{"title":"Development of a NIRS-based prediction model for measurement of whole wheat flour arabinoxylan content to aid rapid germplasm screening","authors":"Adithya P. Balakrishnan , Antil Jain , Sumit Kr Singh , Arvind Kumar Ahlawat , Jai Prakash Jaiswal , Anju Mahendru-Singh , Rakesh Bhardwaj","doi":"10.1016/j.jcs.2025.104173","DOIUrl":null,"url":null,"abstract":"<div><div>Arabinoxylan (AX) is the primary dietary fiber found in wheat. Analysing AX through biochemical methods is costly and time-consuming. Developing a secondary screening method using near-infrared spectroscopy (NIRS) coupled with chemometric analysis was successful. A NIRS-based prediction model for total arabinoxylan (TOT-AX) and water-extractable arabinoxylan (WE-AX) content was developed using a panel of wheat germplasm lines, including exotic collections, indigenous cultivars and landraces, employing modified partial least square (mPLS) regression. Among various mathematical treatments, the third derivative produced better results, and the model showed RSQ<sub>internal</sub> values of 0.841 and 0.828, as well as RSQ<sub>external</sub> values of 0.694 and 0.605 for the whole wheat flour TOT-AX and WE-AX, respectively present in whole wheat flour. Upon validation on independent sets, an RSQ value of 0.883 for TOT-AX and 0.761 for WE-AX was obtained, proving the reliability of the model. This prediction model provides a rapid and cost-effective method to screen large germplasm, allowing for the identification of high arabinoxylan wheat genotypes.</div></div>","PeriodicalId":15285,"journal":{"name":"Journal of Cereal Science","volume":"123 ","pages":"Article 104173"},"PeriodicalIF":3.9000,"publicationDate":"2025-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Cereal Science","FirstCategoryId":"97","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0733521025000712","RegionNum":2,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"FOOD SCIENCE & TECHNOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Arabinoxylan (AX) is the primary dietary fiber found in wheat. Analysing AX through biochemical methods is costly and time-consuming. Developing a secondary screening method using near-infrared spectroscopy (NIRS) coupled with chemometric analysis was successful. A NIRS-based prediction model for total arabinoxylan (TOT-AX) and water-extractable arabinoxylan (WE-AX) content was developed using a panel of wheat germplasm lines, including exotic collections, indigenous cultivars and landraces, employing modified partial least square (mPLS) regression. Among various mathematical treatments, the third derivative produced better results, and the model showed RSQinternal values of 0.841 and 0.828, as well as RSQexternal values of 0.694 and 0.605 for the whole wheat flour TOT-AX and WE-AX, respectively present in whole wheat flour. Upon validation on independent sets, an RSQ value of 0.883 for TOT-AX and 0.761 for WE-AX was obtained, proving the reliability of the model. This prediction model provides a rapid and cost-effective method to screen large germplasm, allowing for the identification of high arabinoxylan wheat genotypes.
期刊介绍:
The Journal of Cereal Science was established in 1983 to provide an International forum for the publication of original research papers of high standing covering all aspects of cereal science related to the functional and nutritional quality of cereal grains (true cereals - members of the Poaceae family and starchy pseudocereals - members of the Amaranthaceae, Chenopodiaceae and Polygonaceae families) and their products, in relation to the cereals used. The journal also publishes concise and critical review articles appraising the status and future directions of specific areas of cereal science and short communications that present news of important advances in research. The journal aims at topicality and at providing comprehensive coverage of progress in the field.