Unveiling the molecular mechanism of SARS-CoV-2 main protease inhibition from 137 crystal structures using algebraic topology and deep learning

Author:

Nguyen Duc Duy123,Gao Kaifu143,Chen Jiahui143,Wang Rui143,Wei Guo-Wei14354ORCID

Affiliation:

1. Department of Mathematics

2. University of Kentucky

3. USA

4. Michigan State University

5. Department of Biochemistry and Molecular Biology

Abstract

By integrating algebraic topology and deep learning, we provide a reliable ranking of binding affinities, binding site analysis, and fragment decomposition for 137 SARS-CoV-2 main protease inhibitors.

Funder

Bristol-Myers Squibb

George Mason University

Michigan Economic Development Corporation

Pfizer

National Institutes of Health

National Science Foundation

Publisher

Royal Society of Chemistry (RSC)

Subject

General Chemistry

Reference43 articles.

1. Phase III Double-blind, Placebo-controlled Study of AZD1222 for the Prevention of COVID-19 in Adults , 2020 , accessed September 15, 2020, https://clinicaltrials.gov/ct2/show/NCT04516746?term=NCT04516746&draw=2&rank=1

2. Statement on AstraZeneca Oxford SARS-CoV-2 vaccine, AZD1222, COVID-19 vaccine trials temporary pause , 2020 , accessed September 15, 2020, https://www.astrazeneca.com/media-centre/press-releases/2020/statement-on-astrazeneca-oxford-sars-cov-2-vaccine-azd1222-covid-19-vaccine-trials-temporary-pause.html

3. Evolution of the novel coronavirus from the ongoing Wuhan outbreak and modeling of its spike protein for risk of human transmission

4. ChEMBL web services: streamlining access to drug discovery data and utilities

5. The Protein Data Bank

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