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Venadan S, Das AK, Dixit S, Arora A, Kumar B, Hossain F, Saha S, Rakshit S. Characterization of Indian waxy and non-waxy maize germplasm for genetic differentiation through SNP genotyping. Mol Genet Genomics 2025; 300:27. [PMID: 40011230 DOI: 10.1007/s00438-024-02222-6] [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: 04/08/2024] [Accepted: 12/21/2024] [Indexed: 02/28/2025]
Abstract
Waxy maize characterized by high amylopectin content resulting from a recessive wx1 gene, is important for both dietary and industrial applications, yet it suffers from low yields and limited breeding options. This study aims to develop a thorough understanding of the underlying genetics for successful hybridization experiments in waxy maize and the identification of potential cross combinations to derive high-yielding waxy maize hybrids in India. Here, we evaluated the kernel starch composition, yield-related traits, molecular diversity, kinship, LD, population structure, and selection signatures in a panel of 11 waxy and 37 non-waxy maize genotypes. The starch content in the panel ranged from 57.85 to 66.96%, while the amylopectin ranged from 70.65% to 96.32%. A significant positive correlation between kernel starch and amylopectin (0.39**) was identified suggesting the potential for simultaneous improvement of both these traits. The 48 maize lines were genotyped with 24,477 highly polymorphic single nucleotide polymorphisms (SNPs). Seventy-eight per cent of the pair-wise relative kinship values were less than or equal to 0, indicating minimal redundancy in the genomic composition of the inbred lines. The range of genetic distance among the pairs of waxy lines was 0.190 to 0.231 as compared to 0.076-0.264 in the non-waxy genotypes suggesting a greater genetic variation among the non-waxy genotypes. The mean LD value across the genome was 0.44. Two to four groups were identified using the model-based population structure, phylogenetic analysis and principal component analysis with no clear pattern of clustering based on the type of corn. Pairwise comparisons using the SNP dataset between waxy and non-waxy maize detected 27 loci under positive selection. The information generated in this study will be useful in the diversification of Indian waxy maize lines and the development of superior waxy maize hybrids.
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Affiliation(s)
- Sreya Venadan
- ICAR-Indian Institute of Maize Research, Ludhiana, Punjab, India
- Punjab Agricultural University, Ludhiana, Punjab, India
| | | | - Shubhank Dixit
- ICAR-Indian Institute of Maize Research, Ludhiana, Punjab, India
| | - Arushi Arora
- ICAR-Indian Institute of Maize Research, Ludhiana, Punjab, India
- Punjab Agricultural University, Ludhiana, Punjab, India
| | - Bhupender Kumar
- ICAR-Indian Institute of Maize Research, Ludhiana, Punjab, India
| | - Firoz Hossain
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Saurav Saha
- ICAR-Research Complex for NEH Region, Sikkim Centre, India
| | - Sujay Rakshit
- ICAR-Indian Institute of Agricultural Biotechnology, Ranchi, Jharkhand, India.
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Ma M, Zhong W, Zhang Q, Deng L, Wen J, Yi B, Tu J, Fu T, Zhao L, Shen J. Genome-wide analysis of transcriptome and histone modifications in Brassica napus hybrid. FRONTIERS IN PLANT SCIENCE 2023; 14:1123729. [PMID: 36778699 PMCID: PMC9911877 DOI: 10.3389/fpls.2023.1123729] [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: 12/14/2022] [Accepted: 01/16/2023] [Indexed: 06/18/2023]
Abstract
Although utilization of heterosis has largely improved the yield of many crops worldwide, the underlying molecular mechanism of heterosis, particularly for allopolyploids, remains unclear. Here, we compared epigenome and transcriptome data of an elite hybrid and its parental lines in three assessed tissues (seedling, flower bud, and silique) to explore their contribution to heterosis in allopolyploid B. napus. Transcriptome analysis illustrated that a small proportion of non-additive genes in the hybrid compared with its parents, as well as parental expression level dominance, might have a significant effect on heterosis. We identified histone modification (H3K4me3 and H3K27me3) variation between the parents and hybrid, most of which resulted from the differences between parents. H3K4me3 variations were positively correlated with gene expression differences among the hybrid and its parents. Furthermore, H3K4me3 and H3K27me3 were rather stable in hybridization and were mainly inherited additively in the B. napus hybrid. Together, our data revealed that transcriptome reprogramming and histone modification remodeling in the hybrid could serve as valuable resources for better understanding heterosis in allopolyploid crops.
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Zhao M, Liu S, Pei Y, Jiang X, Jaqueth JS, Li B, Han J, Jeffers D, Wang J, Song X. Identification of genetic loci associated with rough dwarf disease resistance in maize by integrating GWAS and linkage mapping. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2022; 315:111100. [PMID: 35067294 DOI: 10.1016/j.plantsci.2021.111100] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Revised: 10/19/2021] [Accepted: 10/21/2021] [Indexed: 06/14/2023]
Abstract
Maize rough dwarf disease (MRDD) is a viral disease that causes substantial yield loss, especially in China's summer planted maize area. Discovery of resistance genes would help in developing high-yielding resistant maize hybrids. Genome-wide association studies (GWASs) have advanced quickly and are now a powerful tool for dissecting complex genetic architectures. In this study, the disease severity index (DSI) of 292 maize inbred lines and an F6 linkage population were investigated across multiple environments for two years. Using the genotypes obtained from the Maize SNP 50K chip, a GWAS was performed with four analytical models. The results showed that 22 SNPs distributed on chromosomes 1, 3, 4, 6, 7 and 8 were significantly associated with resistance to MRDD (P<0.0001). The SNPs on chromosomes 3, 6 and 8 were consistent with the quantitative trait locus (QTL) regions from linkage mapping in an RIL population. Candidate genes identified by GWAS included an LRR receptor-like serine/threonine-protein kinase (GRMZM2G141288), and a DRE-binding protein (GRMZM2G006745). In addition, we performed an allele variation analysis of the SNP loci selected by GWAS and linkage mapping and found that the main alleles of the two SNP loci PZE_101170408 and PZE_106082685 on chromosome 1 differed in terms of disease-resistant materials and disease-susceptible materials. The identified SNPs and genes provide useful information for MRDD-related gene cloning and insights on the underlying disease resistance mechanisms, and they can be used in marker-assisted breeding to develop MRDD-resistant maize.
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Affiliation(s)
- Meiai Zhao
- Key Laboratory of Plant Biotechnology in Universities of Shandong Province, College of Life Sciences, Qingdao Agricultural University, Qingdao, 266109, China
| | - Shuangshuang Liu
- Key Laboratory of Plant Biotechnology in Universities of Shandong Province, College of Life Sciences, Qingdao Agricultural University, Qingdao, 266109, China
| | - Yuhe Pei
- Key Laboratory of Qingdao Major Crop Germplasm Resource Innovation and Application, College of Agronomy, Qingdao Agricultural University, Qingdao, 266109, China
| | - Xuwen Jiang
- Key Laboratory of Qingdao Major Crop Germplasm Resource Innovation and Application, College of Agronomy, Qingdao Agricultural University, Qingdao, 266109, China
| | | | - Bailin Li
- Corteva Agriscience, 7300 NW 62nd Ave, Johnston, IA, 50131, USA
| | - Jing Han
- Shandong Denghai Pioneer, Jinan, Shandong, 254000, China
| | - Daniel Jeffers
- Former CIMMYT Breeder, Yunnan Office, Yunnan Academy of Agricultural Sciences, Kunming, 650205, China
| | - Jiabo Wang
- Key Laboratory of Qinghai-Tibetan Plateau Animal Genetic Resource Reservation and Utilization (Southwest Minzu University), Ministry of Education, Chengdu, Sichuan, 160041, China.
| | - Xiyun Song
- Key Laboratory of Qingdao Major Crop Germplasm Resource Innovation and Application, College of Agronomy, Qingdao Agricultural University, Qingdao, 266109, China.
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Wu X, Liu Y, Zhang Y, Gu R. Advances in Research on the Mechanism of Heterosis in Plants. FRONTIERS IN PLANT SCIENCE 2021; 12:745726. [PMID: 34646291 PMCID: PMC8502865 DOI: 10.3389/fpls.2021.745726] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Accepted: 09/06/2021] [Indexed: 05/13/2023]
Abstract
Heterosis is a common biological phenomenon in nature. It substantially contributes to the biomass yield and grain yield of plants. Moreover, this phenomenon results in high economic returns in agricultural production. However, the utilization of heterosis far exceeds the level of theoretical research on this phenomenon. In this review, the recent progress in research on heterosis in plants was reviewed from the aspects of classical genetics, parental genetic distance, quantitative trait loci, transcriptomes, proteomes, epigenetics (DNA methylation, histone modification, and small RNA), and hormone regulation. A regulatory network of various heterosis-related genes under the action of different regulatory factors was summarized. This review lays a foundation for the in-depth study of the molecular and physiological aspects of this phenomenon to promote its effects on increasing the yield of agricultural production.
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Affiliation(s)
- Xilin Wu
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (Northeast Region), Ministry of Agriculture and Rural Affairs, Harbin, China
- College of Horticulture and Landscape Architecture, Northeast Agricultural University, Harbin, China
| | - Yan Liu
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (Northeast Region), Ministry of Agriculture and Rural Affairs, Harbin, China
- College of Horticulture and Landscape Architecture, Northeast Agricultural University, Harbin, China
| | - Yaowei Zhang
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (Northeast Region), Ministry of Agriculture and Rural Affairs, Harbin, China
- College of Horticulture and Landscape Architecture, Northeast Agricultural University, Harbin, China
| | - Ran Gu
- Key Laboratory of Biology and Genetic Improvement of Horticultural Crops (Northeast Region), Ministry of Agriculture and Rural Affairs, Harbin, China
- College of Horticulture and Landscape Architecture, Northeast Agricultural University, Harbin, China
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Ramekar RV, Sa KJ, Park KC, Park JY, Park KJ, Lee JK. Genetic differentiation of Mutator insertion polymorphisms and association with agronomic traits in waxy and common maize. Genes Genomics 2020; 42:631-638. [PMID: 32277363 DOI: 10.1007/s13258-020-00928-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2019] [Accepted: 03/27/2020] [Indexed: 10/24/2022]
Abstract
BACKGROUND As waxy maize is considered a key economic crop in Korea, an understanding of its genetic variation and differentiation is fundamental for the selective plant breeding. The maize genome is primarily composed of transposable elements, for which large and stable insertions generate variations that reflect selection during evolution. OBJECTIVES This study was to elucidate the genetic diversity based on the contribution of TEs and to investigate the effect of Mu transposition on the genetic divergence of waxy and common maize. We also performed an association analysis on these inbred lines to determine the Mu insertions associated with agronomic traits. METHODS In this study, we utilized a Mutator-based transposon display method to study the genetic diversity and population structure of 40 waxy and 40 common inbred lines of maize in the Gangwon Agricultural Research and Extension Services collection at the Maize Research Institute. RESULTS We detected polymorphisms in 86.33% of 278 Mutator (Mu) anchored loci, reflecting the activity of the Mu element and its contribution to genetic variation. Common maize showed a substantial amount of genetic diversity, which was greater than that observed in waxy maize. Principal-coordinate and neighbor-joining cluster analyzes consistently supported the presence of two genetically distinct groups. However, the distribution of genetic variation within the populations was much higher than the genetic differentiation among the populations. To explore the contribution of the Mu element to phenotypic variation, we analyzed the associations with ten important agronomical traits. On the basis of the combined results from two models (QGLM and Q + KLM), we found significant associations between seven Mu loci and four different traits. CONCLUSIONS These results will assist waxy maize breeders in choosing parental lines and be useful for marker-assisted selection.
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Affiliation(s)
- Rahul Vasudeo Ramekar
- Department of Applied Plant Sciences, College of Agriculture and Life Sciences, Kangwon National University, Chuncheon, 200-701, South Korea
| | - Kyu Jin Sa
- Department of Applied Plant Sciences, College of Agriculture and Life Sciences, Kangwon National University, Chuncheon, 200-701, South Korea
| | - Kyong-Cheul Park
- Department of Agriculture and Life Industry, Kangwon National University, Chuncheon, 200-701, South Korea
| | - Jong Yeol Park
- Maize Research Institute, Gangwon Agricultural Research and Extension Services, Hongcheon, 250-823, South Korea
| | - Ki Jin Park
- Maize Research Institute, Gangwon Agricultural Research and Extension Services, Hongcheon, 250-823, South Korea
| | - Ju Kyong Lee
- Department of Applied Plant Sciences, College of Agriculture and Life Sciences, Kangwon National University, Chuncheon, 200-701, South Korea.
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Molecular analysis of mutant granule-bound starch synthase-I ( waxy1) gene in diverse waxy maize inbreds. 3 Biotech 2019; 9:3. [PMID: 30555769 DOI: 10.1007/s13205-018-1530-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Accepted: 12/05/2018] [Indexed: 12/20/2022] Open
Abstract
Waxy corn is popular beacuse of its high amylopectin due to mutation in granule-bound starch synthase-I or Waxy1 (Wx1) gene. Here, we characterized the wx1 allele among 24 diverse waxy inbreds using gene-based markers. A total of 29 alleles with average of 1.81 alleles/locus were observed. Major allele frequency varied from 0.42 to 1.00, with mean of 0.74. The polymorphism information content ranged from 0.00 to 0.56 (average 0.24). Three simple sequence repeat markers, viz., phi027, phi022 and phi061 were more polymorphic in the study. The mean heterozygosity was 0.04, which indicated attainment of higher levels of homozygosity. Dissimilarity coefficient varied from 0.00 to 0.90 with average of 0.51. Seventeen diverse haplotypes of wx1 allele were observed that was consistent with the pedigree. Cluster analyses grouped 24 genotypes into two main clusters each having sub-clusters. The information generated here possesses great potential for improvement of high amylopectin in maize through marker-assisted selection. This is the first report of molecular dissection of wx1 gene among the novel waxy inbreds developed in India.
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Vakula SI, Orlovskaya OA, Khotyleva LV, Kilchevsky AV. SSR loci potentially associated with high amylopectine content in maize kernel endosperm. Vavilovskii Zhurnal Genet Selektsii 2018. [DOI: 10.18699/vj18.405] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
As a component of functional nutrition, maize cultivars with “non-traditional” kernel composition (waxy, oilbearing, sugar, opaque, etc. phenotypic variants) are promising. Mutations in the waxy gene, which break down the structure and function of the enzyme for amylose biosynthesis, lead to a waxy (with a high content of amylopectin) endosperm formation. High variability of the waxy gene limits the use of microsatellite loci in marker associated selection of waxy maize genotypes. The increased frequency of gene rearrangements within the waxy locus facilitated the origination of many high-amylopectin corn lines carrying different SSR allelic variants. The purpose of this study was to evaluate the effectiveness of using waxy locus microsatellite sequences for identification and labeling of waxy maize genotypes. To this end, a complex of biochemical (calorimetry, bichromate method), molecular-genetic (SSR-PCR, capillary gel electrophoresis with fluorescent detection of fragments) and statistical (descriptive statistics, cluster analysis, χ2) analysis methods was used. Plant material used were 33 samples of corn kernels including mutant forms with a high content of amylose, amylopectin, short-chain starches, were kindly provided by VIR genetic collection (Russian Federation) and Maize Genetics Cooperation Stock Center (USA). The contents of starch, short-chain soluble carbohydrates, amylose, amylopectin in the grain of 33 maize samples were evaluated. Compositionally similar (to endosperm carbohydrates content) groups of samples were identified. They include 13 high-amylopectin samples carriers of waxy (wx) gene mutations and 20 samples with wild-type character (Wx). Molecular genetic screening of the collection included an analysis of the polymorphism of the microsatellite loci phi022, phi027, phi061 associated with the waxy gene sequence. Allelic composition of individual loci and their combinations were analyzed in relation to the accumulation of reserve carbohydrates in the kernel endosperm. Only the analysis of the phi022/phi027 combination or all three markers in the complex allows differentiating the wild Wx and mutant wx phenotypes of maize. It was shown that not the individual allelic polymorphisms of the phi022, phi027, phi061 loci are efficient for the markerassociated selection of high-amylopectin maize, but their unique combinations.
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Affiliation(s)
- S. I. Vakula
- Institute of Genetics and Cytology, NAS of Belarus
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Devi EL, Hossain F, Muthusamy V, Chhabra R, Zunjare RU, Baveja A, Jaiswal SK, Goswami R, Dosad S. Microsatellite marker-based characterization of waxy maize inbreds for their utilization in hybrid breeding. 3 Biotech 2017; 7:316. [PMID: 28955613 PMCID: PMC5599379 DOI: 10.1007/s13205-017-0946-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2017] [Accepted: 09/05/2017] [Indexed: 11/30/2022] Open
Abstract
Waxy corn possesses 95-100% amylopectin, compared to 70-75% in normal maize, owing to mutation in Wx gene encoding a granule-bound starch synthase I. Amylopectin is used as an ingredient in textile, adhesive and paper industries. Further, waxy green cob is popular as breakfast item in South Asia and an important constituent of diet in north-eastern states of India as well. We developed a series of waxy inbreds from diverse exotic sources and through introgression breeding. To characterize and unravel the genetic relationships, 24 diverse waxy inbreds were analysed using 77 SSRs distributed throughout the genome. The study generated a total of 203 polymorphic alleles, with a mean of 2.69 alleles per locus. A total of nine unique and 20 rare alleles were detected. The polymorphism information content ranged from 0.08 to 0.68 with an average value of 0.40. Molecular profiling suggested sufficient attainment of homozygosity among the inbreds. Jaccard's dissimilarity coefficient between pairs of genotypes varied from 0.26 to 0.83 which revealed the diverse nature of the inbred lines. Cluster analyses grouped 24 genotypes into three major clusters. Principle coordinate analysis based on SSR also depicted the diverse origin of the genotypes as per the pedigree more reliably than agro-morphological traits. These inbreds were also promising for various cob and grain characteristics including grain yield. The study identified a set of potential cross-combinations that can be planned to develop highly heterotic waxy hybrid combinations. This is the first report of development and characterization of waxy inbreds in India.
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Affiliation(s)
- Elangbam Lamalakshmi Devi
- ICAR-Indian Agricultural Research Institute, New Delhi, India
- ICAR Research Complex for North Eastern Hill Region, Manipur Centre, Manipur, India
| | - Firoz Hossain
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Rashmi Chhabra
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Aanchal Baveja
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Rajat Goswami
- ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Sweta Dosad
- ICAR-Indian Agricultural Research Institute, New Delhi, India
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Berdugo-Cely J, Valbuena RI, Sánchez-Betancourt E, Barrero LS, Yockteng R. Genetic diversity and association mapping in the Colombian Central Collection of Solanum tuberosum L. Andigenum group using SNPs markers. PLoS One 2017; 12:e0173039. [PMID: 28257509 PMCID: PMC5336250 DOI: 10.1371/journal.pone.0173039] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2016] [Accepted: 02/14/2017] [Indexed: 01/03/2023] Open
Abstract
The potato (Solanum tuberosum L.) is the fourth most important crop food in the world and Colombia has one of the most important collections of potato germplasm in the world (the Colombian Central Collection-CCC). Little is known about its potential as a source of genetic diversity for molecular breeding programs. In this study, we analyzed 809 Andigenum group accessions from the CCC using 5968 SNPs to determine: 1) the genetic diversity and population structure of the Andigenum germplasm and 2) the usefulness of this collection to map qualitative traits across the potato genome. The genetic structure analysis based on principal components, cluster analyses, and Bayesian inference revealed that the CCC can be subdivided into two main groups associated with their ploidy level: Phureja (diploid) and Andigena (tetraploid). The Andigena population was more genetically diverse but less genetically substructured than the Phureja population (three vs. five subpopulations, respectively). The association mapping analysis of qualitative morphological data using 4666 SNPs showed 23 markers significantly associated with nine morphological traits. The present study showed that the CCC is a highly diverse germplasm collection genetically and phenotypically, useful to implement association mapping in order to identify genes related to traits of interest and to assist future potato genetic breeding programs.
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Affiliation(s)
- Jhon Berdugo-Cely
- Colombian Agricultural Research Corporation (CORPOICA)-Mosquera, Cundinamarca, Colombia
| | - Raúl Iván Valbuena
- Colombian Agricultural Research Corporation (CORPOICA)-Mosquera, Cundinamarca, Colombia
| | | | - Luz Stella Barrero
- Colombian Agricultural Research Corporation (CORPOICA)-Mosquera, Cundinamarca, Colombia
| | - Roxana Yockteng
- Colombian Agricultural Research Corporation (CORPOICA)-Mosquera, Cundinamarca, Colombia
- Muséum National d’Histoire Naturelle, UMR-CNRS 7205, Paris, France
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