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A treecode based on barycentric Hermite interpolation for electrostatic particle interactions 基于质心埃尔米特插值的静电粒子相互作用树码
Q2 Mathematics Pub Date : 2019-01-01 DOI: 10.1515/cmb-2019-0006
R. Krasny, Lei Wang
Abstract A particle-cluster treecode based on barycentric Hermite interpolation is presented for fast summation of electrostatic particle interactions in 3D. The interpolation nodes are Chebyshev points of the 2nd kind in each cluster. It is noted that barycentric Hermite interpolation is scale-invariant in a certain sense that promotes the treecode’s efficiency. Numerical results for the Coulomb and screened Coulomb potentials show that the treecode run time scales like O(N log N), where N is the number of particles in the system. The advantage of the barycentric Hermite treecode is demonstrated in comparison with treecodes based on Taylor approximation and barycentric Lagrange interpolation.
摘要提出了一种基于重心Hermite插值的粒子簇树码,用于三维静电粒子相互作用的快速求和。插值节点是每个簇中的第二类切比雪夫点。值得注意的是,重心Hermite插值在一定意义上是尺度不变的,这提高了树码的效率。库仑势和屏蔽库仑势的数值结果表明,树码的运行时间尺度类似于O(N log N),其中N是系统中粒子的数量。与基于Taylor近似和重心拉格朗日插值的树码相比,证明了重心Hermite树码的优点。
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引用次数: 7
Towards an understanding of RNA structural modalities: a riboswitch case study. 迈向对RNA结构模式的理解:一个核糖开关案例研究。
Q2 Mathematics Pub Date : 2019-01-01 Epub Date: 2019-11-15 DOI: 10.1515/cmb-2019-0004
Hee Rhang Yoon, Aaztli Coria, Alain Laederach, Christine Heitsch

A riboswitch is a type of RNA molecule that regulates important biological functions by changing structure, typically under ligand-binding. We assess the extent that these ligand-bound structural alternatives are present in the Boltzmann sample, a standard RNA secondary structure prediction method, for three riboswitch test cases. We use the cluster analysis tool RNAStructProfiling to characterize the different modalities present among the suboptimal structures sampled. We compare these modalities to the putative base pairing models obtained from independent experiments using NMR or fluorescence spectroscopy. We find, somewhat unexpectedly, that profiling the Boltzmann sample captures evidence of ligand-bound conformations for two of three riboswitches studied. Moreover, this agreement between predicted modalities and experimental models is consistent with the classification of riboswitches into thermodynamic versus kinetic regulatory mechanisms. Our results support cluster analysis of Boltzmann samples by RNAStructProfiling as a possible basis for de novo identification of thermodynamic riboswitches, while highlighting the challenges for kinetic ones.

核糖开关是一种RNA分子,通过改变结构来调节重要的生物功能,通常在配体结合下。我们评估了这些配体结合的结构替代品存在于玻尔兹曼样本中的程度,这是一种标准的RNA二级结构预测方法,用于三个核糖体开关测试案例。我们使用聚类分析工具RNAStructProfiling来表征采样的次优结构之间存在的不同模式。我们将这些模式与使用核磁共振或荧光光谱独立实验获得的假定碱基配对模型进行比较。我们发现,有点出乎意料的是,分析玻尔兹曼样本捕获了所研究的三个核开关中两个的配体结合构象的证据。此外,预测模式和实验模型之间的这种一致性与核开关分为热力学和动力学调节机制的分类是一致的。我们的研究结果支持通过RNAStructProfiling对Boltzmann样品进行聚类分析,作为重新识别热力学核开关的可能基础,同时突出了动力学核开关的挑战。
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引用次数: 1
CBSF: A New Empirical Scoring Function for Docking Parameterized by Weights of Neural Network CBSF:一种新的基于神经网络权值的对接经验评分函数
Q2 Mathematics Pub Date : 2019-01-01 DOI: 10.1515/cmb-2019-0009
R. Syrlybaeva, M. Talipov
Abstract A new CBSF empirical scoring function for the estimation of binding energies between proteins and small molecules is proposed in this report. The final score is obtained as a sum of three energy terms calculated using descriptors based on a simple counting of the interacting protein-ligand atomic pairs. All the required weighting coefficients for this method were derived from a pretrained neural network. The proposed method demonstrates a high accuracy and reproduces binding energies of protein-ligand complexes from the CASF-2016 test set with a standard deviation of 2.063 kcal/mol (1.511 log units) and an average error of 1.682 kcal/mol (1.232 log units). Thus, CBSF has a significant potential for the development of rapid and accurate estimates of the protein-ligand interaction energies.
摘要本文提出了一种新的CBSF经验评分函数,用于估计蛋白质和小分子之间的结合能。最终得分是根据相互作用的蛋白质-配体原子对的简单计数,使用描述符计算的三个能量项的总和。该方法所需的所有加权系数都是从预先训练的神经网络中导出的。所提出的方法证明了高精度,并再现了来自CASF-2016测试集的蛋白质-配体复合物的结合能,标准偏差为2.063 kcal/mol(1.511 log单位),平均误差为1.682 kca/mol(1.232 log单位)。因此,CBSF在快速准确估计蛋白质-配体相互作用能方面具有重要潜力。
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引用次数: 0
A study on discrete and discrete fractional pharmacokinetics-pharmacodynamics models for tumor growth and anti-cancer effects 肿瘤生长和抗癌作用的离散和离散分数药代动力学-药效学模型的研究
Q2 Mathematics Pub Date : 2019-01-01 DOI: 10.1515/cmb-2019-0002
F. Atici, M. Atici, Ngoc Nguyen, Tilekbek Zhoroev, G. Koch
Abstract We study the discrete and discrete fractional representation of a pharmacokinetics - pharmacodynamics (PK-PD) model describing tumor growth and anti-cancer effects in continuous time considering a time scale hℕ0h$hmathbb{N}_0^h$, where h > 0. Since the measurements of the tumor volume in mice were taken daily, we consider h = 1 and obtain the model in discrete time (i.e. daily). We then continue with fractionalizing the discrete nabla operator to obtain the model as a system of nabla fractional difference equations. The nabla fractional difference operator is considered in the sense of Riemann-Liouville definition of the fractional derivative. In order to solve the fractional discrete system analytically we state and prove some theorems in the theory of discrete fractional calculus. For the data fitting purpose, we use a new developed method which is known as an improved version of the partial sum method to estimate the parameters for discrete and discrete fractional models. Sensitivity analysis is conducted to incorporate uncertainty/noise into the model. We employ both frequentist approach and Bayesian method to construct 90 percent confidence intervals for the parameters. Lastly, for the purpose of practicality, we test the discrete models for their efficiency and illustrate their current limitations for application.
摘要我们研究了连续时间内描述肿瘤生长和抗癌作用的药代动力学-药理学(PK-PD)模型的离散和离散分数表示,考虑时间尺度h _ 0h$hmathbb{N}_0^h$,其中h > 0。由于小鼠肿瘤体积的测量是每天进行的,我们考虑h = 1,并在离散时间(即每天)获得模型。然后,我们继续对离散的nabla算子进行分数化,得到作为nabla分数阶差分方程系统的模型。从分数阶导数的Riemann-Liouville定义的意义上考虑了nabla分数阶差分算子。为了解析解分数阶离散系统,叙述并证明了离散分数阶微积分理论中的一些定理。为了数据拟合的目的,我们使用了一种新的方法,即部分和方法的改进版本来估计离散和离散分数阶模型的参数。进行敏感性分析,将不确定性/噪声纳入模型。我们采用频率方法和贝叶斯方法来构造参数的90%置信区间。最后,为了实用性,我们测试了离散模型的效率,并说明了它们目前的应用局限性。
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引用次数: 35
Analyzing high dimensional correlated data using feature ranking and classifiers 利用特征排序和分类器分析高维相关数据
Q2 Mathematics Pub Date : 2019-01-01 DOI: 10.1515/cmb-2019-0008
Abhijeet R. Patil, Jongwha Chang, M. Leung, Sangjin Kim
Abstract The Illumina Infinium HumanMethylation27 (Illumina 27K) BeadChip assay is a relatively recent high-throughput technology that allows over 27,000 CpGs to be assayed. The Illumina 27K methylation data is less commonly used in comparison to gene expression in bioinformatics. It provides a critical need to find the optimal feature ranking (FR) method for handling the high dimensional data. The optimal FR method on the classifier is not well known, and choosing the best performing FR method becomes more challenging in high dimensional data setting. Therefore, identifying the statistical methods which boost the inference is of crucial importance in this context. This paper describes the detailed performances of FR methods such as fisher score, information gain, chi-square, and minimum redundancy and maximum relevance on different classification methods such as Adaboost, Random Forest, Naive Bayes, and Support Vector Machines. Through simulation study and real data applications, we show that the fisher score as an FR method, when applied on all the classifiers, achieved best prediction accuracy with significantly small number of ranked features.
摘要Illumina Infinium HumanMethylation27(Illumina 27K)BeadChip检测是一种相对较新的高通量技术,可检测超过27000个CpG。与生物信息学中的基因表达相比,Illumina 27K甲基化数据不太常用。它提供了找到用于处理高维数据的最优特征排序(FR)方法的关键需求。分类器上的最佳FR方法尚不清楚,在高维数据设置中,选择性能最好的FR方法变得更具挑战性。因此,在这种情况下,确定促进推理的统计方法至关重要。本文描述了fisher分数、信息增益、卡方、最小冗余和最大相关性等FR方法在Adaboost、随机森林、朴素贝叶斯和支持向量机等不同分类方法上的详细性能。通过仿真研究和实际数据应用,我们表明,fisher分数作为一种FR方法,当应用于所有分类器时,在具有显著少量排序特征的情况下,实现了最佳的预测精度。
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引用次数: 4
AngularQA: Protein Model Quality Assessment with LSTM Networks 基于LSTM网络的蛋白质模型质量评估
Q2 Mathematics Pub Date : 2019-01-01 DOI: 10.1101/560995
Matthew Conover, Max Staples, Dong Si, Miao Sun, Renzhi Cao
Abstract Quality Assessment (QA) plays an important role in protein structure prediction. Traditional multimodel QA method usually suffer from searching databases or comparing with other models for making predictions, which usually fail when the poor quality models dominate the model pool. We propose a novel protein single-model QA method which is built on a new representation that converts raw atom information into a series of carbon-alpha (Cα) atoms with side-chain information, defined by their dihedral angles and bond lengths to the prior residue. An LSTM network is used to predict the quality by treating each amino acid as a time-step and consider the final value returned by the LSTM cells. To the best of our knowledge, this is the first time anyone has attempted to use an LSTM model on the QA problem; furthermore, we use a new representation which has not been studied for QA. In addition to angles, we make use of sequence properties like secondary structure parsed from protein structure at each time-step without using any database, which is different than all existed QA methods. Our model achieves an overall correlation of 0.651 on the CASP12 testing dataset. Our experiment points out new directions for QA problem and our method could be widely used for protein structure prediction problem. The software is freely available at GitHub: https://github.com/caorenzhi/AngularQA
质量评价(QA)在蛋白质结构预测中起着重要作用。传统的多模型质量保证方法在进行预测时往往需要搜索数据库或与其他模型进行比较,当质量较差的模型在模型池中占主导地位时,往往会失败。我们提出了一种新的蛋白质单模型质量保证方法,该方法基于一种新的表示,将原始原子信息转换为一系列具有侧链信息的碳α (Cα)原子,这些信息由它们的二面角和与先前残基的键长定义。LSTM网络通过将每个氨基酸作为一个时间步长来预测质量,并考虑LSTM细胞返回的最终值。据我们所知,这是第一次有人尝试在QA问题上使用LSTM模型;此外,我们使用了一种新的尚未研究过的QA表示。除了角度,我们还利用了序列属性,如在每个时间步从蛋白质结构中解析的二级结构,而不使用任何数据库,这与所有现有的QA方法不同。我们的模型在CASP12测试数据集上的总体相关性为0.651。我们的实验为质量保证问题指明了新的方向,我们的方法可以广泛应用于蛋白质结构预测问题。该软件可以在GitHub上免费获得:https://github.com/caorenzhi/AngularQA
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引用次数: 33
Nonlinear simulation of an elastic tumor-host interface 弹性肿瘤-宿主界面的非线性模拟
Q2 Mathematics Pub Date : 2019-01-01 DOI: 10.1515/cmb-2019-0003
Min-Jhe Lu, Chongxing Liu, Shuwang Li
Abstract We develop a computational method for simulating the nonlinear dynamics of an elastic tumor-host interface. This work is motivated by the recent linear stability analysis of a two-phase tumor model with an elastic membrane interface in 2D [47]. Unlike the classic tumor model with surface tension, the elastic interface condition is numerically challenging due to the 4th order derivative from the Helfrich bending energy. Here we are interested in exploring the nonlinear interface dynamics in a sharp interface framework. We consider a curvature dependent bending rigidity (curvature weakening [22]) to investigate metastasis patterns such as chains or fingers that invade the host environment. We solve the nutrient field and the Stokes flow field using a spectrally accurate boundary integral method, and update the interface using a nonstiff semi-implicit approach. Numerical results suggest curvature weakening promotes the development of branching patterns instead of encapsulated morphologies in a long period of time. For non-weakened bending rigidity, we are able to find self-similar shrinking morphologies based on marginally stable value of the apoptosis rate.
摘要我们开发了一种模拟弹性肿瘤-宿主界面非线性动力学的计算方法。这项工作的动机是最近对二维弹性膜界面的两相肿瘤模型进行的线性稳定性分析[47]。与具有表面张力的经典肿瘤模型不同,由于Helfrich弯曲能的四阶导数,弹性界面条件在数值上具有挑战性。在这里,我们有兴趣在一个清晰的界面框架中探索非线性界面动力学。我们考虑了曲率相关的弯曲刚度(曲率减弱[22]),以研究侵入宿主环境的转移模式,如链或指。我们使用光谱精确的边界积分方法求解营养物场和Stokes流场,并使用非iff半隐式方法更新界面。数值结果表明,在很长一段时间内,曲率减弱促进了分支模式而不是包裹形态的发展。对于未减弱的弯曲刚度,我们能够基于细胞凋亡率的边缘稳定值找到自相似的收缩形态。
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引用次数: 6
Topology of the mesoscale connectome of the mouse brain 小鼠大脑中尺度连接体的拓扑结构
Q2 Mathematics Pub Date : 2018-11-12 DOI: 10.1515/cmb-2020-0106
Pascal Grange
Abstract The wiring diagram of the mouse brain has recently been mapped at a mesoscopic scale in the Allen Mouse Brain Connectivity Atlas. Axonal projections from brain regions were traced using green fluoresent proteins. The resulting data were registered to a common three-dimensional reference space. They yielded a matrix of connection strengths between 213 brain regions. Global features such as closed loops formed by connections of similar intensity can be inferred using tools from persistent homology. We map the wiring diagram of the mouse brain to a simplicial complex (filtered by connection strengths). We work out generators of the first homology group. Some regions, including nucleus accumbens, are connected to the entire brain by loops, whereas no region has non-zero connection strength to all brain regions. Thousands of loops go through the isocortex, the striatum and the thalamus. On the other hand, medulla is the only major brain compartment that contains more than 100 loops.
摘要小鼠大脑的接线图最近被绘制在艾伦小鼠大脑连接图谱的介观尺度上。使用绿色荧光蛋白追踪大脑区域的轴突投射。将得到的数据登记到公共三维参考空间中。他们得出了213个大脑区域之间的连接强度矩阵。可以使用来自持久同源性的工具来推断由相似强度的连接形成的闭环等全局特征。我们将小鼠大脑的接线图映射到一个单纯复合体(通过连接强度过滤)。我们计算出第一同调群的生成元。一些区域,包括伏隔核,通过回路连接到整个大脑,而没有一个区域与所有大脑区域的连接强度为非零。数以千计的环穿过等皮层、纹状体和丘脑。另一方面,髓质是唯一一个包含100多个环的主要脑区室。
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引用次数: 1
Computing Optimal Properties of Drugs Using Mathematical Models of Single Channel Dynamics 用单通道动力学数学模型计算药物的最优性能
Q2 Mathematics Pub Date : 2018-10-01 DOI: 10.1515/cmb-2018-0004
A. Tveito, M. Maleckar, G. Lines
Abstract Single channel dynamics can be modeled using stochastic differential equations, and the dynamics of the state of the channel (e.g. open, closed, inactivated) can be represented using Markov models. Such models can also be used to represent the effect of mutations as well as the effect of drugs used to alleviate deleterious effects of mutations. Based on the Markov model and the stochastic models of the single channel, it is possible to derive deterministic partial differential equations (PDEs) giving the probability density functions (PDFs) of the states of the Markov model. In this study, we have analyzed PDEs modeling wild type (WT) channels, mutant channels (MT) and mutant channels for which a drug has been applied (MTD). Our aim is to show that it is possible to optimize the parameters of a given drug such that the solution of theMTD model is very close to that of the WT: the mutation’s effect is, theoretically, reduced significantly.We will present the mathematical framework underpinning this methodology and apply it to several examples. In particular, we will show that it is possible to use the method to, theoretically, improve the properties of some well-known existing drugs.
摘要单通道动力学可以使用随机微分方程建模,通道状态的动力学(如打开、关闭、未激活)可以使用马尔可夫模型表示。这种模型也可用于表示突变的影响以及用于减轻突变有害影响的药物的影响。基于马尔可夫模型和单通道的随机模型,可以导出确定性偏微分方程(PDE),给出马尔可夫模型状态的概率密度函数(PDF)。在这项研究中,我们分析了建模野生型(WT)通道、突变通道(MT)和已应用药物的突变通道(MTD)的PDE。我们的目的是证明,可以优化给定药物的参数,使MTD模型的解与WT的解非常接近:理论上,突变的效果显著降低。我们将介绍支撑这种方法的数学框架,并将其应用于几个例子。特别是,我们将证明,从理论上讲,使用该方法可以改善一些已知的现有药物的性能。
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引用次数: 7
A Flux Ratio and a Universal Property of Permanent Charges Effects on Fluxes 通量比和永久电荷对通量影响的普遍性质
Q2 Mathematics Pub Date : 2018-09-01 DOI: 10.1515/cmb-2018-0003
Weishi Liu
Abstract In this work, we consider ionic flow through ion channels for an ionic mixture of a cation species (positively charged ions) and an anion species (negatively charged ions), and examine effects of a positive permanent charge on fluxes of the cation species and the anion species. For an ion species, and for any given boundary conditions and channel geometry,we introduce a ratio _(Q) = J(Q)/J(0) between the flux J(Q) of the ion species associated with a permanent charge Q and the flux J(0) associated with zero permanent charge. The flux ratio _(Q) is a suitable quantity for measuring an effect of the permanent charge Q: if _(Q) > 1, then the flux is enhanced by Q; if _ < 1, then the flux is reduced by Q. Based on analysis of Poisson-Nernst-Planck models for ionic flows, a universal property of permanent charge effects is obtained: for a positive permanent charge Q, if _1(Q) is the flux ratio for the cation species and _2(Q) is the flux ratio for the anion species, then _1(Q) < _2(Q), independent of boundary conditions and channel geometry. The statement is sharp in the sense that, at least for a given small positive Q, depending on boundary conditions and channel geometry, each of the followings indeed occurs: (i) _1(Q) < 1 < _2(Q); (ii) 1 < _1(Q) < _2(Q); (iii) _1(Q) < _2(Q) < 1. Analogous statements hold true for negative permanent charges with the inequalities reversed. It is also shown that the quantity _(Q) = |J(Q) − J(0)| may not be suitable for comparing the effects of permanent charges on cation flux and on anion flux. More precisely, for some positive permanent charge Q, if _1(Q) is associated with the cation species and _2(Q) is associated with the anion species, then, depending on boundary conditions and channel geometry, each of the followings is possible: (a) _1(Q) > _2(Q); (b) _1(Q) < _2(Q).
摘要在这项工作中,我们考虑了阳离子(带正电的离子)和阴离子(带负电荷的离子)的离子混合物通过离子通道的离子流,并考察了正永久电荷对阳离子和阴离子通量的影响。对于一个离子物种,以及任何给定的边界条件和通道几何形状,我们引入了与永久电荷Q相关的离子物种的通量J(Q)和与零永久电荷相关的通量J。通量比_(Q)是测量永久电荷Q的影响的合适量:如果_(Q)>1,则通量增加Q;如果_<1,则通量减少Q。基于对离子流Poisson-Nernst-Planck模型的分析,得到了永久电荷效应的一个普遍性质:对于正永久电荷Q,如果_1(Q)是阳离子物种的通量比,_2(Q)为阴离子物种的流量比,则_1(Q)<_2(Q),与边界条件和通道几何无关。从某种意义上说,这种说法是尖锐的,至少对于给定的小正Q,根据边界条件和通道几何形状,确实发生了以下每一种情况:(i)_1(Q)<1<_2(Q);(ii)1<_1(Q)<_2(Q);(iii)_1(Q)<_2(Q)<1。类似的陈述适用于负永久电荷,不等式颠倒。还表明,数量_(Q)=|J(Q)−J(0)|可能不适合于比较永久电荷对阳离子通量和阴离子通量的影响。更准确地说,对于一些正的永久电荷Q,如果_1(Q)与阳离子物种相关,而_2(Q)则与阴离子物种相关,那么,根据边界条件和通道几何形状,以下每一个都是可能的:(a)_1(Q)>_2(Q);(b) 1(Q)<2(Q)。
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引用次数: 20
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Computational and Mathematical Biophysics
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