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Liu Y, Yan L, Zhang L, Tian X, Zhang S, Guo Y, Wang Y, Fu G, Zuo Z, Liu X, Jia X, Zhu X, Yuan J. Integrated phenotypic, cytological, physiological and transcriptomic analyses of Panicum miliaceum L. provide insights into the plant dwarfing. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2025; 227:110153. [PMID: 40516494 DOI: 10.1016/j.plaphy.2025.110153] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2025] [Revised: 05/16/2025] [Accepted: 06/10/2025] [Indexed: 06/16/2025]
Abstract
Broomcorn millet is one of the most water-saving cereal crops. However, studies on regulatory mechanisms of its plant height that are closely associated with lodging resistance and yield are rarely reported. In this study, a dwarf mutant in broomcorn millet, designated as 778, was generated by ethyl methyl sulfonic acid (EMS) mutagenesis. Its dwarfing mechanism was analyzed using phenotypic, cytological and transcriptomic methods. 778 exhibited a dwarfing phenotype throughout its entire ontogenetic cycle. Compared with the wild type 260, 778 exhibited significant increases in tiller number and the antepenultimate leaf width, alongside a significant reduction in pedicel length, spike length and 1000-grain weight. Cytological analysis of the main stem revealed decreases in the length of longitudinal cells. After spraying gibberellic acid 3 (GA3), the height of 778 significantly increased, confirming its classification as a GA3-sensitive dwarf mutant. Transcriptome analysis showed 337 differentially expressed genes (DEGs) between 778 and 260, which were mainly involved in four aspects according to enrichment of GO and KEGG. One dwarf-related gene TD1 was cloned and sequenced, revealing that 778 lacked 58 bases before the termination codon. An antisense over-expression vector of CLV1, a TD1 homologous gene, was constructed and transformed into Arabidopsis thaliana. It was observed that the height of transgenic plants was reduced, indicating that inhibition of CLV1 expression might lead to dwarfing. Therefore, it is speculated that TD1 mutation may be a critical factor contributing to the dwarfing of 778. This integrated analyses provides valuable insights into the dwarf mechanism of broomcorn millet.
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Affiliation(s)
- Yang Liu
- Institute of Broomcorn Millet, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China; Zhangjiakou Hybrid Broomcorn Millet Technology Innovation Center, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China
| | - Liuyan Yan
- College of Agriculture, Henan University of Science and Technology, Luoyang, 471000, China
| | - Lina Zhang
- Institute of Broomcorn Millet, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China
| | - Xiaorui Tian
- College of Agricultural Science, Hebei North University, Zhangjiakou, 075000, China
| | - Shuai Zhang
- Institute of Broomcorn Millet, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China
| | - Yingjie Guo
- Institute of Broomcorn Millet, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China; Zhangjiakou Hybrid Broomcorn Millet Technology Innovation Center, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China
| | - Yao Wang
- Institute of Broomcorn Millet, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China
| | - Guoqing Fu
- Institute of Broomcorn Millet, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China
| | - Zhenxing Zuo
- Institute of Broomcorn Millet, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China
| | - Xiaojie Liu
- Institute of Broomcorn Millet, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China
| | - Xiaoping Jia
- College of Agriculture, Henan University of Science and Technology, Luoyang, 471000, China.
| | - Xuehai Zhu
- Institute of Broomcorn Millet, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China; Zhangjiakou Hybrid Broomcorn Millet Technology Innovation Center, Zhangjiakou Academy of Agricultural Sciences, Zhangjiakou, 075000, China.
| | - Jincheng Yuan
- College of Agricultural Science, Hebei North University, Zhangjiakou, 075000, China.
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2
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Cetin S, Sefer E. The significance of chromosome conformation capture in 3D genome architecture comprehension. Comput Biol Chem 2025; 119:108534. [PMID: 40513402 DOI: 10.1016/j.compbiolchem.2025.108534] [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: 04/05/2025] [Revised: 05/19/2025] [Accepted: 05/29/2025] [Indexed: 06/16/2025]
Abstract
Chromosomes are intricate macromolecules composed of chromatin that create three-dimensional structures within cells. The arrangement and interactions of chromosomes play a crucial role in shaping the genome's structure, function, and gene expression regulation. To fully grasp the architecture and adaptability of the genome, it is essential to understand the complex relationship between chromosomal structure and nucleotide sequences. Advances in our understanding of genome topology have been significantly driven by next-generation sequencing technologies designed for capturing chromatin conformation. The exploration of 3D genome organization has led to the development of high-throughput chromatin conformation capture (Hi-C) techniques. Hi-C is essential for revealing new aspects of genome architecture and for mapping genome-wide chromosomal interactions, both within individual chromosomes and between them. These interactions include chromosomal territories, topologically associating domains (TADs), and chromatin or gene loops. This review provides a comprehensive overview of the historical development and current state of 'C' technologies, in-depth insights into various Hi-C techniques, and the analysis of 3D genome structures. It concludes with a discussion on computational tools for analyzing high-resolution Hi-C data, the challenges in modeling 3D genome structures, and potential future advancements in the field.
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Affiliation(s)
- Selinay Cetin
- Ozyegin University Artificial Intelligence and Data Engineering Department, Nisantepe, Orman Sk. No:13, 34794, Istanbul, Türkiye
| | - Emre Sefer
- Ozyegin University Artificial Intelligence and Data Engineering Department, Nisantepe, Orman Sk. No:13, 34794, Istanbul, Türkiye.
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3
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Ren J, Liu Y, Liu S, Wang R, Qiao Z, Cao X. Effect of sowing date on physicochemical properties of waxy and non-waxy proso millet (Panicum miliaceum L.) starches. Int J Biol Macromol 2025; 303:140626. [PMID: 39914526 DOI: 10.1016/j.ijbiomac.2025.140626] [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: 11/29/2024] [Revised: 01/18/2025] [Accepted: 02/01/2025] [Indexed: 02/11/2025]
Abstract
In this experiment, waxy (Shuzi, P1) and non-waxy (Ningmei No. 14, P2) proso millet were used as experimental materials to study the quality changes of waxy and non-waxy proso millet in different sowing dates as well as the differences in the physical and chemical properties of starch, such as starch morphological structure, crystal structure and gelatinization properties. The results showed that with the postponement of the sowing date, the total starch contents of P1 and P2 decreased by 2 % - 7.28 % and 3.26 % - 8.23 %, respectively, and the protein contents decreased by 0.1 % - 9.91 % and 2.52 % - 5.03 %, respectively. Compared with B1, B3 - B5 reduced the amylose content of P1 by 15.21 % - 26.80 %. With the postponement of the sowing date, the breakdown (BD) of P1 increased by 4.68-22.79 %, while the trough viscosity (TV) and final viscosity (FV) decreased by 2.50 % - 17.43 % and 2.58 % - 9.21 %, respectively. The peak viscosity (PV), TV, BD and FV of P2 increased by 10.33 % - 36.95 %, 9.31 % - 19.86 %, 12.68 % - 81.07 % and 5.69 % - 36.46 %, respectively, with the postponement of the sowing date. The sowing date also affected the volume distribution of proso millet grains. This study clarified the influence of sowing date on the quality of proso millet grains and the physical and chemical properties of starch, providing a theoretical basis for improving the high-yield and high-quality cultivation techniques of proso millet grains and the deep processing of products.
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Affiliation(s)
- Jiangling Ren
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China; College of Agriculture, Shanxi Agricultural University, Taigu 030801, China
| | - Yuhan Liu
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China; College of Agriculture, Shanxi Agricultural University, Taigu 030801, China
| | - Sichen Liu
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China; College of Agriculture, Shanxi Agricultural University, Taigu 030801, China
| | - Ruiyun Wang
- College of Agriculture, Shanxi Agricultural University, Taigu 030801, China
| | - Zhijun Qiao
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China; College of Agriculture, Shanxi Agricultural University, Taigu 030801, China
| | - Xiaoning Cao
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China; College of Agriculture, Shanxi Agricultural University, Taigu 030801, China.
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4
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Satomura K. Tribe Paniceae Cereals with Different Ploidy Levels: Setaria italica, Panicum miliaceum, and Echinochloa esculenta. Genes (Basel) 2025; 16:426. [PMID: 40282385 PMCID: PMC12026846 DOI: 10.3390/genes16040426] [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: 02/20/2025] [Revised: 03/29/2025] [Accepted: 03/31/2025] [Indexed: 04/29/2025] Open
Abstract
Plants have repeatedly undergone whole-genome duplication during their evolutionary history. Even in modern plants, there is diversity in ploidy within and between species, providing a snapshot of the evolutionary turnover of ploidy. Here, I will review the diversity of ploidy and the evolution of the genome constitution, focusing on the millet species Setaria italica, Panicum miliaceum, and Echinochloa esculenta. These are all historically important cereal crops that have been domesticated in East Asia. They all display a basic chromosome set of nine, but they are diploid, tetraploid, and hexaploid, respectively. The timing of ploidy is different among the millet species, as is the extent of gene family expansion and gene loss. There also exists complex subgenomic evolution in the wild species within each genus. These three millet species and their related wild species are suitable models for elucidating the molecular evolution and diversity of genome duplication by comparative genomic analysis.
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Affiliation(s)
- Kazuhiro Satomura
- Department of BioScience, Nagahama Institute of Bio-Science and Technology, Shiga 526-0829, Japan
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5
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Guo S, Han F, Liu M, Han H, Dong K, Yang J, Zhang L, Gao X, Feng B, Yang P. A genome-wide association study reveals the genetic architecture of 19 agronomic traits in broomcorn millet (Panicum miliaceum L.). TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2025; 138:89. [PMID: 40159436 DOI: 10.1007/s00122-025-04870-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Accepted: 03/05/2025] [Indexed: 04/02/2025]
Abstract
KEY MESSAGE The genetic architecture of 19 growth and development and yield-related traits was dissected by a GWAS in multi-environment of a diverse population consisting of 301 broomcorn millet accessions. Broomcorn millet (Panicum miliaceum L.) is an ideal replant crop due to its advantages of drought resistance, short growth period, and strong adaptability. Understanding the genetic basis of agronomic traits is crucial for improving the efficiency of molecular breeding in broomcorn millet. In this study, a natural population consisting of 301 worldwide broomcorn millet accessions was genotyped using 208,169 high-quality single-nucleotide polymorphisms (SNPs). Nineteen agronomic traits, including growth period, plant architecture, and yield-related traits, were investigated across ten environments. Based on genomic and phenotypic data, a genome-wide association study (GWAS) was performed to identify significant marker-trait associations (MTAs) affecting these traits. Using the linear mixed model, 662 significant MTAs were identified for 19 traits, with 56 stable MTAs repeatedly identified over two environments. Among these stable SNPs, 40 were located in genomic regions where no relevant loci had been reported previously. Notably, superior alleles of four significant SNPs chr1_2925777, chr7_157147, chr4_3971792, and chr5_2126999 associated with panicle length (PL) and the whole growth period (GP) exhibited significantly higher phenotypic levels. Ultimately, 174 genes within the flanking regions of these four significant SNPs were annotated. Among these, six genes were identified as candidate genes associated with PL and GP. Further haplotype analysis identified seven haplotypes for longmi011379 and longmi011388. Phenotypic assessment of major haplotypes revealed significant differences between Hap1 and Hap2. These results provide a valuable resource for understanding the genetic mechanisms of growth and development and yield-related traits and developing marker-assisted selection breeding in broomcorn millet.
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Affiliation(s)
- Shuqing Guo
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A&F University, Taicheng Road, Yangling, 712100, Shaanxi Province, China
| | - Fei Han
- College of Resources and Environment, Shandong Agricultural University, Taian, 271000, Shandong, China
| | - Minxuan Liu
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Huibing Han
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A&F University, Taicheng Road, Yangling, 712100, Shaanxi Province, China
| | - Kongjun Dong
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, 730070, Gansu Province, China
| | - Junxue Yang
- Guyuan Branch, Ningxia Academy of Agriculture and Forestry Sciences, Guyuan, 756000, Ningxia, China
| | - Liyuan Zhang
- Chifeng Academy of Agricultural and Animal Husbandry Science, Chifeng City, 024031, China
| | - Xiaoli Gao
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A&F University, Taicheng Road, Yangling, 712100, Shaanxi Province, China
| | - Baili Feng
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A&F University, Taicheng Road, Yangling, 712100, Shaanxi Province, China
| | - Pu Yang
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A&F University, Taicheng Road, Yangling, 712100, Shaanxi Province, China.
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6
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Kirbis A, Rahmatpour N, Dong S, Yu J, Waser L, Huang H, van Gessel N, Waller M, Reski R, Lang D, Rensing SA, Temsch EM, Wegrzyn JL, Goffinet B, Liu Y, Szövényi P. Comparative analysis using a chromosome-scale genome assembly for Funaria hygrometrica suggests greater collinearity in mosses than in seed plants. Commun Biol 2025; 8:330. [PMID: 40021761 PMCID: PMC11871058 DOI: 10.1038/s42003-025-07749-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Accepted: 02/14/2025] [Indexed: 03/03/2025] Open
Abstract
Mosses, the largest lineage of seed-free plants, have smaller and less variable genome sizes than flowering plants. Nevertheless, whether this difference results from divergent genome dynamics is poorly known. Here, we use newly generated chromosome-scale genome assemblies for Funaria hygrometrica and comparative analysis with other moss and seed plant genomes to investigate moss genome dynamics. Although some aspects of moss genome dynamics are seed plant-like, such as the mechanism of genome size change and de novo gain/loss of genes, moss genomes retain higher synteny, and collinearity over evolutionary time than seed plant genomes. Furthermore, transposable elements and genes are more evenly distributed along chromosomes in mosses than in seed plants, a feature shared with other sequenced seed-free plant genomes. Overall, our findings support the hypothesis that large-scale genome structure and dynamics of mosses and seed plants differ. In particular, our data suggest a lower rate of gene order reshuffling along chromosomes in mosses compared to seed plants. We speculate that such lower rate of structural genomic variation and unique chromosome structure in mosses may contribute to their relatively smaller and less variable genome sizes.
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Affiliation(s)
- Alexander Kirbis
- Department of Systematic and Evoutionary Botany, University of Zurich, Zurich, Switzerland
- Zurich-Basel Plant Science Center, LFW, Universitätsstrasse 2, Zürich, Switzerland
| | - Nasim Rahmatpour
- Department of Ecology and Evolutionary Biology, University of Connecticut, Storrs, CT, USA
| | - Shanshan Dong
- Key Laboratory of Southern Subtropical Plant Diversity, Fairy Lake Botanical Garden, Shenzhen & Chinese Academy of Sciences, Shenzhen, Guangdong, China
| | - Jin Yu
- Key Laboratory of Genomics, Ministry of Agriculture, BGI Research, Shenzhen, Shenzhen, China
| | - Lucas Waser
- Department of Systematic and Evoutionary Botany, University of Zurich, Zurich, Switzerland
- Zurich-Basel Plant Science Center, LFW, Universitätsstrasse 2, Zürich, Switzerland
| | - Huaxing Huang
- Department of Systematic and Evoutionary Botany, University of Zurich, Zurich, Switzerland
- Zurich-Basel Plant Science Center, LFW, Universitätsstrasse 2, Zürich, Switzerland
| | - Nico van Gessel
- Plant Biotechnology, Faculty of Biology, University of Freiburg, Freiburg, Germany
| | - Manuel Waller
- Department of Systematic and Evoutionary Botany, University of Zurich, Zurich, Switzerland
- Zurich-Basel Plant Science Center, LFW, Universitätsstrasse 2, Zürich, Switzerland
| | - Ralf Reski
- Plant Biotechnology, Faculty of Biology, and Signalling Research Centres BIOSS and CIBSS, University of Freiburg, Freiburg, Germany
| | - Daniel Lang
- Bundeswehr Institute of Microbiology, Microbial Genomics and Bioforensics, Munich, Germany
| | - Stefan A Rensing
- Plant Cell Biology, Department of Biology, University of Marburg, Marburg, Germany
- Faculty of Chemistry and Pharmacy and BIOSS Centre for Biological Signalling Studies, University of Freiburg, Freiburg, Germany
| | - Eva M Temsch
- Department of Botany and Biodiversity Research, University of Vienna, Vienna, Austria
| | - Jill L Wegrzyn
- Department of Ecology and Evolutionary Biology, University of Connecticut, Storrs, CT, USA
| | - Bernard Goffinet
- Department of Ecology and Evolutionary Biology, University of Connecticut, Storrs, CT, USA
| | - Yang Liu
- Key Laboratory of Southern Subtropical Plant Diversity, Fairy Lake Botanical Garden, Shenzhen & Chinese Academy of Sciences, Shenzhen, Guangdong, China
- Key Laboratory of Genomics, Ministry of Agriculture, BGI Research, Shenzhen, Shenzhen, China
| | - Péter Szövényi
- Department of Systematic and Evoutionary Botany, University of Zurich, Zurich, Switzerland.
- Zurich-Basel Plant Science Center, LFW, Universitätsstrasse 2, Zürich, Switzerland.
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7
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Kasule F, Diack O, Mbaye M, Kakeeto R, Econopouly BF. Genomic resources, opportunities, and prospects for accelerated improvement of millets. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2024; 137:273. [PMID: 39565376 PMCID: PMC11579216 DOI: 10.1007/s00122-024-04777-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Accepted: 10/28/2024] [Indexed: 11/21/2024]
Abstract
KEY MESSAGE Genomic resources, alongside the tools and expertise required to leverage them, are essential for the effective improvement of globally significant millet crop species. Millets are essential for global food security and nutrition, particularly in sub-Saharan Africa and South Asia. They are crucial in promoting nutrition, climate resilience, economic development, and cultural heritage. Despite their critical role, millets have historically received less investment in developing genomic resources than major cereals like wheat, maize, and rice. However, recent advancements in genomics, particularly next-generation sequencing technologies, offer unprecedented opportunities for rapid improvement in millet crops. This review paper provides an overview of the status of genomic resources in millets and in harnessing the recent opportunities in artificial intelligence to address challenges in millet crop improvement to boost productivity, nutrition, and end quality. It emphasizes the significance of genomics in tackling global food security issues and underscores the necessity for innovative breeding strategies to translate genomics and AI into effective breeding strategies for millets.
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Affiliation(s)
- Faizo Kasule
- Interdepartmental Genetics and Genomics (IGG), Iowa State University, Ames, IA, 50011, USA
| | - Oumar Diack
- Centre National de Recherches Agronomiques de Bambey (CNRA), Institut Sénégalais de Recherches Agricoles (ISRA), BP 53, Bambey, Sénégal
| | - Modou Mbaye
- Centre d'Etude Régional Pour L'Amélioration de L'Adaptation À La Sécheresse (CERAAS), Institut Sénégalais de Recherches Agricoles (ISRA), Route de Khombole, BP 3320, Thiès, Sénégal
| | - Ronald Kakeeto
- National Agricultural Research Organization (NARO), National Semi-Arid Resources Research Institute (NaSARRI), P.O. Box 56, Soroti, Uganda
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8
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Liu H, Zhao H, Zhang Y, Li X, Zuo Y, Wu Z, Jin K, Xian W, Wang W, Ning W, Liu Z, Zhao X, Wang L, Sage RF, Lu T, Stata M, Cheng S. The genome of Eleocharis vivipara elucidates the genetics of C 3-C 4 photosynthetic plasticity and karyotype evolution in the Cyperaceae. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2024; 66:2505-2527. [PMID: 39177373 PMCID: PMC11583847 DOI: 10.1111/jipb.13765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Revised: 07/21/2024] [Accepted: 07/25/2024] [Indexed: 08/24/2024]
Abstract
Eleocharis vivipara, an amphibious sedge in the Cyperaceae family, has several remarkable properties, most notably its alternate use of C3 photosynthesis underwater and C4 photosynthesis on land. However, the absence of genomic data has hindered its utility for evolutionary and genetic research. Here, we present a high-quality genome for E. vivipara, representing the first chromosome-level genome for the Eleocharis genus, with an approximate size of 965.22 Mb mainly distributed across 10 chromosomes. Its Hi-C pattern, chromosome clustering results, and one-to-one genome synteny across two subgroups indicates a tetraploid structure with chromosome count 2n = 4x = 20. Phylogenetic analysis suggests that E. vivipara diverged from Cyperus esculentus approximately 32.96 million years ago (Mya), and underwent a whole-genome duplication (WGD) about 3.5 Mya. Numerous fusion and fission events were identified between the chromosomes of E. vivipara and its close relatives. We demonstrate that E. vivipara has holocentromeres, a chromosomal feature which can maintain the stability of such chromosomal rearrangements. Experimental transplantation and cross-section studies showed its terrestrial culms developed C4 Kranz anatomy with increased number of chloroplasts in the bundle sheath (BS) cells. Gene expression and weighted gene co-expression network analysis (WGCNA) showed overall elevated expression of core genes associated with the C4 pathway, and significant enrichment of genes related to modified culm anatomy and photosynthesis efficiency. We found evidence of mixed nicotinamide adenine dinucleotide - malic enzyme and phosphoenolpyruvate carboxykinase type C4 photosynthesis in E. vivipara, and hypothesize that the evolution of C4 photosynthesis predates the WGD event. The mixed type is dominated by subgenome A and supplemented by subgenome B. Collectively, our findings not only shed light on the evolution of E. vivipara and karyotype within the Cyperaceae family, but also provide valuable insights into the transition between C3 and C4 photosynthesis, offering promising avenues for crop improvement and breeding.
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Affiliation(s)
- Hongbing Liu
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
| | - Hang Zhao
- Biotechnology Research Institute, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
- Gembloux Agro-Bio Tech, TERRA Teaching and Research Centre, University of Liège, Gembloux, 4000, Belgium
| | - Yanwen Zhang
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
- State Key Laboratory of Crop Stress Adaptation and Improvement, School of Life Sciences, Henan University, Kaifeng, 475004, China
- Shenzhen Research Institute of Henan university, Shenzhen, 518000, China
| | - Xiuli Li
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
| | - Yi Zuo
- Key Laboratory of Plant Molecular Physiology, Institute of Botany, China National Botanical Garden, Chinese Academy of Science, Beijing, 100093, China
| | - Zhen Wu
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
| | - Kaining Jin
- Biotechnology Research Institute, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
- Department of Plant Sciences, Centre for Crop Systems Analysis, Wageningen University & Research, Wageningen, 6708 WB, The Netherlands
| | - Wenfei Xian
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
| | - Wenzheng Wang
- Biotechnology Research Institute, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Weidong Ning
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
| | - Zijian Liu
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
- Gembloux Agro-Bio Tech, TERRA Teaching and Research Centre, University of Liège, Gembloux, 4000, Belgium
| | - Xiaoxiao Zhao
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
| | - Lei Wang
- Key Laboratory of Plant Molecular Physiology, Institute of Botany, China National Botanical Garden, Chinese Academy of Science, Beijing, 100093, China
| | - Rowan F Sage
- Department of Ecology and Evolutionary Biology, The University of Toronto, Toronto, M5S 3B2, ON, Canada
| | - Tiegang Lu
- Biotechnology Research Institute, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Matt Stata
- Plant Resilience Institute, Michigan State University, East Lansing, 48824, MI, USA
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, 48824, MI, USA
| | - Shifeng Cheng
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
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9
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Vetriventhan M, Upadhyaya HD, Deshpande S, Johnson MS, Wallace JG, Victor A, Naresh D, Rayaprolu L, Singh K, Mayes S. Genome-wide assessment of population structure and association mapping for agronomic and grain nutritional traits in proso millet (Panicum miliaceum L.). Sci Rep 2024; 14:21920. [PMID: 39300236 DOI: 10.1038/s41598-024-72319-w] [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: 07/13/2024] [Accepted: 09/05/2024] [Indexed: 09/22/2024] Open
Abstract
Proso millet is an important but under-researched and underutilized crop with the potential to become a future smart crop because of its climate-resilient features and high nutrient content. Assessing diversity and marker-trait associations are essential to support the genomics-assisted improvement of proso millet. This study aimed to assess the population structure and diversity of a proso millet diversity panel and identify marker-trait associations for agronomic and grain nutrient traits. In this study, genome-wide single nucleotide polymorphisms (SNPs) were identified by mapping raw genotyping-by-sequencing (GBS) data onto the proso millet genome, resulting in 5621 quality-filtered SNPs in 160 diverse accessions. The modified Roger's Distance assessment indicated an average distance of 0.268 among accessions, with the race miliaceum exhibiting the highest diversity and ovatum the lowest. Proso millet germplasm diversity was structured according to geographic centers of origin and domestication. Genome-wide association mapping identified 40 marker-trait associations (MTAs), including 34 MTAs for agronomic traits and 6 for grain nutrients; 20 of these MTAs were located within genes. Favourable alleles and phenotypic values were estimated for all MTAs. This study provides valuable insights into the population structure and diversity of proso millet, identified marker-trait associations, and reported favourable alleles and their phenotypic values for supporting genomics-assisted improvement efforts in proso millet.
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Affiliation(s)
- Mani Vetriventhan
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, 502324, India.
| | - Hari D Upadhyaya
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, 502324, India
- University of Georgia, Athens, GA, 30605, USA
| | - Santosh Deshpande
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, 502324, India
- Hytech Seed India Private Limited, Hyderabad, India
| | - Matthew S Johnson
- Institute of Plant Breeding, Genetics, and Genomics, University of Georgia, Athens, GA, USA
| | - Jason G Wallace
- Institute of Plant Breeding, Genetics, and Genomics, University of Georgia, Athens, GA, USA
- Department of Crop and Soil Science, University of Georgia, Athens, GA, USA
| | - Allan Victor
- Tamil Nadu Agricultural University, Coimbatore, Tamil Nadu, India
| | - D Naresh
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, 502324, India
| | - Laavanya Rayaprolu
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, 502324, India
- Wageningen University and Research, Wageningen, The Netherlands
| | - Kuldeep Singh
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, 502324, India
| | - Sean Mayes
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, Hyderabad, Telangana, 502324, India
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10
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Mazumder S, Bhattacharya D, Lahiri D, Nag M. Milletomics: a metabolomics centered integrated omics approach toward genetic progression. Funct Integr Genomics 2024; 24:149. [PMID: 39218822 DOI: 10.1007/s10142-024-01430-y] [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: 07/05/2024] [Revised: 07/25/2024] [Accepted: 08/20/2024] [Indexed: 09/04/2024]
Abstract
Producing alternative staple foods like millet will be essential to feeding ten billion people by 2050. The increased demand for millet is driving researchers to improve its genetic variation. Millets include protein, dietary fiber, phenolic substances, and flavonoid components. Its climate resilience makes millet an appealing crop for agronomic sustainability. Integrative omics technologies could potentially identify and develop millets with desirable phenotypes that may have high agronomic value. Millets' salinity and drought tolerance have been enhanced using transcriptomics. In foxtail, finger, and pearl millet, proteomics has discovered salt-tolerant protein, phytohormone-focused protein, and drought tolerance. Metabolomics studies have revealed that certain metabolic pathways including those involving lignin, flavonoids, phenylpropanoid, and lysophospholipids are critical for many processes, including seed germination, photosynthesis, energy metabolism, and the synthesis of bioactive chemicals necessary for drought tolerance. Metabolomics integration with other omics revealed metabolome engineering and trait-specific metabolite creation. Integrated metabolomics and ionomics are still in the development stage, but they could potentially assist in comprehending the pathway of ionomers to control nutrient levels and biofortify millet. Epigenomic analysis has shown alterations in DNA methylation patterns and chromatin structure in foxtail and pearl millets in response to abiotic stress. Whole-genome sequencing utilizing next-generation sequencing is the most proficient method for finding stress-induced phytoconstituent genes. New genome sequencing enables novel biotechnological interventions including genome-wide association, mutation-based research, and other omics approaches. Millets can breed more effectively by employing next-generation sequencing and genotyping by sequencing, which may mitigate climate change. Millet marker-assisted breeding has advanced with high-throughput markers and combined genotyping technologies.
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Affiliation(s)
- Saikat Mazumder
- Department of Biotechnology, Institute of Engineering and Management, University of Engineering and Management, Kolkata, West Bengal, India
- Department of Food Technology, Guru Nanak Institute of Technology, Kolkata, West Bengal, India
| | - Debasmita Bhattacharya
- Department of Basic Science and Humanities, Institute of Engineering and Management, Kolkata University of Engineering and Management, Kolkata, West Bengal, India
| | - Dibyajit Lahiri
- Department of Biotechnology, Institute of Engineering and Management, University of Engineering and Management, Kolkata, West Bengal, India
| | - Moupriya Nag
- Department of Biotechnology, Institute of Engineering and Management, University of Engineering and Management, Kolkata, West Bengal, India.
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11
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Zhou C, Zheng X, Wang L, Yue B, DU C, Liu X. The first chromosome-level genome assembly and transcriptome sequencing provide insights into cantharidin production of the blister beetles. Integr Zool 2024; 19:929-940. [PMID: 37881135 DOI: 10.1111/1749-4877.12783] [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] [Indexed: 10/27/2023]
Abstract
Blister beetles (Coleoptera: Meloidae) produce a natural defensive toxin cantharidin (CTD), which has been used for various cancer treatments and other diseases. Currently, the lack of chromosome-level reference genomes in Meloidae limits further understanding of the mechanism of CTD biosynthesis and environmental adaptation. In this study, the chromosome-level genome assembly of Mylabris phalerata was generated based on PacBio and Hi-C sequencing. This reference genome was about 136.68 Mb in size with contig N50 of 9.17 Mb and composed of 12 chromosomes. In comparison to six other Coleoptera insects, M. phalerata exhibited multiple expanded gene families enriched in juvenile hormone (JH) biosynthetic process pathway, farnesol dehydrogenase activity, and cytochrome P450, which may be related to CTD biosynthesis. Consistently, the transcriptomic analysis suggested the "terpenoid backbone biosynthesis" pathway and "the juvenile hormone" as putative core pathways of CTD biosynthesis and presented eight up-regulated differential expression genes in male adults as candidate genes. It is possible that the restricted feeding niche and lifestyle of M. phalerata were the cause of the gene family's contraction of odorant binding proteins. The ABC transporters (ABCs) related to exporting bound toxins out of the cell and the resistance to the self-secreted toxins (e.g. CTD) were also contracted, possibly due to other self-protection strategies in M. phalerata. A foundation of understanding CTD biosynthesis and environmental adaptation of blister beetles will be established by our reference genome and discoveries.
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Affiliation(s)
- Chuang Zhou
- Key Laboratory of Bioresources and Ecoenvironment (Ministry of Education), College of Life Sciences, Sichuan University, Chengdu, P. R. China
| | - Xiaofeng Zheng
- Key Laboratory of Bioresources and Ecoenvironment (Ministry of Education), College of Life Sciences, Sichuan University, Chengdu, P. R. China
| | - Lei Wang
- Institute of Plant Protection, Sichuan Academy of Agricultural Sciences, Chengdu, P. R. China
| | - Bisong Yue
- Key Laboratory of Bioresources and Ecoenvironment (Ministry of Education), College of Life Sciences, Sichuan University, Chengdu, P. R. China
| | - Chao DU
- Baotou Teachers College, Baotou, P. R. China
| | - Xu Liu
- Institute of Plant Protection, Sichuan Academy of Agricultural Sciences, Chengdu, P. R. China
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12
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Liu Y, Cheng Z, Chen W, Wu C, Chen J, Sui Y. Establishment of genome-editing system and assembly of a near-complete genome in broomcorn millet. JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2024; 66:1688-1702. [PMID: 38695644 DOI: 10.1111/jipb.13664] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2024] [Accepted: 03/29/2024] [Indexed: 08/17/2024]
Abstract
The ancient crop broomcorn millet (Panicum miliaceum L.) is an indispensable orphan crop in semi-arid regions due to its short life cycle and excellent abiotic stress tolerance. These advantages make it an important alternative crop to increase food security and achieve the goal of zero hunger, particularly in light of the uncertainty of global climate change. However, functional genomic and biotechnological research in broomcorn millet has been hampered due to a lack of genetic tools such as transformation and genome-editing techniques. Here, we successfully performed genome editing of broomcorn millet. We identified an elite variety, Hongmi, that produces embryogenic callus and has high shoot regeneration ability in in vitro culture. We established an Agrobacterium tumefaciens-mediated genetic transformation protocol and a clustered regularly interspaced short palindromic repeats (CRISPR)/Cas9-mediated genome-editing system for Hongmi. Using these techniques, we produced herbicide-resistant transgenic plants and edited phytoene desaturase (PmPDS), which is involved in chlorophyll biosynthesis. To facilitate the rapid adoption of Hongmi as a model line for broomcorn millet research, we assembled a near-complete genome sequence of Hongmi and comprehensively annotated its genome. Together, our results open the door to improving broomcorn millet using biotechnology.
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Affiliation(s)
- Yang Liu
- State Key Laboratory of Integrated Management of Pest Insects and Rodents, Institute of Zoology, the Chinese Academy of Sciences, Beijing, 100101, China
| | - Zixiang Cheng
- State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Weiyao Chen
- State Key Laboratory of Integrated Management of Pest Insects and Rodents, Institute of Zoology, the Chinese Academy of Sciences, Beijing, 100101, China
- University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Chuanyin Wu
- State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Jinfeng Chen
- State Key Laboratory of Integrated Management of Pest Insects and Rodents, Institute of Zoology, the Chinese Academy of Sciences, Beijing, 100101, China
| | - Yi Sui
- State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
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13
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Bai Y, Liu S, Bai Y, Xu Z, Zhao H, Zhao H, Lai J, Liu Y, Song W. Application of CRISPR/Cas12i.3 for targeted mutagenesis in broomcorn millet (Panicum miliaceum L.). JOURNAL OF INTEGRATIVE PLANT BIOLOGY 2024; 66:1544-1547. [PMID: 38695642 DOI: 10.1111/jipb.13669] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Accepted: 04/09/2024] [Indexed: 08/17/2024]
Abstract
A CRISPR/Cas12i.3-based gene editing platform is established in broomcorn millet (Panicum miliaceum) and used to create new elite germplasm for this ancient crop.
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Affiliation(s)
- Yuhe Bai
- State Key Laboratory of Maize Bio-breeding, Key Laboratory of Genome Editing Research and Application, Ministry of Agriculture and Rural Affairs, Department of Plant Genetics and Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
| | - Shengnan Liu
- State Key Laboratory of Maize Bio-breeding, Key Laboratory of Genome Editing Research and Application, Ministry of Agriculture and Rural Affairs, Department of Plant Genetics and Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
| | - Yan Bai
- State Key Laboratory of Maize Bio-breeding, Key Laboratory of Genome Editing Research and Application, Ministry of Agriculture and Rural Affairs, Department of Plant Genetics and Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
- National Agricultural Technology Extension & Service Center, Beijing, 100125, China
| | - Zhisong Xu
- State Key Laboratory of Maize Bio-breeding, Key Laboratory of Genome Editing Research and Application, Ministry of Agriculture and Rural Affairs, Department of Plant Genetics and Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
- Beijing Key Laboratory of Maize DNA Fingerprinting and Molecular Breeding, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100097, China
| | - Hainan Zhao
- State Key Laboratory of Maize Bio-breeding, Key Laboratory of Genome Editing Research and Application, Ministry of Agriculture and Rural Affairs, Department of Plant Genetics and Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
| | - Haiming Zhao
- State Key Laboratory of Maize Bio-breeding, Key Laboratory of Genome Editing Research and Application, Ministry of Agriculture and Rural Affairs, Department of Plant Genetics and Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
| | - Jinsheng Lai
- State Key Laboratory of Maize Bio-breeding, Key Laboratory of Genome Editing Research and Application, Ministry of Agriculture and Rural Affairs, Department of Plant Genetics and Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
| | - Ya Liu
- Beijing Key Laboratory of Maize DNA Fingerprinting and Molecular Breeding, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100097, China
| | - Weibin Song
- State Key Laboratory of Maize Bio-breeding, Key Laboratory of Genome Editing Research and Application, Ministry of Agriculture and Rural Affairs, Department of Plant Genetics and Breeding, National Maize Improvement Center, College of Agronomy and Biotechnology, China Agricultural University, Beijing, 100193, China
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14
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Feng L, Teng F, Li N, Zhang JC, Zhang BJ, Tsai SN, Yue XL, Gu LF, Meng GH, Deng TQ, Tong SW, Wang CM, Li Y, Shi W, Zeng YL, Jiang YM, Yu W, Ngai SM, An LZ, Lam HM, He JX. A reference-grade genome of the xerophyte Ammopiptanthus mongolicus sheds light on its evolution history in legumes and drought-tolerance mechanisms. PLANT COMMUNICATIONS 2024; 5:100891. [PMID: 38561965 PMCID: PMC11287142 DOI: 10.1016/j.xplc.2024.100891] [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: 09/02/2023] [Revised: 02/26/2024] [Accepted: 03/29/2024] [Indexed: 04/04/2024]
Abstract
Plants that grow in extreme environments represent unique sources of stress-resistance genes and mechanisms. Ammopiptanthus mongolicus (Leguminosae) is a xerophytic evergreen broadleaf shrub native to semi-arid and desert regions; however, its drought-tolerance mechanisms remain poorly understood. Here, we report the assembly of a reference-grade genome for A. mongolicus, describe its evolutionary history within the legume family, and examine its drought-tolerance mechanisms. The assembled genome is 843.07 Mb in length, with 98.7% of the sequences successfully anchored to the nine chromosomes of A. mongolicus. The genome is predicted to contain 47 611 protein-coding genes, and 70.71% of the genome is composed of repetitive sequences; these are dominated by transposable elements, particularly long-terminal-repeat retrotransposons. Evolutionary analyses revealed two whole-genome duplication (WGD) events at 130 and 58 million years ago (mya) that are shared by the genus Ammopiptanthus and other legumes, but no species-specific WGDs were found within this genus. Ancestral genome reconstruction revealed that the A. mongolicus genome has undergone fewer rearrangements than other genomes in the legume family, confirming its status as a "relict plant". Transcriptomic analyses demonstrated that genes involved in cuticular wax biosynthesis and transport are highly expressed, both under normal conditions and in response to polyethylene glycol-induced dehydration. Significant induction of genes related to ethylene biosynthesis and signaling was also observed in leaves under dehydration stress, suggesting that enhanced ethylene response and formation of thick waxy cuticles are two major mechanisms of drought tolerance in A. mongolicus. Ectopic expression of AmERF2, an ethylene response factor unique to A. mongolicus, can markedly increase the drought tolerance of transgenic Arabidopsis thaliana plants, demonstrating the potential for application of A. mongolicus genes in crop improvement.
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Affiliation(s)
- Lei Feng
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China; Guangdong Provincial Key Laboratory of Biotechnology for Plant Development, School of Life Sciences, South China Normal University, Guangzhou 510631, China
| | - Fei Teng
- BGI-Shenzhen Tech Co., Ltd., Beishan Industrial Zone, Yantian District, Shenzhen 518083, China
| | - Na Li
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China
| | - Jia-Cheng Zhang
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China
| | - Bian-Jiang Zhang
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China
| | - Sau-Na Tsai
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China
| | - Xiu-Le Yue
- School of Life Sciences and Ministry of Education Key Laboratory of Cell Activities and Stress Adaptations, Lanzhou University, Lanzhou 730030, China
| | - Li-Fei Gu
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China
| | - Guang-Hua Meng
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China
| | - Tian-Quan Deng
- BGI-Shenzhen Tech Co., Ltd., Beishan Industrial Zone, Yantian District, Shenzhen 518083, China
| | - Suk-Wah Tong
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China
| | - Chun-Ming Wang
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China
| | - Yan Li
- State Key Laboratory of Subtropical Silviculture, Zhejiang Agriculture and Forestry University, Hangzhou 311300, China
| | - Wei Shi
- BGI-Shenzhen Tech Co., Ltd., Beishan Industrial Zone, Yantian District, Shenzhen 518083, China
| | - Yong-Lun Zeng
- State Key Laboratory of Plant Diversity and Specialty Crops, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou 510650, China
| | - Yue-Ming Jiang
- Guangdong Provincial Key Laboratory of Applied Botany & Key Laboratory of South China Agricultural Plant Molecular Analysis and Genetic Improvement, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou 510650, China
| | - Weichang Yu
- College of Life Sciences and Oceanography, Shenzhen University, Shenzhen 518060, China
| | - Sai-Ming Ngai
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China
| | - Li-Zhe An
- School of Life Sciences and Ministry of Education Key Laboratory of Cell Activities and Stress Adaptations, Lanzhou University, Lanzhou 730030, China; State Key Laboratory of Efficient Production of Forest Resources, Beijing Forestry University, Beijing 100083, China.
| | - Hon-Ming Lam
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China.
| | - Jun-Xian He
- School of Life Sciences and State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Sha Tin, New Territories, Hong Kong, China.
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15
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Khound R, Rajput SG, Schnable JC, Vetriventhan M, Santra DK. Genome-wide association study reveals marker-trait associations for major agronomic traits in proso millet (Panicum miliaceum L.). PLANTA 2024; 260:44. [PMID: 38963439 DOI: 10.1007/s00425-024-04465-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2024] [Accepted: 06/12/2024] [Indexed: 07/05/2024]
Abstract
MAIN CONCLUSION The pilot-scale genome-wide association study in the US proso millet identified twenty marker-trait associations for five morpho-agronomic traits identifying genomic regions for future studies (e.g. molecular breeding and map-based cloning). Proso millet (Panicum miliaceum L.) is an ancient grain recognized for its excellent water-use efficiency and short growing season. It is an indispensable part of the winter wheat-based dryland cropping system in the High Plains of the USA. Its grains are endowed with high nutritional and health-promoting properties, making it increasingly popular in the global market for healthy grains. There is a dearth of genomic resources in proso millet for developing molecular tools to complement conventional breeding for developing high-yielding varieties. Genome-wide association study (GWAS) is a widely used method to dissect the genetics of complex traits. In this pilot study of the first-ever GWAS in the US proso millet, 71 globally diverse genotypes of 109 the US proso millet core collection were evaluated for five major morpho-agronomic traits at two locations in western Nebraska, and GWAS was conducted to identify single nucleotide polymorphisms (SNPs) associated with these traits. Analysis of variance showed that there was a significant difference among the genotypes, and all five traits were also found to be highly correlated with each other. Sequence reads from genotyping-by-sequencing (GBS) were used to identify 11,147 high-quality bi-allelic SNPs. Population structure analysis with those SNPs showed stratification within the core collection. The GWAS identified twenty marker-trait associations (MTAs) for the five traits. Twenty-nine putative candidate genes associated with the five traits were also identified. These genomic regions can be used to develop genetic markers for marker-assisted selection in proso millet breeding.
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Affiliation(s)
- Rituraj Khound
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Santosh G Rajput
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, USA
- Dryland Genetics Inc, Ames, IA, USA
| | - James C Schnable
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, USA
- Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Mani Vetriventhan
- Genebank, International Crops Research Institute for the Semi-Arid Tropics, Hyderabad, Telangana, India
| | - Dipak K Santra
- Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, NE, USA.
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Wang H, Wang J, Chen C, Chen L, Li M, Qin H, Tian X, Hou S, Yang X, Jian J, Gao P, Wang L, Qiao Z, Mu Z. A complete reference genome of broomcorn millet. Sci Data 2024; 11:657. [PMID: 38906866 PMCID: PMC11192726 DOI: 10.1038/s41597-024-03489-5] [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: 01/30/2024] [Accepted: 06/06/2024] [Indexed: 06/23/2024] Open
Abstract
Broomcorn millet (Panicum miliaceum L.), known for its traits of drought resistance, adaptability to poor soil, short growth period, and high photosynthetic efficiency as a C4 plant, represents one of the earliest domesticated crops globally. This study reports the telomere-to-telomere (T2T) gap-free reference genome for broomcorn millet (AJ8) using PacBio high-fidelity (HiFi) long reads, Oxford Nanopore long-read technologies and high-throughput chromosome conformation capture (Hi-C) sequencing data. The size of AJ8 genome was approximately 834.7 Mb, anchored onto 18 pseudo-chromosomes. Notably, 18 centromeres and 36 telomeres were obtained. The assembled genome showed high quality in terms of completeness (BUSCO score: 99.6%, QV: 61.7, LAI value: 20.4). In addition, 63,678 protein-coding genes and 433.8 Mb (~52.0%) repetitive sequences were identified. The complete reference genome for broomcorn millet provides a valuable resource for genetic studies and breeding of this important cereal crop.
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Affiliation(s)
- Haigang Wang
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Key Laboratory of Crop Gene Resources and Germplasm Enhancement on Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan, 030031, China.
| | - Junjie Wang
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Key Laboratory of Crop Gene Resources and Germplasm Enhancement on Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan, 030031, China
| | | | - Ling Chen
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Key Laboratory of Crop Gene Resources and Germplasm Enhancement on Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan, 030031, China
| | - Meng Li
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Key Laboratory of Crop Gene Resources and Germplasm Enhancement on Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan, 030031, China
| | - Huibin Qin
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Key Laboratory of Crop Gene Resources and Germplasm Enhancement on Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan, 030031, China
| | - Xiang Tian
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Key Laboratory of Crop Gene Resources and Germplasm Enhancement on Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan, 030031, China
| | - Sen Hou
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Key Laboratory of Crop Gene Resources and Germplasm Enhancement on Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan, 030031, China
| | | | | | | | - Lun Wang
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Key Laboratory of Crop Gene Resources and Germplasm Enhancement on Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan, 030031, China.
| | - Zhijun Qiao
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Key Laboratory of Crop Gene Resources and Germplasm Enhancement on Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan, 030031, China.
| | - Zhixin Mu
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Key Laboratory of Crop Gene Resources and Germplasm Enhancement on Loess Plateau, Ministry of Agriculture and Rural Affairs, Taiyuan, 030031, China.
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Shi K, Dong H, Du H, Li Y, Zhou L, Liang C, Şakiroğlu M, Wang Z. The chromosome-level assembly of the wild diploid alfalfa genome provides insights into the full landscape of genomic variations between cultivated and wild alfalfa. PLANT BIOTECHNOLOGY JOURNAL 2024; 22:1757-1772. [PMID: 38288521 PMCID: PMC11123407 DOI: 10.1111/pbi.14300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 11/22/2023] [Accepted: 01/15/2024] [Indexed: 05/25/2024]
Abstract
Alfalfa (Medicago sativa L.) is one of the most important forage legumes in the world, including autotetraploid (M. sativa ssp. sativa) and diploid alfalfa (M. sativa ssp. caerulea, progenitor of autotetraploid alfalfa). Here, we reported a high-quality genome of ZW0012 (diploid alfalfa, 769 Mb, contig N50 = 5.5 Mb), which was grouped into the Northern group in population structure analysis, suggesting that our genome assembly filled a major gap among the members of M. sativa complex. During polyploidization, large phenotypic differences occurred between diploids and tetraploids, and the genetic information underlying its massive phenotypic variations remains largely unexplored. Extensive structural variations (SVs) were identified between ZW0012 and XinJiangDaYe (an autotetraploid alfalfa with released genome). We identified 71 ZW0012-specific PAV genes and 1296 XinJiangDaYe-specific PAV genes, mainly involved in defence response, cell growth, and photosynthesis. We have verified the positive roles of MsNCR1 (a XinJiangDaYe-specific PAV gene) in nodulation using an Agrobacterium rhizobia-mediated transgenic method. We also demonstrated that MsSKIP23_1 and MsFBL23_1 (two XinJiangDaYe-specific PAV genes) regulated leaf size by transient overexpression and virus-induced gene silencing analysis. Our study provides a high-quality reference genome of an important diploid alfalfa germplasm and a valuable resource of variation landscape between diploid and autotetraploid, which will facilitate the functional gene discovery and molecular-based breeding for the cultivars in the future.
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Affiliation(s)
- Kun Shi
- College of Grassland Science and TechnologycChina Agricultural UniversityBeijingChina
| | - Hongbin Dong
- College of Grassland Science and TechnologycChina Agricultural UniversityBeijingChina
| | - Huilong Du
- School of Life Sciences, Institute of Life Sciences and Green DevelopmentHebei UniversityBaodingChina
| | - Yuxian Li
- School of Life SciencesNorth China University of Science and TechnologyTangshanChina
| | - Le Zhou
- College of Grassland Science and TechnologycChina Agricultural UniversityBeijingChina
| | - Chengzhi Liang
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental BiologyChinese Academy of SciencesBeijingChina
| | - Muhammet Şakiroğlu
- Department of BioengineeringAdana AlparslanTürkeş Science and Technology UniversityAdanaTurkey
| | - Zan Wang
- College of Grassland Science and TechnologycChina Agricultural UniversityBeijingChina
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18
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Yang Y, Liu JF, Jiang XF. A chromosome-level genome assembly of Chinese quince ( Pseudocydonia sinensis). FRONTIERS IN PLANT SCIENCE 2024; 15:1368861. [PMID: 38887462 PMCID: PMC11180997 DOI: 10.3389/fpls.2024.1368861] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 05/06/2024] [Indexed: 06/20/2024]
Abstract
Introduction Pseudocydonia sinensis, also known as Chinese quince, is a perennial shrub or small tree highly valued for its edibility and medicinal properties. Method This study presents the first chromosome-level genome assembly of P. sinensis, achieved using HiFi sequencing and Hi-C scaffolding technology. Results The assembly resulted in a high-quality genome of 576.39 Mb in size. The genome was anchored to 17 pseudo-chromosomes, with a contig N50 of 27.6 Mb and a scaffold N50 of 33.8 Mb. Comprehensive assessment using BUSCO, CEGMA and BWA tools indicates the high completeness and accuracy of the genome assembly. Our analysis identified 116 species-specific genes, 1196 expanded genes and 1109 contracted genes. Additionally, the distribution of 4DTv values suggests that the most recent duplication event occurred before the divergence of P. sinensis from both Chaenomeles pinnatifida and Pyrus pyrifolia. Discussion The assembly of this high-quality genome provides a valuable platform for the genetic breeding and cultivation of P. sinensis, as well as for the comparison of the genetic complexity of P. sinensis with other important crops in the Rosaceae family.
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Affiliation(s)
- Ying Yang
- College of Agriculture and Biological Science, Dali University, Dali, Yunnan, China
| | - Jin Feng Liu
- College of Agriculture and Biological Science, Dali University, Dali, Yunnan, China
| | - Xian Feng Jiang
- College of Agriculture and Biological Science, Dali University, Dali, Yunnan, China
- Co-Innovation Center for Cangshan Mountain and Erhai Lake Integrated Protection and Green Development of Yunnan Province, Dali University, Dali, Yunnan, China
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19
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Kapoor C, Anamika, Mukesh Sankar S, Singh SP, Singh N, Kumar S. Omics-driven utilization of wild relatives for empowering pre-breeding in pearl millet. PLANTA 2024; 259:155. [PMID: 38750378 DOI: 10.1007/s00425-024-04423-0] [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: 12/17/2023] [Accepted: 04/25/2024] [Indexed: 05/23/2024]
Abstract
MAIN CONCLUSION Pearl millet wild relatives harbour novel alleles which could be utilized to broaden genetic base of cultivated species. Genomics-informed pre-breeding is needed to speed up introgression from wild to cultivated gene pool in pearl millet. Rising episodes of intense biotic and abiotic stresses challenge pearl millet production globally. Wild relatives provide a wide spectrum of novel alleles which could address challenges posed by climate change. Pre-breeding holds potential to introgress novel diversity in genetically narrow cultivated Pennisetum glaucum from diverse gene pool. Practical utilization of gene pool diversity remained elusive due to genetic intricacies. Harnessing promising traits from wild pennisetum is limited by lack of information on underlying candidate genes/QTLs. Next-Generation Omics provide vast scope to speed up pre-breeding in pearl millet. Genomic resources generated out of draft genome sequence and improved genome assemblies can be employed to utilize gene bank accessions effectively. The article highlights genetic richness in pearl millet and its utilization with a focus on harnessing next-generation Omics to empower pre-breeding.
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Affiliation(s)
- Chandan Kapoor
- ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India.
| | - Anamika
- ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - S Mukesh Sankar
- ICAR-Indian Institute of Spices Research, Kozhikode, Kerala, 673012, India
| | - S P Singh
- ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Nirupma Singh
- ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
| | - Sudhir Kumar
- ICAR-Indian Agricultural Research Institute, New Delhi, 110012, India
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20
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Lu Q, Zhao H, Zhang Z, Bai Y, Zhao H, Liu G, Liu M, Zheng Y, Zhao H, Gong H, Chen L, Deng X, Hong X, Liu T, Li B, Lu P, Wen F, Wang L, Li Z, Li H, Li H, Zhang L, Ma W, Liu C, Bai Y, Xin B, Chen J, E L, Lai J, Song W. Genomic variation in weedy and cultivated broomcorn millet accessions uncovers the genetic architecture of agronomic traits. Nat Genet 2024; 56:1006-1017. [PMID: 38658793 DOI: 10.1038/s41588-024-01718-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2023] [Accepted: 03/15/2024] [Indexed: 04/26/2024]
Abstract
Large-scale genomic variations are fundamental resources for crop genetics and breeding. Here we sequenced 1,904 genomes of broomcorn millet to an average of 40× sequencing depth and constructed a comprehensive variation map of weedy and cultivated accessions. Being one of the oldest cultivated crops, broomcorn millet has extremely low nucleotide diversity and remarkably rapid decay of linkage disequilibrium. Genome-wide association studies identified 186 loci for 12 agronomic traits. Many causative candidate genes, such as PmGW8 for grain size and PmLG1 for panicle shape, showed strong selection signatures during domestication. Weedy accessions contained many beneficial variations for the grain traits that are largely lost in cultivated accessions. Weedy and cultivated broomcorn millet have adopted different loci controlling flowering time for regional adaptation in parallel. Our study uncovers the unique population genomic features of broomcorn millet and provides an agronomically important resource for cereal crops.
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Affiliation(s)
- Qiong Lu
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Hainan Zhao
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
- Frontiers Science Center for Molecular Design Breeding (Ministry of Education), China Agricultural University, Beijing, People's Republic of China
| | - Zhengquan Zhang
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Yuhe Bai
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Haiming Zhao
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Guoqing Liu
- Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, People's Republic of China
| | - Minxuan Liu
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, People's Republic of China
| | - Yunxiao Zheng
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Haiyue Zhao
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Huihui Gong
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Lingwei Chen
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Xizhen Deng
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Xiangde Hong
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Tianxiang Liu
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Baichuan Li
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Ping Lu
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, People's Republic of China
| | - Feng Wen
- Tongliao Agricultural and Animal Husbandry Research Institute, Tongliao, People's Republic of China
| | - Lun Wang
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan, People's Republic of China
| | - Zhijiang Li
- Institute of Crop Resources Research, Heilongjiang Academy of Agricultural Sciences, Harbin, People's Republic of China
| | - Hai Li
- High Latitude Crops Institute, Shanxi Agricultural University, Datong, People's Republic of China
| | - Haiquan Li
- Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, People's Republic of China
| | - Like Zhang
- National Agricultural Technology Extension & Service Center, Beijing, People's Republic of China
| | - Wenhui Ma
- National Agricultural Technology Extension & Service Center, Beijing, People's Republic of China
| | - Chunqing Liu
- National Agricultural Technology Extension & Service Center, Beijing, People's Republic of China
| | - Yan Bai
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
- National Agricultural Technology Extension & Service Center, Beijing, People's Republic of China
| | - Beibei Xin
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Jian Chen
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Lizhu E
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
| | - Jinsheng Lai
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China
- Frontiers Science Center for Molecular Design Breeding (Ministry of Education), China Agricultural University, Beijing, People's Republic of China
- Center for Crop Functional Genomics and Molecular Breeding, China Agricultural University, Beijing, People's Republic of China
- Sanya Institute of China Agricultural University, Sanya, People's Republic of China
| | - Weibin Song
- State Key Laboratory of Maize Bio-breeding, National Maize Improvement Center, China Agricultural University, Beijing, People's Republic of China.
- Frontiers Science Center for Molecular Design Breeding (Ministry of Education), China Agricultural University, Beijing, People's Republic of China.
- Center for Crop Functional Genomics and Molecular Breeding, China Agricultural University, Beijing, People's Republic of China.
- Sanya Institute of China Agricultural University, Sanya, People's Republic of China.
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21
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Wang Y, Luo Y, Ge Y, Liu S, Liang W, Wu C, Wei S, Zhu J. Chromosome-level genome assembly of the predatory stink bug Arma custos. Sci Data 2024; 11:417. [PMID: 38654007 PMCID: PMC11039643 DOI: 10.1038/s41597-024-03270-8] [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: 03/04/2024] [Accepted: 04/16/2024] [Indexed: 04/25/2024] Open
Abstract
The stink bug Arma custos (Hemiptera: Pentatomidae) is a predatory enemy successfully used for biocontrol of lepidopteran and coleopteran pests in notorious invasive species. In this study, a high-quality chromosome-scale genome assembly of A. custos was achieved through a combination of Illumina sequencing, PacBio HiFi sequencing, and Hi-C scaffolding techniques. The final assembled genome was 969.02 Mb in size, with 935.94 Mb anchored to seven chromosomes, and a scaffold N50 length of 135.75 Mb. This genome comprised 52.78% repetitive elements. The detected complete BUSCO score was 99.34%, indicating its completeness. A total of 13,708 protein-coding genes were predicted in the genome, and 13219 of them were annotated. This genome provides an invaluable resource for further research on various aspects of predatory bugs, such as biology, genetics, and functional genomics.
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Affiliation(s)
- Yuqin Wang
- Key Laboratory of Forest Disaster Warning and Control of Yunnan Province, Southwest Forestry University, Kunming, 650224, China
| | - Yunfei Luo
- Key Laboratory of Forest Disaster Warning and Control of Yunnan Province, Southwest Forestry University, Kunming, 650224, China
| | - Yunkang Ge
- Key Laboratory of Forest Disaster Warning and Control of Yunnan Province, Southwest Forestry University, Kunming, 650224, China
| | - Sha Liu
- Key Laboratory of Forest Disaster Warning and Control of Yunnan Province, Southwest Forestry University, Kunming, 650224, China
| | - Wenkai Liang
- Key Laboratory of Forest Disaster Warning and Control of Yunnan Province, Southwest Forestry University, Kunming, 650224, China
| | - Chaoyan Wu
- Key Laboratory of Forest Disaster Warning and Control of Yunnan Province, Southwest Forestry University, Kunming, 650224, China
| | - Shujun Wei
- Key Laboratory of Forest Disaster Warning and Control of Yunnan Province, Southwest Forestry University, Kunming, 650224, China
- Institute of Plant Protection, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100091, China
| | - Jiaying Zhu
- Key Laboratory of Forest Disaster Warning and Control of Yunnan Province, Southwest Forestry University, Kunming, 650224, China.
- Key Laboratory for Forest Resources Conservation and Utilization in the Southwest Mountains of China, Ministry of Education, Southwest Forestry University, Kunming, 650224, China.
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22
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Zhang T, Huang W, Zhang L, Li DZ, Qi J, Ma H. Phylogenomic profiles of whole-genome duplications in Poaceae and landscape of differential duplicate retention and losses among major Poaceae lineages. Nat Commun 2024; 15:3305. [PMID: 38632270 PMCID: PMC11024178 DOI: 10.1038/s41467-024-47428-9] [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: 07/13/2023] [Accepted: 04/02/2024] [Indexed: 04/19/2024] Open
Abstract
Poaceae members shared a whole-genome duplication called rho. However, little is known about the evolutionary pattern of the rho-derived duplicates among Poaceae lineages and implications in adaptive evolution. Here we present phylogenomic/phylotranscriptomic analyses of 363 grasses covering all 12 subfamilies and report nine previously unknown whole-genome duplications. Furthermore, duplications from a single whole-genome duplication were mapped to multiple nodes on the species phylogeny; a whole-genome duplication was likely shared by woody bamboos with possible gene flow from herbaceous bamboos; and recent paralogues of a tetraploid Oryza are implicated in tolerance of seawater submergence. Moreover, rho duplicates showing differential retention among subfamilies include those with functions in environmental adaptations or morphogenesis, including ACOT for aquatic environments (Oryzoideae), CK2β for cold responses (Pooideae), SPIRAL1 for rapid cell elongation (Bambusoideae), and PAI1 for drought/cold responses (Panicoideae). This study presents a Poaceae whole-genome duplication profile with evidence for multiple evolutionary mechanisms that contribute to gene retention and losses.
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Affiliation(s)
- Taikui Zhang
- Department of Biology, the Eberly College of Science, and the Huck Institutes of the Life Sciences, the Pennsylvania State University, University Park, State College, PA, 16802, USA
- Ministry of Education Key Laboratory for Biodiversity Science and Ecological Engineering, School of Life Sciences, Fudan University, Shanghai, 200438, China
| | - Weichen Huang
- Department of Biology, the Eberly College of Science, and the Huck Institutes of the Life Sciences, the Pennsylvania State University, University Park, State College, PA, 16802, USA
| | - Lin Zhang
- Ministry of Education Key Laboratory for Biodiversity Science and Ecological Engineering, School of Life Sciences, Fudan University, Shanghai, 200438, China
- Chongqing Key Laboratory of Plant Resource Conservation and Germplasm Innovation, School of Life Sciences, Southwest University, Chongqing, 400715, China
| | - De-Zhu Li
- Germplasm Bank of Wild Species, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China
| | - Ji Qi
- Ministry of Education Key Laboratory for Biodiversity Science and Ecological Engineering, School of Life Sciences, Fudan University, Shanghai, 200438, China.
| | - Hong Ma
- Department of Biology, the Eberly College of Science, and the Huck Institutes of the Life Sciences, the Pennsylvania State University, University Park, State College, PA, 16802, USA.
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23
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Jiang Y, Dong L, Li H, Liu Y, Wang X, Liu G. Genetic linkage map construction and QTL analysis for plant height in proso millet (Panicum miliaceum L.). TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2024; 137:78. [PMID: 38466414 DOI: 10.1007/s00122-024-04576-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 02/06/2024] [Indexed: 03/13/2024]
Abstract
KEY MESSAGE A genetic linkage map representing proso millet genome was constructed with SSR markers, and a major QTL corresponding to plant height was mapped on chromosome 14 of this map. Proso millet (Panicum miliaceum L.) has the lowest water requirements of all cultivated cereal crops. However, the lack of a genetic map and the paucity of genomic resources for this species have limited the utility of proso millet for detailed genetic studies and hampered genetic improvement programs. In this study, 97,317 simple sequence repeat (SSR) markers were developed based on the genome sequence of the proso millet landrace Longmi 4. Using some of these markers in conjunction with previously identified SSRs, an SSR-based linkage map for proso millet was successfully constructed using a large mapping population (316 F2 offspring). In total, 186 SSR markers were assigned to 18 linkage groups corresponding to the haploid chromosomes. The constructed map had a total length of 3033.42 centimorgan (cM) covering 78.17% of the assembled reference genome. The length of the 18 linkage groups ranged from 88.89 cM (Chr. 15) to 274.82 cM (Chr. 16), with an average size of 168.17 cM. To our knowledge, this is the first genetic linkage map for proso millet based on SSR markers. Plant height is one of the most important traits in crop improvement. A major QTL was repeatedly detected in different environments, explaining 8.70-24.50% of the plant height variations. A candidate gene affecting auxin biosynthesis and transport, and ROS homeostasis regulation was predicted. Thus, the linkage map and QTL analysis provided herein will promote the development of gene mining and molecular breeding in proso millet.
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Affiliation(s)
- Yanmiao Jiang
- Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, 050035, Hebei, China
- Key Laboratory of Minor Crops in Hebei, Shijiazhuang, 050035, Hebei, China
| | - Li Dong
- Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, 050035, Hebei, China
- Key Laboratory of Minor Crops in Hebei, Shijiazhuang, 050035, Hebei, China
| | - Haiquan Li
- Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, 050035, Hebei, China
- Key Laboratory of Minor Crops in Hebei, Shijiazhuang, 050035, Hebei, China
| | - Yanan Liu
- Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, 050035, Hebei, China
- Key Laboratory of Minor Crops in Hebei, Shijiazhuang, 050035, Hebei, China
| | - Xindong Wang
- Institute of Cereal and Oil Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, 050035, Hebei, China
| | - Guoqing Liu
- Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, 050035, Hebei, China.
- Key Laboratory of Minor Crops in Hebei, Shijiazhuang, 050035, Hebei, China.
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24
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Tang R, Huang C, Yang J, Rao ZC, Cao L, Bai PH, Zhao XC, Dong JF, Yan XZ, Wan FH, Jiang NJ, Han RC. A ghost moth olfactory prototype of the lepidopteran sex communication. Gigascience 2024; 13:giae044. [PMID: 39028585 PMCID: PMC11258902 DOI: 10.1093/gigascience/giae044] [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: 08/21/2023] [Revised: 04/07/2024] [Accepted: 06/22/2024] [Indexed: 07/21/2024] Open
Abstract
Sex role differentiation is a widespread phenomenon. Sex pheromones are often associated with sex roles and convey sex-specific information. In Lepidoptera, females release sex pheromones to attract males, which evolve sophisticated olfactory structures to relay pheromone signals. However, in some primitive moths, sex role differentiation becomes diverged. Here, we introduce the chromosome-level genome assembly from ancestral Himalaya ghost moths, revealing a unique olfactory evolution pattern and sex role parity among Lepidoptera. These olfactory structures of the ghost moths are characterized by a dense population of trichoid sensilla, both larger male and female antennal entry parts of brains, compared to the evolutionary later Lepidoptera. Furthermore, a unique tandem of 34 odorant receptor 19 homologs in Thitarodes xiaojinensis (TxiaOr19) has been identified, which presents overlapped motifs with pheromone receptors (PRs). Interestingly, the expanded TxiaOr19 was predicted to have unconventional tuning patterns compared to canonical PRs, with nonsexual dimorphic olfactory neuropils discovered, which contributes to the observed equal sex roles in Thitarodes adults. Additionally, transposable element activity bursts have provided traceable loci landscapes where parallel diversifications occurred between TxiaOr19 and PRs, indicating that the Or19 homolog expansions were diversified to PRs during evolution and thus established the classic sex roles in higher moths. This study elucidates an olfactory prototype of intermediate sex communication from Himalaya ghost moths.
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Affiliation(s)
- Rui Tang
- Guangdong Key Laboratory of Animal Conservation and Resource Utilization, Guangdong Public Laboratory of Wild Animal Conservation and Utilization, Institute of Zoology, Guangdong Academy of Sciences, Guangzhou, 510260, China
| | - Cong Huang
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193, China
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
| | - Jun Yang
- College of Plant Protection, Shanxi Agricultural University, Shanxi, 030801, China
| | - Zhong-Chen Rao
- Guangdong Key Laboratory of Animal Conservation and Resource Utilization, Guangdong Public Laboratory of Wild Animal Conservation and Utilization, Institute of Zoology, Guangdong Academy of Sciences, Guangzhou, 510260, China
| | - Li Cao
- Guangdong Key Laboratory of Animal Conservation and Resource Utilization, Guangdong Public Laboratory of Wild Animal Conservation and Utilization, Institute of Zoology, Guangdong Academy of Sciences, Guangzhou, 510260, China
| | - Peng-Hua Bai
- Institute of Plant Protection, Tianjin Academy of Agricultural Sciences, Tianjin, 300384, China
| | - Xin-Cheng Zhao
- Henan International Laboratory for Green Pest Control, College of Plant Protection, Henan Agricultural University, Zhengzhou, 450046, China
| | - Jun-Feng Dong
- Forestry College, Henan University of Science and Technology, Luoyang, 471000, China
| | - Xi-Zhong Yan
- College of Plant Protection, Shanxi Agricultural University, Shanxi, 030801, China
| | - Fang-Hao Wan
- State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193, China
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, 518120, China
| | - Nan-Ji Jiang
- Department of Evolutionary Neuroethology, Max Planck Institute for Chemical Ecology, Jena, D-07745, Germany
| | - Ri-Chou Han
- Guangdong Key Laboratory of Animal Conservation and Resource Utilization, Guangdong Public Laboratory of Wild Animal Conservation and Utilization, Institute of Zoology, Guangdong Academy of Sciences, Guangzhou, 510260, China
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25
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Chen J, Liu Y, Liu M, Guo W, Wang Y, He Q, Chen W, Liao Y, Zhang W, Gao Y, Dong K, Ren R, Yang T, Zhang L, Qi M, Li Z, Zhao M, Wang H, Wang J, Qiao Z, Li H, Jiang Y, Liu G, Song X, Deng Y, Li H, Yan F, Dong Y, Li Q, Li T, Yang W, Cui J, Wang H, Zhou Y, Zhang X, Jia G, Lu P, Zhi H, Tang S, Diao X. Pangenome analysis reveals genomic variations associated with domestication traits in broomcorn millet. Nat Genet 2023; 55:2243-2254. [PMID: 38036791 PMCID: PMC10703678 DOI: 10.1038/s41588-023-01571-z] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2022] [Accepted: 10/17/2023] [Indexed: 12/02/2023]
Abstract
Broomcorn millet (Panicum miliaceum L.) is an orphan crop with the potential to improve cereal production and quality, and ensure food security. Here we present the genetic variations, population structure and diversity of a diverse worldwide collection of 516 broomcorn millet genomes. Population analysis indicated that the domesticated broomcorn millet originated from its wild progenitor in China. We then constructed a graph-based pangenome of broomcorn millet based on long-read de novo genome assemblies of 32 representative accessions. Our analysis revealed that the structural variations were highly associated with transposable elements, which influenced gene expression when located in the coding or regulatory regions. We also identified 139 loci associated with 31 key domestication and agronomic traits, including candidate genes and superior haplotypes, such as LG1, for panicle architecture. Thus, the study's findings provide foundational resources for developing genomics-assisted breeding programs in broomcorn millet.
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Affiliation(s)
- Jinfeng Chen
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China.
- State Key Laboratory of Integrated Management of Pest Insects and Rodents, Institute of Zoology, Chinese Academy of Sciences, Beijing, China.
| | - Yang Liu
- State Key Laboratory of Integrated Management of Pest Insects and Rodents, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
| | - Minxuan Liu
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Wenlei Guo
- State Key Laboratory of Integrated Management of Pest Insects and Rodents, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Yongqiang Wang
- Institute of Cotton, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, China
| | - Qiang He
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Weiyao Chen
- State Key Laboratory of Integrated Management of Pest Insects and Rodents, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Yi Liao
- College of Horticulture, South China Agricultural University, Guangzhou, China
| | - Wei Zhang
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Yuanzhu Gao
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Kongjun Dong
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, China
| | - Ruiyu Ren
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, China
| | - Tianyu Yang
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, China
| | - Liyuan Zhang
- Chifeng Academy of Agricultural and Animal Husbandry Sciences, Chifeng, China
| | - Mingyu Qi
- Chifeng Academy of Agricultural and Animal Husbandry Sciences, Chifeng, China
| | - Zhiguang Li
- Chifeng Academy of Agricultural and Animal Husbandry Sciences, Chifeng, China
| | - Min Zhao
- Chifeng Academy of Agricultural and Animal Husbandry Sciences, Chifeng, China
| | - Haigang Wang
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan, China
| | - Junjie Wang
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan, China
| | - Zhijun Qiao
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan, China
| | - Haiquan Li
- Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, China
| | - Yanmiao Jiang
- Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, China
| | - Guoqing Liu
- Institute of Millet Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, China
| | - Xiaoqiang Song
- High Latitude Crops Institute to Shanxi Academy, Shanxi Agricultural University (Shanxi Academy of Agricultural Sciences), Datong, China
| | - Yarui Deng
- High Latitude Crops Institute to Shanxi Academy, Shanxi Agricultural University (Shanxi Academy of Agricultural Sciences), Datong, China
| | - Hai Li
- High Latitude Crops Institute to Shanxi Academy, Shanxi Agricultural University (Shanxi Academy of Agricultural Sciences), Datong, China
| | - Feng Yan
- Qiqihar Sub-academy of Heilongjiang Academy of Agricultural Sciences, Qiqihar, China
| | - Yang Dong
- Qiqihar Sub-academy of Heilongjiang Academy of Agricultural Sciences, Qiqihar, China
| | - Qingquan Li
- Qiqihar Sub-academy of Heilongjiang Academy of Agricultural Sciences, Qiqihar, China
| | - Tao Li
- Institute of Crop Sciences, Inner Mongolia Academy of Agricultural and Animal Husbandry Sciences, Hohhot, China
| | - Wenyao Yang
- Institute of Crop Sciences, Inner Mongolia Academy of Agricultural and Animal Husbandry Sciences, Hohhot, China
| | - Jianghui Cui
- College of Agronomy, Hebei Agricultural University, Baoding, China
| | - Hongru Wang
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, China
| | - Yongfeng Zhou
- Shenzhen Branch, Guangdong Laboratory of Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, China
| | - Xiaoming Zhang
- State Key Laboratory of Integrated Management of Pest Insects and Rodents, Institute of Zoology, Chinese Academy of Sciences, Beijing, China
| | - Guanqing Jia
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Ping Lu
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Hui Zhi
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Sha Tang
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China.
| | - Xianmin Diao
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, China.
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26
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DiMario RJ, Kophs AN, Apalla AJA, Schnable JN, Cousins AB. Multiple highly expressed phosphoenolpyruvate carboxylase genes have divergent enzyme kinetic properties in two C4 grasses. ANNALS OF BOTANY 2023; 132:413-428. [PMID: 37675505 PMCID: PMC10667006 DOI: 10.1093/aob/mcad116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Accepted: 09/06/2023] [Indexed: 09/08/2023]
Abstract
BACKGROUND AND AIMS Phosphoenolpyruvate (PEP) carboxylase (PEPC) catalyses the irreversible carboxylation of PEP with bicarbonate to produce oxaloacetate. This reaction powers the carbon-concentrating mechanism (CCM) in plants that perform C4 photosynthesis. This CCM is generally driven by a single PEPC gene product that is highly expressed in the cytosol of mesophyll cells. We found two C4 grasses, Panicum miliaceum and Echinochloa colona, that each have two highly expressed PEPC genes. We characterized the kinetic properties of the two most abundant PEPCs in E. colona and P. miliaceum to better understand how the enzyme's amino acid structure influences its function. METHODS Coding sequences of the two most abundant PEPC proteins in E. colona and P. miliaceum were synthesized by GenScript and were inserted into bacteria expression plasmids. Point mutations resulting in substitutions at conserved amino acid residues (e.g. N-terminal serine and residue 890) were created via site-directed PCR mutagenesis. The kinetic properties of semi-purified plant PEPCs from Escherichia coli were analysed using membrane-inlet mass spectrometry and a spectrophotometric enzyme-coupled reaction. KEY RESULTS The two most abundant P. miliaceum PEPCs (PmPPC1 and PmPPC2) have similar sequence identities (>95 %), and as a result had similar kinetic properties. The two most abundant E. colona PEPCs (EcPPC1 and EcPPC2) had identities of ~78 % and had significantly different kinetic properties. The PmPPCs and EcPPCs had different responses to allosteric inhibitors and activators, and substitutions at the conserved N-terminal serine and residue 890 resulted in significantly altered responses to allosteric regulators. CONCLUSIONS The two, significantly expressed C4Ppc genes in P. miliaceum were probably the result of genomes combining from two closely related C4Panicum species. We found natural variation in PEPC's sensitivity to allosteric inhibition that seems to bypass the conserved 890 residue, suggesting alternative evolutionary pathways for increased malate tolerance and other kinetic properties.
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Affiliation(s)
- Robert J DiMario
- School of Biological Sciences, Washington State University, Pullman, WA 99164, USA
| | - Ashley N Kophs
- School of Biological Sciences, Washington State University, Pullman, WA 99164, USA
| | - Anthony J A Apalla
- School of Biological Sciences, Washington State University, Pullman, WA 99164, USA
| | - James N Schnable
- Department of Agronomy and Horticulture, University of Nebraska, Lincoln, NE 68583, USA
| | - Asaph B Cousins
- School of Biological Sciences, Washington State University, Pullman, WA 99164, USA
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27
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Chaudhary N, Salgotra RK, Chauhan BS. Genetic Enhancement of Cereals Using Genomic Resources for Nutritional Food Security. Genes (Basel) 2023; 14:1770. [PMID: 37761910 PMCID: PMC10530810 DOI: 10.3390/genes14091770] [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: 08/16/2023] [Revised: 09/04/2023] [Accepted: 09/06/2023] [Indexed: 09/29/2023] Open
Abstract
Advances in genomics resources have facilitated the evolution of cereal crops with enhanced yield, improved nutritional values, and heightened resistance to various biotic and abiotic stresses. Genomic approaches present a promising avenue for the development of high-yielding varieties, thereby ensuring food and nutritional security. Significant improvements have been made within the omics domain, specifically in genomics, transcriptomics, and proteomics. The advent of Next-Generation Sequencing (NGS) techniques has yielded an immense volume of data, accompanied by substantial progress in bioinformatic tools for proficient analysis. The synergy between genomics and computational tools has been acknowledged as pivotal for unravelling the intricate mechanisms governing genome-wide gene regulation. Within this review, the essential genomic resources are delineated, and their harmonization in the enhancement of cereal crop varieties is expounded upon, with a paramount focus on fulfilling the nutritional requisites of humankind. Furthermore, an encompassing compendium of the available genomic resources for cereal crops is presented, accompanied by an elucidation of their judicious utilization in the advancement of crop attributes.
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Affiliation(s)
- Neeraj Chaudhary
- School of Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Jammu, Chatha, Jammu 180009, Jammu and Kashmir, India; (N.C.); (R.K.S.)
| | - Romesh Kumar Salgotra
- School of Biotechnology, Sher-e-Kashmir University of Agricultural Sciences and Technology of Jammu, Chatha, Jammu 180009, Jammu and Kashmir, India; (N.C.); (R.K.S.)
| | - Bhagirath Singh Chauhan
- Queensland Alliance for Agriculture and Food Innovation (QAAFI), The University of Queensland, Gatton, QLD 4343, Australia
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28
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Cheng Z, Wen S, Wu Y, Shang L, Wu L, Lyu D, Yu H, Wang J, Jian H. Comparatively Evolution and Expression Analysis of GRF Transcription Factor Genes in Seven Plant Species. PLANTS (BASEL, SWITZERLAND) 2023; 12:2790. [PMID: 37570944 PMCID: PMC10421444 DOI: 10.3390/plants12152790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2023] [Revised: 07/16/2023] [Accepted: 07/20/2023] [Indexed: 08/13/2023]
Abstract
Growth regulatory factors (GRF) are plant-specific transcription factors that play pivotal roles in growth and various abiotic stresses regulation. However, adaptive evolution of GRF gene family in land plants are still being elucidated. Here, we performed the evolutionary and expression analysis of GRF gene family from seven representative species. Extensive phylogenetic analyses and gene structure analysis revealed that the number of genes, QLQ domain and WRC domain identified in higher plants was significantly greater than those identified in lower plants. Besides, dispersed duplication and WGD/segmental duplication effectively promoted expansion of the GRF gene family. The expression patterns of GRF gene family and target genes were found in multiple floral organs and abundant in actively growing tissues. They were also found to be particularly expressed in response to various abiotic stresses, with stress-related elements in promoters, implying potential roles in floral development and abiotic stress. Our analysis in GRF gene family interaction network indicated the similar results that GRFs resist to abiotic stresses with the cooperation of other transcription factors like GIFs. This study provides insights into evolution in the GRF gene family, together with expression patterns valuable for future functional researches of plant abiotic stress biology.
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Affiliation(s)
- Zhihan Cheng
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Southwest University, Chongqing 400715, China; (Z.C.); (S.W.); (Y.W.); (L.S.); (L.W.); (D.L.); (J.W.)
- College of Agronomy and Biotechnology, Southwest University, Chongqing 400715, China
| | - Shiqi Wen
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Southwest University, Chongqing 400715, China; (Z.C.); (S.W.); (Y.W.); (L.S.); (L.W.); (D.L.); (J.W.)
- College of Agronomy and Biotechnology, Southwest University, Chongqing 400715, China
| | - Yuke Wu
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Southwest University, Chongqing 400715, China; (Z.C.); (S.W.); (Y.W.); (L.S.); (L.W.); (D.L.); (J.W.)
- College of Agronomy and Biotechnology, Southwest University, Chongqing 400715, China
| | - Lina Shang
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Southwest University, Chongqing 400715, China; (Z.C.); (S.W.); (Y.W.); (L.S.); (L.W.); (D.L.); (J.W.)
- College of Agronomy and Biotechnology, Southwest University, Chongqing 400715, China
| | - Lin Wu
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Southwest University, Chongqing 400715, China; (Z.C.); (S.W.); (Y.W.); (L.S.); (L.W.); (D.L.); (J.W.)
- College of Agronomy and Biotechnology, Southwest University, Chongqing 400715, China
- State Cultivation Base of Crop Stress Biology for Southern Mountainous Land of Southwest University, Chongqing 400715, China
- Chongqing Key Laboratory of Biology and Genetic Breeding for Tuber and Root Crops, Chongqing 400715, China
| | - Dianqiu Lyu
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Southwest University, Chongqing 400715, China; (Z.C.); (S.W.); (Y.W.); (L.S.); (L.W.); (D.L.); (J.W.)
- College of Agronomy and Biotechnology, Southwest University, Chongqing 400715, China
- State Cultivation Base of Crop Stress Biology for Southern Mountainous Land of Southwest University, Chongqing 400715, China
- Chongqing Key Laboratory of Biology and Genetic Breeding for Tuber and Root Crops, Chongqing 400715, China
| | - Hongtao Yu
- Suihua Branch of Heilongjiang Academy of Agriculture Sciences, Suihua 152052, China;
| | - Jichun Wang
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Southwest University, Chongqing 400715, China; (Z.C.); (S.W.); (Y.W.); (L.S.); (L.W.); (D.L.); (J.W.)
- College of Agronomy and Biotechnology, Southwest University, Chongqing 400715, China
- State Cultivation Base of Crop Stress Biology for Southern Mountainous Land of Southwest University, Chongqing 400715, China
| | - Hongju Jian
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Southwest University, Chongqing 400715, China; (Z.C.); (S.W.); (Y.W.); (L.S.); (L.W.); (D.L.); (J.W.)
- College of Agronomy and Biotechnology, Southwest University, Chongqing 400715, China
- State Cultivation Base of Crop Stress Biology for Southern Mountainous Land of Southwest University, Chongqing 400715, China
- Chongqing Key Laboratory of Biology and Genetic Breeding for Tuber and Root Crops, Chongqing 400715, China
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Xing L, Wang M, He Q, Zhang H, Liang H, Zhou Q, Liu Y, Liu Z, Wang Y, Du C, Xiao Y, Liu J, Li W, Liu G, Du H. Differential subgenome expression underlies biomass accumulation in allotetraploid Pennisetum giganteum. BMC Biol 2023; 21:161. [PMID: 37480118 PMCID: PMC10362693 DOI: 10.1186/s12915-023-01643-w] [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: 01/11/2023] [Accepted: 06/06/2023] [Indexed: 07/23/2023] Open
Abstract
BACKGROUND Pennisetum giganteum (AABB, 2n = 4x = 28) is a C4 plant in the genus Pennisetum with origin in Africa but currently also grown in Asia and America. It is a crucial forage and potential energy grass with significant advantages in yield, stress resistance, and environmental adaptation. However, the mechanisms underlying these advantageous traits remain largely unexplored. Here, we present a high-quality genome assembly of the allotetraploid P. giganteum aiming at providing insights into biomass accumulation. RESULTS Our assembly has a genome size 2.03 Gb and contig N50 of 88.47 Mb that was further divided into A and B subgenomes. Genome evolution analysis revealed the evolutionary relationships across the Panicoideae subfamily lineages and identified numerous genome rearrangements that had occurred in P. giganteum. Comparative genomic analysis showed functional differentiation between the subgenomes. Transcriptome analysis found no subgenome dominance at the overall gene expression level; however, differentially expressed homoeologous genes and homoeolog-specific expressed genes between the two subgenomes were identified, suggesting that complementary effects between the A and B subgenomes contributed to biomass accumulation of P. giganteum. Besides, C4 photosynthesis-related genes were significantly expanded in P. giganteum and their sequences and expression patterns were highly conserved between the two subgenomes, implying that both subgenomes contributed greatly and almost equally to the highly efficient C4 photosynthesis in P. giganteum. We also identified key candidate genes in the C4 photosynthesis pathway that showed sustained high expression across all developmental stages of P. giganteum. CONCLUSIONS Our study provides important genomic resources for elucidating the genetic basis of advantageous traits in polyploid species, and facilitates further functional genomics research and genetic improvement of P. giganteum.
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Affiliation(s)
- Longsheng Xing
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
- Hebei Basic Science Center for Biotic Interaction, Baoding, 071000, China
| | - Meijia Wang
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
| | - Qiang He
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
- Hebei Basic Science Center for Biotic Interaction, Baoding, 071000, China
| | - Hongyu Zhang
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
| | - Hanfei Liang
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
| | - Qinghong Zhou
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
| | - Yu Liu
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
| | - Ze Liu
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
| | - Yu Wang
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
| | - Cailian Du
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
| | - Yao Xiao
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
| | - Jianan Liu
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
| | - Wei Li
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China
- Hebei Basic Science Center for Biotic Interaction, Baoding, 071000, China
| | - Guixia Liu
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China.
- Hebei Basic Science Center for Biotic Interaction, Baoding, 071000, China.
| | - Huilong Du
- College of Life Sciences, Institute of Life Sciences and Green Development, Hebei University, Baoding, 071000, China.
- Hebei Basic Science Center for Biotic Interaction, Baoding, 071000, China.
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30
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Pandey S, Singh A, Jaiswal P, Singh MK, Meena KR, Singh SK. The potentialities of omics resources for millet improvement. Funct Integr Genomics 2023; 23:210. [PMID: 37355501 DOI: 10.1007/s10142-023-01149-2] [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: 05/18/2023] [Revised: 06/16/2023] [Accepted: 06/21/2023] [Indexed: 06/26/2023]
Abstract
Millets are nutrient-rich (nutri-rich) cereals with climate resilience attributes. However, its full productive potential is not realized due to the lack of a focused yield improvement approach, as evidenced by the available literature. Also, the lack of well-characterized genomic resources significantly limits millet improvement. But the recent availability of genomic data and advancement in omics tools has shown its enormous potential to enhance the efficiency and precision faced by conventional breeding in millet improvement. The development of high throughput genotyping platforms based on next-generation sequencing (NGS) has provided a low-cost method for genomic information, specifically for neglected nutri-rich cereals with the availability of a limited number of reference genome sequences. NGS has created new avenues for millet biotechnological interventions such as mutation-based study, GWAS, GS, and other omics technologies. The simultaneous discovery of high-throughput markers and multiplexed genotyping platform has aggressively aided marker-assisted breeding for millet improvement. Therefore, omics technology offers excellent opportunities to explore and combine useful variations for targeted traits that could impart high nutritional value to high-yielding cultivars under changing climatic conditions. In millet improvement, an in-depth account of NGS, integrating genomics data with different biotechnology tools, is reviewed in this context.
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Affiliation(s)
- Saurabh Pandey
- Department of Agricultural, Guru Nanak Dev University, Amritsar, Punjab, 143005, India
| | - Ashutosh Singh
- Centre for Advanced Studies on Climate Change, RPCAU, Pusa, Samastipur, Bihar, 848125, India.
| | - Priyanka Jaiswal
- Lovely Professional University, Jalandhar - Delhi G.T. Road, Phagwara, Punjab, 144411, India
| | - Mithilesh Kumar Singh
- Department of Genetics and Plant Breeding, RPCAU, Pusa, Samastipur, Bihar, 848125, India
| | - Khem Raj Meena
- Department of Biotechnology, School of Life Sciences, Central University of Rajasthan, Kishangarh, Rajasthan, 305817, India
| | - Satish Kumar Singh
- Department of Genetics and Plant Breeding, RPCAU, Pusa, Samastipur, Bihar, 848125, India
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Bellec A, Sow MD, Pont C, Civan P, Mardoc E, Duchemin W, Armisen D, Huneau C, Thévenin J, Vernoud V, Depège-Fargeix N, Maunas L, Escale B, Dubreucq B, Rogowsky P, Bergès H, Salse J. Tracing 100 million years of grass genome evolutionary plasticity. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2023; 114:1243-1266. [PMID: 36919199 DOI: 10.1111/tpj.16185] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Revised: 01/29/2023] [Accepted: 02/24/2023] [Indexed: 05/17/2023]
Abstract
Grasses derive from a family of monocotyledonous plants that includes crops of major economic importance such as wheat, rice, sorghum and barley, sharing a common ancestor some 100 million years ago. The genomic attributes of plant adaptation remain obscure and the consequences of recurrent whole genome duplications (WGD) or polyploidization events, a major force in plant evolution, remain largely speculative. We conducted a comparative analysis of omics data from ten grass species to unveil structural (inversions, fusions, fissions, duplications, substitutions) and regulatory (expression and methylation) basis of genome plasticity, as possible attributes of plant long lasting evolution and adaptation. The present study demonstrates that diverged polyploid lineages sharing a common WGD event often present the same patterns of structural changes and evolutionary dynamics, but these patterns are difficult to generalize across independent WGD events as a result of non-WGD factors such as selection and domestication of crops. Polyploidy is unequivocally linked to the evolutionary success of grasses during the past 100 million years, although it remains difficult to attribute this success to particular genomic consequences of polyploidization, suggesting that polyploids harness the potential of genome duplication, at least partially, in lineage-specific ways. Overall, the present study clearly demonstrates that post-polyploidization reprogramming is more complex than traditionally reported in investigating single species and calls for a critical and comprehensive comparison across independently polyploidized lineages.
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Affiliation(s)
- Arnaud Bellec
- INRAE/CNRGV US 1258, 24 Chemin de Borde Rouge, 31320, Auzeville-Tolosane, France
| | - Mamadou Dia Sow
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | - Caroline Pont
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | - Peter Civan
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | - Emile Mardoc
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | | | - David Armisen
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | - Cécile Huneau
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
| | - Johanne Thévenin
- INRAE/AgroParisTech-UMR 1318. Bat 2. Centre INRA de Versailles, route de Saint Cyr, 78026, Versailles CEDEX, France
| | - Vanessa Vernoud
- INRAE/CNRS/ENS/Univ. Lyon-UMR 879, 46 allée d'Italie, 69364, Lyon Cedex 07, France
| | | | - Laurent Maunas
- Arvalis-Institut du végétal, 21 chemin de Pau, 64121 Montardon, France
| | - Brigitte Escale
- Arvalis-Institut du végétal, 21 chemin de Pau, 64121 Montardon, France
- Direction de l'agriculture de Polynésie française, Route de l'Hippodrome, 98713, Papeete, France
| | - Bertrand Dubreucq
- INRAE/AgroParisTech-UMR 1318. Bat 2. Centre INRA de Versailles, route de Saint Cyr, 78026, Versailles CEDEX, France
| | - Peter Rogowsky
- INRAE/CNRS/ENS/Univ. Lyon-UMR 879, 46 allée d'Italie, 69364, Lyon Cedex 07, France
| | - Hélène Bergès
- INRAE/CNRGV US 1258, 24 Chemin de Borde Rouge, 31320, Auzeville-Tolosane, France
| | - Jerome Salse
- UCA, INRAE, GDEC, 5 Chemin de Beaulieu, 63000, Clermont-Ferrand, France
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Francis N, Rajasekaran R, Rajagopalan VR, Bakya SV, Muthurajan R, Kumar AG, Alagarswamy S, Krishnamoorthy I, Thiyagarajan C. Molecular characterization and SNP identification using genotyping-by-sequencing in high-yielding mutants of proso millet. FRONTIERS IN PLANT SCIENCE 2023; 14:1108203. [PMID: 37275247 PMCID: PMC10233037 DOI: 10.3389/fpls.2023.1108203] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Accepted: 04/07/2023] [Indexed: 06/07/2023]
Abstract
Proso millet (Panicummiliaceum L.) is a short-duration C4 crop that is drought tolerant and nutritionally rich and can grow well in marginal lands. Though the crop has many climate-resilient traits like tolerance to drought and heat, its yield is lower than that of common cereals like rice, wheat, and maize. Being an underutilized crop, the molecular resources in the crop are limited. The main aim of the present study was to develop and characterize contrasting mutants for yield and generate functional genomic information for the trait in proso millet. Gamma irradiation-induced mutant population was screened to identify high-yielding mutants, which were evaluated up to M4 generation. One mutant with a dense panicle and high yield (ATL_hy) and one with a lax panicle and low yield (ATL_ly) along with the wild type were sequenced using the genotyping-by-sequencing approach. The variants detected as single nucleotide polymorphisms (SNPs) and insertions-deletions (InDels) were annotated against the reference genome of proso millet. Bioinformatic analyses using the National Center for Biotechnology Information (NCBI) and UniProt databases were performed to elucidate genetic information related to the SNP variations. A total of 25,901, 30,335, and 31,488 SNPs, respectively, were detected in the wild type, ATL_hy mutants, and ATL_ly mutants. The total number of functional SNPs identified in high-yielding and low-yielding mutants was 84 and 171, respectively. Two functional SNPs in the high-yielding mutant (ATL_hy) and one in the low-yielding mutant (ATL_ly) corresponded to the gene coding for "E3 ubiquitin-protein ligase UPL7". Pathway mapping of the functional SNPs identified that two SNPs in ATL_ly were involved in the starch biosynthetic pathway coding for the starch synthase enzyme. This information can be further used in identifying genes responsible for various metabolic processes in proso millet and in designing useful genetic markers.
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Affiliation(s)
- Neethu Francis
- Department of Genetics and Plant Breeding, Centre for Plant Breeding and Genetics, Tamil Nadu Agricultural University, Coimbatore, India
| | - Ravikesavan Rajasekaran
- Centre for Plant Breeding and Genetics, Tamil Nadu Agricultural University, Coimbatore, India
| | - Veera Ranjani Rajagopalan
- Department of Plant Biotechnology, Centre for Plant Molecular Biology and Biotechnology, Tamil Nadu Agricultural University, Coimbatore, India
| | - S. Vinothini Bakya
- Department of Genetics and Plant Breeding, Centre for Plant Breeding and Genetics, Tamil Nadu Agricultural University, Coimbatore, India
| | | | | | - Senthil Alagarswamy
- Department of Crop Physiology, Tamil Nadu Agricultural University, Coimbatore, India
| | - Iyanar Krishnamoorthy
- Department of Millets, Centre for Plant Breeding and Genetics, Tamil Nadu Agricultural University, Coimbatore, India
| | - Chitdeshwari Thiyagarajan
- Department of Soil Science and Agricultural Chemistry, Tamil Nadu Agricultural University, Coimbatore, India
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Wang Z, Huang S, Yang Z, Lai J, Gao X, Shi J. A high-quality, phased genome assembly of broomcorn millet reveals the features of its subgenome evolution and 3D chromatin organization. PLANT COMMUNICATIONS 2023; 4:100557. [PMID: 36760128 DOI: 10.1016/j.xplc.2023.100557] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 01/12/2023] [Accepted: 02/03/2023] [Indexed: 05/11/2023]
Affiliation(s)
- Zhiheng Wang
- State Key Laboratory of Biocontrol, School of Agriculture, Sun Yat-sen University, Shenzhen 518107, China
| | - Shihui Huang
- School of Biomedical Sciences, Faculty of Medicine, The Chinese University of Hong Kong, Hong Kong SAR, China; College of Agronomy and Biotechnology, China Agricultural University, Beijing 100193, China
| | - Zhengyue Yang
- State Key Laboratory of Biocontrol, School of Agriculture, Sun Yat-sen University, Shenzhen 518107, China
| | - Jinsheng Lai
- State Key Laboratory of Plant Physiology and Biochemistry & National Maize Improvement Center, Department of Plant Genetics and Breeding, China Agricultural University, Beijing 100193, China
| | - Xiang Gao
- State Key Laboratory of Biocontrol, School of Agriculture, Sun Yat-sen University, Shenzhen 518107, China.
| | - Junpeng Shi
- State Key Laboratory of Biocontrol, School of Agriculture, Sun Yat-sen University, Shenzhen 518107, China.
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34
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Song A, Su J, Wang H, Zhang Z, Zhang X, Van de Peer Y, Chen F, Fang W, Guan Z, Zhang F, Wang Z, Wang L, Ding B, Zhao S, Ding L, Liu Y, Zhou L, He J, Jia D, Zhang J, Chen C, Yu Z, Sun D, Jiang J, Chen S, Chen F. Analyses of a chromosome-scale genome assembly reveal the origin and evolution of cultivated chrysanthemum. Nat Commun 2023; 14:2021. [PMID: 37037808 PMCID: PMC10085997 DOI: 10.1038/s41467-023-37730-3] [Citation(s) in RCA: 56] [Impact Index Per Article: 28.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2022] [Accepted: 03/29/2023] [Indexed: 04/12/2023] Open
Abstract
Chrysanthemum (Chrysanthemum morifolium Ramat.) is a globally important ornamental plant with great economic, cultural, and symbolic value. However, research on chrysanthemum is challenging due to its complex genetic background. Here, we report a near-complete assembly and annotation for C. morifolium comprising 27 pseudochromosomes (8.15 Gb; scaffold N50 of 303.69 Mb). Comparative and evolutionary analyses reveal a whole-genome triplication (WGT) event shared by Chrysanthemum species approximately 6 million years ago (Mya) and the possible lineage-specific polyploidization of C. morifolium approximately 3 Mya. Multilevel evidence suggests that C. morifolium is likely a segmental allopolyploid. Furthermore, a combination of genomics and transcriptomics approaches demonstrate the C. morifolium genome can be used to identify genes underlying key ornamental traits. Phylogenetic analysis of CmCCD4a traces the flower colour breeding history of cultivated chrysanthemum. Genomic resources generated from this study could help to accelerate chrysanthemum genetic improvement.
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Affiliation(s)
- Aiping Song
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Jiangshuo Su
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Haibin Wang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Zhongren Zhang
- Novogene Bioinformatics Institute, Beijing, 100083, China
| | - Xingtan Zhang
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, Guangdong, 518120, China
| | - Yves Van de Peer
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
- Department of Plant Biotechnology and Bioinformatics, Ghent University, VIB Center for Plant Systems Biology, 9052, Ghent, Belgium
- Center for Microbial Ecology and Genomics, Department of Biochemistry, Genetics and Microbiology, University of Pretoria, Pretoria, 0028, South Africa
| | - Fei Chen
- College of tropical crops, Sanya Nanfan Research Institute, Hainan University & Hainan Yazhou Bay Seed Laboratory, Sanya, Hainan, 572025, China
| | - Weimin Fang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Zhiyong Guan
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Fei Zhang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Zhenxing Wang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Likai Wang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Baoqing Ding
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Shuang Zhao
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Lian Ding
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Ye Liu
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Lijie Zhou
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Jun He
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Diwen Jia
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Jiali Zhang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Chuwen Chen
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Zhongyu Yu
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Daojin Sun
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China
| | - Jiafu Jiang
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China.
| | - Sumei Chen
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China.
| | - Fadi Chen
- State Key Laboratory of Crop Genetics & Germplasm Enhancement and Utilization, Key Laboratory of Landscaping, Key Laboratory of Flower Biology and Germplasm Innovation (South), Ministry of Agriculture and Rural Affairs, Key Laboratory of Biology of Ornamental Plants in East China, National Forestry and Grassland Administration, College of Horticulture, Nanjing Agricultural University, Nanjing, Jiangsu, 210095, China.
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35
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Huang Z, Xu L, Cai C, Zhou Y, Liu J, Xu Z, Zhu Z, Kang W, Cen W, Pei S, Chen D, Shi C, Wu X, Huang Y, Xu C, Yan Y, Yang Y, Xue T, He W, Hu X, Zhang Y, Chen Y, Bi C, He C, Xue L, Xiao S, Yue Z, Jiang Y, Yu JK, Jarvis E, Li G, Lin G, Zhang Q, Zhou Q. Three amphioxus reference genomes reveal gene and chromosome evolution of chordates. Proc Natl Acad Sci U S A 2023; 120:e2201504120. [PMID: 36867684 PMCID: PMC10013865 DOI: 10.1073/pnas.2201504120] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2022] [Accepted: 01/18/2023] [Indexed: 03/05/2023] Open
Abstract
The slow-evolving invertebrate amphioxus has an irreplaceable role in advancing our understanding of the vertebrate origin and innovations. Here we resolve the nearly complete chromosomal genomes of three amphioxus species, one of which best recapitulates the 17 chordate ancestor linkage groups. We reconstruct the fusions, retention, or rearrangements between descendants of whole-genome duplications, which gave rise to the extant microchromosomes likely existed in the vertebrate ancestor. Similar to vertebrates, the amphioxus genome gradually establishes its three-dimensional chromatin architecture at the onset of zygotic activation and forms two topologically associated domains at the Hox gene cluster. We find that all three amphioxus species have ZW sex chromosomes with little sequence differentiation, and their putative sex-determining regions are nonhomologous to each other. Our results illuminate the unappreciated interspecific diversity and developmental dynamics of amphioxus genomes and provide high-quality references for understanding the mechanisms of chordate functional genome evolution.
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Affiliation(s)
- Zhen Huang
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
- Fujian-Macao Science and Technology Cooperation Base of Traditional Chinese Medicine-Oriented Chronic Disease Prevention and Treatment, Innovation and Transformation Center, Fujian University of Traditional Chinese Medicine, Fuzhou, Fujian350108, China
| | - Luohao Xu
- Key Laboratory of Freshwater Fish Reproduction and Development (Ministry of Education), Key Laboratory of Aquatic Science of Chongqing, School of Life Sciences, Southwest University, Chongqing400715, China
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Chongqing400715, China
- Department of Neuroscience and Developmental Biology, University of Vienna, Vienna1090, Austria
| | - Cheng Cai
- The Ministry of Education Key Laboratory of Biosystems Homeostasis and Protection and Zhejiang Provincial Key Laboratory for Cancer Molecular Cell Biology, Life Sciences Institute, Zhejiang University, Hangzhou, Zhejiang310058, China
| | - Yitao Zhou
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
- The Public Service Platform for Industrialization Development Technology of Marine Biological Medicine and Product of State Oceanic Administration, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Jing Liu
- Department of Neuroscience and Developmental Biology, University of Vienna, Vienna1090, Austria
| | - Zaoxu Xu
- Key Laboratory of Freshwater Fish Reproduction and Development (Ministry of Education), Key Laboratory of Aquatic Science of Chongqing, School of Life Sciences, Southwest University, Chongqing400715, China
- Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City, Chongqing400715, China
| | - Zexian Zhu
- The Ministry of Education Key Laboratory of Biosystems Homeostasis and Protection and Zhejiang Provincial Key Laboratory for Cancer Molecular Cell Biology, Life Sciences Institute, Zhejiang University, Hangzhou, Zhejiang310058, China
| | - Wen Kang
- The Ministry of Education Key Laboratory of Biosystems Homeostasis and Protection and Zhejiang Provincial Key Laboratory for Cancer Molecular Cell Biology, Life Sciences Institute, Zhejiang University, Hangzhou, Zhejiang310058, China
| | - Wan Cen
- The Public Service Platform for Industrialization Development Technology of Marine Biological Medicine and Product of State Oceanic Administration, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Surui Pei
- Annoroad Gene Technology Co., Ltd, Beijing100180, China
| | - Duo Chen
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
- The Public Service Platform for Industrialization Development Technology of Marine Biological Medicine and Product of State Oceanic Administration, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
- Center of Engineering Technology Research for Microalgae Germplasm Improvement of Fujian, Southern Institute of Oceanography, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Chenggang Shi
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian361102, China
| | - Xiaotong Wu
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian361102, China
| | - Yongji Huang
- Institute of Oceanography, Minjiang University, Fuzhou, Fujian350108, China
| | - Chaohua Xu
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Yanan Yan
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Ying Yang
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Ting Xue
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
- The Public Service Platform for Industrialization Development Technology of Marine Biological Medicine and Product of State Oceanic Administration, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
- Center of Engineering Technology Research for Microalgae Germplasm Improvement of Fujian, Southern Institute of Oceanography, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Wenjin He
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Xuefeng Hu
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Yanding Zhang
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Youqiang Chen
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
- The Public Service Platform for Industrialization Development Technology of Marine Biological Medicine and Product of State Oceanic Administration, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
- Center of Engineering Technology Research for Microalgae Germplasm Improvement of Fujian, Southern Institute of Oceanography, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Changwei Bi
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, Jiangsu210096, China
| | - Chunpeng He
- State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, Nanjing, Jiangsu210096, China
| | - Lingzhan Xue
- Aquaculture and Genetic breeding laboratory, Freshwater Fisheries Research Institute of Fujian, Fuzhou, Fujian350002, China
| | - Shijun Xiao
- College of Plant Protection, Jilin Agricultural University, Changchun, Jilin130118, China
| | - Zhicao Yue
- Department of Cell Biology and Medical Genetics, Carson International Cancer Center, and Guangdong Key Laboratory for Genome Stability and Disease Prevention, Shenzhen University School of Medicine, Shenzhen, Guangdong518060, China
| | - Yu Jiang
- Annoroad Gene Technology Co., Ltd, Beijing100180, China
| | - Jr-Kai Yu
- Institute of Cellular and Organismic Biology, Academia Sinica, Taipei11529, Taiwan
- Marine Research Station, Institute of Cellular and Organismic Biology, Academia Sinica, Yilan26242, Taiwan
| | - Erich D. Jarvis
- Laboratory of Neurogenetics of Language, The Rockefeller University, New York, NY10065
- HHMI, Chevy Chase, MD20815
| | - Guang Li
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian361102, China
| | - Gang Lin
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
- Annoroad Gene Technology Co., Ltd, Beijing100180, China
- Center of Engineering Technology Research for Microalgae Germplasm Improvement of Fujian, Southern Institute of Oceanography, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Qiujin Zhang
- Fujian Key Laboratory of Special Marine Bio-resources Sustainable Utilization & Fujian Key Laboratory of Developmental and Neurobiology, College of Life Sciences, Fujian Normal University, Fuzhou, Fujian350117, China
- Annoroad Gene Technology Co., Ltd, Beijing100180, China
- Center of Engineering Technology Research for Microalgae Germplasm Improvement of Fujian, Southern Institute of Oceanography, Fujian Normal University, Fuzhou, Fujian350117, China
| | - Qi Zhou
- The Ministry of Education Key Laboratory of Biosystems Homeostasis and Protection and Zhejiang Provincial Key Laboratory for Cancer Molecular Cell Biology, Life Sciences Institute, Zhejiang University, Hangzhou, Zhejiang310058, China
- Center for Reproductive Medicine, The 2nd Affiliated Hospital, School of Medicine, Hangzhou, Zhejiang310052, China
- Evolutionary and Organismal Biology Research Center, School of Medicine, Zhejiang University, Hangzhou, Zhejiang310058, China
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36
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Yang Q, Yuan Y, Liu J, Han M, Li J, Jin F, Feng B. Transcriptome analysis reveals new insights in the starch biosynthesis of non-waxy and waxy broomcorn millet (Panicum miliaceum L.). Int J Biol Macromol 2023; 230:123155. [PMID: 36610580 DOI: 10.1016/j.ijbiomac.2023.123155] [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: 11/22/2022] [Revised: 12/12/2022] [Accepted: 01/02/2023] [Indexed: 01/05/2023]
Abstract
Broomcorn millet is a popular cereal with health benefits, and its grains are rich in starch. However, the differences in the pathway and key genes involved in starch biosynthesis of waxy and non-waxy broomcorn millet grain remain unclear. Therefore, the grain and starch physicochemical index and transcriptomic analyses of two genotypes of broomcorn millet were conducted at 3, 6, 9, 12, 15, 18, and 21 days after pollination. The phenotypic and physiological results indicated that the starch synthetic process of non-waxy and waxy broomcorn millet was significantly different. The amylose, amylopectin, and total starch contents of non-waxy broomcorn millet were 1.99, 4.74, and 6.73 mg/grain, while those of waxy broomcorn millet were 0.34, 5.94, and 6.28 mg/grain, respectively. The transcriptomic analysis revealed that 106 differentially expressed genes were identified, which were mainly enriched in the "amino sugar and nucleotide sugar metabolism", "pyruvate metabolism", "galactose metabolism", and "starch and sucrose metabolism" pathways. The WGCNA suggested that a total of 31 hub genes were correlated with starch biosynthesis. These findings provide a new approach to studying the starch synthesis in broomcorn millet.
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Affiliation(s)
- Qinghua Yang
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Yuhao Yuan
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Jiajia Liu
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Mengru Han
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Jing Li
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Fei Jin
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China
| | - Baili Feng
- State Key Laboratory of Crop Stress Biology for Arid Areas/College of Agronomy, Northwest A & F University, Yangling 712100, Shaanxi, China.
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Sun Y, Liu Y, Shi J, Wang L, Liang C, Yang J, Chen J, Chen M. Biased mutations and gene losses underlying diploidization of the tetraploid broomcorn millet genome. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2023; 113:787-801. [PMID: 36575912 DOI: 10.1111/tpj.16085] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 12/07/2022] [Accepted: 12/22/2022] [Indexed: 06/17/2023]
Abstract
Broomcorn millet (Panicum miliaceum L.) is one of the earliest domesticated crops, and is a valuable resource to secure food diversity and combat drought stresses under the global warming scenario. However, due to the absence of extant diploid progenitors, the polyploidy genome of broomcorn millet remains poorly understood. Here, we report the chromosome-scale genome assembly of broomcorn millet. We divided the broomcorn millet genome into two subgenomes using the genome sequence of Panicum hallii, a diploid relative of broomcorn millet. Our analyses revealed that the two subgenomes diverged at ~4.8 million years ago (Mya), while the allotetraploidization of broomcorn millet may have occurred about ~0.48 Mya, suggesting that broomcorn millet is a relatively recent allotetraploid. Comparative analyses showed that subgenome B was larger than subgenome A in size, which was caused by the biased accumulation of long terminal repeat retrotransposons in the progenitor of subgenome B before polyploidization. Notably, the accumulation of biased mutations in the transposable element-rich subgenome B led to more gene losses. Although no significant dominance of either subgenome was observed in the expression profiles of broomcorn millet, we found the minimally expressed genes in P. hallii tended to be lost during diploidization of broomcorn millet. These results suggest that broomcorn millet is at the early stage of diploidization and that mutations likely occurred more on genes that were marked with lower expression levels.
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Affiliation(s)
- Yanling Sun
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, 100101, Beijing, China
- University of Chinese Academy of Sciences, 100039, Beijing, China
| | - Yang Liu
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, 100101, Beijing, China
- University of Chinese Academy of Sciences, 100039, Beijing, China
- State Key Laboratory of Integrated Management of Pest Insects and Rodents, Institute of Zoology, Chinese Academy of Sciences, 100101, Beijing, China
| | - Jinfeng Shi
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, 100101, Beijing, China
| | - Lun Wang
- Institute of Crop Germplasm Resources, Shanxi Academy of Agricultural Sciences, 030031, Taiyuan, China
| | - Chengzhi Liang
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, 100101, Beijing, China
- University of Chinese Academy of Sciences, 100039, Beijing, China
| | - Jun Yang
- Shanghai Key Laboratory of Plant Functional Genomics and Resources, Shanghai Chenshan Botanical Garden, 201602, Shanghai, China
- National Key Laboratory of Plant Molecular Genetics, CAS Center for Excellence in Molecular Plant Sciences, Chinese Academy of Sciences, 200032, Shanghai, China
| | - Jinfeng Chen
- University of Chinese Academy of Sciences, 100039, Beijing, China
- State Key Laboratory of Integrated Management of Pest Insects and Rodents, Institute of Zoology, Chinese Academy of Sciences, 100101, Beijing, China
| | - Mingsheng Chen
- State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, Chinese Academy of Sciences, 100101, Beijing, China
- University of Chinese Academy of Sciences, 100039, Beijing, China
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Yan J, Zhang C, Zhang M, Zhou H, Zuo Z, Ding X, Zhang R, Li F, Gao Y. Chromosome-level genome assembly of the Colorado potato beetle, Leptinotarsa decemlineata. Sci Data 2023; 10:36. [PMID: 36653371 PMCID: PMC9849343 DOI: 10.1038/s41597-023-01950-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Accepted: 01/10/2023] [Indexed: 01/20/2023] Open
Abstract
The Colorado potato beetle (Leptinotarsa decemlineata) is one of the most notorious insect pests of potatoes globally. Here, we generated a high-quality chromosome-level genome assembly of L. decemlineata using a combination of the PacBio HiFi sequencing and Hi-C scaffolding technologies. The genome assembly (-1,008 Mb) is anchored to 18 chromosomes (17 + XO), with a scaffold N50 of 58.32 Mb. It contains 676 Mb repeat sequences and 29,606 protein-coding genes. The chromosome-level genome assembly of L. decemlineata provides in-depth knowledge and will be a helpful resource for the beetle and invasive biology research communities.
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Affiliation(s)
- Junjie Yan
- grid.410727.70000 0001 0526 1937State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
| | - Chaowei Zhang
- grid.13402.340000 0004 1759 700XState Key Laboratory of Rice Biology & Ministry of Agricultural and Rural Affairs Key Laboratory of Molecular Biology of Crop Pathogens and Insects & Key Laboratory of Biology of Crop Pathogens and Insects of Zhejiang Province, Institute of Insect Sciences, Zhejiang University, Hangzhou, 310058 China
| | - Mengdi Zhang
- grid.410727.70000 0001 0526 1937State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
| | - Hang Zhou
- grid.13402.340000 0004 1759 700XState Key Laboratory of Rice Biology & Ministry of Agricultural and Rural Affairs Key Laboratory of Molecular Biology of Crop Pathogens and Insects & Key Laboratory of Biology of Crop Pathogens and Insects of Zhejiang Province, Institute of Insect Sciences, Zhejiang University, Hangzhou, 310058 China
| | - Zhangqi Zuo
- grid.13402.340000 0004 1759 700XState Key Laboratory of Rice Biology & Ministry of Agricultural and Rural Affairs Key Laboratory of Molecular Biology of Crop Pathogens and Insects & Key Laboratory of Biology of Crop Pathogens and Insects of Zhejiang Province, Institute of Insect Sciences, Zhejiang University, Hangzhou, 310058 China
| | - Xinhua Ding
- grid.433811.c0000 0004 1798 1482Institute of Plant Protection, Xinjiang Academy of Agricultural Sciences, Urumqi, 830091 China
| | - Runzhi Zhang
- grid.9227.e0000000119573309Key Laboratory of Zoological Systematics and Evolution, Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101 China
| | - Fei Li
- grid.13402.340000 0004 1759 700XState Key Laboratory of Rice Biology & Ministry of Agricultural and Rural Affairs Key Laboratory of Molecular Biology of Crop Pathogens and Insects & Key Laboratory of Biology of Crop Pathogens and Insects of Zhejiang Province, Institute of Insect Sciences, Zhejiang University, Hangzhou, 310058 China
| | - Yulin Gao
- grid.410727.70000 0001 0526 1937State Key Laboratory for Biology of Plant Diseases and Insect Pests, Institute of Plant Protection, Chinese Academy of Agricultural Sciences, Beijing, 100193 China
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Liu J, Zhang D, Luo Y, Zhang Y, Xu L, Chen P, Wu E, Ma Q, Wang H, Zhao L, Feng B. Cadmium tolerance and accumulation from the perspective of metal ion absorption and root exudates in broomcorn millet. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2023; 250:114506. [PMID: 36608571 DOI: 10.1016/j.ecoenv.2023.114506] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 12/27/2022] [Accepted: 01/02/2023] [Indexed: 06/17/2023]
Abstract
Cadmium (Cd) is a persistent heavy metal that poses environmental and public health concerns. This study aimed to identify the potential biomarkers responsible for Cd tolerance and accumulation by investigating the response of the content of essential metal elements, transporter gene expression, and root exudates to Cd stress in broomcorn millet (Panicum miliaceum). A hydroponics experiment was conducted using two broomcorn millet cultivars with distinct Cd tolerance levels and accumulation phenotypes (Cd-tolerant and Cd-sensitive cultivars). Cd stress inhibited lateral root growth, especially in the Cd-sensitive cultivar. Furthermore, Cd accumulation was significantly greater in the Cd-tolerant cultivar than in the Cd-sensitive cultivar. Cd stress significantly inhibited the absorption of essential metal elements and significantly increased the calcium concentration. Differentially expressed genes involved in metal ion transport were identified via transcriptome analysis. Cd stress altered the composition of root exudates, thus increasing lipid species and decreasing alkaloid, lignan, sugar, and alcohol species. Moreover, Cd stress significantly reduced most alkaloid, organic acid, and phenolic acid exudates in the Cd-tolerant cultivar, while it increased most lipid and phenolic acid exudates in the Cd-sensitive cultivar. Some significantly changed root exudates (ferulic acid, O-coumaric acid, and spermine) are involved in the phenylalanine biosynthesis, and arginine and proline metabolic pathways, thus, may be potential biomarkers of Cd stress response. Overall, metal ion absorption and root exudates are critical for Cd tolerance and accumulation in broomcorn millet. These findings provide valuable insights into improving Cd phytoremediation by applying mineral elements or metabolites.
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Affiliation(s)
- Jiajia Liu
- College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Dazhong Zhang
- College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Yan Luo
- College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Yuanbo Zhang
- College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Lei Xu
- College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Pengliang Chen
- College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Enguo Wu
- College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Qian Ma
- College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Honglu Wang
- College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Lin Zhao
- Shaanxi Provincial Research Academy of Environmental Sciences, Xi'an, Shaanxi 710061, China.
| | - Baili Feng
- College of Agronomy, State Key Laboratory of Crop Stress Biology in Arid Areas, Northwest A&F University, Yangling, Shaanxi 712100, China.
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40
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Lydia Pramitha J, Ganesan J, Francis N, Rajasekharan R, Thinakaran J. Revitalization of small millets for nutritional and food security by advanced genetics and genomics approaches. Front Genet 2023; 13:1007552. [PMID: 36699471 PMCID: PMC9870178 DOI: 10.3389/fgene.2022.1007552] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2022] [Accepted: 12/07/2022] [Indexed: 01/12/2023] Open
Abstract
Small millets, also known as nutri-cereals, are smart foods that are expected to dominate food industries and diets to achieve nutritional security. Nutri-cereals are climate resilient and nutritious. Small millet-based foods are becoming popular in markets and are preferred for patients with celiac and diabetes. These crops once ruled as food and fodder but were pushed out of mainstream cultivation with shifts in dietary habits to staple crops during the green revolution. Nevertheless, small millets are rich in micronutrients and essential amino acids for regulatory activities. Hence, international and national organizations have recently aimed to restore these lost crops for their desirable traits. The major goal in reviving these crops is to boost the immune system of the upcoming generations to tackle emerging pandemics and disease infestations in crops. Earlier periods of civilization consumed these crops, which had a greater significance in ethnobotanical values. Along with nutrition, these crops also possess therapeutic traits and have shown vast medicinal use in tribal communities for the treatment of diseases like cancer, cardiovascular disease, and gastrointestinal issues. This review highlights the significance of small millets, their values in cultural heritage, and their prospects. Furthermore, this review dissects the nutritional and therapeutic traits of small millets for developing sustainable diets in near future.
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Affiliation(s)
- J. Lydia Pramitha
- Karunya Institute of Technology and Sciences, Coimbatore, India,*Correspondence: J. Lydia Pramitha,
| | - Jeeva Ganesan
- Tamil Nadu Agricultural University, Coimbatore, India
| | - Neethu Francis
- Karunya Institute of Technology and Sciences, Coimbatore, India
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Wang Y, Yu J, Jiang M, Lei W, Zhang X, Tang H. Sequencing and Assembly of Polyploid Genomes. Methods Mol Biol 2023; 2545:429-458. [PMID: 36720827 DOI: 10.1007/978-1-0716-2561-3_23] [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] [Indexed: 06/18/2023]
Abstract
Polyploidy has been observed throughout major eukaryotic clades and has played a vital role in the evolution of angiosperms. Recent polyploidizations often result in highly complex genome structures, posing challenges to genome assembly and phasing. Recent advances in sequencing technologies and genome assembly algorithms have enabled high-quality, near-complete chromosome-level assemblies of polyploid genomes. Advances in novel sequencing technologies include highly accurate single-molecule sequencing with HiFi reads, chromosome conformation capture with Hi-C technique, and linked reads sequencing. Additionally, new computational approaches have also significantly improved the precision and reliability of polyploid genome assembly and phasing, such as HiCanu, hifiasm, ALLHiC, and PolyGembler. Herein, we review recently published polyploid genomes and compare the various sequencing, assembly, and phasing approaches that are utilized in these genome studies. Finally, we anticipate that accurate and telomere-to-telomere chromosome-level assembly of polyploid genomes could ultimately become a routine procedure in the near future.
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Affiliation(s)
- Yibin Wang
- Center for Genomics and Biotechnology, Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Key Laboratory of Genetics, Breeding and Multiple Utilization of Crops, Ministry of Education, College of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Jiaxin Yu
- Center for Genomics and Biotechnology, Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Key Laboratory of Genetics, Breeding and Multiple Utilization of Crops, Ministry of Education, College of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Mengwei Jiang
- Center for Genomics and Biotechnology, Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Key Laboratory of Genetics, Breeding and Multiple Utilization of Crops, Ministry of Education, College of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Wenlong Lei
- Center for Genomics and Biotechnology, Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Key Laboratory of Genetics, Breeding and Multiple Utilization of Crops, Ministry of Education, College of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Xingtan Zhang
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Genome Analysis Laboratory of the Ministry of Agriculture, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen, China
| | - Haibao Tang
- Center for Genomics and Biotechnology, Fujian Provincial Key Laboratory of Haixia Applied Plant Systems Biology, Key Laboratory of Genetics, Breeding and Multiple Utilization of Crops, Ministry of Education, College of Life Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
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42
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Wang YX, Chen HF, Yin ZY, Chen WL, Lu LT. The genetic adaptations of Toxoptera aurantii facilitated its rapid multiple plant hosts dispersal and invasion. Genomics 2022; 114:110472. [PMID: 36055573 DOI: 10.1016/j.ygeno.2022.110472] [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: 06/05/2022] [Revised: 08/24/2022] [Accepted: 08/27/2022] [Indexed: 01/14/2023]
Abstract
Toxoptera aurantii Boyer de Fonscolombe (Hemiptera: Aphididae) can attack many plant hosts, including tea (Camellia sinensis L.), citrus (Citrus spp.), lychee (Litchi chinensis Sonn.), banana (Musa spp.), and pineapple (Ananas comasus L.) among others. It is a widely distributed hexapod and one of the most destructive pests in tea plantations, causing enormous economic losses in tea production each year. A high-quality reference genome is important to study the phylogenetics and evolution of T. aurantii because its genome is highly heterozygous and repetitive. We obtained a de novo genome assembly of T. aurantii at the chromosome level using a combination of long Nanopore reads from sequencing with high-throughput chromosome conformation capture technology. When finally assembled, the genome was 318.95 Mb on four chromosomes with a 15.19 Mb scaffold N50. A total of 12,162 genes encoded proteins, while there were 22.01% repetitive sequences that totaled 67.73 Mb. Phylogenetic analyses revealed that T. aurantii and Aphis gossypii parted ways approximately 7.6 million years ago (Mya). We used a combination of long-read single-molecule sequencing with Hi-C-based chromatin interaction maps that resulted in a reference chromosomal level reference genome of T. aurantii that was high quality. Our results will enable the exploration of the genetics behind the special biological features of T. aurantii and also provide a source of data that should be useful to compare the compare genome among the Hemiptera.
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Affiliation(s)
- Yan-Xia Wang
- Provincial Key Laboratory for Agricultural Pest Management of Mountainous Region, Institute of Entomology, Guizhou University, Guiyang 550025, China; College of Tea Science, Guizhou University, Guiyang 550025, China
| | - Hu-Fang Chen
- College of Tea Science, Guizhou University, Guiyang 550025, China
| | - Zheng-Yan Yin
- Provincial Key Laboratory for Agricultural Pest Management of Mountainous Region, Institute of Entomology, Guizhou University, Guiyang 550025, China
| | - Wen-Long Chen
- Provincial Key Laboratory for Agricultural Pest Management of Mountainous Region, Institute of Entomology, Guizhou University, Guiyang 550025, China.
| | - Li-Tang Lu
- College of Tea Science, Guizhou University, Guiyang 550025, China.
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43
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Liu T, Liu X, He J, Dong K, Pan W, Zhang L, Ren R, Zhang Z, Yang T. Identification and fine-mapping of a major QTL ( PH1.1) conferring plant height in broomcorn millet ( Panicum miliaceum). FRONTIERS IN PLANT SCIENCE 2022; 13:1010057. [PMID: 36304390 PMCID: PMC9593001 DOI: 10.3389/fpls.2022.1010057] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Accepted: 09/14/2022] [Indexed: 06/16/2023]
Abstract
The plant height of broomcorn millet (Panicum miliaceum) is a significant agronomic trait that is closely related to its plant architecture, lodging resistance, and final yield. However, the genes underlying the regulation of plant height in broomcorn millet are rarely reported. Here, an F2 population derived from a cross between a normal variety, "Longmi12," and a dwarf mutant, "Zhang778," was constructed. Genetic analysis for the F2 and F2:3 populations revealed that the plant height was controlled by more than one locus. A major quantitative trait locus (QTL), PH1.1, was preliminarily identified in chromosome 1 using bulked segregant analysis sequencing (BSA-seq). PH1.1 was fine-mapped to a 109-kb genomic region with 15 genes using a high-density map. Among them, longmi011482 and longmi011489, containing nonsynonymous variations in their coding regions, and longmi011496, covering multiple insertion/deletion sequences in the promoter regions, may be possible candidate genes for PH1.1. Three diagnostic markers closely linked to PH1.1 were developed to validate the PH1.1 region in broomcorn millet germplasm. These findings laid the foundation for further understanding of the molecular mechanism of plant height regulation in broomcorn millet and are also beneficial to the breeding program for developing new varieties with optimal height.
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Affiliation(s)
- Tianpeng Liu
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, China
- College of Agronomy and Biotechnology, Southwest University, Chongqing, China
| | - Xueying Liu
- College of Agronomy and Biotechnology, Southwest University, Chongqing, China
| | - Jihong He
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, China
| | - Kongjun Dong
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, China
| | - Wanxiang Pan
- College of Life Science and Technology, Gansu Agricultural University, Lanzhou, China
| | - Lei Zhang
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, China
| | - Ruiyu Ren
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, China
| | - Zhengsheng Zhang
- College of Agronomy and Biotechnology, Southwest University, Chongqing, China
| | - Tianyu Yang
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, China
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Richards SM, Li L, Breen J, Hovhannisyan N, Estrada O, Gasparyan B, Gilliham M, Smith A, Cooper A, Zhang H. Recovery of chloroplast genomes from medieval millet grains excavated from the Areni-1 cave in southern Armenia. Sci Rep 2022; 12:15164. [PMID: 36071150 PMCID: PMC9452526 DOI: 10.1038/s41598-022-17931-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 08/02/2022] [Indexed: 11/13/2022] Open
Abstract
Panicum miliaceum L. was domesticated in northern China at least 7000 years ago and was subsequentially adopted in many areas throughout Eurasia. One such locale is Areni-1 an archaeological cave site in Southern Armenia, where vast quantities archaeobotanical material were well preserved via desiccation. The rich botanical material found at Areni-1 includes P. miliaceum grains that were identified morphologically and14C dated to the medieval period (873 ± 36 CE and 1118 ± 35 CE). To investigate the demographic and evolutionary history of the Areni-1 millet, we used ancient DNA extraction, hybridization capture enrichment, and high throughput sequencing to assemble three chloroplast genomes from the medieval grains and then compared these sequences to 50 modern P. miliaceum chloroplast genomes. Overall, the chloroplast genomes contained a low amount of diversity with domesticated accessions separated by a maximum of 5 SNPs and little inference on demography could be made. However, in phylogenies the chloroplast genomes separated into two clades, similar to what has been reported for nuclear DNA from P. miliaceum. The chloroplast genomes of two wild (undomesticated) accessions of P. miliaceum contained a relatively large number of variants, 11 SNPs, not found in the domesticated accessions. These results demonstrate that P. miliaceum grains from archaeological sites can preserve DNA for at least 1000 years and serve as a genetic resource to study the domestication of this cereal crop.
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Affiliation(s)
- Stephen M Richards
- School of Biological Science, The University of Adelaide, Adelaide, Australia.
| | - Leiting Li
- National Key Laboratory of Plant Molecular Genetics, Shanghai Center for Plant Stress Biology, CAS Center for Excellence in Molecular Plant Sciences, Chinese Academy of Sciences, Shanghai, China
| | - James Breen
- School of Biological Science, The University of Adelaide, Adelaide, Australia.,Telethon Kids Institute, Australian National University, Canberra, Australia
| | | | - Oscar Estrada
- School of Biological Science, The University of Adelaide, Adelaide, Australia.,Grupo de Agrobiotecnología, Instituto de Biología, Universidad de Antioquia, Medellín, Colombia
| | - Boris Gasparyan
- Institute of Archaeology and Ethnography, National Academy of Sciences of the Republic of Armenia, Yerevan, Armenia
| | - Matthew Gilliham
- Waite Research Institute and School of Agriculture, Food, and Wine, ARC Centre of Excellence in Plant Energy Biology, The University of Adelaide, Waite Campus, Glen Osmond, Australia
| | - Alexia Smith
- Department of Anthropology, University of Connecticut, Connecticut, USA
| | - Alan Cooper
- BlueSky Genetics, Ashton, SA, Australia.,South Australian Museum, Adelaide, SA, Australia
| | - Heng Zhang
- National Key Laboratory of Plant Molecular Genetics, Shanghai Center for Plant Stress Biology, CAS Center for Excellence in Molecular Plant Sciences, Chinese Academy of Sciences, Shanghai, China.
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45
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Khound R, Sun G, Mural RV, Schnable JC, Santra DK. SNP discovery in proso millet ( Panicum miliaceum L.) using low-pass genome sequencing. PLANT DIRECT 2022; 6:e447. [PMID: 36176305 PMCID: PMC9470529 DOI: 10.1002/pld3.447] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 08/17/2022] [Accepted: 08/18/2022] [Indexed: 06/07/2023]
Abstract
Domesticated ~10,000 years ago in northern China, Proso millet (Panicum miliaceum L.) is a climate-resilient and human health-promoting cereal crop. The genome size of this self-pollinated allotetraploid is 923 Mb. Proso millet seeds are an important part of the human diet in many countries. In the USA, its use is restricted to the birdseed and pet food market. Proso millet is witnessing gradual demand in the global human health and wellness food market owing to its health-promoting properties such as low glycemic index and gluten-free. The breeding efforts for developing improved proso millet cultivars are hindered by the dearth of genomic resources available to researchers. The publication of the reference genome and availability of cost-effective NGS methodologies could lead to the identification of high-quality genetic variants, which can be incorporated into breeding pipelines. Here, we report the identification of single-nucleotide polymorphisms (SNPs) by low-pass (1×) genome sequencing of 85 diverse proso millet accessions from 23 different countries. The 2 × 150 bp Illumina paired-end reads generated after sequencing were aligned to the proso millet reference genome. The resulting sequence alignment information was used to call SNPs. We obtained 972,863 bi-allelic SNPs after quality filtering of the raw SNPs. These SNPs were used to assess the population structure and phylogenetic relationships among the accessions. Most of the accessions were found to be highly inbred with heterozygosity ranging between .05 and .20. Principal component analysis (PCA) showed that PC1 (principal component) and PC2 explained 19% of the variability in the population. PCA also clustered all the genotypes into three groups. A neighbor-joining tree clustered the genotypes into four distinct groups exhibiting diverse representation within the population. The SNPs identified in our study could be used for molecular breeding and genetics research (e.g., genetic and association mapping, and population genetics) in proso millet after proper validation.
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Affiliation(s)
- Rituraj Khound
- Department of Agronomy and HorticultureUniversity of Nebraska‐LincolnLincolnNEUSA
- UNL Panhandle Research and Extension CenterScottsbluffNEUSA
| | - Guangchao Sun
- Department of Agronomy and HorticultureUniversity of Nebraska‐LincolnLincolnNEUSA
- Center for Plant Science InnovationUniversity of Nebraska‐LincolnLincolnNEUSA
| | - Ravi V. Mural
- Department of Agronomy and HorticultureUniversity of Nebraska‐LincolnLincolnNEUSA
- Center for Plant Science InnovationUniversity of Nebraska‐LincolnLincolnNEUSA
| | - James C. Schnable
- Department of Agronomy and HorticultureUniversity of Nebraska‐LincolnLincolnNEUSA
- Center for Plant Science InnovationUniversity of Nebraska‐LincolnLincolnNEUSA
| | - Dipak K. Santra
- Department of Agronomy and HorticultureUniversity of Nebraska‐LincolnLincolnNEUSA
- UNL Panhandle Research and Extension CenterScottsbluffNEUSA
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Chapman MA, He Y, Zhou M. Beyond a reference genome: pangenomes and population genomics of underutilized and orphan crops for future food and nutrition security. THE NEW PHYTOLOGIST 2022; 234:1583-1597. [PMID: 35318683 PMCID: PMC9994440 DOI: 10.1111/nph.18021] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/03/2022] [Accepted: 01/22/2022] [Indexed: 04/14/2023]
Abstract
Underutilized crops are, by definition, under-researched compared to staple crops yet come with traits that may be especially important given climate change and the need to feed a globally increasing population. These crops are often stress-tolerant, and this combined with unique and beneficial nutritional profiles. Whilst progress is being made by generating reference genome sequences, in this Tansley Review, we show how this is only the very first step. We advocate that going 'beyond a reference genome' should be a priority, as it is only at this stage one can identify the specific genes and the adaptive alleles that underpin the valuable traits. We sum up how population genomic and pangenomic approaches have led to the identification of stress- and disease-tolerant alleles in staple crops and compare this to the small number of examples from underutilized crops. We also demonstrate how previously underutilized crops have benefitted from genomic advances and that many breeding targets in underutilized crops are often well studied in staple crops. This cross-crop population-level resequencing could lead to an understanding of the genetic basis of adaptive traits in underutilized crops. This level of investment may be crucial for fully understanding the value of these crops before they are lost.
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Affiliation(s)
- Mark A. Chapman
- Biological SciencesUniversity of SouthamptonLife Sciences Building 85, Highfield CampusSouthamptonSO17 1BJUK
| | - Yuqi He
- Institute of Crop SciencesChinese Academy of Agricultural SciencesRoom 405, National Crop Gene Bank BuildingZhongguancun South Street No. 12Haidian DistrictBeijing100081China
| | - Meiliang Zhou
- Institute of Crop SciencesChinese Academy of Agricultural SciencesRoom 405, National Crop Gene Bank BuildingZhongguancun South Street No. 12Haidian DistrictBeijing100081China
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Liu J, Zhang D, Zhang Y, Zhou H, Chen P, Yuan Y, Yang Q, Zhao L, Feng B. Dynamic and Comparative Transcriptome Analyses Reveal Key Factors Contributing to Cadmium Tolerance in Broomcorn Millet. Int J Mol Sci 2022; 23:ijms23116148. [PMID: 35682827 PMCID: PMC9181813 DOI: 10.3390/ijms23116148] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 05/28/2022] [Accepted: 05/28/2022] [Indexed: 02/04/2023] Open
Abstract
Broomcorn millet (Panicum miliaceum L.) has great potential in Cd phytoextraction, but its mechanisms are largely unknown. Two contrasting broomcorn millet varieties, 'Ningmi6' (Cd-sensitive variety) and '4452' (Cd-tolerant variety), were investigated through morphological, physiological, and transcriptomic analyses to determine the factors responsible for their differential Cd tolerance and translocation. The Cd-tolerant variety can accumulate more Cd, and its cell wall and vacuole component Cd proportions were higher compared with the Cd-sensitive variety. Under Cd stress, the glutathione content and peroxidase activity of the Cd-tolerant variety were significantly higher than those of the Cd-sensitive variety. Additionally, weighted gene co-expression network analysis (WGCNA) revealed hub modules that were associated with Cd stress and/or variety. Notably, genes involved in these hub modules were significantly enriched for roles in glutathione metabolism, phenylpropanoid biosynthesis, ABC transport, and metal ion transport process. These results suggested that regulation of genes associated with cell wall precipitation and vacuole compartmentalization may increase Cd tolerance and reduce Cd translocation in the Cd-tolerant variety, although it can absorb more Cd. This study provides a foundation for exploring molecular mechanisms of Cd tolerance and transport in broomcorn millet and new insights into improving Cd phytoremediation with this crop through genetic engineering.
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Affiliation(s)
- Jiajia Liu
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Xianyang 712100, China; (J.L.); (D.Z.); (Y.Z.); (H.Z.); (P.C.); (Y.Y.); (Q.Y.)
| | - Dazhong Zhang
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Xianyang 712100, China; (J.L.); (D.Z.); (Y.Z.); (H.Z.); (P.C.); (Y.Y.); (Q.Y.)
| | - Yuanbo Zhang
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Xianyang 712100, China; (J.L.); (D.Z.); (Y.Z.); (H.Z.); (P.C.); (Y.Y.); (Q.Y.)
| | - Hao Zhou
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Xianyang 712100, China; (J.L.); (D.Z.); (Y.Z.); (H.Z.); (P.C.); (Y.Y.); (Q.Y.)
| | - Pengliang Chen
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Xianyang 712100, China; (J.L.); (D.Z.); (Y.Z.); (H.Z.); (P.C.); (Y.Y.); (Q.Y.)
| | - Yuhao Yuan
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Xianyang 712100, China; (J.L.); (D.Z.); (Y.Z.); (H.Z.); (P.C.); (Y.Y.); (Q.Y.)
| | - Qinghua Yang
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Xianyang 712100, China; (J.L.); (D.Z.); (Y.Z.); (H.Z.); (P.C.); (Y.Y.); (Q.Y.)
| | - Lin Zhao
- Shaanxi Provincial Research Academy of Environmental Sciences, Xi’an 710061, China
- Correspondence: (L.Z.); (B.F.)
| | - Baili Feng
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Agronomy, Northwest A & F University, Xianyang 712100, China; (J.L.); (D.Z.); (Y.Z.); (H.Z.); (P.C.); (Y.Y.); (Q.Y.)
- Correspondence: (L.Z.); (B.F.)
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De Miccolis Angelini RM, Landi L, Raguseo C, Pollastro S, Faretra F, Romanazzi G. Tracking of Diversity and Evolution in the Brown Rot Fungi Monilinia fructicola, Monilinia fructigena, and Monilinia laxa. Front Microbiol 2022; 13:854852. [PMID: 35356516 PMCID: PMC8959702 DOI: 10.3389/fmicb.2022.854852] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Accepted: 02/15/2022] [Indexed: 11/13/2022] Open
Abstract
Monilinia species are among the most devastating fungi worldwide as they cause brown rot and blossom blight on fruit trees. To understand the molecular bases of their pathogenic lifestyles, we compared the newly assembled genomes of single strains of Monilinia fructicola, M. fructigena and M. laxa, with those of Botrytis cinerea and Sclerotinia sclerotiorum, as the closest species within Sclerotiniaceae. Phylogenomic analysis of orthologous proteins and syntenic investigation suggest that M. laxa is closer to M. fructigena than M. fructicola, and is closest to the other investigated Sclerotiniaceae species. This indicates that M. laxa was the earliest result of the speciation process. Distinct evolutionary profiles were observed for transposable elements (TEs). M. fructicola and M. laxa showed older bursts of TE insertions, which were affected (mainly in M. fructicola) by repeat-induced point (RIP) mutation gene silencing mechanisms. These suggested frequent occurrence of the sexual process in M. fructicola. More recent TE expansion linked with low RIP action was observed in M. fructigena, with very little in S. sclerotiorum and B. cinerea. The detection of active non-syntenic TEs is indicative of horizontal gene transfer and has resulted in alterations in specific gene functions. Analysis of candidate effectors, biosynthetic gene clusters for secondary metabolites and carbohydrate-active enzymes, indicated that Monilinia genus has multiple virulence mechanisms to infect host plants, including toxins, cell-death elicitor, putative virulence factors and cell-wall-degrading enzymes. Some species-specific pathogenic factors might explain differences in terms of host plant and organ preferences between M. fructigena and the other two Monilinia species.
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Affiliation(s)
| | - Lucia Landi
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, Ancona, Italy
| | - Celeste Raguseo
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Stefania Pollastro
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Francesco Faretra
- Department of Soil, Plant and Food Sciences, University of Bari Aldo Moro, Bari, Italy
| | - Gianfranco Romanazzi
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, Ancona, Italy
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49
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Talabi AO, Vikram P, Thushar S, Rahman H, Ahmadzai H, Nhamo N, Shahid M, Singh RK. Orphan Crops: A Best Fit for Dietary Enrichment and Diversification in Highly Deteriorated Marginal Environments. FRONTIERS IN PLANT SCIENCE 2022; 13:839704. [PMID: 35283935 PMCID: PMC8908242 DOI: 10.3389/fpls.2022.839704] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Accepted: 01/31/2022] [Indexed: 05/23/2023]
Abstract
Orphan crops are indigenous and invariably grown by small and marginal farmers under subsistence farming systems. These crops, which are common and widely accepted by local farmers, are highly rich in nutritional profile, good for medicinal purposes, and well adapted to suboptimal growing conditions. However, these crops have suffered neglect and abandonment from the scientific community because of very low or no investments in research and genetic improvement. A plausible reason for this is that these crops are not traded internationally at a rate comparable to that of the major food crops such as wheat, rice, and maize. Furthermore, marginal environments have poor soils and are characterized by extreme weather conditions such as heat, erratic rainfall, water deficit, and soil and water salinity, among others. With more frequent extreme climatic events and continued land degradation, orphan crops are beginning to receive renewed attention as alternative crops for dietary diversification in marginal environments and, by extension, across the globe. Increased awareness of good health is also a major contributor to the revived attention accorded to orphan crops. Thus, the introduction, evaluation, and adaptation of outstanding varieties of orphan crops for dietary diversification will contribute not only to sustained food production but also to improved nutrition in marginal environments. In this review article, the concept of orphan crops vis-à-vis marginality and food and nutritional security is defined for a few orphan crops. We also examined recent advances in research involving orphan crops and the potential of these crops for dietary diversification within the context of harsh marginal environments. Recent advances in genomics coupled with molecular breeding will play a pivotal role in improving the genetic potential of orphan crops and help in developing sustainable food systems. We concluded by presenting a potential roadmap to future research engagement and a policy framework with recommendations aimed at facilitating and enhancing the adoption and sustainable production of orphan crops under agriculturally marginal conditions.
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Affiliation(s)
| | | | | | | | | | | | | | - Rakesh Kumar Singh
- International Center for Biosaline Agriculture (ICBA), Dubai, United Arab Emirates
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50
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Zheng X, Wang T, Cheng T, Zhao L, Zheng X, Zhu F, Dong C, Xu J, Xie K, Hu Z, Yang L, Diao Y. Genomic variation reveals demographic history and biological adaptation of the ancient relictual, lotus (Nelumbo Adans). HORTICULTURE RESEARCH 2022; 9:uhac029. [PMID: 35184169 PMCID: PMC9039500 DOI: 10.1093/hr/uhac029] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Accepted: 01/04/2022] [Indexed: 05/25/2023]
Abstract
Lotus (Nelumbo Adans.), a relict plant, is the testimony of long-term sustained ecological success, but the underlying genetic changes related to its survival strategy remains unclear. Here, we assembled the high-quality lotus genome, investigated genome variation of lotus mutation accumulation (MA) lines and reconstructed the demographic history of wild Asian lotus, respectively. We identified and validated 43 base substitutions fixed in MA lines, implying a spontaneous mutation rate of 1.4 × 10-9 base/generation in lotus shoot stem cells. The past history of lotus revealed that the ancestors of lotus in eastern and southern Asia could be traced back ~20 million years ago (Mya) and experienced twice significant bottlenecks and population splits. We further identified the selected genes among three lotus groups in different habitats, suggesting that 453 genes between tropical and temperate group and 410 genes between two subgroups from Northeastern China and the Yangtze River - Yellow River Basin might play important roles in natural selection in lotus's adaptation and resilience. Our findings not only improve an understanding of the lotus evolutionary history and the genetic basis of its survival advantages, but also provide valuable data for addressing various questions in evolution and protection for the relict plants.
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Affiliation(s)
- Xingwen Zheng
- State Key Laboratory of Hybrid Rice, Lotus Engineering Research Center of Hubei Province, College of Life Sciences, Wuhan University, Wuhan 430072, China
- Guangchang White Lotus Research Institute, Guangchang 344900, China
| | - Tao Wang
- State Key Laboratory of Hybrid Rice, Lotus Engineering Research Center of Hubei Province, College of Life Sciences, Wuhan University, Wuhan 430072, China
| | - Teng Cheng
- State Key Laboratory of Hybrid Rice, Lotus Engineering Research Center of Hubei Province, College of Life Sciences, Wuhan University, Wuhan 430072, China
| | - Lingling Zhao
- State Key Laboratory of Hybrid Rice, Lotus Engineering Research Center of Hubei Province, College of Life Sciences, Wuhan University, Wuhan 430072, China
| | - Xingfei Zheng
- State Key Laboratory of Hybrid Rice, Lotus Engineering Research Center of Hubei Province, College of Life Sciences, Wuhan University, Wuhan 430072, China
| | - Fenglin Zhu
- State Key Laboratory of Hybrid Rice, Lotus Engineering Research Center of Hubei Province, College of Life Sciences, Wuhan University, Wuhan 430072, China
| | - Chen Dong
- College of Biological Engineering, Henan University of Technology, Zhengzhou, Henan 450001, China
| | - Jinxing Xu
- Guangchang White Lotus Research Institute, Guangchang 344900, China
| | - Keqiang Xie
- Guangchang White Lotus Research Institute, Guangchang 344900, China
| | - Zhongli Hu
- State Key Laboratory of Hybrid Rice, Lotus Engineering Research Center of Hubei Province, College of Life Sciences, Wuhan University, Wuhan 430072, China
| | - Liangbo Yang
- Guangchang White Lotus Research Institute, Guangchang 344900, China
| | - Ying Diao
- State Key Laboratory of Hybrid Rice, Lotus Engineering Research Center of Hubei Province, College of Life Sciences, Wuhan University, Wuhan 430072, China
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