Supervised machine learning outperforms taxonomy-based environmental DNA metabarcoding applied to biomonitoring

Author:

Cordier Tristan1ORCID,Forster Dominik2,Dufresne Yoann13,Martins Catarina I. M.4,Stoeck Thorsten2,Pawlowski Jan15

Affiliation:

1. Department of Genetics and Evolution; University of Geneva; Geneva Switzerland

2. Ecology Group; University of Kaiserslautern; Kaiserslautern Germany

3. Institut Pasteur - Hub of Bioinformatics and Biostatistics - C3BI; USR 3756 IP CNRS; Paris France

4. Marine Harvest ASA; Bergen Norway

5. ID-Gene ecodiagnostics, Ltd; Plan-les-Ouates Switzerland

Funder

Swiss Network for International Studies

Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung

Deutsche Forschungsgemeinschaft

Carl-Zeiss-Stiftung

NVIDIA GPU grant program

Publisher

Wiley

Subject

Genetics,Ecology, Evolution, Behavior and Systematics,Biotechnology

Reference56 articles.

1. A method for studying protistan diversity using massively parallel sequencing of V9 hypervariable regions of small-subunit ribosomal RNA Genes;Amaral-Zettler;PLoS ONE,2009

2. Deep learning for computational biology;Angermueller;Molecular Systems Biology,2016

3. Taxonomy-free molecular diatom index for high-throughput eDNA biomonitoring;Apothéloz-Perret-Gentil;Molecular Ecology Resources,2017

4. Benchmarking DNA metabarcoding for biodiversity-based monitoring and assessment;Aylagas;Frontiers in Marine Science,2016

5. Environmental status assessment using DNA metabarcoding: Towards a genetics based marine biotic index (gAMBI);Aylagas;PLoS ONE,2014

Cited by 119 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