研究药理活性的新型计算机方法

N. Norbert, Godwin O. Molokwu, Ngozika Njoku
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引用次数: 2

摘要

使用计算机程序来补充临床评估,以完全脱离临床程序的观点在未来可能是不可避免的。大量的生物和药理学数据(如基因序列)每天都被制造出来,如果没有计算机的帮助,处理这些数据变得越来越困难。计算机方法,包括基于数字信号处理(DSP)的生物信息学程序,如信息谱法(ISM),是需要纳入药理学研究的合理技术。通过ISM和一个生物学参数或氨基酸量表(AAS),我们初步展示了如何使用计算机技术解码药理活性。然而,为了有效地参与ISM,必须提供一些基本信息并参与其中。首先,必须将一致序列和所涉及的所有突变组成的序列信息进行组装和接合。已知药理学活性(如耐药性)在基因/蛋白质中表达(如mdr1和MDR2, pfdr1等)。其次,必须确定并参与生物参数。这就要求在原子水平上对药物的作用机制有充分的了解。这是因为已经确定,在某一点突变;可能涉及一个以上的生物学参数。因此,为了获得所展示的全部药理活性,需要汇总每个突变和参数的贡献。随后,我们公布并比较了抗逆转录病毒药物(恩福韦肽和西夫韦肽)的药理学活性,以及疟疾候选疫苗、多肽P18和P32 (Innocentive Challenge Winning Solver Award, ID: 9933477)等的效力。使用这种新的计算机化方法开发了一种称为计算机辅助耐药性计算器的生物医学设备(2014年提交专利申请)。该装置将合理地帮助评估药理学性质(耐药性)。其他研究人员已经记录了计算机药理评估。临床和计算得出的结果是相关的。因此,我们建议将这些计算机化的方法用于破译序列信息和生物参数可用的药理学活动。这些方法都是合理的。他们还以数值形式呈现药理学发现。在这个以理性、计算机化、信息学和机器人为基础的程序的时代,这些方法被设想为改变药理学研究程序,特别是现在药理学活动可以从它们的蛋白质序列或它们的蛋白质靶点和表达它们的基因/蛋白质中破译。本研究所涉及的程序将被纳入药物信息学计划。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Novel Computerized Approaches to Investigating Pharmacological Activities
Complementing clinical assessments using computerized procedures with the view of completely disengaging from clinical procedures may become inevitable in future. Huge biological and pharmacological data (such as sequences) are churned out daily such that it is becoming difficult to process them without the aid of computers. Computerized approaches including Digital Signal Processing (DSP)-based Bioinformatics procedures like Informational Spectrum Method (ISM) are rational techniques that need be incorporated into pharmacological studies. By means of ISM and one biological parameter or Amino Acid Scale (AAS), we have preliminarily shown how pharmacological activities can be decoded using computerized techniques. However, for effective engagement of ISM, some basic information must be made available and engaged. Firstly, the sequence information comprising of the consensus sequences and all the mutations involved must be assembled and engaged. Pharmacological activities (e.g. drug resistance) are known to be expressed in the genes/proteins (e.g.MDR1 and MDR2, pfdr1, etc). Secondly, biological parameters must be identified and engaged. This calls for good knowledge of the drugs’ mechanisms of action at the atomic level. This is because it has been identified that, at one point mutation; more than one biological parameter may be involved. To obtain the entirety of pharmacological activities exhibited therefore, aggregation of the contributions from each mutation and parameter is needed.We have then unveiled and compared the pharmacological activities of anti-retroviral agents (Enfuvirtide and Sifuvirtide), and potencies of Malaria vaccine candidates, peptides P18 and P32 (Innocentive Challenge Winning Solver Award, ID: 9933477), etc. A biomedical device called Computer-Aided Drug Resistance Calculator (Patent Application filed in 2014) is developed using this novel computerized approach. The device will rationally help assess a pharmacological property (drug resistance). Other researchers have recorded in-silico pharmacological assessments. Clinically and computationally derived outcomes are found to correlate. We therefore propose that these computerized approaches be engaged in deciphering pharmacological activities where sequence information and biological parameters are available. These approaches are rational. They also present pharmacological findings in numerical terms. In this era of rational, computerized, informatics- and robotics-based procedures, these approaches are envisaged to transform pharmacological investigation procedures especially now that pharmacological activities could be deciphered from their protein sequences or those of their protein targets and the genes/proteins expressing them. The procedures engaged in this study are expected to be embodied into Pharmaco-informatics program.
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