蛋白质- dna结合亲和力预测的多位点λ动力学。

IF 5.7 1区 化学 Q2 CHEMISTRY, PHYSICAL
Journal of Chemical Theory and Computation Pub Date : 2025-04-08 Epub Date: 2025-03-24 DOI:10.1021/acs.jctc.4c01408
Carmen Al Masri, Jonah Z Vilseck, Jin Yu, Ryan L Hayes
{"title":"蛋白质- dna结合亲和力预测的多位点λ动力学。","authors":"Carmen Al Masri, Jonah Z Vilseck, Jin Yu, Ryan L Hayes","doi":"10.1021/acs.jctc.4c01408","DOIUrl":null,"url":null,"abstract":"<p><p>Transcription factors (TFs) regulate gene expression by binding to specific DNA sequences, playing critical roles in cellular processes and disease pathways. Computational methods, particularly λ-Dynamics, offer a promising approach for predicting TF relative binding affinities. This study evaluates the effectiveness of different λ-Dynamics perturbation schemes in determining binding free energy changes (ΔΔ<i>G</i><sub><i>b</i></sub>) of the WRKY transcription factor upon mutating its W-box binding site (G<u>G</u>T<u>C</u>AA) to a nonspecific sequence (G<u>A</u>T<u>A</u>AA). Among the schemes tested, the single λ per base pair protocol demonstrated the fastest convergence and highest precision. Extending this protocol to additional mutants (GGTC<u>C</u><u>G</u> and GG<u>A</u>CAA) yielded ΔΔ<i>G</i><sub><i>b</i></sub> values that successfully ranked binding affinities, showcasing its strong potential for high-throughput screening of DNA binding sites.</p>","PeriodicalId":45,"journal":{"name":"Journal of Chemical Theory and Computation","volume":" ","pages":"3536-3544"},"PeriodicalIF":5.7000,"publicationDate":"2025-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Multisite λ-Dynamics for Protein-DNA Binding Affinity Prediction.\",\"authors\":\"Carmen Al Masri, Jonah Z Vilseck, Jin Yu, Ryan L Hayes\",\"doi\":\"10.1021/acs.jctc.4c01408\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Transcription factors (TFs) regulate gene expression by binding to specific DNA sequences, playing critical roles in cellular processes and disease pathways. Computational methods, particularly λ-Dynamics, offer a promising approach for predicting TF relative binding affinities. This study evaluates the effectiveness of different λ-Dynamics perturbation schemes in determining binding free energy changes (ΔΔ<i>G</i><sub><i>b</i></sub>) of the WRKY transcription factor upon mutating its W-box binding site (G<u>G</u>T<u>C</u>AA) to a nonspecific sequence (G<u>A</u>T<u>A</u>AA). Among the schemes tested, the single λ per base pair protocol demonstrated the fastest convergence and highest precision. Extending this protocol to additional mutants (GGTC<u>C</u><u>G</u> and GG<u>A</u>CAA) yielded ΔΔ<i>G</i><sub><i>b</i></sub> values that successfully ranked binding affinities, showcasing its strong potential for high-throughput screening of DNA binding sites.</p>\",\"PeriodicalId\":45,\"journal\":{\"name\":\"Journal of Chemical Theory and Computation\",\"volume\":\" \",\"pages\":\"3536-3544\"},\"PeriodicalIF\":5.7000,\"publicationDate\":\"2025-04-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Chemical Theory and Computation\",\"FirstCategoryId\":\"92\",\"ListUrlMain\":\"https://doi.org/10.1021/acs.jctc.4c01408\",\"RegionNum\":1,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/3/24 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q2\",\"JCRName\":\"CHEMISTRY, PHYSICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Chemical Theory and Computation","FirstCategoryId":"92","ListUrlMain":"https://doi.org/10.1021/acs.jctc.4c01408","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/3/24 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
引用次数: 0

摘要

转录因子通过结合特定的DNA序列调节基因表达,在细胞过程和疾病途径中发挥关键作用。计算方法,特别是λ-Dynamics,为预测TF的相对结合亲和力提供了一种很有前途的方法。本研究评估了不同λ-Dynamics摄动方案在确定WRKY转录因子W-box结合位点(GGTCAA)突变为非特异性序列(GATAAA)时结合自由能变化(ΔΔGb)的有效性。在测试方案中,单λ /碱基对协议收敛速度最快,精度最高。将该方案扩展到其他突变体(GGTCCG和GGACAA),得到了ΔΔGb值,成功地对结合亲和力进行了排序,显示了其高通量筛选DNA结合位点的强大潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multisite λ-Dynamics for Protein-DNA Binding Affinity Prediction.

Transcription factors (TFs) regulate gene expression by binding to specific DNA sequences, playing critical roles in cellular processes and disease pathways. Computational methods, particularly λ-Dynamics, offer a promising approach for predicting TF relative binding affinities. This study evaluates the effectiveness of different λ-Dynamics perturbation schemes in determining binding free energy changes (ΔΔGb) of the WRKY transcription factor upon mutating its W-box binding site (GGTCAA) to a nonspecific sequence (GATAAA). Among the schemes tested, the single λ per base pair protocol demonstrated the fastest convergence and highest precision. Extending this protocol to additional mutants (GGTCCG and GGACAA) yielded ΔΔGb values that successfully ranked binding affinities, showcasing its strong potential for high-throughput screening of DNA binding sites.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Journal of Chemical Theory and Computation
Journal of Chemical Theory and Computation 化学-物理:原子、分子和化学物理
CiteScore
9.90
自引率
16.40%
发文量
568
审稿时长
1 months
期刊介绍: The Journal of Chemical Theory and Computation invites new and original contributions with the understanding that, if accepted, they will not be published elsewhere. Papers reporting new theories, methodology, and/or important applications in quantum electronic structure, molecular dynamics, and statistical mechanics are appropriate for submission to this Journal. Specific topics include advances in or applications of ab initio quantum mechanics, density functional theory, design and properties of new materials, surface science, Monte Carlo simulations, solvation models, QM/MM calculations, biomolecular structure prediction, and molecular dynamics in the broadest sense including gas-phase dynamics, ab initio dynamics, biomolecular dynamics, and protein folding. The Journal does not consider papers that are straightforward applications of known methods including DFT and molecular dynamics. The Journal favors submissions that include advances in theory or methodology with applications to compelling problems.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信