Mathematical consideration of massive estimation of dissociation rate constant for genotype–phenotype linking molecules bound to targets through washing/selection and next-generation sequencing

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Takuyo Aita , Naoto Nemoto
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引用次数: 0

Abstract

As one of methods for in vitro selection, a flow reactor type washing/selection system seems to be effective, where a ligand library is composed of “genotype–phenotype linking molecules”. In this system, high affinity ligands are selected by their respective “residual ratio” given by exp(koff×t), where koff is the dissociation rate constant and t is the washing time. In this paper, we mathematically considered the following possibility. When the washing/selection dynamics obeys the residual ratio exp(koff×t) deterministically and mole fraction measurement for sampled sequences by next-generation sequencing (NGS) is performed ideally, the “relative value” of koff for each of high-ranking sequences can be estimated simultaneously. In addition to these, when the residual ratio for the whole ligand population is measured correctly, the “absolute value” for each sequence can be estimated. We deduced formulas to present the relative and absolute estimates, and mathematically analyzed the effect of fluctuations in the number of NGS reads on the estimates in details. These were confirmed by numerical simulations.

Abstract Image

对通过洗涤/选择和新一代测序与靶标结合的基因型-表型连接分子的解离率常数进行大规模估算的数学考虑。
作为体外选择的方法之一,流动反应器式洗涤/选择系统似乎很有效,该系统的配体库由 "基因型-表型连接分子 "组成。在该系统中,高亲和力配体是通过各自的 "残留率 "选出的,"残留率 "的计算公式为 exp(-koff×t),其中 koff 是解离率常数,t 是洗涤时间。在本文中,我们从数学角度考虑了以下可能性。当洗涤/选择动力学确定性地服从残差比exp(-koff×t),并且通过下一代测序(NGS)对采样序列进行理想的分子分数测量时,可以同时估算出每个高序列的 koff "相对值"。除此之外,如果正确测量了整个配体群的残差比,还可以估算出每个序列的 "绝对值"。我们推导出了相对估算值和绝对估算值的计算公式,并从数学角度详细分析了 NGS 读数的波动对估算值的影响。这些都得到了数值模拟的证实。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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