Multi-locus genome-wide association mapping for spike-related traits in bread wheat (Triticum aestivum L.)

Abstract Background Bread wheat (Triticum aestivum L.) is one of the most important cereal food crops for the global population. Spike-layer uniformity (the consistency of the spike distribution in the vertical space)-related traits (SLURTs) are quantitative and have been shown to directly affect yi...

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Main Authors: Parveen Malik, Jitendra Kumar, Shiveta Sharma, Rajiv Sharma, Shailendra Sharma
Format: Article
Language:English
Published: BMC 2021-08-01
Series:BMC Genomics
Subjects:
Online Access:https://doi.org/10.1186/s12864-021-07834-5
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author Parveen Malik
Jitendra Kumar
Shiveta Sharma
Rajiv Sharma
Shailendra Sharma
author_facet Parveen Malik
Jitendra Kumar
Shiveta Sharma
Rajiv Sharma
Shailendra Sharma
author_sort Parveen Malik
collection DOAJ
description Abstract Background Bread wheat (Triticum aestivum L.) is one of the most important cereal food crops for the global population. Spike-layer uniformity (the consistency of the spike distribution in the vertical space)-related traits (SLURTs) are quantitative and have been shown to directly affect yield potential by modifying the plant architecture. Therefore, these parameters are important breeding targets for wheat improvement. The present study is the first genome-wide association study (GWAS) targeting SLURTs in wheat. In this study, a set of 225 diverse spring wheat accessions were used for multi-locus GWAS to evaluate SLURTs, including the number of spikes per plant (NSPP), spike length (SL), number of spikelets per spike (NSPS), grain weight per spike (GWPS), lowest tiller height (LTH), spike-layer thickness (SLT), spike-layer number (SLN) and spike-layer uniformity (SLU). Results In total, 136 significant marker trait associations (MTAs) were identified when the analysis was both performed individually and combined for two environments. Twenty-nine MTAs were detected in environment one, 48 MTAs were discovered in environment two and 59 MTAs were detected using combined data from the two environments. Altogether, 15 significant MTAs were found for five traits in one of the two environments, and four significant MTAs were detected for the two traits, LTH and SLU, in both environments i.e. E1, E2 and also in combined data from the two environments. In total, 279 candidate genes (CGs) were identified, including Chaperone DnaJ, ABC transporter-like, AP2/ERF, SWEET sugar transporter, as well as genes that have previously been associated with wheat spike development, seed development and grain yield. Conclusions The MTAs detected through multi-locus GWAS will be useful for improving SLURTs and thus yield in wheat production through marker-assisted and genomic selection.
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spelling doaj.art-b14308fe4f1d49c28d14a2430320e6ee2022-12-21T22:28:20ZengBMCBMC Genomics1471-21642021-08-0122112110.1186/s12864-021-07834-5Multi-locus genome-wide association mapping for spike-related traits in bread wheat (Triticum aestivum L.)Parveen Malik0Jitendra Kumar1Shiveta Sharma2Rajiv Sharma3Shailendra Sharma4Department of Genetics and Plant Breeding, ChaudharyCharan Singh University (CCSU)Department of Genetics and Plant Breeding, ChaudharyCharan Singh University (CCSU)Department of Genetics and Plant Breeding, ChaudharyCharan Singh University (CCSU)Scotland’s Rural College (SRUC)Department of Genetics and Plant Breeding, ChaudharyCharan Singh University (CCSU)Abstract Background Bread wheat (Triticum aestivum L.) is one of the most important cereal food crops for the global population. Spike-layer uniformity (the consistency of the spike distribution in the vertical space)-related traits (SLURTs) are quantitative and have been shown to directly affect yield potential by modifying the plant architecture. Therefore, these parameters are important breeding targets for wheat improvement. The present study is the first genome-wide association study (GWAS) targeting SLURTs in wheat. In this study, a set of 225 diverse spring wheat accessions were used for multi-locus GWAS to evaluate SLURTs, including the number of spikes per plant (NSPP), spike length (SL), number of spikelets per spike (NSPS), grain weight per spike (GWPS), lowest tiller height (LTH), spike-layer thickness (SLT), spike-layer number (SLN) and spike-layer uniformity (SLU). Results In total, 136 significant marker trait associations (MTAs) were identified when the analysis was both performed individually and combined for two environments. Twenty-nine MTAs were detected in environment one, 48 MTAs were discovered in environment two and 59 MTAs were detected using combined data from the two environments. Altogether, 15 significant MTAs were found for five traits in one of the two environments, and four significant MTAs were detected for the two traits, LTH and SLU, in both environments i.e. E1, E2 and also in combined data from the two environments. In total, 279 candidate genes (CGs) were identified, including Chaperone DnaJ, ABC transporter-like, AP2/ERF, SWEET sugar transporter, as well as genes that have previously been associated with wheat spike development, seed development and grain yield. Conclusions The MTAs detected through multi-locus GWAS will be useful for improving SLURTs and thus yield in wheat production through marker-assisted and genomic selection.https://doi.org/10.1186/s12864-021-07834-5Triticum aestivum L., Molecular markerSpike-layer uniformityMulti-locus GWASCandidate genes
spellingShingle Parveen Malik
Jitendra Kumar
Shiveta Sharma
Rajiv Sharma
Shailendra Sharma
Multi-locus genome-wide association mapping for spike-related traits in bread wheat (Triticum aestivum L.)
BMC Genomics
Triticum aestivum L., Molecular marker
Spike-layer uniformity
Multi-locus GWAS
Candidate genes
title Multi-locus genome-wide association mapping for spike-related traits in bread wheat (Triticum aestivum L.)
title_full Multi-locus genome-wide association mapping for spike-related traits in bread wheat (Triticum aestivum L.)
title_fullStr Multi-locus genome-wide association mapping for spike-related traits in bread wheat (Triticum aestivum L.)
title_full_unstemmed Multi-locus genome-wide association mapping for spike-related traits in bread wheat (Triticum aestivum L.)
title_short Multi-locus genome-wide association mapping for spike-related traits in bread wheat (Triticum aestivum L.)
title_sort multi locus genome wide association mapping for spike related traits in bread wheat triticum aestivum l
topic Triticum aestivum L., Molecular marker
Spike-layer uniformity
Multi-locus GWAS
Candidate genes
url https://doi.org/10.1186/s12864-021-07834-5
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