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Research Article | Open Access

Genome-wide association study reveals genomic regions for nitrogen, phosphorus and potassium use efficiency in bread wheat

Jili Xu1,*Shuo Liu2,*Zhiyuan Gao1,*Qingdong Zeng3Xiaowen Zhang1Dejun Han4( )Hui Tian1( )
College of Natural Resources and Environment, Northwest A&F University/Key Laboratory of Plant Nutrition and the Agri-environment in Northwest China, Ministry of Agriculture and Rural Affairs, Yangling 712100, China
Cultivated Land Quality Protection Station, Lianyungang Agricultural and Rural Bureau, Lianyungang 712100, China
State Key Laboratory of Crop Stress Resistance and High-Efficiency Production/College of Plant Protection, Northwest A&F University, Yangling 712100, China
State Key Laboratory of Crop Stress Resistance and High-Efficiency Production/College of Agronomy, Northwest A&F University, Yangling 712100, China

* These authors contributed equally to this study.

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Highlights

• A total of 534 quantitative trait loci (QTLs) were identified though genome-wide association study (GWAS).

• Through integrated meta-QTL analysis, QTL80, QTL387, and QTL500 were found to be co-localized quantitative trait loci, while QTL234 was identified as a novel locus.

• A dCAPS marker was developed for the SNP (AX-109095537) within the nitrogen harvest index (NHI)-associated QTL234.

Abstract

The development of wheat cultivars with improved nitrogen (N), phosphorus (P), and potassium (K) use efficiency is essential for sustainable agriculture. Genetic dissection and identification of causative genes underlying nutrient use efficiency represent a key strategy toward this goal. We conducted an extensive genome-wide association study (GWAS) using a panel of 431 wheat cultivars, identifying 1,659 significant single-nucleotide polymorphisms (SNPs) (LOD>5) through genotyping-by-sequencing. This analysis revealed 534 quantitative trait loci (QTLs) associated with 12 nutrient use efficiency traits across five distinct environments, among which 14 QTLs were consistently detected in at least three environments. Notably, meta-QTL analysis, showed that QTL80 (72.12–74.24 Mb, chr2A), QTL387 (32.88–33.56 Mb, chr6A), and QTL500 (535.53–540.80 Mb, chr7B) exhibit clear co-localization with MQTL-2A-2, MQTL-6A-1, and MQTL-7B-2, respectively. This overlap highlights their robustness across diverse environmental conditions. Within these regions, critical candidate genes – including members of the bZIP transcription factor family and a potassium transporter gene – were identified in relation to nutrient use efficiency. Furthermore, a novel locus, QTL234, was discovered, harboring key candidate genes such as dof zinc finger protein, Ankyrin repeat family protein, and cytochrome P450. To validate the SNP within QTL234 associated with nitrogen harvest index (NHI), we developed a dCAPS marker for AX-109095537. These findings demonstrate the effectiveness of high-resolution SNP-based GWAS in rapidly pinpointing promising candidate genes. They also establish a foundation for large-scale QTL fine mapping, candidate gene validation, and the development of functional markers essential for enhancing nutrient use efficiency in wheat breeding programs.

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Journal of Integrative Agriculture (JIA)
Pages 847-863

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Cite this article:
Xu J, Liu S, Gao Z, et al. Genome-wide association study reveals genomic regions for nitrogen, phosphorus and potassium use efficiency in bread wheat. Journal of Integrative Agriculture (JIA), 2026, 25(3): 847-863. https://doi.org/10.1016/j.jia.2024.06.012

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Received: 24 February 2024
Revised: 25 April 2024
Accepted: 06 May 2024
Published: 27 June 2024
© 2026 CAAS.

This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). Peer review under responsibility of Editorial Board of Journal of Integrative Agriculture.