Computer-aided retrosynthetic design: fundamentals, tools, and outlook

被引:13
|
作者
Sun, Yijia [1 ]
Sahinidis, Nikolaos, V [1 ,2 ,3 ]
机构
[1] Carnegie Mellon Univ, Dept Chem Engn, Pittsburgh, PA 15213 USA
[2] Georgia Inst Technol, H Milton Stewart Sch Ind & Syst Engn, Atlanta, GA 30332 USA
[3] Georgia Inst Technol, Sch Chem & Biomol Engn, Atlanta, GA 30332 USA
关键词
ORGANIC-CHEMISTRY; SYNTHETIC ACCESSIBILITY; PREDICTION; TRANSFORMER; COMPLEXITY; SIMILARITY; DISCOVERY; LANGUAGE; OUTCOMES; MODELS;
D O I
10.1016/j.coche.2021.100721
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Identifying synthetic routes to molecules of interest has been one of the most challenging tasks for synthetic chemists. We have witnessed the gradual adoption of computational tools in solving retrosynthetic design problems for the past 50 years. Especially in the past five years, computer-aided retrosynthesis publications have become more common due to advancements in computing power, data availability, and data driven algorithms. This paper provides a review of contemporary retrosynthesis methodologies. We define the retrosynthesis framework and describe how machine learning techniques contribute to reaction template extraction and synthetic complexity ranking. We explore template-based and template-free synthetic search strategies and discuss how learning algorithms can prioritize the most applicable transformation rules. We conclude by addressing potential challenges and opportunities facing automated synthetic planning.
引用
收藏
页数:8
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