Near infrared reflectance spectroscopy as a potential surrogate method for the analysis of D13C in mature kernels of durum wheat Export

@article{citeulike:228187, abstract = {Carbon isotope discrimination (Δ13C) in grain is a potentially useful trait in breeding programs that aim to increase the yield of wheat and other cereals. Near infrared reflectance spectroscopy (NIRS) is used in routine assays to determine grain and flour quality. This study assesses the ability of NIRS to predict Δ13C in mature kernels of durum wheat. Plants were grown in north-west Syria as this location provided 3 distinct Mediterranean trials that covered a wide range for Δ13C values in grains (from about 12.9‰ to 17.6‰). We measured the spectral reflectance signature between 1100 and 2500 nm in samples from the same flour used in the conventional (i.e. mass spectrometry) determinations of Δ13C. By using principal components regression and partial least squares regression (PLSR), a model of the association between conventional laboratory analysis and these spectra was produced. Global regressions, which included samples from all 3 trials, and local models, which used samples from only one trial, were built and then validated with sample sets not included in calibration procedures. In global models, strong significant correlations (P < 0.001) were found between NIRS-predicted Δ13C and measured Δ13C values. PLSR gave r 2 values of 0.86 and 0.82 for calibration and validation sets, respectively. Although less strongly correlated, all local models selected for a subset of samples with significantly higher Δ13C values. Local models also performed well when selecting samples from the other 2 trials. The advantages and possible limitations of NIRS are further discussed. Keywords: NIRS, carbon isotope discrimination, PCR, PLSR, multivariate analysis, regression.}, author = {Ferrio, J. P. and Bertran, E. and Nachit, M. and Royo, C. and Araus, J. L.}, citeulike-article-id = {228187}, citeulike-linkout-0 = {http://web.udl.es/usuaris/x3845331/}, journal = {Australian Journal of Agricultural Research}, keywords = {agriculture, isotopes, nirs, stable}, number = {8}, pages = {809--816}, posted-at = {2005-06-15 07:58:01}, priority = {0}, title = {Near infrared reflectance spectroscopy as a potential surrogate method for the analysis of D13C in mature kernels of durum wheat}, url = {http://web.udl.es/usuaris/x3845331/}, volume = {52}, year = {2001} }

TY - JOUR ID - citeulike:228187 L3 - citeulike-article-id:228187 N2 - Carbon isotope discrimination (Δ13C) in grain is a potentially useful trait in breeding programs that aim to increase the yield of wheat and other cereals. Near infrared reflectance spectroscopy (NIRS) is used in routine assays to determine grain and flour quality. This study assesses the ability of NIRS to predict Δ13C in mature kernels of durum wheat. Plants were grown in north-west Syria as this location provided 3 distinct Mediterranean trials that covered a wide range for Δ13C values in grains (from about 12.9‰ to 17.6‰). We measured the spectral reflectance signature between 1100 and 2500 nm in samples from the same flour used in the conventional (i.e. mass spectrometry) determinations of Δ13C. By using principal components regression and partial least squares regression (PLSR), a model of the association between conventional laboratory analysis and these spectra was produced. Global regressions, which included samples from all 3 trials, and local models, which used samples from only one trial, were built and then validated with sample sets not included in calibration procedures. In global models, strong significant correlations (P < 0.001) were found between NIRS-predicted Δ13C and measured Δ13C values. PLSR gave r 2 values of 0.86 and 0.82 for calibration and validation sets, respectively. Although less strongly correlated, all local models selected for a subset of samples with significantly higher Δ13C values. Local models also performed well when selecting samples from the other 2 trials. The advantages and possible limitations of NIRS are further discussed. Keywords: NIRS, carbon isotope discrimination, PCR, PLSR, multivariate analysis, regression. IS - 8 JF - Australian Journal of Agricultural Research EP - 816 TI - Near infrared reflectance spectroscopy as a potential surrogate method for the analysis of D13C in mature kernels of durum wheat VL - 52 SP - 809 KW - agriculture KW - isotopes KW - nirs KW - stable AU - Ferrio, JP AU - Bertran, E AU - Nachit, M AU - Royo, C AU - Araus, JL PY - 2001/// UR - http://web.udl.es/usuaris/x3845331/ ER -