Embracing eDNA and machine learning for taxonomy-free microorganisms biomonitoring to assess the river ecological status

Xihan Li,Feilong Li,Xingyue Min,Yuwei Xie,Yuan Zhang

Ecological Indicators（2023）

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摘要

•eDNA datasets are combined with machine learning algorithms to assess river ecological status.•ca 90% of unknown OTUs are assigned to ecological groups using supervised machine learning.•The new MEI index has significant and consistent correlations with the TSI and WQI.

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关键词

Metabarcoding, Indicators, Biomonitoring, Bioassessment, Supervised machine learning

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