Rapid analyses of dry matter content and carotenoids in fresh cassava roots using a portable visible and near infrared spectrometer (Vis/NIRS)
0301 basic medicine
Manihot
high performance liquid chromatography
cromatografía líquida de alta resolución
F60 - Physiologie et biochimie végétale
Science
clonación
cloning
cromatografía líquida alta presión
Plant Roots
cassava
F30 - Génétique et amélioration des plantes
espectroscopia infrarroja
infrared spectrophotometry
03 medical and health sciences
http://aims.fao.org/aos/agrovoc/c_5182
specific gravity
Spectroscopy, Near-Infrared
peso específico
Q
manihot esculenta
carotenoids
phenotypes
R
Carotenoids
carotenoides
Models, Chemical
Calibration
Medicine
U30 - Méthodes de recherche
Research Article
DOI:
10.1371/journal.pone.0188918
Publication Date:
2017-12-11T13:35:05Z
AUTHORS (6)
ABSTRACT
Portable Vis/NIRS are flexible tools for fast and unbiased analyses of constituents with minimal sample preparation. This study developed calibration models for dry matter content (DMC) and carotenoids in fresh cassava roots using a portable Vis/NIRS system. We examined the effects of eight data pre-treatment combinations on calibration models and assessed calibrations on processed and intact root samples. We compared Vis/NIRS derived-DMC to other phenotyping methods. The results of the study showed that the combination of standard normal variate and de-trend (SNVD) with first derivative calculated on two data points and no smoothing (SNVD+1111) was adequate for a robust model. Calibration performance was higher with processed than the intact root samples for all the traits although intact root models for some traits especially total carotenoid content (TCC) (R2c = 96%, R2cv = 90%, RPD = 3.6 and SECV = 0.63) were sufficient for screening purposes. Using three key quality traits as templates, we developed models with processed fresh root samples. Robust calibrations were established for DMC (R2c = 99%, R2cv = 95%, RPD = 4.5 and SECV = 0.9), TCC (R2c = 99%, R2cv = 91%, RPD = 3.5 and SECV = 2.1) and all Trans β-carotene (ATBC) (R2c = 98%, R2cv = 91%, RPD = 3.5 and SECV = 1.6). Coefficient of determination on independent validation set (R2p) for these traits were also satisfactory for ATBC (91%), TCC (88%) and DMC (80%). Compared to other methods, Vis/NIRS-derived DMC from both intact and processed roots had very high correlation (>0.95) with the ideal oven-drying than from specific gravity method (0.49). There was equally a high correlation (0.94) between the intact and processed Vis/NIRS DMC. Therefore, the portable Vis/NIRS could be employed for the rapid analyses of DMC and quantification of carotenoids in cassava for nutritional and breeding purposes.
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