NIRS Estimation of Drought Stress on Chemical Quality Constituents of Taro (<i>Colocasia esculenta </i>L.) and Sweet Potato (<i>Ipomoea batatas </i>L.) Flours

Taro (<i>Colocasia esculenta </i>(L.) Schott) and sweet potato (<i>Ipomoea batatas </i>(L.) Lam.) are important food crops worldwide, whose productivity is threatened by climatic constraints, namely drought. Data calibration, validation, and model development of high-precisio...

Full description

Bibliographic Details
Main Authors: Carla S. S. Gouveia, Vincent Lebot, Miguel Pinheiro de Carvalho
Format: Article
Language:English
Published: MDPI AG 2020-12-01
Series:Applied Sciences
Subjects:
Online Access:https://www.mdpi.com/2076-3417/10/23/8724
id doaj-f325cb57218c4fae97eafc8af2bd4292
record_format Article
spelling doaj-f325cb57218c4fae97eafc8af2bd42922020-12-06T00:02:28ZengMDPI AGApplied Sciences2076-34172020-12-01108724872410.3390/app10238724NIRS Estimation of Drought Stress on Chemical Quality Constituents of Taro (<i>Colocasia esculenta </i>L.) and Sweet Potato (<i>Ipomoea batatas </i>L.) FloursCarla S. S. Gouveia0Vincent Lebot1Miguel Pinheiro de Carvalho2ISOPlexis Genebank, Faculty of Life Sciences, Campus da Penteada, University of Madeira, 9020-105 Funchal, Madeira, PortugalCIRAD, Centre de Coopération International pour la Recherche Agronomique et le Développement, PO Box 946, Port-Vila 678, VanuatuISOPlexis Genebank, Faculty of Life Sciences, Campus da Penteada, University of Madeira, 9020-105 Funchal, Madeira, PortugalTaro (<i>Colocasia esculenta </i>(L.) Schott) and sweet potato (<i>Ipomoea batatas </i>(L.) Lam.) are important food crops worldwide, whose productivity is threatened by climatic constraints, namely drought. Data calibration, validation, and model development of high-precision near-infrared spectroscopy (NIRS) involving multivariate analyses are needed for the fast prediction of the quality of tubers and shoots impacted by drought stress. The main objective of this study was to generate accurate NIRS models for quality assessment of taro and sweet potato accessions (acc.) subjected to water scarcity conditions. Seven taro and eight sweet potato acc. from diverse geographical origins were evaluated for nitrogen (N), protein (Pt), starch (St), total mineral (M), calcium oxalate (CaOx), carbon isotope discrimination (∆<sup>13</sup>C), and nitrogen isotopic composition (δ<sup>15</sup>N). Models were developed separately for both crops underground and aboveground organs. N, Pt, St, and M models could be used as quality control constituents, with a determination coefficient of prediction (r<sup>2</sup><sub>pred</sub>) between 0.856 and 0.995. δ<sup>13</sup>C, δ<sup>15</sup>N, and CaOx, with r<sup>2</sup><sub>pred</sub> between 0.178 and 0.788, could be used as an informative germplasm screening tool. The approach used in the present study demonstrates NIRS’s potential for further research on crop quality under drought.https://www.mdpi.com/2076-3417/10/23/8724calcium oxalatecarbon and nitrogen isotopic compositionsnear-infrared spectroscopynitrogen proteinstarchsweet potato
collection DOAJ
language English
format Article
sources DOAJ
author Carla S. S. Gouveia
Vincent Lebot
Miguel Pinheiro de Carvalho
spellingShingle Carla S. S. Gouveia
Vincent Lebot
Miguel Pinheiro de Carvalho
NIRS Estimation of Drought Stress on Chemical Quality Constituents of Taro (<i>Colocasia esculenta </i>L.) and Sweet Potato (<i>Ipomoea batatas </i>L.) Flours
Applied Sciences
calcium oxalate
carbon and nitrogen isotopic compositions
near-infrared spectroscopy
nitrogen protein
starch
sweet potato
author_facet Carla S. S. Gouveia
Vincent Lebot
Miguel Pinheiro de Carvalho
author_sort Carla S. S. Gouveia
title NIRS Estimation of Drought Stress on Chemical Quality Constituents of Taro (<i>Colocasia esculenta </i>L.) and Sweet Potato (<i>Ipomoea batatas </i>L.) Flours
title_short NIRS Estimation of Drought Stress on Chemical Quality Constituents of Taro (<i>Colocasia esculenta </i>L.) and Sweet Potato (<i>Ipomoea batatas </i>L.) Flours
title_full NIRS Estimation of Drought Stress on Chemical Quality Constituents of Taro (<i>Colocasia esculenta </i>L.) and Sweet Potato (<i>Ipomoea batatas </i>L.) Flours
title_fullStr NIRS Estimation of Drought Stress on Chemical Quality Constituents of Taro (<i>Colocasia esculenta </i>L.) and Sweet Potato (<i>Ipomoea batatas </i>L.) Flours
title_full_unstemmed NIRS Estimation of Drought Stress on Chemical Quality Constituents of Taro (<i>Colocasia esculenta </i>L.) and Sweet Potato (<i>Ipomoea batatas </i>L.) Flours
title_sort nirs estimation of drought stress on chemical quality constituents of taro (<i>colocasia esculenta </i>l.) and sweet potato (<i>ipomoea batatas </i>l.) flours
publisher MDPI AG
series Applied Sciences
issn 2076-3417
publishDate 2020-12-01
description Taro (<i>Colocasia esculenta </i>(L.) Schott) and sweet potato (<i>Ipomoea batatas </i>(L.) Lam.) are important food crops worldwide, whose productivity is threatened by climatic constraints, namely drought. Data calibration, validation, and model development of high-precision near-infrared spectroscopy (NIRS) involving multivariate analyses are needed for the fast prediction of the quality of tubers and shoots impacted by drought stress. The main objective of this study was to generate accurate NIRS models for quality assessment of taro and sweet potato accessions (acc.) subjected to water scarcity conditions. Seven taro and eight sweet potato acc. from diverse geographical origins were evaluated for nitrogen (N), protein (Pt), starch (St), total mineral (M), calcium oxalate (CaOx), carbon isotope discrimination (∆<sup>13</sup>C), and nitrogen isotopic composition (δ<sup>15</sup>N). Models were developed separately for both crops underground and aboveground organs. N, Pt, St, and M models could be used as quality control constituents, with a determination coefficient of prediction (r<sup>2</sup><sub>pred</sub>) between 0.856 and 0.995. δ<sup>13</sup>C, δ<sup>15</sup>N, and CaOx, with r<sup>2</sup><sub>pred</sub> between 0.178 and 0.788, could be used as an informative germplasm screening tool. The approach used in the present study demonstrates NIRS’s potential for further research on crop quality under drought.
topic calcium oxalate
carbon and nitrogen isotopic compositions
near-infrared spectroscopy
nitrogen protein
starch
sweet potato
url https://www.mdpi.com/2076-3417/10/23/8724
work_keys_str_mv AT carlassgouveia nirsestimationofdroughtstressonchemicalqualityconstituentsoftaroicolocasiaesculentailandsweetpotatoiipomoeabatatasilflours
AT vincentlebot nirsestimationofdroughtstressonchemicalqualityconstituentsoftaroicolocasiaesculentailandsweetpotatoiipomoeabatatasilflours
AT miguelpinheirodecarvalho nirsestimationofdroughtstressonchemicalqualityconstituentsoftaroicolocasiaesculentailandsweetpotatoiipomoeabatatasilflours
_version_ 1724399509619867648