Chemical Fingerprinting of Heat Stress Responses in the Leaves of Common Wheat by Fourier Transform Infrared Spectroscopy

被引:10
作者
Osman, Salma O. M. [1 ,2 ]
Saad, Abu Sefyan I. [2 ]
Tadano, Shota [1 ]
Takeda, Yoshiki [3 ]
Konaka, Takafumi [1 ]
Yamasaki, Yuji [4 ]
Tahir, Izzat S. A.
Tsujimoto, Hisashi [4 ]
Akashi, Kinya [1 ,3 ,4 ]
机构
[1] Tottori Univ, United Grad Sch Agr Sci, 4-101 Koyama Cho Minami, Tottori 6800945, Japan
[2] Agr Res Corp, POB 126, Wad Madani, Sudan
[3] Tottori Univ, Fac Agr, 4-101 Koyama Chou Minami, Tottori 6800945, Japan
[4] Tottori Univ, Arid Land Res Ctr, 1390 Hamasaka, Tottori 6800001, Japan
关键词
wheat; heat stress; FTIR spectroscopy; chemometrics; arid region; linear discriminant analysis; spectral biomarker; ANTIOXIDATIVE DEFENSE SYSTEM; FTIR SPECTROSCOPY; CARBOHYDRATE-CHEMISTRY; HIGH-TEMPERATURE; WATER-STRESS; ATR-FTIR; MICROSPECTROSCOPY;
D O I
10.3390/ijms23052842
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Wheat (Triticum aestivum L.) is known to be negatively affected by heat stress, and its production is threatened by global warming, particularly in arid regions. Thus, efforts to better understand the molecular responses of wheat to heat stress are required. In the present study, Fourier transform infrared (FTIR) spectroscopy, coupled with chemometrics, was applied to develop a protocol that monitors chemical changes in common wheat under heat stress. Wheat plants at the three-leaf stage were subjected to heat stress at a 42 degrees C daily maximum temperature for 3 days, and this led to delayed growth in comparison to that of the control. Measurement of FTIR spectra and their principal component analysis showed partially overlapping features between heat-stressed and control leaves. In contrast, supervised machine learning through linear discriminant analysis (LDA) of the spectra demonstrated clear discrimination of heat-stressed leaves from the controls. Analysis of LDA loading suggested that several wavenumbers in the fingerprinting region (400-1800 cm(-1)) contributed significantly to their discrimination. Novel spectrum-based biomarkers were developed using these discriminative wavenumbers that enabled the successful diagnosis of heat-stressed leaves. Overall, these observations demonstrate the versatility of FTIR-based chemical fingerprints for use in heat-stress profiling in wheat.
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页数:15
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