Sr. Delwiche et al., Identification of wheat lines possessing the 1AL.1RS or 1BL.1RS wheat-rye translocation by near-infrared reflectance spectroscopy, CEREAL CHEM, 76(2), 1999, pp. 255-260
Wheat-rye chromosomal translocations, particularly those involving the shor
t arm of rye chromosome 1R, have been used during the past 25 years to inst
ill resistance to plant pathogens and insects and improve the hardiness, ad
aptation, and yield of wheat. Unfortunately, the presence of the 1AL.1RS or
1BL.1RS rye translocations in wheat has been shown to impart inferior doug
h handling and baking characteristics. Although numerous analytical techniq
ues (e.g., HPLC, monoclonal antibody tests, highperformance capillary elect
rophoresis) have been developed for detecting these translocations, the com
plexity of the analytical procedures restricts their use to research and an
alytical laboratories. The purpose of this study was to examine the potenti
al of diffuse reflectance near-infrared spectroscopy, a well-accepted techn
ique in the grain industry, for detecting 1RS-containing genotypes. This re
search used three independent groups of wheat samples, ranging in genetic d
iversity from sister lines derived from 1RS breeding populations to commerc
ial cultivars. Based on the diffuse reflectance spectra (1,100-2,500 nm) of
flour, partial least squares (PLS) models, through cross-validation, exhib
ited misclassification rates as low as 0%, particularly for commercial cult
ivars. Misclassification rates for corresponding, but separate, test sets w
ere as low as 1%. When the same modeling procedure was applied to samples o
f more closely related genetic backgrounds, cross-validation misclassificat
ion rates rose to 15-20%. Most problematic were samples that were heterogen
eous for 1RS such as the cultivar Rawhide. incorporating heterogeneous samp
les into a calibration equation improved the classification accuracy of the
se samples but diminished the prediction accuracy of nonheterogeneous sampl
es.