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Ding S, Zhang D, Hao Y, Hu M, Tian H, Yang K, Zhao G, Xu R, Du W. Differences in Physiological and Agronomic Traits and Evaluation of Adaptation of Seven Maize Varieties. BIOLOGY 2024; 13:977. [PMID: 39765645 PMCID: PMC11673967 DOI: 10.3390/biology13120977] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/20/2024] [Revised: 11/19/2024] [Accepted: 11/21/2024] [Indexed: 01/11/2025]
Abstract
To better understand the growth adaptability of various maize varieties to the climate of the Alar region in Southern Xinjiang Province, an experiment was conducted using seven distinct maize varieties as test materials. A one-way randomized block design was applied to both experimental groups. In 2021 and 2022, a total of 19 indicators were observed for comparative analysis, including antioxidant enzyme activities and agronomic traits. Principal component analysis and cluster analysis were used to evaluate the adaptability of the maize varieties. The findings revealed that: (1) All seven maize varieties exhibited robust growth, with notable differences in their respective trait profiles. Specifically, the yield traits of Jin'ai 588 and Denghai 3672 showed relatively consistent performance over the two-year period. (2) Five principal components (100-kernel weight, bald tip length, catalase (CAT), number of leaves, and angle of leaf pinch at the ear) were extracted from the 19 traits via principal component analysis, with a cumulative contribution rate of 84.689%. This represented the majority of the information regarding the seven maize varieties. After calculating the comprehensive index F value, the results indicated that Xinyu 66 and Denghai 3672 had high composite scores, suggesting high production potential and suitability for cultivation in this region. Conversely, Xinyu 24 showed the lowest composite score, indicating that it is not suitable for planting in this area. (3) Ultimately, the seven maize varieties were categorized into three groups through cluster analysis; this is the same as the result of principal component analysis. This classification provides a reference for the promotion and utilization of different varieties in the southern border region and aims to optimize the comprehensive trait selection of the varieties studied.
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Affiliation(s)
- Shuqi Ding
- College of Agriculture, Tarim University, Alar 843300, China; (S.D.); (Y.H.); (M.H.); (H.T.); (K.Y.); (G.Z.); (R.X.); (W.D.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, College of Agronomy, Tarim University, Alar 843300, China
| | - Dan Zhang
- College of Agriculture, Tarim University, Alar 843300, China; (S.D.); (Y.H.); (M.H.); (H.T.); (K.Y.); (G.Z.); (R.X.); (W.D.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, College of Agronomy, Tarim University, Alar 843300, China
| | - Ying Hao
- College of Agriculture, Tarim University, Alar 843300, China; (S.D.); (Y.H.); (M.H.); (H.T.); (K.Y.); (G.Z.); (R.X.); (W.D.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, College of Agronomy, Tarim University, Alar 843300, China
| | - Mengting Hu
- College of Agriculture, Tarim University, Alar 843300, China; (S.D.); (Y.H.); (M.H.); (H.T.); (K.Y.); (G.Z.); (R.X.); (W.D.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, College of Agronomy, Tarim University, Alar 843300, China
| | - Huijuan Tian
- College of Agriculture, Tarim University, Alar 843300, China; (S.D.); (Y.H.); (M.H.); (H.T.); (K.Y.); (G.Z.); (R.X.); (W.D.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, College of Agronomy, Tarim University, Alar 843300, China
| | - Kaizhi Yang
- College of Agriculture, Tarim University, Alar 843300, China; (S.D.); (Y.H.); (M.H.); (H.T.); (K.Y.); (G.Z.); (R.X.); (W.D.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, College of Agronomy, Tarim University, Alar 843300, China
| | - Guolong Zhao
- College of Agriculture, Tarim University, Alar 843300, China; (S.D.); (Y.H.); (M.H.); (H.T.); (K.Y.); (G.Z.); (R.X.); (W.D.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, College of Agronomy, Tarim University, Alar 843300, China
| | - Ruohang Xu
- College of Agriculture, Tarim University, Alar 843300, China; (S.D.); (Y.H.); (M.H.); (H.T.); (K.Y.); (G.Z.); (R.X.); (W.D.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, College of Agronomy, Tarim University, Alar 843300, China
| | - Wentao Du
- College of Agriculture, Tarim University, Alar 843300, China; (S.D.); (Y.H.); (M.H.); (H.T.); (K.Y.); (G.Z.); (R.X.); (W.D.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, College of Agronomy, Tarim University, Alar 843300, China
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Cui Y, Xiao X, Wang M, Zhu M, Yuyama N, Zheng J, Xiong C, Liu J, Wang S, Yang Y, Chen J, Cai H. The construction of a maize-teosinte introgression population and quantitative trait loci analysis of their 21 agronomic traits. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2024; 348:112226. [PMID: 39153574 DOI: 10.1016/j.plantsci.2024.112226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Revised: 08/03/2024] [Accepted: 08/12/2024] [Indexed: 08/19/2024]
Abstract
Teosinte is a progenitor species of maize (Zea mays ssp. mays) that retains a significant reservoir of genetic resources unaltered via the domestication process. To harness and explore the genetic reservoirs inherent in teosinte, we used the cultivated publicly inbred line H95 and wild species PI566673 (Zea mays ssp. mexicana) to develop a set of introgression lines (ILs), including 366 BC2F5 lines. Using these lines, 12481 high-quality polymorphic homozygous single nucleotide polymorphisms were converted into 2358 bin markers based on Genotyping by Target Sequencing technology. The homozygous introgression ratio in the ILs was approximately 12.1 % and the heterozygous introgression ratio was approximately 5.7 %. Based on the population phenotypic data across 21 important agronomic traits collected in Sanya and Beijing, 185 and 156 quantitative trait loci (QTLs) were detected in Sanya and Beijing, respectively, with 64 stable QTLs detected in both locations. We detected 12 QTL clusters spanning 10 chromosomes consisting of diverse QTLs related to yield traits such as grain size and weight. In addition, we identified useful materials in the ILs for further gene cloning of related variations. For example, some heterogeneous inbred families with superior genetic purity, shorter target heterozygotes, and some ILs exhibit clear morphological variation associated with plant growth, development, and domestication, manifesting traits such as white stalks, sharp seeds, and cob shattering. In conclusion, our results provide a robust foundation for delving into the genetic reservoirs of teosinte, presenting a wealth of genetic resources and offering insight into the genetic architecture underlying maize agronomic traits.
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Affiliation(s)
- Yiping Cui
- College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China
| | - Xin Xiao
- College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China
| | - Mumu Wang
- Crop Research Institute, Shandong Academy of Agricultural Sciences, Jinan 250100, China
| | - Mengjiao Zhu
- College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China
| | - Nana Yuyama
- Forage Crop Research Institute, Japan Grassland Agricultural and Forage Seed Association, 388-5 Higashiakada, Nasushiobara, Tochigi 329-2742, Japan
| | - Jingru Zheng
- College of Grassland Science and Technology, China Agricultural University, Beijing 100193, China
| | - Candong Xiong
- College of Grassland Science and Technology, China Agricultural University, Beijing 100193, China
| | - Jiangjiang Liu
- College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China
| | - Sumeng Wang
- College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China
| | - Yuru Yang
- College of Grassland Science and Technology, China Agricultural University, Beijing 100193, China
| | - Jun Chen
- College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China.
| | - Hongwei Cai
- College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China; Forage Crop Research Institute, Japan Grassland Agricultural and Forage Seed Association, 388-5 Higashiakada, Nasushiobara, Tochigi 329-2742, Japan.
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Wang S, Lin H, Ye S, Jiao Z, Chen Z, Ma Y, Zhang L. High-quality chromosome-level genomic insights into molecular adaptation to low-temperature stress in Madhuca longifolia in southern subtropical China. BMC Genomics 2024; 25:877. [PMID: 39294557 PMCID: PMC11411805 DOI: 10.1186/s12864-024-10769-2] [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: 02/18/2024] [Accepted: 09/04/2024] [Indexed: 09/20/2024] Open
Abstract
BACKGROUND Madhuca longifolia, the energy-producing and medicinal tropical tree originally from southern India, faces difficulties in adapting to the low temperatures of late autumn and early winter in subtropical southern China, impacting its usability. Therefore, understanding the molecular mechanisms controlling the ability of this species to adapt to environmental challenges is essential for optimising horticulture efforts. Accordingly, this study aimed to elucidate the molecular responses of M. longifolia to low-temperature stress through genomic and transcriptomic analyses to inform strategies for its effective cultivation and utilisation in colder climates. RESULTS Herein, the high-quality reference genome and genomic assembly for M. longifolia are presented for the first time. Using Illumina sequencing, Hi-C technology, and PacBio HiFi sequencing, we assembled a chromosome-level genome approximately 737.92 Mb in size, investigated its genomic features, and conducted an evolutionary analysis of the genus Madhuca. Additionally, using transcriptome sequencing, we identified 17,941 differentially expressed genes related to low-temperature response. Through bioinformatics analysis of the WRKY gene family, 15 genes crucial for M. longifolia low-temperature resistance were identified. CONCLUSIONS This research not only lays the groundwork for the successful ecological adaptation and cultivation of M. longifolia in China's southern subtropical regions but also offers valuable insights for the genetic enhancement of cold tolerance in tropical species, contributing to their sustainable horticulture and broader industrial, medicinal, and agricultural use.
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Affiliation(s)
- Shuyu Wang
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
| | - Haoyou Lin
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
| | - Shuiyun Ye
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
| | - Zhengli Jiao
- School of Life Sciences, Guangzhou University, Guangzhou, 510006, China
| | - Zhipeng Chen
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
| | - Yifei Ma
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China
| | - Lu Zhang
- College of Forestry and Landscape Architecture, South China Agricultural University, Guangzhou, Guangdong, 510642, China.
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Li X, Ma Q, Wang X, Zhong Y, Zhang Y, Zhang P, Du Y, Luo H, Chen Y, Li X, Li Y, He R, Zhou Y, Li Y, Cheng M, He J, Rong T, Tang Q. A teosinte-derived allele of ZmSC improves salt tolerance in maize. FRONTIERS IN PLANT SCIENCE 2024; 15:1361422. [PMID: 38903442 PMCID: PMC11188391 DOI: 10.3389/fpls.2024.1361422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/26/2023] [Accepted: 04/29/2024] [Indexed: 06/22/2024]
Abstract
Maize, a salt-sensitive crop, frequently suffers severe yield losses due to soil salinization. Enhancing salt tolerance in maize is crucial for maintaining yield stability. To address this, we developed an introgression line (IL76) through introgressive hybridization between maize wild relatives Zea perennis, Tripsacum dactyloides, and inbred Zheng58, utilizing the tri-species hybrid MTP as a genetic bridge. Previously, genetic variation analysis identified a polymorphic marker on Zm00001eb244520 (designated as ZmSC), which encodes a vesicle-sorting protein described as a salt-tolerant protein in the NCBI database. To characterize the identified polymorphic marker, we employed gene cloning and homologous cloning techniques. Gene cloning analysis revealed a non-synonymous mutation at the 1847th base of ZmSCIL76 , where a guanine-to-cytosine substitution resulted in the mutation of serine to threonine at the 119th amino acid sequence (using ZmSCZ58 as the reference sequence). Moreover, homologous cloning demonstrated that the variation site derived from Z. perennis. Functional analyses showed that transgenic Arabidopsis lines overexpressing ZmSCZ58 exhibited significant reductions in leaf number, root length, and pod number, alongside suppression of the expression of genes in the SOS and CDPK pathways associated with Ca2+ signaling. Similarly, fission yeast strains expressing ZmSCZ58 displayed inhibited growth. In contrast, the ZmSCIL76 allele from Z. perennis alleviated these negative effects in both Arabidopsis and yeast, with the lines overexpressing ZmSCIL76 exhibiting significantly higher abscisic acid (ABA) content compared to those overexpressing ZmSCZ58 . Our findings suggest that ZmSC negatively regulates salt tolerance in maize by suppressing downstream gene expression associated with Ca2+ signaling in the CDPK and SOS pathways. The ZmSCIL76 allele from Z. perennis, however, can mitigate this negative regulatory effect. These results provide valuable insights and genetic resources for future maize salt tolerance breeding programs.
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Affiliation(s)
- Xiaofeng Li
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
- Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, China
| | - Qiangqiang Ma
- Pingliang Academy of Agricultural Sciences, Pingliang, China
| | - Xingyu Wang
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Yunfeng Zhong
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Yibo Zhang
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Ping Zhang
- Animal Feeding and Management Department, Research Base of Giant Panda Breeding, Chengdu, China
| | - Yiyang Du
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Hanyu Luo
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Yu Chen
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Xiangyuan Li
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Yingzheng Li
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Ruyu He
- Horticulture Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Yang Zhou
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Yang Li
- School of Urban and Rural Planning and Construction, Mianyang Teachers’ College, Mianyang, China
| | - Mingjun Cheng
- College of Grassland Resources, Southwest Minzu University, Chengdu, China
| | - Jianmei He
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Tingzhao Rong
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Qilin Tang
- Maize Research Institute, Sichuan Agricultural University, Chengdu, China
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Hu M, Tian H, Yang K, Ding S, Hao Y, Xu R, Zhang F, Liu H, Zhang D. Comprehensive Evaluation and Selection of 192 Maize Accessions from Different Sources. PLANTS (BASEL, SWITZERLAND) 2024; 13:1397. [PMID: 38794467 PMCID: PMC11125448 DOI: 10.3390/plants13101397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Revised: 04/15/2024] [Accepted: 05/02/2024] [Indexed: 05/26/2024]
Abstract
In the period 2022-2023, an analysis of fourteen phenotypic traits was conducted across 192 maize accessions in the Aral region of Xinjiang. The Shannon-Wiener diversity index was employed to quantify the phenotypic diversity among the accessions. Subsequently, a comprehensive evaluation of the index was performed utilizing correlation analysis, principal component analysis (PCA) and cluster analysis. The results highlighted significant findings: (1) A pronounced diversity was evident across the 192 maize accessions, accompanied by complex interrelationships among the traits. (2) The 14 phenotypic traits were transformed into 3 independent indicators through principal component analysis: spike factor, leaf width factor, and number of spikes per plant. (3) The 192 materials were divided into three groups using cluster analysis. The phenotypes in Group III exhibited the best performance, followed by those in Group I, and finally Group II. The selection of the three groups can vary depending on the breeding objectives. This study analysed the diversity of phenotypic traits in maize germplasm resources. Maize germplasm was categorised based on similar phenotypes. These findings provide theoretical insights for the study of maize accessions under analogous climatic conditions in Alar City, which lay the groundwork for the efficient utilization of existing germplasm as well as the development and selection of new varieties.
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Affiliation(s)
- Mengting Hu
- College of Agriculture, Tarim University, Alar 843300, China; (M.H.); (H.T.); (K.Y.); (S.D.); (Y.H.); (R.X.); (F.Z.); (H.L.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, Alar 843300, China
| | - Huijuan Tian
- College of Agriculture, Tarim University, Alar 843300, China; (M.H.); (H.T.); (K.Y.); (S.D.); (Y.H.); (R.X.); (F.Z.); (H.L.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, Alar 843300, China
| | - Kaizhi Yang
- College of Agriculture, Tarim University, Alar 843300, China; (M.H.); (H.T.); (K.Y.); (S.D.); (Y.H.); (R.X.); (F.Z.); (H.L.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, Alar 843300, China
| | - Shuqi Ding
- College of Agriculture, Tarim University, Alar 843300, China; (M.H.); (H.T.); (K.Y.); (S.D.); (Y.H.); (R.X.); (F.Z.); (H.L.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, Alar 843300, China
| | - Ying Hao
- College of Agriculture, Tarim University, Alar 843300, China; (M.H.); (H.T.); (K.Y.); (S.D.); (Y.H.); (R.X.); (F.Z.); (H.L.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, Alar 843300, China
| | - Ruohang Xu
- College of Agriculture, Tarim University, Alar 843300, China; (M.H.); (H.T.); (K.Y.); (S.D.); (Y.H.); (R.X.); (F.Z.); (H.L.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, Alar 843300, China
| | - Fulai Zhang
- College of Agriculture, Tarim University, Alar 843300, China; (M.H.); (H.T.); (K.Y.); (S.D.); (Y.H.); (R.X.); (F.Z.); (H.L.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, Alar 843300, China
| | - Hong Liu
- College of Agriculture, Tarim University, Alar 843300, China; (M.H.); (H.T.); (K.Y.); (S.D.); (Y.H.); (R.X.); (F.Z.); (H.L.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, Alar 843300, China
| | - Dan Zhang
- College of Agriculture, Tarim University, Alar 843300, China; (M.H.); (H.T.); (K.Y.); (S.D.); (Y.H.); (R.X.); (F.Z.); (H.L.)
- Key Laboratory of Genetic Improvement and Efficient Production for Specialty Crops in Arid Southern Xinjiang of Xinjiang Corps, Alar 843300, China
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Yu T, Zhang J, Cao J, Li S, Cai Q, Li X, Li S, Li Y, He C, Ma X. Identification of Multiple Genetic Loci Related to Low-Temperature Tolerance during Germination in Maize ( Zea maize L.) through a Genome-Wide Association Study. Curr Issues Mol Biol 2023; 45:9634-9655. [PMID: 38132448 PMCID: PMC10742315 DOI: 10.3390/cimb45120602] [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: 10/25/2023] [Revised: 11/13/2023] [Accepted: 11/21/2023] [Indexed: 12/23/2023] Open
Abstract
Low-temperature stress during the germination stage is an important abiotic stress that affects the growth and development of northern spring maize and seriously restricts maize yield and quality. Although some quantitative trait locis (QTLs) related to low-temperature tolerance in maize have been detected, only a few can be commonly detected, and the QTL intervals are large, indicating that low-temperature tolerance is a complex trait that requires more in-depth research. In this study, 296 excellent inbred lines from domestic and foreign origins (America and Europe) were used as the study materials, and a low-coverage resequencing method was employed for genome sequencing. Five phenotypic traits related to low-temperature tolerance were used to assess the genetic diversity of maize through a genome-wide association study (GWAS). A total of 14 SNPs significantly associated with low-temperature tolerance were detected (-log10(P) > 4), and an SNP consistently linked to low-temperature tolerance in the field and indoors during germination was utilized as a marker. This SNP, 14,070, was located on chromosome 5 at position 2,205,723, which explained 4.84-9.68% of the phenotypic variation. The aim of this study was to enrich the genetic theory of low-temperature tolerance in maize and provide support for the innovation of low-temperature tolerance resources and the breeding of new varieties.
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Affiliation(s)
- Tao Yu
- Maize Research Institute of Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China; (J.C.); (Q.C.); (X.L.); (X.M.)
- Key Laboratory of Biology and Genetics Improvement of Maize in Northern Northeast Region, Ministry of Agriculture and Rural Affairs, Harbin 150086, China
- Key Laboratory of Germplasm Resources Creation and Utilization of Maize, Harbin 150086, China
| | - Jianguo Zhang
- Maize Research Institute of Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China; (J.C.); (Q.C.); (X.L.); (X.M.)
- Key Laboratory of Biology and Genetics Improvement of Maize in Northern Northeast Region, Ministry of Agriculture and Rural Affairs, Harbin 150086, China
- Key Laboratory of Germplasm Resources Creation and Utilization of Maize, Harbin 150086, China
| | - Jingsheng Cao
- Maize Research Institute of Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China; (J.C.); (Q.C.); (X.L.); (X.M.)
- Key Laboratory of Biology and Genetics Improvement of Maize in Northern Northeast Region, Ministry of Agriculture and Rural Affairs, Harbin 150086, China
- Key Laboratory of Germplasm Resources Creation and Utilization of Maize, Harbin 150086, China
| | - Shujun Li
- Maize Research Institute of Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China; (J.C.); (Q.C.); (X.L.); (X.M.)
- Key Laboratory of Biology and Genetics Improvement of Maize in Northern Northeast Region, Ministry of Agriculture and Rural Affairs, Harbin 150086, China
- Key Laboratory of Germplasm Resources Creation and Utilization of Maize, Harbin 150086, China
| | - Quan Cai
- Maize Research Institute of Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China; (J.C.); (Q.C.); (X.L.); (X.M.)
- Key Laboratory of Biology and Genetics Improvement of Maize in Northern Northeast Region, Ministry of Agriculture and Rural Affairs, Harbin 150086, China
- Key Laboratory of Germplasm Resources Creation and Utilization of Maize, Harbin 150086, China
| | - Xin Li
- Maize Research Institute of Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China; (J.C.); (Q.C.); (X.L.); (X.M.)
- Key Laboratory of Biology and Genetics Improvement of Maize in Northern Northeast Region, Ministry of Agriculture and Rural Affairs, Harbin 150086, China
| | - Sinan Li
- Maize Research Institute of Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China; (J.C.); (Q.C.); (X.L.); (X.M.)
- Key Laboratory of Biology and Genetics Improvement of Maize in Northern Northeast Region, Ministry of Agriculture and Rural Affairs, Harbin 150086, China
| | - Yunlong Li
- Maize Research Institute of Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China; (J.C.); (Q.C.); (X.L.); (X.M.)
- Key Laboratory of Biology and Genetics Improvement of Maize in Northern Northeast Region, Ministry of Agriculture and Rural Affairs, Harbin 150086, China
| | - Changan He
- Key Laboratory of Biology and Genetics Improvement of Maize in Northern Northeast Region, Ministry of Agriculture and Rural Affairs, Harbin 150086, China
- Keshan Branch of Heilongjiang Academy of Agricultural Sciences, Qiqihaer 161000, China
| | - Xuena Ma
- Maize Research Institute of Heilongjiang Academy of Agricultural Sciences, Harbin 150086, China; (J.C.); (Q.C.); (X.L.); (X.M.)
- Key Laboratory of Biology and Genetics Improvement of Maize in Northern Northeast Region, Ministry of Agriculture and Rural Affairs, Harbin 150086, China
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Du L, Peng X, Zhang H, Xin W, Ma K, Liu Y, Hu G. Transcriptome Analysis and QTL Mapping Identify Candidate Genes and Regulatory Mechanisms Related to Low-Temperature Germination Ability in Maize. Genes (Basel) 2023; 14:1917. [PMID: 37895266 PMCID: PMC10606144 DOI: 10.3390/genes14101917] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2023] [Revised: 09/29/2023] [Accepted: 10/05/2023] [Indexed: 10/29/2023] Open
Abstract
Low-temperature germination ability (LTGA) is an important characteristic for spring sowing maize. However, few maize genes related to LTGA were confirmed, and the regulatory mechanism is less clear. Here, maize-inbred lines Ye478 and Q1 with different LTGA were used to perform transcriptome analysis at multiple low-temperature germination stages, and a co-expression network was constructed by weighted gene co-expression network analysis (WGCNA). Data analysis showed that 7964 up- and 5010 down-regulated differentially expressed genes (DEGs) of Ye478 were identified at low-temperature germination stages, while 6060 up- and 2653 down-regulated DEGs of Q1 were identified. Gene ontology (GO) enrichment analysis revealed that ribosome synthesis and hydrogen peroxide metabolism were enhanced and mRNA metabolism was weakened under low-temperature stress for Ye478, while hydrogen peroxide metabolism was enhanced and mRNA metabolism was weakened for Q1. DEGs pairwise comparisons between the two genotypes found that Ye478 performed more ribosome synthesis at low temperatures compared with Q1. WGCNA analysis based on 24 transcriptomes identified 16 co-expressed modules. Of these, the MEbrown module was highly correlated with Ye478 at low-temperature stages and catalase and superoxide dismutase activity, and the MEred, MEgreen, and MEblack modules were highly correlated with Ye478 across low-temperature stages, which revealed a significant association between LTGA and these modules. GO enrichment analysis showed the MEbrown and MEred modules mainly functioned in ribosome synthesis and cell cycle, respectively. In addition, we conducted quantitative trait loci (QTL) analysis based on a doubled haploid (DH) population constructed by Ye478 and Q1 and identified a major QTL explanting 20.6% of phenotype variance on chromosome 1. In this QTL interval, we found three, four, and three hub genes in the MEbrown, MEred, and MEgreen modules, of which two hub genes (Zm00001d031951, Zm00001d031953) related to glutathione metabolism and one hub gene (Zm00001d031617) related to oxidoreductase activity could be the candidate genes for LTGA. These biological functions and candidate genes will be helpful in understanding the regulatory mechanism of LTGA and the directional improvement of maize varieties for LTGA.
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Affiliation(s)
- Lei Du
- Hubei Hongshan Laboratory, Wuhan 430070, China; (L.D.); (Y.L.)
| | - Xin Peng
- College of Plant Science and Technology, Huazhong Agricultural University, Wuhan 430070, China; (X.P.); (H.Z.); (W.X.); (K.M.)
| | - Hao Zhang
- College of Plant Science and Technology, Huazhong Agricultural University, Wuhan 430070, China; (X.P.); (H.Z.); (W.X.); (K.M.)
| | - Wangsen Xin
- College of Plant Science and Technology, Huazhong Agricultural University, Wuhan 430070, China; (X.P.); (H.Z.); (W.X.); (K.M.)
| | - Kejun Ma
- College of Plant Science and Technology, Huazhong Agricultural University, Wuhan 430070, China; (X.P.); (H.Z.); (W.X.); (K.M.)
| | - Yongzhong Liu
- Hubei Hongshan Laboratory, Wuhan 430070, China; (L.D.); (Y.L.)
| | - Guangcan Hu
- Institute of Upland Food Crops, YiChang Academy of Agricultural Science, Yichang 443011, China
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