Assessing phenotypic diversity and sensor‐based metrics for drought response in soybean

Abstract Drought stress can be a significant yield‐limiting factor in soybean ( Glycine max [L.] Merr) production, necessitating improved drought‐tolerant genetics to protect yield and promote resiliency under stress. A diverse panel of 450 maturity group 0–III soybean plant introgression accessions and checks was screened in a non‐irrigated drought nursery for 3 years in 2020–2022 in Muscatine, IA. Visual‐ and sensor‐based measurements were collected via red green blue, hyperspectral, and multispectral sensors via ground‐ and unmanned‐aerial‐vehicle‐based platforms. A wide range of phenotypic diversity was observed and slow canopy wilting accessions were identified within three physiological stages for introduction into upper US Midwest breeding programs. Selections concentrating on canopy area production under drought held some overlap with slow wilting selections and also provide additional resources for breeders. Vegetation indices were able to mimic breeder selections for wilting, with red green blue vegetation index achieving up to 87.5% similarity in two years. Ratio analysis of reflectance spectra carotenoids also demonstrated potential in selecting accessions comparable to breeder choices. Accessions with consistently low wilting scores across multiple years provide valuable resources for drought‐tolerance breeding.

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Publication Details

Journal
Crop Science
Published
2025-05-01
DOI
https://doi.org/10.1002/csc2.70098
Primary Topic
Soybean genetics and cultivation
Type
article
Field-Weighted Citation Impact
0.00

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article

Assessing phenotypic diversity and sensor‐based metrics for drought response in soybean

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Crop Science
Soybean genetics and cultivation
article

Assessing phenotypic diversity and sensor‐based metrics for drought response in soybean

Timilehin T. Ayanlade, Baskar Ganapathysubramanian, Asheesh Kumar Singh, Sarah E. Jones, Somak Dutta, Soumik Sarkar, Benjamin Fallen
article en

Abstract

Abstract Drought stress can be a significant yield‐limiting factor in soybean ( Glycine max [L.] Merr) production, necessitating improved drought‐tolerant genetics to protect yield and promote resiliency under stress. A diverse panel of 450 maturity group 0–III soybean plant introgression accessions and checks was screened in a non‐irrigated drought nursery for 3 years in 2020–2022 in Muscatine, IA. Visual‐ and sensor‐based measurements were collected via red green blue, hyperspectral, and multispectral sensors via ground‐ and unmanned‐aerial‐vehicle‐based platforms. A wide range of phenotypic diversity was observed and slow canopy wilting accessions were identified within three physiological stages for introduction into upper US Midwest breeding programs. Selections concentrating on canopy area production under drought held some overlap with slow wilting selections and also provide additional resources for breeders. Vegetation indices were able to mimic breeder selections for wilting, with red green blue vegetation index achieving up to 87.5% similarity in two years. Ratio analysis of reflectance spectra carotenoids also demonstrated potential in selecting accessions comparable to breeder choices. Accessions with consistently low wilting scores across multiple years provide valuable resources for drought‐tolerance breeding.

Crop ScienceVol. 65(3)
Agricultural Research Service (US), Iowa State University (US)
National Science Foundation, U.S. Department of Agriculture, Iowa State University, Iowa Soybean Association, National Institute of Food and Agriculture, Plant Sciences Institute, Iowa State University, Raymond F. Baker Center for Plant Breeding
Openalex Percentile: Top 90%
Soybean genetics and cultivation
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