Time-resolved chemical monitoring of whole plant roots with printed electrochemical sensors and machine learning
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Author(s)
Type
Journal Article
Abstract
Traditional single-point measurements fail to capture dynamic chemical responses of plants, which are complex, nonequilibrium biological systems. We report TETRIS (time-resolved electrochemical technology for plant root environment in situ chemical sensing), a real-time chemical phenotyping system for continuously monitoring chemical signals in the often-neglected plant root environment. TETRIS consisted of low-cost, highly scalable screen-printed electrochemical sensors for monitoring concentrations of salt, pH, and H2O2 in the root environment of whole plants, where multiplexing allowed for parallel sensing operation. TETRIS was used to measure ion uptake in tomato, kale, and rice and detected differences between nutrient and heavy metal ion uptake. Modulation of ion uptake with ion channel blocker LaCl3 was monitored by TETRIS and machine learning used to predict ion uptake. TETRIS has the potential to overcome the urgent “bottleneck” in high-throughput screening in producing high-yielding plant varieties with improved resistance against stress.
Date Issued
2024-02-02
Date Acceptance
2024-01-02
Citation
Science Advances, 2024, 10 (5)
ISSN
2375-2548
Publisher
American Association for the Advancement of Science
Journal / Book Title
Science Advances
Volume
10
Issue
5
Copyright Statement
Copyright © 2024 The
Authors, some rights
reserved; exclusive
licensee American
Association for the
Advancement of
Science. no claim to
original U.S.
Government Works.
distributed under a
Creative Commons
Attribution license 4.0
(CC BY).
Authors, some rights
reserved; exclusive
licensee American
Association for the
Advancement of
Science. no claim to
original U.S.
Government Works.
distributed under a
Creative Commons
Attribution license 4.0
(CC BY).
License URL
Identifier
https://www.science.org/doi/10.1126/sciadv.adj6315
Publication Status
Published
Article Number
eadj6315
Date Publish Online
2024-01-31