An Algorithm Framework for Drug-Induced Liver Injury Prediction Based on Genetic Algorithm and Ensemble Learning

In the process of drug discovery, drug-induced liver injury (DILI) is still an active research field and is one of the most common and important issues in toxicity evaluation research. It directly leads to the high wear attrition of the drug. At present, there are a variety of computer algorithms based on molecular representations to predict DILI. It is found that a single molecular representation method is insufficient to complete the task of toxicity prediction, and multiple molecular fingerprint fusion methods have been used as model input. In order to solve the problem of high dimensional and unbalanced DILI prediction data, this paper integrates existing datasets and designs a new algorithm framework, Rotation-Ensemble-GA (R-E-GA). The main idea is to find a feature subset with better predictive performance after rotating the fusion vector of high-dimensional molecular representation in the feature space. Then, an Adaboost-type ensemble learning method is integrated into R-E-GA to improve the prediction accuracy. The experimental results show that the performance of R-E-GA is better than other state-of-art algorithms including ensemble learning-based and graph neural network-based methods. Through five-fold cross-validation, the R-E-GA obtains an ACC of 0.77, an F1 score of 0.769, and an AUC of 0.842.     

铜电路板缝腐蚀过程缝隙中pH、Cl-浓度分布的测量

根据铜电路板缝腐蚀特征,研制了阵列式Ag/AgCl、IrO2电极,设计缝隙腐蚀模拟装置,在0.5mol.L-1的NaCl溶液中分别同时原位检测电子线路板缝隙腐蚀过程,缝隙内的氯离子浓度分布、pH分布及其随时间的变化.研究表明,在电子线路板发生缝隙腐蚀的过程中,缝隙内部不同深度的Cl-及H+浓度逐渐增大,且随着与缝口距离的增大而增大,从而导致缝隙腐蚀不断向纵深方向发展.     

Role of Natural Compounds and Target Enzymes in the Treatment of Alzheimer’s Disease

Alzheimer’s disease (AD) is a progressive neurological condition. The rising prevalence of AD necessitates the rapid development of efficient therapy options. Despite substantial study, only a few medications are capable of delaying the disease. Several substances with pharmacological activity, derived from plants, have been shown to have positive benefits for the treatment of AD by targeting various enzymes, such as acetylcholinesterase (AChE), butyrylcholinesterase (BuChE), β-secretase, γ-secretase, and monoamine oxidases (MAOs), which are discussed as potential targets. Medicinal plants have already contributed a number of lead molecules to medicine development, with many of them currently undergoing clinical trials. A variety of medicinal plants have been shown to diminish the degenerative symptoms associated with AD, either in their raw form or as isolated compounds. The aim of this review was to provide a brief summary of AD and its current therapies, followed by a discussion of the natural compounds examined as therapeutic agents and the processes underlying the positive effects, particularly the management of AD.     

声光调制实验的一种CCD成像改进方法

提出了声光调制实验的一种CCD成像改进的实验方法,即声光调制的入射光和衍射光成像于CCD上,对光斑图像进行编程处理,计算机给出光斑的位置。给出了实验步骤、图像处理算法和实验结果。     

热声制冷机板叠内流动与换热的数值分析

本文采用基于压力修正算法的可压缩交变流动程序,采用适体坐标生成网格,AUSM 格式离散N-S方程和能量方程,计算了二维基本型热声制冷机板叠内的流动与换热情况,探讨了板叠附近的温度随时间的变化,分析了周期时均能量.由模拟结果可以看出,在气体冷端,能量由气体进入板叠,时均能量为正,在气体热端,能量由板叠进入气体,时均能量为负,板叠热端的时均能量稍大于板叠冷端的时均能量,板叠产生了冷量.但与输入功相比,板叠产生的冷量较小,因此系统的内能增加,气体冷端的温度增加.并且随着板叠的厚度的增加,板叠冷热端温差先增大后减小,并存在最佳板叠厚度使得冷热端的温差达到最大.     

Single-Stage Extraction and Separation of Co2+ from Ni2+ Using Ionic Liquid of [C4H9NH3][Cyanex 272]

The purpose of this study was to optimize the extraction conditions for separating Co²⁺ from Ni²⁺ using N-butylamine phosphinate ionic liquid of [C₄H₉NH₃][Cyanex 272]. A Box–Behnken design of response surface methodology was used to analyze the effects of the initial pH, extraction time, and extraction temperature on the separation factor of Co²⁺ from sulfuric acid solution containing Ni²⁺. The concentrations of Co²⁺ and Ni²⁺ in an aqueous solution were determined using inductively coupled plasma-optical emission spectrometry. The optimized extraction conditions were as follows: an initial pH of 3.7, an extraction time of 55.8 min, and an extraction temperature of 330.4 K. The separation factor of Co²⁺ from Ni²⁺ under optimized extraction conditions was 66.1, which was very close to the predicted value of 67.2, and the error was 1.7%. The equation for single-stage extraction with high reliability can be used for optimizing the multi-stage extraction process of Co²⁺ from Ni²⁺. The stoichiometry of chemical reaction for ion-exchange extraction was also investigated using the slope method.     

基于自相关函数的激光散斑统计半径的测量

为了测量激光散斑的统计半径,运用统计光学理论推导了二维近场散斑光强的归一化自相关函数,并提出了通过求解散斑图像自相关拟合函数的系数来计算激光散斑统计半径的一种测量方法,利用该测量方法编制的测量软件可以方便地计算出激光散斑的统计半径.通过对尺寸已知的模拟散斑的测量,测量结果与实际尺寸相吻合,证实了该测量方法的可行性.     

New Operator Identities and Combinatorics Studied by Virtue of IWOP Technique

Using the coherent state representation we derive some new operator identities and study some mathematical relations in combinatorics. The technique of integral within an ordered product (IWOP) of operators plays an essential role in realizing our goal.     

Higher-Dimensional KdV Equations and Their Soliton Solutions

A (2+1)-dimensional KdV equation is obtained by use of Hirota method, which possesses N-soliton solution, specially its exact two-soliton solution is presented. By employing a proper algebraic transformation and the Riccati equation, a type of bell-shape soliton solutions are produced via regarding the variable in the Riccati equation as the independent variable. Finally, we extend the above (2+1)-dimensional KdV equation into (3+1)-dimensional equation, the two-soliton solutions are given.     

(C)-半环范畴

建立了C—半环范畴的概念,讨论了C—半环范畴的一些基本性质,并且给出自由C—半环的一种构造方法,进而,给出了任意一族C—半环的积与上积的存在唯一性定理。