CARD 2023: expanded curation, support for machine learning, and resistome prediction at the Comprehensive Antibiotic Resistance Database

Author:

Alcock Brian P123,Huynh William123,Chalil Romeo123,Smith Keaton W123,Raphenya Amogelang R123,Wlodarski Mateusz A123,Edalatmand Arman123,Petkau Aaron45,Syed Sohaib A123,Tsang Kara K123,Baker Sheridan J C123,Dave Mugdha123,McCarthy Madeline C123,Mukiri Karyn M123,Nasir Jalees A123,Golbon Bahar123,Imtiaz Hamna123,Jiang Xingjian123,Kaur Komal123,Kwong Megan123,Liang Zi Cheng123,Niu Keyu C123,Shan Prabakar123,Yang Jasmine Y J123,Gray Kristen L6,Hoad Gemma R7,Jia Baofeng6,Bhando Timsy123,Carfrae Lindsey A123,Farha Maya A123,French Shawn123,Gordzevich Rodion123,Rachwalski Kenneth123ORCID,Tu Megan M123,Bordeleau Emily123,Dooley Damion8,Griffiths Emma8ORCID,Zubyk Haley L123,Brown Eric D123ORCID,Maguire Finlay91011,Beiko Robert G910,Hsiao William W L68,Brinkman Fiona S L6,Van Domselaar Gary512ORCID,McArthur Andrew G123ORCID

Affiliation:

1. David Braley Centre for Antibiotic Discovery, McMaster University , Hamilton , Ontario , Canada

2. Michael G. DeGroote Institute for Infectious Disease Research, McMaster University , Hamilton , Ontario , Canada

3. Department of Biochemistry and Biomedical Sciences, McMaster University , Hamilton , Ontario , Canada

4. Department of Computer Science, University of Manitoba , Winnipeg , Manitoba , Canada

5. National Microbiology Laboratory, Public Health Agency of Canada , Winnipeg , Manitoba , Canada

6. Department of Molecular Biology and Biochemistry, Simon Fraser University , Burnaby , British Columbia , Canada

7. Research Computing Group, Simon Fraser University , Burnaby , British Columbia , Canada

8. Faculty of Health Sciences, Simon Fraser University , Burnaby , British Columbia , Canada

9. Faculty of Computer Science, Dalhousie University , Halifax , Nova Scotia , Canada

10. Institute for Comparative Genomics, Dalhousie University , Halifax , Nova Scotia , Canada

11. Department of Community Health & Epidemiology, Dalhousie University , Halifax , Nova Scotia , Canada

12. Department of Medical Microbiology and Infectious Diseases, Max Rady College of Medicine, University of Manitoba , Winnipeg , Manitoba , Canada

Abstract

Abstract The Comprehensive Antibiotic Resistance Database (CARD; card.mcmaster.ca) combines the Antibiotic Resistance Ontology (ARO) with curated AMR gene (ARG) sequences and resistance-conferring mutations to provide an informatics framework for annotation and interpretation of resistomes. As of version 3.2.4, CARD encompasses 6627 ontology terms, 5010 reference sequences, 1933 mutations, 3004 publications, and 5057 AMR detection models that can be used by the accompanying Resistance Gene Identifier (RGI) software to annotate genomic or metagenomic sequences. Focused curation enhancements since 2020 include expanded β-lactamase curation, incorporation of likelihood-based AMR mutations for Mycobacterium tuberculosis, addition of disinfectants and antiseptics plus their associated ARGs, and systematic curation of resistance-modifying agents. This expanded curation includes 180 new AMR gene families, 15 new drug classes, 1 new resistance mechanism, and two new ontological relationships: evolutionary_variant_of and is_small_molecule_inhibitor. In silico prediction of resistomes and prevalence statistics of ARGs has been expanded to 377 pathogens, 21,079 chromosomes, 2,662 genomic islands, 41,828 plasmids and 155,606 whole-genome shotgun assemblies, resulting in collation of 322,710 unique ARG allele sequences. New features include the CARD:Live collection of community submitted isolate resistome data and the introduction of standardized 15 character CARD Short Names for ARGs to support machine learning efforts.

Funder

Genome Canada

Cisco Research Chair in Bioinformatics

David Braley Chair in Computational Biology

Simon Fraser University

CIHR Canada Graduate Scholarship

Ontario Graduate Scholarship, McMaster University's MacDATA Institute Graduate Fellowship

Michael G. DeGroote Institute for Infectious Disease Research

Fred and Helen Knight Enrichment Award

Ontario Graduate Scholarship, MacData Institute Graduate Fellowship, Ashbaugh Graduate Scholarship

NSERC

Michael G. DeGroote Centre for Medicinal Cannabis Research

CIHR

Ontario Graduate Scholarship

Visual and Automated Disease Analytics graduate training program

Canadian Institutes of Health Research

Ontario Research Fund

McMaster Service Lab and Repository computing cluster

Canada Foundation for Innovation

Publisher

Oxford University Press (OUP)

Subject

Genetics

Reference28 articles.

1. The Comprehensive Antibiotic Resistance Database;McArthur;Antimicrob. Agents Chemother.,2013

2. Discovery, research, and development of new antibiotics: the WHO priority list of antibiotic-resistant bacteria and tuberculosis;Tacconelli;Lancet Infect. Dis.,2018

3. Tackling drug-resistant infections globally: final report and recommendations;O’Neill,2016

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