact energies are then applied to a sequence whose structure is to be determined by threading it through various known structures and determining the total threading energy for each candidate structure. That structure that yields the lowest total energy is then considered the leading candidate among all the structures tested. Additional information is often needed in order to support the results of threading studies, as it is well known in the field that the contact potentials used are not sufficiently sensitive to allow definitive conclusions. Here, we investigate the hypothesis that the environment of an amino acid residue realized as all those residues not local to it on the chain but sufficiently close spatially can supply information predictive of the type of that residue that is not adequately reflected in the individual contact energies. We present evidence that confirms this hypothesis and suggests a high order cooperativity between the residues that surround a given residue and how they interact with it. We suggest a possible application to threading.

从其线性链的知识来确定蛋白质的结构是解释快速增加的基因序列数据库的重要问题之一,仍然是一个瓶颈。解决这个问题的一种方法已经显示出希望,并给出了一个成功的衡量标准,那就是线程。在这种方法中,不同氨基酸之间的接触能首先由应用于已知结构的统计方法确定。然后将这些接触能量应用于序列,该序列的结构将通过将其穿过各种已知结构并确定每个候选结构的总穿线能量来确定。在所有测试的结构中,产生最低总能量的结构被认为是主要的候选结构。为了支持穿线研究的结果,通常需要额外的资料,因为在这个领域众所周知,所使用的接触电位不够敏感,无法得出明确的结论。在这里,我们研究了这样一个假设,即氨基酸残基的环境被实现为所有这些残基在链上不是局部的,但在空间上足够接近,可以提供预测该残基类型的信息,而这些信息没有充分反映在单个接触能中。我们提出的证据证实了这一假设,并提出了一个高阶的协同性之间的残基,围绕一个给定的残基和他们如何与它相互作用。我们建议将其应用于线程。
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引用次数: 3
Post-genome Informatics 后基因组信息学
Pub Date : 2001-07-01 DOI: 10.1016/S0097-8485(01)00078-X
Jaap Heringa
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引用次数: 3
期刊
Computers & chemistry
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