Javascript must be enabled to continue!
Fourier‐transform mid‐infrared spectroscopy for high‐throughput phenotyping of total dietary fiber in pulse crops
View through CrossRef
AbstractThis study uses Fourier‐transform mid‐infrared (FT‐MIR) spectroscopy as a high‐throughput phenotyping tool to quantify total dietary fiber (TDF) in chickpea (Cicer arietinum L.), dry pea (Pisum sativum L.), and lentil (Lens culinaris Medik.) for pulse crop breeding purposes. The standard analytical approach for TDF analysis is based on the Association of Official Analytical Collaboration method 985.29, which requires extensive sample preparation with extended analysis times of up to 30 h. The FT‐MIR approach was developed to enhance rapid and non‐destructive analysis and minimize the traditional workload associated with phenotyping TDF in pulse crops by accomplishing the same task in a shorter time and at minimal cost. Partial least squares regression (PLSR) was applied with chemometric modeling in MIR regions (650–1480 and 2771–3700 cm−1), encompassing spectral bands associated with undigested polysaccharides and partially or undigested protein and fatty acid methyl ester fractions that fingerprint TDF. K‐fold cross‐validation was used for PLSR modeling to enhance computational speeds with large‐scale data processing. These PLSR models for chickpea, dry pea, and lentil have coefficients of determination (R2) as 0.91, 0.96, and 0.94 with root mean square errors of prediction in the range of 0.05–0.5 g/100 g. This technique supports rapid phenotyping of TDF from raw flour in <1 min. The FT‐MIR technique can relieve the phenotyping bottleneck in pulse breeding and pulse‐based food and feed industries, targeting the measurements of TDF and ensuring a rapid and high‐throughput pipeline for plant breeding and cultivar development.
Title: Fourier‐transform mid‐infrared spectroscopy for high‐throughput phenotyping of total dietary fiber in pulse crops
Description:
AbstractThis study uses Fourier‐transform mid‐infrared (FT‐MIR) spectroscopy as a high‐throughput phenotyping tool to quantify total dietary fiber (TDF) in chickpea (Cicer arietinum L.
), dry pea (Pisum sativum L.
), and lentil (Lens culinaris Medik.
) for pulse crop breeding purposes.
The standard analytical approach for TDF analysis is based on the Association of Official Analytical Collaboration method 985.
29, which requires extensive sample preparation with extended analysis times of up to 30 h.
The FT‐MIR approach was developed to enhance rapid and non‐destructive analysis and minimize the traditional workload associated with phenotyping TDF in pulse crops by accomplishing the same task in a shorter time and at minimal cost.
Partial least squares regression (PLSR) was applied with chemometric modeling in MIR regions (650–1480 and 2771–3700 cm−1), encompassing spectral bands associated with undigested polysaccharides and partially or undigested protein and fatty acid methyl ester fractions that fingerprint TDF.
K‐fold cross‐validation was used for PLSR modeling to enhance computational speeds with large‐scale data processing.
These PLSR models for chickpea, dry pea, and lentil have coefficients of determination (R2) as 0.
91, 0.
96, and 0.
94 with root mean square errors of prediction in the range of 0.
05–0.
5 g/100 g.
This technique supports rapid phenotyping of TDF from raw flour in <1 min.
The FT‐MIR technique can relieve the phenotyping bottleneck in pulse breeding and pulse‐based food and feed industries, targeting the measurements of TDF and ensuring a rapid and high‐throughput pipeline for plant breeding and cultivar development.
Related Results
High‐throughput phenotyping platforms for pulse crop biofortification
High‐throughput phenotyping platforms for pulse crop biofortification
Societal Impact StatementPulse crops, including dry pea, lentil, and chickpea, are rich sources of protein, low digestible carbohydrates, and micronutrients. With the increasing de...
Fiber and Nutritional Health
Fiber and Nutritional Health
Populations that consume more dietary fiber have less chronic disease. According to the 2002 Dietary Reference Intakes (DRIs), dietary fiber includes carbohydrates and lignin that ...
A comprehensive review on dietary fiber and their functional properties in human body
A comprehensive review on dietary fiber and their functional properties in human body
The term 'dietary fiber' (DF) was first presented in the 1950s, alluding to plant cell divided materials; later it was utilized to portray a class of plant-started polysaccharides,...
Difference in Gastrointestinal Cancer Risk and Mortality by Dietary Pattern Analysis: A Systematic Review and Meta-Analysis
Difference in Gastrointestinal Cancer Risk and Mortality by Dietary Pattern Analysis: A Systematic Review and Meta-Analysis
Abstract
Context
Several studies have demonstrated that dietary patterns identified by a posteriori and hybrid methods are assoc...
Productivity of sugar beet seed plants depending on the quality of mother root crops
Productivity of sugar beet seed plants depending on the quality of mother root crops
In the intensive arable farming the productivity of sugar beets depends on many factors: soil-climatic conditions, introduction of highly productive hybrids, quality pre-sowing see...
Construction and experiment of phenotyping system based on field wheat
Construction and experiment of phenotyping system based on field wheat
Abstract
In response to the actual needs of informatization of the collectors engaged in the whole process of field wheat production, this paper constructed a phenot...
Climate change alters the global diversity of food crops
Climate change alters the global diversity of food crops
Climate change has already impacted the productivity of important food crops. The projected increasing temperatures and changing precipitation patterns affect the climatic suitabil...
All-fiber passively mode-locked femtosecond fiber lasers
All-fiber passively mode-locked femtosecond fiber lasers
This dissertation presents three all-fiber designs of passively mode-locked lasers in order to achieve high pulse energy, environmentally-stable dissipative soliton (DS) operation ...

