{"title":"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。","authors":"Takuyo Aita , Naoto Nemoto","doi":"10.1016/j.jtbi.2024.111944","DOIUrl":null,"url":null,"abstract":"<div><div>As one of methods for <em>in vitro</em> 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 <span><math><mrow><mo>exp</mo><mrow><mo>(</mo><mo>−</mo><msub><mrow><mi>k</mi></mrow><mrow><mi>off</mi></mrow></msub><mo>×</mo><mi>t</mi><mo>)</mo></mrow></mrow></math></span>, where <span><math><msub><mrow><mi>k</mi></mrow><mrow><mi>off</mi></mrow></msub></math></span> is the dissociation rate constant and <span><math><mi>t</mi></math></span> is the washing time. In this paper, we mathematically considered the following possibility. When the washing/selection dynamics obeys the residual ratio <span><math><mrow><mo>exp</mo><mrow><mo>(</mo><mo>−</mo><msub><mrow><mi>k</mi></mrow><mrow><mi>off</mi></mrow></msub><mo>×</mo><mi>t</mi><mo>)</mo></mrow></mrow></math></span> deterministically and mole fraction measurement for sampled sequences by next-generation sequencing (NGS) is performed ideally, the “relative value” of <span><math><msub><mrow><mi>k</mi></mrow><mrow><mi>off</mi></mrow></msub></math></span> 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.</div></div>","PeriodicalId":54763,"journal":{"name":"Journal of Theoretical Biology","volume":"595 ","pages":"Article 111944"},"PeriodicalIF":1.9000,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Mathematical consideration of massive estimation of dissociation rate constant for genotype–phenotype linking molecules bound to targets through washing/selection and next-generation sequencing\",\"authors\":\"Takuyo Aita , Naoto Nemoto\",\"doi\":\"10.1016/j.jtbi.2024.111944\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>As one of methods for <em>in vitro</em> 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 <span><math><mrow><mo>exp</mo><mrow><mo>(</mo><mo>−</mo><msub><mrow><mi>k</mi></mrow><mrow><mi>off</mi></mrow></msub><mo>×</mo><mi>t</mi><mo>)</mo></mrow></mrow></math></span>, where <span><math><msub><mrow><mi>k</mi></mrow><mrow><mi>off</mi></mrow></msub></math></span> is the dissociation rate constant and <span><math><mi>t</mi></math></span> is the washing time. In this paper, we mathematically considered the following possibility. When the washing/selection dynamics obeys the residual ratio <span><math><mrow><mo>exp</mo><mrow><mo>(</mo><mo>−</mo><msub><mrow><mi>k</mi></mrow><mrow><mi>off</mi></mrow></msub><mo>×</mo><mi>t</mi><mo>)</mo></mrow></mrow></math></span> deterministically and mole fraction measurement for sampled sequences by next-generation sequencing (NGS) is performed ideally, the “relative value” of <span><math><msub><mrow><mi>k</mi></mrow><mrow><mi>off</mi></mrow></msub></math></span> 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.</div></div>\",\"PeriodicalId\":54763,\"journal\":{\"name\":\"Journal of Theoretical Biology\",\"volume\":\"595 \",\"pages\":\"Article 111944\"},\"PeriodicalIF\":1.9000,\"publicationDate\":\"2024-09-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Theoretical Biology\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0022519324002297\",\"RegionNum\":4,\"RegionCategory\":\"数学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"BIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Theoretical Biology","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0022519324002297","RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOLOGY","Score":null,"Total":0}
Mathematical consideration of massive estimation of dissociation rate constant for genotype–phenotype linking molecules bound to targets through washing/selection and next-generation sequencing
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 , where is the dissociation rate constant and is the washing time. In this paper, we mathematically considered the following possibility. When the washing/selection dynamics obeys the residual ratio deterministically and mole fraction measurement for sampled sequences by next-generation sequencing (NGS) is performed ideally, the “relative value” of 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.
期刊介绍:
The Journal of Theoretical Biology is the leading forum for theoretical perspectives that give insight into biological processes. It covers a very wide range of topics and is of interest to biologists in many areas of research, including:
• Brain and Neuroscience
• Cancer Growth and Treatment
• Cell Biology
• Developmental Biology
• Ecology
• Evolution
• Immunology,
• Infectious and non-infectious Diseases,
• Mathematical, Computational, Biophysical and Statistical Modeling
• Microbiology, Molecular Biology, and Biochemistry
• Networks and Complex Systems
• Physiology
• Pharmacodynamics
• Animal Behavior and Game Theory
Acceptable papers are those that bear significant importance on the biology per se being presented, and not on the mathematical analysis. Papers that include some data or experimental material bearing on theory will be considered, including those that contain comparative study, statistical data analysis, mathematical proof, computer simulations, experiments, field observations, or even philosophical arguments, which are all methods to support or reject theoretical ideas. However, there should be a concerted effort to make papers intelligible to biologists in the chosen field.