The application potential of machine learning and genomics for understanding natural product diversity, chemistry, and therapeutic translatability

Author:

Prihoda David12345ORCID,Maritz Julia M.6789ORCID,Klempir Ondrej1234,Dzamba David1234,Woelk Christopher H.6789ORCID,Hazuda Daria J.6789,Bitton Danny A.1234,Hannigan Geoffrey D.6789ORCID

Affiliation:

1. R&D Informatics Solutions

2. MSD Czech Republic s.r.o.

3. Prague

4. Czech Republic

5. Department of Informatics and Chemistry

6. Exploratory Science Center

7. Merck & Co., Inc.

8. Cambridge

9. USA

Abstract

The natural product field continues to benefit from machine learning, both chemically and biologically. Together machine learning, genomics, and natural products have great potential for improving drug discovery and impacting human health.

Funder

Merck

Publisher

Royal Society of Chemistry (RSC)

Subject

Organic Chemistry,Drug Discovery,Biochemistry

Reference67 articles.

1. Machine learning applications in genetics and genomics

2. Machine Learning and Its Applications to Biology

3. A. Graves , A.-r.Mohamed and G. E.Hinton , 2013 IEEE International Conference on Acoustics, Speech and Signal Processing , 2013 , pp. 6645–6649

4. A. Krizhevsky , I.Sutskever and G. E.Hinton , in Advances in Neural Information Processing Systems 25 , ed. F. Pereira , C. J. C. Burges , L. Bottou and K. Q. Weinberger , Curran Associates, Inc. , 2012 , pp. 1097–1105

5. M. Raghu and E. W.Schmidt , 2020 , arXiv: abs/2003.11755

Cited by 34 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3