FTIR-DRIFTS-based prediction of β-carotene, α-tocopherol and L-ascorbic acid in mango (Mangifera indica L.) fruit pulp

被引:12
|
作者
Olale, Kennedy [1 ,2 ,3 ]
Walyambillah, Waudo [2 ]
Mohammed, Salim Ali [2 ]
Sila, Andrew [3 ]
Shepherd, Keith [3 ]
机构
[1] Kisii Univ, Sch Pure & Appl Sci, Dept Chem, POB 408, Kisii 40200, Kenya
[2] Jomo Kenyatta Univ Agr & Technol, Dept Chem, POB 62000, Nairobi 00200, Kenya
[3] World Agroforestry Ctr ICRAF, POB 30677, Nairobi 00100, Kenya
来源
SN APPLIED SCIENCES | 2019年 / 1卷 / 03期
关键词
Derivative spectra; HPLC; Mid-infrared spectroscopy; Random forest; Tree canopy; Vitamins; ANTIOXIDANT PROPERTIES; VITAMIN-C; QUANTIFICATION; SPECTROSCOPY; VEGETABLES; CHEMISTRY; POSITION; QUALITY; LIGHT;
D O I
10.1007/s42452-019-0297-7
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Mango fruits contain substantial vitamins and dietary fibre. Vitamins vary among and within fruits depending on cultivar type and ripening stage. Conventional techniques of vitamins analysis are based on High Pressure Liquid Chromatography, which are costly and laborious. This study evaluated the potential of Fourier transform infrared-diffuse reflectance spectroscopy (FTIR-DRIFTS) technique in predicting beta-carotene, alpha-tocopherol and L-ascorbic acid in pulps of four mango cultivar types ('Apple', 'Kent', 'Ngowe', and 'Tommy Atkins'). Combination of ran dom forest (RF) and first derivative spectra developed the predictive models. Factorial ANOVA examined the interaction effect of cultivar type, site ('Thika', 'Embu' and 'Machakos), and fruit canopy position (sun exposed/within crown) on beta-carotene, alpha-tocopherol and L-ascorbic acid contents. RF Models gave -R-2 = 0.97, RMSE = 2.27, RPD = 0.72 for beta-carotene; -R-2 = 0.98, RMSE = 0.26, RPD = 0.30 for alpha-tocopherol and -R-2 = 0.96, RMSE = 0.51, RPD = 1.96 for l-ascorbic acid. Generally cultivar type affected vitamin C, F (3, 282) = 7.812, p < 0.05. Apple and Tommy Atkins had higher mean vitamins than Ngowe and Kent. In Machakos, within canopy fruits had higher beta-carotene than sun-exposed fruits, F (5, 257) = 2.328, p = 0.043. However, interactions between fruit position, site and cultivar did not affect alpha-tocopherol and vitamin C. In Thika, Tommy Atkins at fully ripe stage had higher vitamin C than at intermediate maturity stage, F (2, 143) = 7.328, p = 0.01. These results show that FTIR-DRIFTS spectroscopy is a high-throughput method that can be used to predict mango fruit vitamins of in a large data set.
引用
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页数:11
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