• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

贝叶斯自优化在缩合连续流合成中的应用。

Bayesian Self-Optimization for Telescoped Continuous Flow Synthesis.

机构信息

Institute of Process Research and Development, Schools of Chemistry & Chemical and Process Engineering, University of Leeds, Leeds, LS2 9JT, UK.

IBM Research UK, Daresbury Laboratory, Daresbury, WA4 4AD, UK.

出版信息

Angew Chem Int Ed Engl. 2023 Jan 16;62(3):e202214511. doi: 10.1002/anie.202214511. Epub 2022 Dec 13.

DOI:10.1002/anie.202214511
PMID:36346840
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10108149/
Abstract

The optimization of multistep chemical syntheses is critical for the rapid development of new pharmaceuticals. However, concatenating individually optimized reactions can lead to inefficient multistep syntheses, owing to chemical interdependencies between the steps. Herein, we develop an automated continuous flow platform for the simultaneous optimization of telescoped reactions. Our approach is applied to a Heck cyclization-deprotection reaction sequence, used in the synthesis of a precursor for 1-methyltetrahydroisoquinoline C5 functionalization. A simple method for multipoint sampling with a single online HPLC instrument was designed, enabling accurate quantification of each reaction, and an in-depth understanding of the reaction pathways. Notably, integration of Bayesian optimization techniques identified an 81 % overall yield in just 14 h, and revealed a favorable competing pathway for formation of the desired product.

摘要

多步化学合成的优化对于新药物的快速发展至关重要。然而,由于步骤之间存在化学相关性,将单独优化的反应串联起来可能导致多步合成效率低下。在此,我们开发了一种自动化连续流动平台,用于同时优化缩合反应。我们的方法应用于 Heck 环化-脱保护反应序列,用于合成 1-甲基四氢异喹啉 C5 官能化的前体。设计了一种使用单个在线 HPLC 仪器进行多点采样的简单方法,能够准确量化每个反应,并深入了解反应途径。值得注意的是,贝叶斯优化技术的集成仅用 14 小时就确定了 81%的总收率,并揭示了形成所需产物的有利竞争途径。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9801/10108149/b17d10f61d76/ANIE-62-0-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9801/10108149/2d9dc75dab23/ANIE-62-0-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9801/10108149/b17d10f61d76/ANIE-62-0-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9801/10108149/2d9dc75dab23/ANIE-62-0-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9801/10108149/b17d10f61d76/ANIE-62-0-g002.jpg

相似文献

1
Bayesian Self-Optimization for Telescoped Continuous Flow Synthesis.贝叶斯自优化在缩合连续流合成中的应用。
Angew Chem Int Ed Engl. 2023 Jan 16;62(3):e202214511. doi: 10.1002/anie.202214511. Epub 2022 Dec 13.
2
Automated Optimization of a Multistep, Multiphase Continuous Flow Process for Pharmaceutical Synthesis.用于药物合成的多步、多相连续流过程的自动化优化
ACS Sustain Chem Eng. 2024 Oct 3;12(41):15125-15133. doi: 10.1021/acssuschemeng.4c05015. eCollection 2024 Oct 14.
3
Bayesian reaction optimization as a tool for chemical synthesis.贝叶斯反应优化作为化学合成的工具。
Nature. 2021 Feb;590(7844):89-96. doi: 10.1038/s41586-021-03213-y. Epub 2021 Feb 3.
4
Feedback in Flow for Accelerated Reaction Development.流场中的反馈促进反应开发。
Acc Chem Res. 2016 Sep 20;49(9):1786-96. doi: 10.1021/acs.accounts.6b00261. Epub 2016 Aug 15.
5
Accelerated Chemical Reaction Optimization Using Multi-Task Learning.基于多任务学习的加速化学反应优化
ACS Cent Sci. 2023 Apr 13;9(5):957-968. doi: 10.1021/acscentsci.3c00050. eCollection 2023 May 24.
6
Reaction screening and optimization of continuous-flow atropine synthesis by preparative electrospray mass spectrometry.通过制备电喷雾质谱法进行连续流阿托品合成的反应筛选和优化。
Analyst. 2017 Jul 24;142(15):2836-2845. doi: 10.1039/c7an00622e.
7
Calibration-free reaction yield quantification by HPLC with a machine-learning model of extinction coefficients.基于消光系数机器学习模型的高效液相色谱法无校准反应产率定量分析
Chem Sci. 2024 May 29;15(26):10092-10100. doi: 10.1039/d4sc01881h. eCollection 2024 Jul 3.
8
Bayesian Optimization of Computer-Proposed Multistep Synthetic Routes on an Automated Robotic Flow Platform.基于自动机器人流动平台的计算机辅助多步合成路线的贝叶斯优化
ACS Cent Sci. 2022 Jun 22;8(6):825-836. doi: 10.1021/acscentsci.2c00207. Epub 2022 Jun 10.
9
A Multi-Objective Active Learning Platform and Web App for Reaction Optimization.用于反应优化的多目标主动学习平台和网络应用程序。
J Am Chem Soc. 2022 Nov 2;144(43):19999-20007. doi: 10.1021/jacs.2c08592. Epub 2022 Oct 19.
10
Automated synthesis of prexasertib and derivatives enabled by continuous-flow solid-phase synthesis.连续流固相合成促进的 prexasertib 及其衍生物的自动化合成。
Nat Chem. 2021 May;13(5):451-457. doi: 10.1038/s41557-021-00662-w. Epub 2021 Apr 19.

引用本文的文献

1
Enhancing Reaction Compatibility in Telescoped Multistep Flow Synthesis via Hybridizing Micro Packed-Bed/Micro Tubing Reactors: Application to Cyproflanilide and Broflanilide.通过微填充床/微管反应器杂交增强叠缩多步流动合成中的反应兼容性:在环丙氟酰胺和溴氟酰胺中的应用
JACS Au. 2025 Aug 9;5(8):4114-4122. doi: 10.1021/jacsau.5c00771. eCollection 2025 Aug 25.
2
Deep Reinforcement Learning-Based Self-Optimization of Flow Chemistry.基于深度强化学习的流动化学自优化
ACS Eng Au. 2025 May 13;5(3):247-266. doi: 10.1021/acsengineeringau.5c00004. eCollection 2025 Jun 18.
3
Recent Developments in Automated Reactors for Plasmonic Nanoparticles.

本文引用的文献

1
Bayesian Optimization of Computer-Proposed Multistep Synthetic Routes on an Automated Robotic Flow Platform.基于自动机器人流动平台的计算机辅助多步合成路线的贝叶斯优化
ACS Cent Sci. 2022 Jun 22;8(6):825-836. doi: 10.1021/acscentsci.2c00207. Epub 2022 Jun 10.
2
Medicinal chemistry perspectives of 1,2,3,4-tetrahydroisoquinoline analogs - biological activities and SAR studies.1,2,3,4-四氢异喹啉类似物的药物化学视角——生物活性及构效关系研究
RSC Adv. 2021 Mar 29;11(20):12254-12287. doi: 10.1039/d1ra01480c. eCollection 2021 Mar 23.
3
Autonomous Multi-Step and Multi-Objective Optimization Facilitated by Real-Time Process Analytics.
用于等离子体纳米粒子的自动化反应器的最新进展
Nanomaterials (Basel). 2025 Apr 15;15(8):607. doi: 10.3390/nano15080607.
4
Emerging trends in the optimization of organic synthesis through high-throughput tools and machine learning.通过高通量工具和机器学习优化有机合成的新趋势。
Beilstein J Org Chem. 2025 Jan 6;21:10-38. doi: 10.3762/bjoc.21.3. eCollection 2025.
5
Integrating continuous flow reaction and work-up: chiral amine resolution, separation and purification using a novel coalescing filter system.整合连续流反应与后处理:使用新型聚结过滤系统进行手性胺拆分、分离及纯化
React Chem Eng. 2024 Nov 13;10(2):392-397. doi: 10.1039/d4re00442f. eCollection 2025 Jan 28.
6
Automated Optimization of a Multistep, Multiphase Continuous Flow Process for Pharmaceutical Synthesis.用于药物合成的多步、多相连续流过程的自动化优化
ACS Sustain Chem Eng. 2024 Oct 3;12(41):15125-15133. doi: 10.1021/acssuschemeng.4c05015. eCollection 2024 Oct 14.
7
Machine learning-guided strategies for reaction conditions design and optimization.用于反应条件设计与优化的机器学习引导策略。
Beilstein J Org Chem. 2024 Oct 4;20:2476-2492. doi: 10.3762/bjoc.20.212. eCollection 2024.
8
Development of the telescoped flow Pd-catalyzed aerobic alcohol oxidation/reductive amination sequence in the synthesis of new phosphatidylinositide 3-kinase inhibitor (CPL302415).在新型磷脂酰肌醇3-激酶抑制剂(CPL302415)合成中缩合流动钯催化需氧醇氧化/还原胺化序列的开发。
RSC Adv. 2024 Sep 6;14(39):28516-28523. doi: 10.1039/d4ra04923c. eCollection 2024 Sep 4.
9
Self-Driving Laboratories for Chemistry and Materials Science.化学与材料科学的自动驾驶实验室
Chem Rev. 2024 Aug 28;124(16):9633-9732. doi: 10.1021/acs.chemrev.4c00055. Epub 2024 Aug 13.
10
Simultaneous reaction- and analytical model building using dynamic flow experiments to accelerate process development.利用动态流动实验同时建立反应模型和分析模型以加速工艺开发。
Chem Sci. 2024 Jul 1;15(31):12523-12533. doi: 10.1039/d4sc01703j. eCollection 2024 Aug 7.
实时过程分析促进的自主多步骤和多目标优化。
Adv Sci (Weinh). 2022 Apr;9(10):e2105547. doi: 10.1002/advs.202105547. Epub 2022 Feb 1.
4
Bayesian reaction optimization as a tool for chemical synthesis.贝叶斯反应优化作为化学合成的工具。
Nature. 2021 Feb;590(7844):89-96. doi: 10.1038/s41586-021-03213-y. Epub 2021 Feb 3.
5
Multi-Step Continuous-Flow Organic Synthesis: Opportunities and Challenges.多步连续流有机合成:机遇与挑战。
Chemistry. 2021 Mar 12;27(15):4817-4838. doi: 10.1002/chem.202004477. Epub 2021 Jan 21.
6
Across-the-World Automated Optimization and Continuous-Flow Synthesis of Pharmaceutical Agents Operating Through a Cloud-Based Server.通过基于云的服务器进行操作的药物制剂的全球自动化优化和连续流合成。
Angew Chem Int Ed Engl. 2018 Nov 12;57(46):15128-15132. doi: 10.1002/anie.201809080. Epub 2018 Oct 24.
7
Reconfigurable system for automated optimization of diverse chemical reactions.可重构系统,用于自动优化多样化的化学反应。
Science. 2018 Sep 21;361(6408):1220-1225. doi: 10.1126/science.aat0650.
8
An Autonomous Self-Optimizing Flow Reactor for the Synthesis of Natural Product Carpanone.一种用于天然产物 Carpanone 合成的自主自优化流反应器。
J Org Chem. 2018 Dec 7;83(23):14286-14299. doi: 10.1021/acs.joc.8b01821. Epub 2018 Oct 3.
9
A Unified Continuous Flow Assembly-Line Synthesis of Highly Substituted Pyrazoles and Pyrazolines.一种统一的连续流装配线合成高取代吡唑和吡唑啉的方法。
Angew Chem Int Ed Engl. 2017 Jul 17;56(30):8823-8827. doi: 10.1002/anie.201704529. Epub 2017 Jun 20.
10
Multi-step continuous-flow synthesis.多步连续流合成。
Chem Soc Rev. 2017 Mar 6;46(5):1250-1271. doi: 10.1039/c6cs00830e.