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Liu H, Zhou H, Li J, Peng Y, Shen Z, Luo X, Liu J, Zhang R, Zhang Z, Gao X. Effects of nitrogen fertilizer application on the physicochemical properties of foxtail millet (Setaria italica L.) starch. Int J Biol Macromol 2024; 278:134522. [PMID: 39128735 DOI: 10.1016/j.ijbiomac.2024.134522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2024] [Revised: 07/16/2024] [Accepted: 08/04/2024] [Indexed: 08/13/2024]
Abstract
The use of nitrogen fertilizer is a crucial agronomic practice to increase crop output and quality. This study investigated the impact of five nitrogen application levels (0, 60, 135, 210, and 285 kg N/hm2) on the physicochemical properties of foxtail millet (FM) starch. Optimal nitrogen application (210 kg N/hm2) significantly increased L*, a*, and b* values, water and oil absorption capacity, water solubility, and swelling power of starch. The number of small starch granules increased as the nitrogen application rate increased, but the granule morphology and typical A-type pattern did not change among the treatments. Nitrogen application increased the relative crystallinity and ordered structure, resulting in a higher gelatinization enthalpy. Compared to the control group (7.02 J/g), the enthalpy increased by 21.94 %, 66.38 %, 73.50 %, and 103.28 % under the nitrogen application rates, respectively. Moreover, nitrogen application greatly increased the percentage of A and B3 chains while it lowered the apparent amylose content, peak viscosity, and final viscosity. The effects of 210 and 285 kg N/hm2 treatments on the water solubility and swelling power, water and oil absorption, and light transmission of starch were greater compared to the 60 and 135 kg N/hm2 treatments. These results indicate that nitrogen fertilization significantly affects the physicochemical properties of FM starch.
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Affiliation(s)
- Hongyu Liu
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Shaanxi, China
| | - Haolu Zhou
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Shaanxi, China
| | - Jie Li
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Shaanxi, China
| | - Yanli Peng
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Shaanxi, China
| | - Zhaoyang Shen
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Shaanxi, China
| | - Xinyu Luo
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Shaanxi, China
| | - Jindong Liu
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Shaanxi, China
| | - Ruipu Zhang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Shaanxi, China
| | - Zhiyan Zhang
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Shaanxi, China
| | - Xiaoli Gao
- State Key Laboratory of Crop Stress Biology for Arid Areas, College of Agronomy, Northwest A & F University, Yangling, Shaanxi, China.
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Zheng J, Ma Y, Liang Y, Zhang T, Chen C, Amo A, Wang W, Ma F, Han Y, Li H, Hou S, Yang Y. An integration of genome-wide survey, homologous comparison and gene expression analysis provides a basic framework for the ZRT, IRT-like protein (ZIP) in foxtail millet. FRONTIERS IN PLANT SCIENCE 2024; 15:1467015. [PMID: 39301166 PMCID: PMC11410603 DOI: 10.3389/fpls.2024.1467015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Accepted: 08/20/2024] [Indexed: 09/22/2024]
Abstract
Essential mineral elements such as zinc and iron play a crucial role in maintaining crop growth and development, as well as ensuring human health. Foxtail millet is an ancient food crop rich in mineral elements and constitutes an important dietary supplement for nutrient-deficient populations. The ZIP (ZRT, IRT-like protein) transporters are primarily responsible for the absorption, transportation and accumulation of Zn, Fe and other metal ions in plants. Here, we identified 14 ZIP transporters in foxtail millet (SiZIP) and systematically characterized their phylogenetic relationships, expression characteristics, sequence variations, and responses to various abiotic stresses. As a result, SiZIPs display rich spatiotemporal expression characteristics in foxtail millet. Multiple SiZIPs demonstrated significant responses to Fe, Cd, Na, and K metal ions, as well as drought and cold stresses. Based on homologous comparisons, expression characteristics and previous studies, the functions of SiZIPs were predicted as being classified into several categories: absorption/efflux, transport/distribution and accumulation of metal ions. Simultaneously, a schematic diagram of SiZIP was drawn. In general, SiZIPs have diverse functions and extensively involve in the transport of metal ions and osmotic regulation under abiotic stresses. This work provides a fundamental framework for the transport and accumulation of mineral elements and will facilitate the quality improvement of foxtail millet.
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Affiliation(s)
- Jie Zheng
- College of Agriculture, Houji Laboratory of Shanxi Province, Shanxi Agricultural University, Taiyuan, Shanxi, China
| | - Yunxiao Ma
- College of Agriculture, Houji Laboratory of Shanxi Province, Shanxi Agricultural University, Taiyuan, Shanxi, China
| | - Yu Liang
- College of Agriculture, Houji Laboratory of Shanxi Province, Shanxi Agricultural University, Taiyuan, Shanxi, China
| | - Tianhan Zhang
- College of Agriculture, Houji Laboratory of Shanxi Province, Shanxi Agricultural University, Taiyuan, Shanxi, China
| | - Chang Chen
- College of Agriculture, Houji Laboratory of Shanxi Province, Shanxi Agricultural University, Taiyuan, Shanxi, China
| | - Aduragbemi Amo
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, United States
- Texas A&M AgriLife Research and Extension Center, Weslaco, TX, United States
| | - Wenyu Wang
- Xinjiang Research Institute, Join Hope Seed Co., Ltd, Changji, Xinjiang, China
| | - Fangfang Ma
- College of Agriculture, Houji Laboratory of Shanxi Province, Shanxi Agricultural University, Taiyuan, Shanxi, China
| | - Yuanhuai Han
- College of Agriculture, Houji Laboratory of Shanxi Province, Shanxi Agricultural University, Taiyuan, Shanxi, China
| | - Hongying Li
- College of Agriculture, Houji Laboratory of Shanxi Province, Shanxi Agricultural University, Taiyuan, Shanxi, China
| | - Siyu Hou
- College of Agriculture, Houji Laboratory of Shanxi Province, Shanxi Agricultural University, Taiyuan, Shanxi, China
| | - Yang Yang
- College of Agriculture, Houji Laboratory of Shanxi Province, Shanxi Agricultural University, Taiyuan, Shanxi, China
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Wen Y, Cheng L, Zhao Z, An M, Zhou S, Zhao J, Dong S, Yuan X, Yin M. Transcriptome and co-expression network revealed molecular mechanism underlying selenium response of foxtail millet ( Setaria italica). FRONTIERS IN PLANT SCIENCE 2024; 15:1355518. [PMID: 38529063 PMCID: PMC10962390 DOI: 10.3389/fpls.2024.1355518] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Accepted: 02/14/2024] [Indexed: 03/27/2024]
Abstract
Introduction Selenium-enriched foxtail millet (Setaria italica) represents a functional cereal with significant health benefits for humans. This study endeavors to examine the impact of foliar application of sodium selenite (Na2SeO4) on foxtail millet, specifically focusing on selenium (Se) accumulation and transportation within various plant tissues. Methods To unravel the molecular mechanisms governing selenium accumulation and transportation in foxtail millet, we conducted a comprehensive analysis of selenium content and transcriptome responses in foxtail millet spikelets across different days (3, 5, 7, and 12) under Na2SeO4 treatment (200 μmol/L). Results Foxtail millet subjected to selenium fertilizer exhibited significantly elevated selenium levels in each tissue compared to the untreated control. Selenate was observed to be transported and accumulated sequentially in the leaf, stem, and spikes. Transcriptome analysis unveiled a substantial upregulation in the transcription levels of genes associated with selenium metabolism and transport, including sulfate, phosphate, and nitrate transporters, ABC transporters, antioxidants, phytohormone signaling, and transcription factors. These genes demonstrated intricate interactions, both synergistic and antagonistic, forming a complex network that regulated selenate transport mechanisms. Gene co-expression network analysis highlighted three transcription factors in the tan module and three transporters in the turquoise module that significantly correlated with selenium accumulation and transportation. Expression of sulfate transporters (SiSULTR1.2b and SiSULTR3.1a), phosphate transporter (PHT1.3), nitrate transporter 1 (NRT1.1B), glutathione S-transferase genes (GSTs), and ABC transporter (ABCC13) increased with SeO4 2- accumulation. Transcription factors MYB, WRKY, and bHLH were also identified as players in selenium accumulation. Conclusion This study provides preliminary insights into the mechanisms of selenium accumulation and transportation in foxtail millet. The findings hold theoretical significance for the cultivation of selenium-enriched foxtail millet.
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Affiliation(s)
- Yinyuan Wen
- College of Agronomy, Shanxi Agricultural University, Jinzhong, China
| | - Liuna Cheng
- College of Agronomy, Shanxi Agricultural University, Jinzhong, China
- Ministerial and Provincial Co-Innovation Centre for Endemic Crops Production with High-quality and Effciency in Loess Plateau, Jinzhong, China
| | - Zeya Zhao
- College of Agronomy, Shanxi Agricultural University, Jinzhong, China
- Ministerial and Provincial Co-Innovation Centre for Endemic Crops Production with High-quality and Effciency in Loess Plateau, Jinzhong, China
| | - Mengyao An
- College of Agronomy, Shanxi Agricultural University, Jinzhong, China
| | - Shixue Zhou
- College of Agronomy, Shanxi Agricultural University, Jinzhong, China
| | - Juan Zhao
- College of Agronomy, Shanxi Agricultural University, Jinzhong, China
| | - Shuqi Dong
- College of Agronomy, Shanxi Agricultural University, Jinzhong, China
| | - Xiangyang Yuan
- College of Agronomy, Shanxi Agricultural University, Jinzhong, China
| | - Meiqiang Yin
- College of Agronomy, Shanxi Agricultural University, Jinzhong, China
- Ministerial and Provincial Co-Innovation Centre for Endemic Crops Production with High-quality and Effciency in Loess Plateau, Jinzhong, China
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Ren X, Chen J, Chen S, Zhang H, Li L. Genome-Wide Identification and Characterization of CLAVATA3/EMBRYO SURROUNDING REGION (CLE) Gene Family in Foxtail Millet ( Setaria italica L.). Genes (Basel) 2023; 14:2046. [PMID: 38002989 PMCID: PMC10671770 DOI: 10.3390/genes14112046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2023] [Revised: 10/31/2023] [Accepted: 11/03/2023] [Indexed: 11/26/2023] Open
Abstract
The CLAVATA3/EMBRYO-SURROUNDING REGION (CLE) genes encode signaling peptides that play important roles in various developmental and physiological processes. However, the systematic identification and characterization of CLE genes in foxtail millet (Setaria italica L.) remain limited. In this study, we identified and characterized 41 SiCLE genes in the foxtail millet genome. These genes were distributed across nine chromosomes and classified into four groups, with five pairs resulting from gene duplication events. SiCLE genes within the same phylogenetic group shared similar gene structure and motif patterns, while 34 genes were found to be single-exon genes. All SiCLE peptides harbored the conserved C-terminal CLE domain, with highly conserved positions in the CLE core sequences shared among foxtail millet, Arabidopsis, rice, and maize. The SiCLE genes contained various cis-elements, including five plant hormone-responsive elements. Notably, 34 SiCLE genes possessed more than three types of phytohormone-responsive elements on their promoters. Comparative analysis revealed higher collinearity between CLE genes in maize and foxtail millet, which may be because they are both C4 plants. Tissue-specific expression patterns were observed, with genes within the same group exhibiting similar and specific expression profiles. SiCLE32 and SiCLE41, classified in Group D, displayed relatively high expression levels in all tissues except panicles. Most SiCLE genes exhibited low expression levels in young panicles, while SiCLE6, SiCLE24, SiCLE25, and SiCLE34 showed higher expression in young panicles, with SiCLE24 down-regulated during later panicle development. Greater numbers of SiCLE genes exhibited higher expression in roots, with SiCLE7, SiCLE22, and SiCLE36 showing the highest levels and SiCLE36 significantly down-regulated after abscisic acid (ABA) treatment. Following treatments with ABA, 6-benzylaminopurine (6-BA), and gibberellic acid 3 (GA3), most SiCLE genes displayed down-regulation followed by subsequent recovery, while jasmonic acid (JA) and indole-3-acetic acid (IAA) treatments led to upregulation at 30 min in leaves. Moreover, identical hormone treatments elicited different expression patterns of the same genes in leaves and stems. This comprehensive study enhances our understanding of the SiCLE gene family and provides a foundation for further investigations into the functions and evolution of SiCLE genes in foxtail millet.
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Su W, Zhu C, Fan Z, Huang M, Lin H, Chen X, Deng C, Chen Y, Kou Y, Tong Z, Zhang Y, Xu C, Zheng S, Jiang J. Comprehensive metabolome and transcriptome analyses demonstrate divergent anthocyanin and carotenoid accumulation in fruits of wild and cultivated loquats. FRONTIERS IN PLANT SCIENCE 2023; 14:1285456. [PMID: 37900735 PMCID: PMC10611460 DOI: 10.3389/fpls.2023.1285456] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Accepted: 09/25/2023] [Indexed: 10/31/2023]
Abstract
Eriobotrya is an evergreen fruit tree native to South-West China and adjacent countries. There are more than 26 loquat species known in this genus, while E. japonica is the only species yet domesticated to produce fresh fruits from late spring to early summer. Fruits of cultivated loquat are usually orange colored, in contrast to the red color of fruits of wild E. henryi (EH). However, the mechanisms of fruit pigment formation during loquat evolution are yet to be elucidated. To understand these, targeted carotenoid and anthocyanin metabolomics as well as transcriptomics analyses were carried out in this study. The results showed that β-carotene, violaxanthin palmitate and rubixanthin laurate, totally accounted for over 60% of the colored carotenoids, were the major carotenoids in peel of the orange colored 'Jiefangzhong' (JFZ) fruits. Total carotenoids content in JFZ is about 10 times to that of EH, and the expression levels of PSY, ZDS and ZEP in JFZ were 10.69 to 23.26 folds to that in EH at ripen stage. Cyanidin-3-O-galactoside and pelargonidin-3-O-galactoside were the predominant anthocyanins enriched in EH peel. On the contrary, both of them were almost undetectable in JFZ, and the transcript levels of F3H, F3'H, ANS, CHS and CHI in EH were 4.39 to 73.12 folds higher than that in JFZ during fruit pigmentation. In summary, abundant carotenoid deposition in JFZ peel is well correlated with the strong expression of PSY, ZDS and ZEP, while the accumulation of anthocyanin metabolites in EH peel is tightly associated with the notably upregulated expressions of F3H, F3'H, ANS, CHS and CHI. This study was the first to demonstrate the metabolic background of how fruit pigmentations evolved from wild to cultivated loquat species, and provided gene targets for further breeding of more colorful loquat fruits via manipulation of carotenoids and anthocyanin biosynthesis.
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Affiliation(s)
- Wenbing Su
- Fruit Research Institute, Fujian Academy of Agricultural Science, Fuzhou, China
| | - Changqing Zhu
- Zhejiang Provincial Key Laboratory of Horticultural Plant Integrative Biology/State Agriculture Ministry Laboratory of Horticultural Plant Crop Growth and Development, Zhejiang University, Hangzhou, China
| | - Zhongqi Fan
- Institute of Postharvest Technology of Agricultural Products, College of Food Science, Fujian Agriculture and Forestry University, Fuzhou, Fujian, China
| | - Mingkun Huang
- Lushan Botanical Garden, Chinese Academy of Sciences, Jiujiang, Jiangxi, China
| | - Han Lin
- Fruit Research Institute, Fujian Academy of Agricultural Science, Fuzhou, China
| | - Xiuping Chen
- Fruit Research Institute, Fujian Academy of Agricultural Science, Fuzhou, China
| | - Chaojun Deng
- Fruit Research Institute, Fujian Academy of Agricultural Science, Fuzhou, China
| | - Yongping Chen
- Fruit Research Institute, Fujian Academy of Agricultural Science, Fuzhou, China
| | - Yidan Kou
- Fruit Research Institute, Fujian Academy of Agricultural Science, Fuzhou, China
| | - Zhihong Tong
- Fruit Research Institute, Fujian Academy of Agricultural Science, Fuzhou, China
- Institute of Postharvest Technology of Agricultural Products, College of Food Science, Fujian Agriculture and Forestry University, Fuzhou, Fujian, China
| | - Yaling Zhang
- Fruit Research Institute, Fujian Academy of Agricultural Science, Fuzhou, China
| | - Changjie Xu
- Zhejiang Provincial Key Laboratory of Horticultural Plant Integrative Biology/State Agriculture Ministry Laboratory of Horticultural Plant Crop Growth and Development, Zhejiang University, Hangzhou, China
| | - Shaoquan Zheng
- Fruit Research Institute, Fujian Academy of Agricultural Science, Fuzhou, China
| | - Jimou Jiang
- Fruit Research Institute, Fujian Academy of Agricultural Science, Fuzhou, China
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Zhang L, Ma K, Zhao X, Li Z, Zhang X, Li W, Meng R, Lu B, Yuan X. Development of a Comprehensive Quality Evaluation System for Foxtail Millet from Different Ecological Regions. Foods 2023; 12:2545. [PMID: 37444285 DOI: 10.3390/foods12132545] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 06/27/2023] [Accepted: 06/27/2023] [Indexed: 07/15/2023] Open
Abstract
Foxtail millet (Setaria italica L.) is a critical grain with high nutritional value and the potential for increased production in arid and semiarid regions. The foxtail millet value chain can be upgraded only by ensuring its comprehensive quality. Thus, samples were collected from different production areas in Shanxi province, China, and compared in terms of quality traits. We established a quality evaluation system utilizing multivariate statistical analysis. The results showed that the appearance, nutritional content, and culinary value of foxtail millet produced in different ecological regions varied substantially. Different values of amino acids (DVAACs), alkali digestion values (ADVs), and total flavone content (TFC) had the highest coefficients of variation (CVs) of 50.30%, 39.75%, and 35.39%, respectively. Based on this, a comprehensive quality evaluation system for foxtail millet was established, and the quality of foxtail millet produced in the five production areas was ranked in order from highest to lowest: Dingxiang > Zezhou > Qinxian > Xingxian > Yuci. In conclusion, the ecological conditions of Xinding Basin are favorable for ensuring the comprehensive quality of foxtail millet. .
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Affiliation(s)
- Liguang Zhang
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Ke Ma
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
- College of Agriculture, China Agricultural University, Beijing 100089, China
| | - Xiatong Zhao
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Zhong Li
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Xin Zhang
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Weidong Li
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Ru Meng
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Boyu Lu
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
| | - Xiangyang Yuan
- College of Agriculture, Shanxi Agricultural University, Taiyuan 030801, China
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Identifications of QTLs and Candidate Genes Associated with Pseudomonas syringae Responses in Cultivated Soybean ( Glycine max) and Wild Soybean ( Glycine soja). Int J Mol Sci 2023; 24:ijms24054618. [PMID: 36902050 PMCID: PMC10003559 DOI: 10.3390/ijms24054618] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 02/03/2023] [Accepted: 02/09/2023] [Indexed: 03/06/2023] Open
Abstract
Soybeans (Glycine max) are a key food crop, serving as a valuable source of both oil and plant-derived protein. Pseudomonas syringae pv. glycinea (Psg) is among the most aggressive and prevalent pathogens affecting soybean production, causing a form of bacterial spot disease that impacts soybean leaves and thereby reduces crop yields. In this study, 310 natural soybean varieties were screened for Psg resistance and susceptibility. The identified susceptible and resistant varieties were then used for linkage mapping, BSA-seq, and whole genome sequencing (WGS) analyses aimed at identifying key QTLs associated with Psg responses. Candidate Psg-related genes were further confirmed through WGS and qPCR analyses. Candidate gene haplotype analyses were used to explore the associations between haplotypes and soybean Psg resistance. In addition, landrace and wild soybean plants were found to exhibit a higher degree of Psg resistance as compared to cultivated soybean varieties. In total, 10 QTLs were identified using chromosome segment substitution lines derived from Suinong14 (cultivated soybean) and ZYD00006 (wild soybean). Glyma.10g230200 was found to be induced in response to Psg, with the Glyma.10g230200 haplotype corresponding to soybean disease resistance. The QTLs identified herein can be leveraged to guide the marker-assisted breeding of soybean cultivars that exhibit partial resistance to Psg. Moreover, further functional and molecular studies of Glyma.10g230200 have the potential to offer insight into the mechanistic basis for soybean Psg resistance.
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The Integration of Genome-Wide Association Study and Homology Analysis to Explore the Genomic Regions and Candidate Genes for Panicle-Related Traits in Foxtail Millet. Int J Mol Sci 2022; 23:ijms232314735. [PMID: 36499063 PMCID: PMC9741022 DOI: 10.3390/ijms232314735] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Revised: 10/26/2022] [Accepted: 11/22/2022] [Indexed: 11/29/2022] Open
Abstract
Panicle traits are important factors affecting yield, and their improvement has long been a critical goal in foxtail millet breeding. In order to understand the genetic basis of panicle formation, a large-scale genome-wide association study (GWAS) was performed in this study for six panicle-related traits based on 706,646 high-polymorphism SNP loci in 407 accessions. As a result, 87 quantitative trait loci (QTL) regions with a physical distance of less than 100 kb were detected to be associated with these traits in three environments. Among them, 27 core regions were stably detected in at least two environments. Based on rice-foxtail millet homologous comparison, expression, and haplotype analysis, 27 high-confidence candidate genes in the QTL regions, such as Si3g11200 (OsDER1), Si1g27910 (OsMADS6), Si7g27560 (GS5), etc., affected panicle-related traits by involving multiple plant growth regulator pathways, a photoperiod response, as well as panicle and grain development. Most of these genes showed multiple effects on different panicle-related traits, such as Si3g11200 affecting all six traits. In summary, this study clarified a strategy based on the integration of GWAS, a homologous comparison, and haplotype analysis to discover the genomic regions and candidate genes for important traits in foxtail millet. The detected QTL regions and candidate genes could be further used for gene clone and marker-assisted selection in foxtail millet breeding.
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