Determination of root species composition in grass-legume mixtures by Fourier Transform Infrared (FTIR) spectroscopy

Abstract Background and aims Determining belowground species composition is vital in understanding interspecific competition or niche complementarity in grass-legume mixtures. This study explored the potential of Fourier Transform Infrared (FTIR) Spectroscopy to determine root composition in a three-species grass-legume mixture containing perennial ryegrass ( Lolium perenne L . ), white clover ( Trifolium repens L.), and red clover ( Trifolium pratense L . ) under field conditions. Methods Artificial root mixtures (Artmix) ( n = 66) and pure root (Pure) samples ( n = 90) of three species were prepared using roots collected from a field experiment in Denmark. Two FTIR models were calibrated using Artmix and Pure samples, and validated with leave-one-out and blind validation (BV) methods. The Artmix FTIR model was used to determine the belowground species composition of mixed root biomass samples, and we related the belowground and aboveground species compositions. Results FTIR spectra (600 – 4000 cm −1 wavenumbers) of three species were successfully differentiated in PCA and cluster analysis. Both Artmix and Pure FTIR models exhibited strong predictive performance in calibration (high R 2 [≥ 0.96], excellent RPD [> 5], and low RMSEP [< 5]). During BV, the Artmix model showed marginally better performance (RMSECV = 3–5; Bias = –1 to 2) than Pure model (RMSECV = 3–8; Bias = –6 to 2). Conclusion This study showed that FTIR spectroscopy is a promising approach to determine species-specific roots in grass-legume mixtures. It has the potential to give improved insight into species complementarity and thus could be used to design mixtures aiming at improving nutrient use efficiency, yield stability, and soil C sequestration potential.

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Journal
Plant and Soil
Published
2025-10-09
DOI
https://doi.org/10.1007/s11104-025-07963-w
Primary Topic
Agronomic Practices and Intercropping Systems
Type
article
Field-Weighted Citation Impact
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article

Determination of root species composition in grass-legume mixtures by Fourier Transform Infrared (FTIR) spectroscopy

H.T.M. Perera, Carsten S. Malisch, Jørgen Eriksen, Johannes Lund Jensen
Plant and Soil
Agronomic Practices and Intercropping Systems
article

Determination of root species composition in grass-legume mixtures by Fourier Transform Infrared (FTIR) spectroscopy

H.T.M. Perera, Carsten S. Malisch, Jørgen Eriksen, Johannes Lund Jensen
article en

Abstract

Abstract Background and aims Determining belowground species composition is vital in understanding interspecific competition or niche complementarity in grass-legume mixtures. This study explored the potential of Fourier Transform Infrared (FTIR) Spectroscopy to determine root composition in a three-species grass-legume mixture containing perennial ryegrass ( Lolium perenne L . ), white clover ( Trifolium repens L.), and red clover ( Trifolium pratense L . ) under field conditions. Methods Artificial root mixtures (Artmix) ( n = 66) and pure root (Pure) samples ( n = 90) of three species were prepared using roots collected from a field experiment in Denmark. Two FTIR models were calibrated using Artmix and Pure samples, and validated with leave-one-out and blind validation (BV) methods. The Artmix FTIR model was used to determine the belowground species composition of mixed root biomass samples, and we related the belowground and aboveground species compositions. Results FTIR spectra (600 – 4000 cm −1 wavenumbers) of three species were successfully differentiated in PCA and cluster analysis. Both Artmix and Pure FTIR models exhibited strong predictive performance in calibration (high R 2 [≥ 0.96], excellent RPD [> 5], and low RMSEP [< 5]). During BV, the Artmix model showed marginally better performance (RMSECV = 3–5; Bias = –1 to 2) than Pure model (RMSECV = 3–8; Bias = –6 to 2). Conclusion This study showed that FTIR spectroscopy is a promising approach to determine species-specific roots in grass-legume mixtures. It has the potential to give improved insight into species complementarity and thus could be used to design mixtures aiming at improving nutrient use efficiency, yield stability, and soil C sequestration potential.

Plant and SoilVol. 517(2)
Aarhus University (DK)
Aarhus Universitet
Openalex Percentile: Top 62%
Agronomic Practices and Intercropping Systems
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