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Early infestations by arthropod pests induce unique changes in plant compositional traits and leaf reflectance

BACKGROUND: With steadily growing interest in the use of remote‐sensing technologies to detect and diagnose pest infestations in crops, it is important to investigate and characterize possible associations between crop leaf reflectance and unique pest‐induced changes in plant compositional traits. A...

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Autores principales: Nansen, Christian, Murdock, Machiko, Purington, Rachel, Marshall, Stuart
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Ltd. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9290632/
https://www.ncbi.nlm.nih.gov/pubmed/34255423
http://dx.doi.org/10.1002/ps.6556
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author Nansen, Christian
Murdock, Machiko
Purington, Rachel
Marshall, Stuart
author_facet Nansen, Christian
Murdock, Machiko
Purington, Rachel
Marshall, Stuart
author_sort Nansen, Christian
collection PubMed
description BACKGROUND: With steadily growing interest in the use of remote‐sensing technologies to detect and diagnose pest infestations in crops, it is important to investigate and characterize possible associations between crop leaf reflectance and unique pest‐induced changes in plant compositional traits. Accordingly, we compiled plant compositional traits from chrysanthemum and gerbera plants in four treatments: non‐infested, or infested with mites, thrips or whiteflies, and we acquired hyperspectral leaf reflectance data from the same plants over time (0–14 days). RESULTS: Plant compositional traits changed significantly in response to arthropod infestations, and individual chrysanthemum and gerbera plants were classified with 78% and 80% accuracy, respectively. Based on leaf reflectance, individual plants from the four treatments were classified with moderate accuracy levels of 76% (gerbera) and 73% (chrysanthemum) but with a clear distinction between non‐infested and infested plants. Accurate and consistent diagnosis of biotic stressors was not achieved. CONCLUSION: To our knowledge, this is the first study in which infestations by multiple economically important arthropod pests are directly compared and associated with leaf reflectance responses and changes in plant compositional traits. It is important to highlight that imposed stress levels were low, period of infestation was short, and hyperspectral remote‐sensing data were acquired at four time points with analyses based on large data sets (3826 leaf reflectance profiles for chrysanthemum and 4041 for gerbera). This study provides novel insight into crop responses to different biotic stressors and into possible associations between plant compositional traits and hyperspectral leaf reflectance data acquired from crop leaves.
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spelling pubmed-92906322022-07-20 Early infestations by arthropod pests induce unique changes in plant compositional traits and leaf reflectance Nansen, Christian Murdock, Machiko Purington, Rachel Marshall, Stuart Pest Manag Sci Research Articles BACKGROUND: With steadily growing interest in the use of remote‐sensing technologies to detect and diagnose pest infestations in crops, it is important to investigate and characterize possible associations between crop leaf reflectance and unique pest‐induced changes in plant compositional traits. Accordingly, we compiled plant compositional traits from chrysanthemum and gerbera plants in four treatments: non‐infested, or infested with mites, thrips or whiteflies, and we acquired hyperspectral leaf reflectance data from the same plants over time (0–14 days). RESULTS: Plant compositional traits changed significantly in response to arthropod infestations, and individual chrysanthemum and gerbera plants were classified with 78% and 80% accuracy, respectively. Based on leaf reflectance, individual plants from the four treatments were classified with moderate accuracy levels of 76% (gerbera) and 73% (chrysanthemum) but with a clear distinction between non‐infested and infested plants. Accurate and consistent diagnosis of biotic stressors was not achieved. CONCLUSION: To our knowledge, this is the first study in which infestations by multiple economically important arthropod pests are directly compared and associated with leaf reflectance responses and changes in plant compositional traits. It is important to highlight that imposed stress levels were low, period of infestation was short, and hyperspectral remote‐sensing data were acquired at four time points with analyses based on large data sets (3826 leaf reflectance profiles for chrysanthemum and 4041 for gerbera). This study provides novel insight into crop responses to different biotic stressors and into possible associations between plant compositional traits and hyperspectral leaf reflectance data acquired from crop leaves. John Wiley & Sons, Ltd. 2021-07-26 2021-11 /pmc/articles/PMC9290632/ /pubmed/34255423 http://dx.doi.org/10.1002/ps.6556 Text en © 2021 The Authors. Pest Management Science published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Research Articles
Nansen, Christian
Murdock, Machiko
Purington, Rachel
Marshall, Stuart
Early infestations by arthropod pests induce unique changes in plant compositional traits and leaf reflectance
title Early infestations by arthropod pests induce unique changes in plant compositional traits and leaf reflectance
title_full Early infestations by arthropod pests induce unique changes in plant compositional traits and leaf reflectance
title_fullStr Early infestations by arthropod pests induce unique changes in plant compositional traits and leaf reflectance
title_full_unstemmed Early infestations by arthropod pests induce unique changes in plant compositional traits and leaf reflectance
title_short Early infestations by arthropod pests induce unique changes in plant compositional traits and leaf reflectance
title_sort early infestations by arthropod pests induce unique changes in plant compositional traits and leaf reflectance
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9290632/
https://www.ncbi.nlm.nih.gov/pubmed/34255423
http://dx.doi.org/10.1002/ps.6556
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