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Jiao S, Guo Q, Ren W, Zhou M, Dai S, Zhao Y, Yang W, Xiao C, Liu X, Wang D, Zhao B. Production, structural and functional properties of dietary fiber from prosomillet bran obtained through Bifidobacterium fermentation. Food Chem 2025; 475:143264. [PMID: 39954644 DOI: 10.1016/j.foodchem.2025.143264] [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: 11/05/2024] [Revised: 01/14/2025] [Accepted: 02/05/2025] [Indexed: 02/17/2025]
Abstract
The effects of Bifidobacterium fermentation on dietary fiber (DF) of prosomillet bran were studied. Firstly, optimal fermentation conditions for extracting soluble dietary fiber were determined through single factor tests and orthogonal experiments. The structural features were evaluated by means of scanning electron microscopy, X-ray diffraction, Fourier infrared spectroscopy, particle size analysis, thermogravimetric analysis, and monosaccharide content. The results showed that some the crystal structure changed from crystal to non-crystal, which was followed by the decrease of thermal stability. The DF's surface loosened and its particle size decreased after fermentation. Meanwhile, DF showed similar spectral characteristics before and after fermentation, but the monosaccharide composition changed. Furthermore, the physicochemical properties were investigated. The fermented DF exhibited higher water swelling capacity, water holding capacity, oil holding capacity. Finally, improvements in glucose adsorption capacity, cation exchange and antioxidant properties were observed. These results indicated that Bifidobacteria fermentation is beneficial to the modification of DF.
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Affiliation(s)
- Siyi Jiao
- Laboratory of Functional Chemistry and Nutrition of Food, College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China; These authors contribute equally to this work
| | - Qianqian Guo
- Laboratory of Functional Chemistry and Nutrition of Food, College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China; These authors contribute equally to this work
| | - Wanting Ren
- Laboratory of Functional Chemistry and Nutrition of Food, College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China
| | - Mengnan Zhou
- Laboratory of Functional Chemistry and Nutrition of Food, College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China
| | - Shengquan Dai
- Laboratory of Functional Chemistry and Nutrition of Food, College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China
| | - Yuqi Zhao
- Laboratory of Functional Chemistry and Nutrition of Food, College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China
| | - Wenyue Yang
- Laboratory of Functional Chemistry and Nutrition of Food, College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China
| | - Chunxia Xiao
- Laboratory of Functional Chemistry and Nutrition of Food, College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China
| | - Xuebo Liu
- Laboratory of Functional Chemistry and Nutrition of Food, College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China
| | - Danna Wang
- Laboratory of Functional Chemistry and Nutrition of Food, College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China.
| | - Beita Zhao
- Laboratory of Functional Chemistry and Nutrition of Food, College of Food Science and Engineering, Northwest A&F University, Yangling, Shaanxi, China; College of Veterinary Medicine, Northwest A&F University, Yangling, Shaanxi, China.
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Ghatak A, Pierides I, Singh RK, Srivastava RK, Varshney RK, Prasad M, Chaturvedi P, Weckwerth W. Millets for a sustainable future. JOURNAL OF EXPERIMENTAL BOTANY 2025; 76:1534-1545. [PMID: 39724286 PMCID: PMC11981904 DOI: 10.1093/jxb/erae507] [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: 09/08/2024] [Accepted: 12/23/2024] [Indexed: 12/28/2024]
Abstract
Our current agricultural system faces a perfect storm-climate change, a burgeoning population, and unpredictable outbreaks such as COVID-19 which disrupt food production, particularly for vulnerable populations in developing countries. A paradigm shift in agriculture practices is needed to tackle these issues. One solution is the diversification of crop production. While ~56% of the plant-based protein stems from three major cereal crops (rice, wheat, and maize), underutilized crops such as millets, legumes, and other cereals are highly neglected by farmers and the research community. Millets are one of the most ancient and versatile orphan crops with attributes such as fast growing, high yielding, withstanding harsh environments, and rich in micronutrients such as iron and zinc, making them appealing to achieve agronomic sustainability. Here, we highlight the contribution of millet to agriculture and focus on the genetic diversity of millet, genomic resources, and next-generation omics and their applications under various stress conditions. Additionally, integrative omics technologies could identify and develop millets with desirable phenotypes having high agronomic value and mitigating climate change. We emphasize that biotechnological interventions, such as genome-wide association, genomic selection, genome editing, and artificial intelligence/machine learning, can improve and breed millets more effectively.
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Affiliation(s)
- Arindam Ghatak
- Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, University of Vienna, Djerassiplatz 1, 1030 Vienna, Austria
- Vienna Metabolomics Center (VIME), University of Vienna, Djerassiplatz 1, 1030 Vienna, Austria
| | - Iro Pierides
- Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, University of Vienna, Djerassiplatz 1, 1030 Vienna, Austria
| | - Roshan Kumar Singh
- Department of Botany, Mahishadal Raj College, Purba Medinipur, Garh Kamalpur, West Bengal 721628, India
| | - Rakesh K Srivastava
- Center of Excellence in Genomics & Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, India
| | - Rajeev K Varshney
- WA State Agricultural Biotechnology Centre, Centre for Crop & Food Innovation, Food Futures Institute, Murdoch University, Murdoch, 6150, Western Australia, Australia
| | - Manoj Prasad
- National Institute of Plant Genome Research (NIPGR), Aruna Asaf Ali Marg, New Delhi 110067, India
- Department of Genetics, University of Delhi, South Campus, Benito-Juarez Road, New Delhi 110021, India
| | - Palak Chaturvedi
- Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, University of Vienna, Djerassiplatz 1, 1030 Vienna, Austria
| | - Wolfram Weckwerth
- Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary Ecology, University of Vienna, Djerassiplatz 1, 1030 Vienna, Austria
- Vienna Metabolomics Center (VIME), University of Vienna, Djerassiplatz 1, 1030 Vienna, Austria
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Wang J, Cui C, Qi S, Wang Z, Song J, Ji G, Sun N, Liu X, Zhang H. The NAC transcription factor PagNAC17 enhances salt tolerance in poplar by alleviating photosynthetic inhibition. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2025; 221:109645. [PMID: 39955821 DOI: 10.1016/j.plaphy.2025.109645] [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: 10/17/2024] [Revised: 01/24/2025] [Accepted: 02/10/2025] [Indexed: 02/18/2025]
Abstract
The NAC transcription factor family is essential for plant growth, development, and stress responses. This study, based on RNA-Seq data from 84K poplar and weighted gene co-expression network analysis (WGCNA), identified PagNAC17 as a key factor in the salt stress response of poplar. A total of 202 PtrNAC TFs were identified and categorized into two major subfamilies, with their conserved motifs, gene structures, and cis-acting elements analyzed. Genes co-expressed with PagNAC17 are involved in energy metabolism, such as photosynthesis (e.g., light absorption and CO2 fixation), oxidative phosphorylation, signal transduction processes, and stress responses (e.g., the glutathione metabolism pathway), suggesting that PagNAC17 may regulate salt tolerance in poplar through these pathways. PagNAC17 is localized in the nucleus, primarily expressed in young leaves with the lowest expression in roots, and has transcriptional activation activity. The expression of PagNAC17 in yeast significantly enhances growth under salt conditions. Likewise, the overexpression of PagNAC17 in 84K poplar also significantly enhances salt tolerance, reducing yellowing, wilting, and oxidative damage. In summary, PagNAC17 is a key salt-tolerance regulator within the poplar NAC gene family. This study provides valuable insights for functional research on the NAC TFs family and offers a promising genetic resource for the salt-tolerance breeding of poplar.
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Affiliation(s)
- Jiechen Wang
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Congcong Cui
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Siyue Qi
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Zheyuan Wang
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Jiaqi Song
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Guangxin Ji
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Nan Sun
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Xuemei Liu
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China.
| | - Huihui Zhang
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China.
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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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Cong L, Deng L, Yao H, Zhang Y, Li H, Wang H, Zhang B, Han Y, Wang J. Responses of the Lipoxygenase Gene Family to Drought Stress in Broomcorn Millet ( Panicum miliaceum L.). Genes (Basel) 2025; 16:368. [PMID: 40282328 PMCID: PMC12026675 DOI: 10.3390/genes16040368] [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: 02/26/2025] [Revised: 03/19/2025] [Accepted: 03/20/2025] [Indexed: 04/29/2025] Open
Abstract
Background: Broomcorn millet (Panicum miliaceum L.), a drought-tolerant C4 crop, is crucial for agricultural resilience in arid regions. Lipoxygenases (LOXs), key enzymes in plant stress responses, have not been studied in broomcorn millet. This study aimed to identify LOX genes in broomcorn millet and elucidate their role in drought tolerance. Methods: We employed bioinformatics and physiological analyses to identify LOX genes in broomcorn millet. Expression profiles were assessed in different organs, and drought stress responses were evaluated in tolerant (HSZ, YXDHM) and sensitive (YS10) varieties. Antioxidant enzyme activities (SOD, POD, CAT) and malondialdehyde (MDA) levels were measured. Results: Twelve LOX genes were identified, classified into three subfamilies, and mapped across seven chromosomes. These genes contained stress-responsive cis-elements and showed organ-specific expression, with PmLOX5 exhibiting no detectable expression. Under drought stress, tolerant varieties showed elevated antioxidant activities and reduced MDA accumulation. PmLOX2, a homolog of Arabidopsis AtLOX1/AtLOX5, was significantly induced in tolerant varieties, correlating with enhanced antioxidant capacity and reduced oxidative damage. Conclusions:PmLOX genes, particularly PmLOX2, play a pivotal role in drought tolerance by modulating ROS scavenging and membrane protection. This study provides a foundation for leveraging LOX genes to improve drought resilience in broomcorn millet and related crops.
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Affiliation(s)
- Lin Cong
- College of Agriculture, Shanxi Agricultural University, Taigu 030801, China; (L.C.); (L.D.); (H.Y.); (Y.Z.); (H.L.); (B.Z.)
| | - Lin Deng
- College of Agriculture, Shanxi Agricultural University, Taigu 030801, China; (L.C.); (L.D.); (H.Y.); (Y.Z.); (H.L.); (B.Z.)
| | - Hongfei Yao
- College of Agriculture, Shanxi Agricultural University, Taigu 030801, China; (L.C.); (L.D.); (H.Y.); (Y.Z.); (H.L.); (B.Z.)
| | - Yaoyuan Zhang
- College of Agriculture, Shanxi Agricultural University, Taigu 030801, China; (L.C.); (L.D.); (H.Y.); (Y.Z.); (H.L.); (B.Z.)
| | - Hongying Li
- College of Agriculture, Shanxi Agricultural University, Taigu 030801, China; (L.C.); (L.D.); (H.Y.); (Y.Z.); (H.L.); (B.Z.)
| | - Haigang Wang
- Center for Agricultural Genetic Resources Research, Shanxi Agricultural University, Taiyuan 030031, China;
| | - Bin Zhang
- College of Agriculture, Shanxi Agricultural University, Taigu 030801, China; (L.C.); (L.D.); (H.Y.); (Y.Z.); (H.L.); (B.Z.)
- Houji Laboratory in Shanxi Province, Taiyuan 030031, China
| | - Yuanhuai Han
- College of Agriculture, Shanxi Agricultural University, Taigu 030801, China; (L.C.); (L.D.); (H.Y.); (Y.Z.); (H.L.); (B.Z.)
- Houji Laboratory in Shanxi Province, Taiyuan 030031, China
| | - Junjie Wang
- College of Agriculture, Shanxi Agricultural University, Taigu 030801, China; (L.C.); (L.D.); (H.Y.); (Y.Z.); (H.L.); (B.Z.)
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Liu T, Dong K, He J, Wang M, Ren R, Zhang L, Li Y, Liu M, Yang T. Genetic dissection of a major locus SC9.1 conferring seed color in broomcorn millet (Panicum miliaceum). TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2025; 138:17. [PMID: 39760849 DOI: 10.1007/s00122-024-04773-z] [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: 03/05/2024] [Accepted: 10/24/2024] [Indexed: 01/07/2025]
Abstract
KEY MESSAGE A major locus SC9.1 was identified and finely mapped into a 92.68 Kb region, and longmi004412 was identified as the casual gene regulating brown seed color in broomcorn millet. Broomcorn millet is a cereal crop with abundant genetic variations in morphology, agronomy, and yield-related traits. The diversity of seed color is among the most distinctive morphological characteristics. However, genetic determinants governing seed coloration have rarely been reported. Here, the F2 and F3 populations from a cross between Longmi12 and Zhang778 were employed to elucidate the genetic basis of seed color. Statistical analysis conducted on the seed color in F1, F2, and F3 progeny conclusively demonstrated that brown seed color was controlled by a single dominant locus in broomcorn millet. The genetic control locus, SC9.1, was preliminarily located on chromosome 9 in the 32,175,878-44,281,406 bp region through bulked segregant analysis sequencing (BSA-seq). Furthermore, SC9.1 was narrowed down to a 92.68 kb interval harboring 11 genes using fine mapping with 260 recessive individual genotypes. Combined with gene structural variation, the transcriptome profile, and functional comparison, longmi004412 was identified as the causal gene resulting in brown seed color formation in broomcorn millet. In addition, haplotype analysis of the longmi004412 gene in 516 accessions was performed to clarify the types for broomcorn millet seed color. These findings lay the foundation for precise identification of germplasm at the molecular level, molecular-assisted selection breeding, and the application of gene editing technology in broomcorn millet.
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Affiliation(s)
- Tianpeng Liu
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, 730070, China
- Key Laboratory of Crop Gene Resources and Germplasm Innovation in Northwest Cold and Arid Regions (Co-Construction By Ministry and Province), Ministry of Agriculture and Rural Affairs, Lanzhou, 730070, China
| | - Kongjun Dong
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, 730070, China
- Key Laboratory of Crop Gene Resources and Germplasm Innovation in Northwest Cold and Arid Regions (Co-Construction By Ministry and Province), Ministry of Agriculture and Rural Affairs, Lanzhou, 730070, China
| | - Jihong He
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, 730070, China
- Key Laboratory of Crop Gene Resources and Germplasm Innovation in Northwest Cold and Arid Regions (Co-Construction By Ministry and Province), Ministry of Agriculture and Rural Affairs, Lanzhou, 730070, China
| | - Mei Wang
- College of Life Science and Technology, Gansu Agricultural University, Lanzhou, 730070, China
| | - Ruiyu Ren
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, 730070, China
- Key Laboratory of Crop Gene Resources and Germplasm Innovation in Northwest Cold and Arid Regions (Co-Construction By Ministry and Province), Ministry of Agriculture and Rural Affairs, Lanzhou, 730070, China
| | - Lei Zhang
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, 730070, China
- Key Laboratory of Crop Gene Resources and Germplasm Innovation in Northwest Cold and Arid Regions (Co-Construction By Ministry and Province), Ministry of Agriculture and Rural Affairs, Lanzhou, 730070, China
| | - Yawei Li
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, 730070, China
- Key Laboratory of Crop Gene Resources and Germplasm Innovation in Northwest Cold and Arid Regions (Co-Construction By Ministry and Province), Ministry of Agriculture and Rural Affairs, Lanzhou, 730070, China
| | - Minxuan Liu
- Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing, 100081, China.
| | - Tianyu Yang
- Crop Research Institute, Gansu Academy of Agricultural Sciences, Lanzhou, 730070, China.
- Key Laboratory of Crop Gene Resources and Germplasm Innovation in Northwest Cold and Arid Regions (Co-Construction By Ministry and Province), Ministry of Agriculture and Rural Affairs, Lanzhou, 730070, China.
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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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Zhang H, Yao T, Wang J, Ji G, Cui C, Song J, Sun N, Qi S, Xu N, Zhang H. Genome-wide identification of R2R3-MYB transcription factors in Betula platyphylla and functional analysis of BpMYB95 in salt tolerance. Int J Biol Macromol 2024; 279:135193. [PMID: 39216584 DOI: 10.1016/j.ijbiomac.2024.135193] [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: 05/26/2024] [Revised: 08/26/2024] [Accepted: 08/28/2024] [Indexed: 09/04/2024]
Abstract
The Myeloblastosis (MYB) transcription factor (TF) family is one of the largest transcription factor families in plants and plays an important role in various physiological processes. At present, there are few reports on birch (Betula platyphylla Suk.) of R2R3-MYB-TFs, and most BpMYBs still need to be characterized. In this study, 111 R2R3-MYB-TFs with conserved R2 and R3 MYB domains were identified. Phylogenetic tree analysis showed that the MYB family members of Arabidopsis thaliana and birch were divided into 23 and 21 subgroups, respectively. The latter exhibited an uneven distribution across 14 chromosomes. There were five tandem duplication events and 17 segmental duplication events between BpMYBs, and repeat events play an important role in the expansion of the family. In addition, the promoter region of MYBs was rich in various cis-acting elements, and MYB-TFs were involved in plant growth and development, light responses, biotic stress, and abiotic stress. RNA-sequencing (RNA-seq) and quantitative Real-Time Polymerase Chain Reaction (qRT-PCR) results revealed that most R2R3-MYB-TFs in birch responded to salt stress. In particular, the expression of BpMYBs in the S20 subfamily was significantly induced by salt, drought, abscisic acid, and methyl jasmonate stresses. Based on the weighted co-expression network analysis of physiological and RNA-seq data of birch under salt stress, a key MYB-TF BpMYB95 (BPChr12G24087), was identified in response to salt stress, and its expression level was induced by salt stress. BpMYB95 is a nuclear localization protein with transcriptional activation activity in yeast and overexpression of this gene significantly enhanced salt tolerance in Saccharomyces cerevisiae. The qRT-PCR and histochemical staining results showed that BpMYB95 exhibited the highest expression in the roots, young leaves, and petioles of birch plants. Overexpression of BpMYB95 significantly improved salt-induced browning and wilting symptoms in birch leaves and alleviated the degree of PSII photoinhibition caused by salt stress in birch seedlings. In conclusion, most R2R3-MYB-TFs found in birch were involved in the salt stress response mechanisms. Among these, BpMYB95 was a key regulatory factor that significantly enhanced salt tolerance in birch. The findings of this study provide valuable genetic resources for the development of salt-tolerant birch varieties.
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Affiliation(s)
- Hongbo Zhang
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Tongtong Yao
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Jiechen Wang
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Guangxin Ji
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Congcong Cui
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Jiaqi Song
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Nan Sun
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Siyue Qi
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China
| | - Nan Xu
- Harbin Univ, Sch Geog & Tourism, Key Lab Heilongjiang Prov Cold Reg Wetlands Ecol &, Harbin, China.
| | - Huiui Zhang
- Key Laboratory of Saline-alkali Vegetation Ecology Restoration, Ministry of Education, College of Life Sciences, Northeast Forestry University, Harbin, 150040, China.
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Sheng P, Bai B, Liu M, Ma W, Liu J, Song C, Du S, Ge G, Jia Y, Wang Z. Effects of Different Additives and Ratios on Broom Sorghum Straw Silage Characteristics and Bacterial Communities. Microorganisms 2024; 12:2062. [PMID: 39458371 PMCID: PMC11509844 DOI: 10.3390/microorganisms12102062] [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: 08/28/2024] [Revised: 10/05/2024] [Accepted: 10/10/2024] [Indexed: 10/28/2024] Open
Abstract
As a large agricultural country, China produces a large number of agricultural and sideline products while harvesting agricultural products every year. Crop straw is one of them. Broom sorghum is a traditional crop in China, which produces a large amount of straw resources every year. These straw resources are placed in the field and cannot be used efficiently. The purpose of this study was to solve the problem of straw utilization of Broom sorghum, one of the main food crops in arid and semi-arid areas of northern China. Broom sorghum is not only a nutritious food crop, its straw is also rich in crude fiber and mineral elements, which has high utilization value. However, due to the high content of lignocellulose in straw, the texture is hard, which limits its digestion and utilization efficiency as feed. In this study, the broom sorghum straw was used as the research object, and the straw raw materials were treated with Lactobacillus plantarum, cellulase and xylanase, respectively. After silage fermentation for 30 d and 60 d, the bags were opened to determine the nutritional quality, fermentation quality, microbial community structure and other indicators. The best fermentation time and additives for broom sorghum straw silage were comprehensively screened to improve the nutritional value of straw and animal production performance. The results showed that the nutritional quality of silage straw increased with the extension of fermentation time. Compared with silage straw after 30 days of fermentation, the nutritional quality and fermentation quality of straw were significantly improved after 60 days of fermentation. Lactobacillus plantarum, cellulase and xylanase could improve the silage performance of broom sorghum straw by improving the microbial community structure in straw, and the effect of cellulase was the best. When cellulase was used in straw at the standard of 20 U/g FM, the content of water-soluble carbohydrates could be significantly increased to 31.35 g/kg FM, and the concentration of lactic acid was also significantly increased to 23.79 g/kg FM. Therefore, in actual production, it is recommended to use cellulase at a dose of 20 U/g FM in broom sorghum silage and open the bag after 60 days of silage fermentation. The results of this study provided a scientific basis for the efficient utilization of broom sorghum straw as feed.
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Affiliation(s)
- Panjie Sheng
- College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010019, China
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Hohhot 010019, China; (P.S.); (B.B.); (M.L.); (W.M.); (J.L.); (C.S.); (S.D.); (G.G.)
- Key Laboratory of Grassland Resources, Ministry of Education, Hohhot 010019, China
| | - Baochao Bai
- College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010019, China
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Hohhot 010019, China; (P.S.); (B.B.); (M.L.); (W.M.); (J.L.); (C.S.); (S.D.); (G.G.)
- Key Laboratory of Grassland Resources, Ministry of Education, Hohhot 010019, China
| | - Mingjian Liu
- College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010019, China
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Hohhot 010019, China; (P.S.); (B.B.); (M.L.); (W.M.); (J.L.); (C.S.); (S.D.); (G.G.)
- Key Laboratory of Grassland Resources, Ministry of Education, Hohhot 010019, China
| | - Weiqin Ma
- College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010019, China
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Hohhot 010019, China; (P.S.); (B.B.); (M.L.); (W.M.); (J.L.); (C.S.); (S.D.); (G.G.)
- Key Laboratory of Grassland Resources, Ministry of Education, Hohhot 010019, China
| | - Jianliang Liu
- College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010019, China
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Hohhot 010019, China; (P.S.); (B.B.); (M.L.); (W.M.); (J.L.); (C.S.); (S.D.); (G.G.)
- Key Laboratory of Grassland Resources, Ministry of Education, Hohhot 010019, China
| | - Chaoran Song
- College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010019, China
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Hohhot 010019, China; (P.S.); (B.B.); (M.L.); (W.M.); (J.L.); (C.S.); (S.D.); (G.G.)
- Key Laboratory of Grassland Resources, Ministry of Education, Hohhot 010019, China
| | - Shuai Du
- College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010019, China
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Hohhot 010019, China; (P.S.); (B.B.); (M.L.); (W.M.); (J.L.); (C.S.); (S.D.); (G.G.)
- Key Laboratory of Grassland Resources, Ministry of Education, Hohhot 010019, China
| | - Gentu Ge
- College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010019, China
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Hohhot 010019, China; (P.S.); (B.B.); (M.L.); (W.M.); (J.L.); (C.S.); (S.D.); (G.G.)
- Key Laboratory of Grassland Resources, Ministry of Education, Hohhot 010019, China
| | - Yushan Jia
- College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010019, China
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization, Ministry of Agriculture, Hohhot 010019, China; (P.S.); (B.B.); (M.L.); (W.M.); (J.L.); (C.S.); (S.D.); (G.G.)
- Key Laboratory of Grassland Resources, Ministry of Education, Hohhot 010019, China
| | - Zhijun Wang
- College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010019, China
- National Center of Pratacultural Technology Innovation (under Preparation), Hohhot 010010, China
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10
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Zhao X, Liu M, Li C, Zhang J, Li T, Sun F, Lu P, Xu Y. Comparative Transcriptomic Analysis Reveals Domestication and Improvement Patterns of Broomcorn Millet ( Panicum miliaceum L.). Int J Mol Sci 2024; 25:11012. [PMID: 39456795 PMCID: PMC11507134 DOI: 10.3390/ijms252011012] [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: 08/14/2024] [Revised: 10/07/2024] [Accepted: 10/10/2024] [Indexed: 10/28/2024] Open
Abstract
Broomcorn millet (Panicum miliaceum L.) is one of the earliest crops, domesticated nearly 8000 years ago in northern China. It gradually spread across the entire Eurasian continent, as well as to America and Africa, with recent improvement in various reproductive and vegetative traits. To identify the genes that were selected during the domestication and improvement processes, we performed a comparative transcriptome analysis based on wild types, landraces, and improved cultivars of broomcorn millet at both seeding and filling stages. The variations in gene expression patterns between wild types and landraces and between landraces and improved cultivars were further evaluated to explore the molecular mechanisms underlying the domestication and improvement of broomcorn millet. A total of 2155 and 3033 candidate genes involved in domestication and a total of 84 and 180 candidate genes related to improvement were identified at seedling and filling stages of broomcorn millet, respectively. The annotation results suggested that the genes related to metabolites, stress resistance, and plant hormones were widely selected during both domestication and improvement processes, while some genes were exclusively selected in either domestication or improvement stages, with higher selection pressure detected in the domestication process. Furthermore, some domestication- and improvement-related genes involved in stress resistance either lost their functions or reduced their expression levels due to the trade-offs between stress resistance and productivity. This study provided novel genetic materials for further molecular breeding of broomcorn millet varieties with improved agronomic traits.
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Affiliation(s)
- Xinyu Zhao
- School of Life Sciences, Jilin University, Changchun 130012, China; (X.Z.); (C.L.); (J.Z.); (T.L.)
- School of Life Sciences, Northeast Normal University, Changchun 130021, China
| | - Minxuan Liu
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing 100081, China; (M.L.); (P.L.)
| | - Chunxiang Li
- School of Life Sciences, Jilin University, Changchun 130012, China; (X.Z.); (C.L.); (J.Z.); (T.L.)
| | - Jingyi Zhang
- School of Life Sciences, Jilin University, Changchun 130012, China; (X.Z.); (C.L.); (J.Z.); (T.L.)
| | - Tianshu Li
- School of Life Sciences, Jilin University, Changchun 130012, China; (X.Z.); (C.L.); (J.Z.); (T.L.)
| | - Fengjie Sun
- Department of Biological Sciences, School of Science and Technology, Georgia Gwinnett College, Lawrenceville, GA 30043, USA;
| | - Ping Lu
- Institute of Crop Science, Chinese Academy of Agricultural Sciences, Beijing 100081, China; (M.L.); (P.L.)
| | - Yue Xu
- School of Life Sciences, Jilin University, Changchun 130012, China; (X.Z.); (C.L.); (J.Z.); (T.L.)
- National and Local United Engineering Laboratory for Chinese Herbal Medicine Breeding and Cultivation, School of Life Sciences, Jilin University, Changchun 130012, China
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11
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Kusmec A, Yeh CT'E, Schnable PS. Data-driven identification of environmental variables influencing phenotypic plasticity to facilitate breeding for future climates. THE NEW PHYTOLOGIST 2024; 244:618-634. [PMID: 39183371 DOI: 10.1111/nph.19937] [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: 11/10/2023] [Accepted: 05/20/2024] [Indexed: 08/27/2024]
Abstract
Phenotypic plasticity describes a genotype's ability to produce different phenotypes in response to different environments. Breeding crops that exhibit appropriate levels of plasticity for future climates will be crucial to meeting global demand, but knowledge of the critical environmental factors is limited to a handful of well-studied major crops. Using 727 maize (Zea mays L.) hybrids phenotyped for grain yield in 45 environments, we investigated the ability of a genetic algorithm and two other methods to identify environmental determinants of grain yield from a large set of candidate environmental variables constructed using minimal assumptions. The genetic algorithm identified pre- and postanthesis maximum temperature, mid-season solar radiation, and whole season net evapotranspiration as the four most important variables from a candidate set of 9150. Importantly, these four variables are supported by previous literature. After calculating reaction norms for each environmental variable, candidate genes were identified and gene annotations investigated to demonstrate how this method can generate insights into phenotypic plasticity. The genetic algorithm successfully identified known environmental determinants of hybrid maize grain yield. This demonstrates that the methodology could be applied to other less well-studied phenotypes and crops to improve understanding of phenotypic plasticity and facilitate breeding crops for future climates.
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Affiliation(s)
- Aaron Kusmec
- Department of Agronomy, Iowa State University, Ames, IA, 50011-3650, USA
| | | | - Patrick S Schnable
- Department of Agronomy, Iowa State University, Ames, IA, 50011-3650, USA
- Plant Sciences Institute, Iowa State University, Ames, IA, 50011-3650, USA
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Mendieta JP, Tu X, Jiang D, Yan H, Zhang X, Marand AP, Zhong S, Schmitz RJ. Investigating the cis-regulatory basis of C 3 and C 4 photosynthesis in grasses at single-cell resolution. Proc Natl Acad Sci U S A 2024; 121:e2402781121. [PMID: 39312655 PMCID: PMC11459142 DOI: 10.1073/pnas.2402781121] [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: 02/13/2024] [Accepted: 07/23/2024] [Indexed: 09/25/2024] Open
Abstract
While considerable knowledge exists about the enzymes pivotal for C4 photosynthesis, much less is known about the cis-regulation important for specifying their expression in distinct cell types. Here, we use single-cell-indexed ATAC-seq to identify cell-type-specific accessible chromatin regions (ACRs) associated with C4 enzymes for five different grass species. This study spans four C4 species, covering three distinct photosynthetic subtypes: Zea mays and Sorghum bicolor (NADP-dependent malic enzyme), Panicum miliaceum (NAD-dependent malic enzyme), Urochloa fusca (phosphoenolpyruvate carboxykinase), along with the C3 outgroup Oryza sativa. We studied the cis-regulatory landscape of enzymes essential across all C4 species and those unique to C4 subtypes, measuring cell-type-specific biases for C4 enzymes using chromatin accessibility data. Integrating these data with phylogenetics revealed diverse co-option of gene family members between species, showcasing the various paths of C4 evolution. Besides promoter proximal ACRs, we found that, on average, C4 genes have two to three distal cell-type-specific ACRs, highlighting the complexity and divergent nature of C4 evolution. Examining the evolutionary history of these cell-type-specific ACRs revealed a spectrum of conserved and novel ACRs, even among closely related species, indicating ongoing evolution of cis-regulation at these C4 loci. This study illuminates the dynamic and complex nature of cis-regulatory elements evolution in C4 photosynthesis, particularly highlighting the intricate cis-regulatory evolution of key loci. Our findings offer a valuable resource for future investigations, potentially aiding in the optimization of C3 crop performance under changing climatic conditions.
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Affiliation(s)
| | - Xiaoyu Tu
- Shanghai Collaborative Innovation Center of Agri-Seeds, Joint Center for Single-Cell Biology, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai200240, China
| | - Daiquan Jiang
- State Key Laboratory of Agrobiotechnology, School of Life Sciences, The Chinese University of Hong Kong, Hong Kong, SAR
| | - Haidong Yan
- Department of Genetics, University of Georgia, Athens, GA30605
| | - Xuan Zhang
- Department of Genetics, University of Georgia, Athens, GA30605
| | | | - Silin Zhong
- State Key Laboratory of Agrobiotechnology, School of Life Sciences, The Chinese University of Hong Kong, Hong Kong, SAR
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Chandra T, Jaiswal S, Tomar RS, Iquebal MA, Kumar D. Realizing visionary goals for the International Year of Millet (IYoM): accelerating interventions through advances in molecular breeding and multiomics resources. PLANTA 2024; 260:103. [PMID: 39304579 DOI: 10.1007/s00425-024-04520-0] [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: 05/01/2024] [Accepted: 08/30/2024] [Indexed: 09/22/2024]
Abstract
MAIN CONCLUSION Leveraging advanced breeding and multi-omics resources is vital to position millet as an essential "nutricereal resource," aligning with IYoM goals, alleviating strain on global cereal production, boosting resilience to climate change, and advancing sustainable crop improvement and biodiversity. The global challenges of food security, nutrition, climate change, and agrarian sustainability demand the adoption of climate-resilient, nutrient-rich crops to support a growing population amidst shifting environmental conditions. Millets, also referred to as "Shree Anna," emerge as a promising solution to address these issues by bolstering food production, improving nutrient security, and fostering biodiversity conservation. Their resilience to harsh environments, nutritional density, cultural significance, and potential to enhance dietary quality index made them valuable assets in global agriculture. Recognizing their pivotal role, the United Nations designated 2023 as the "International Year of Millets (IYoM 2023)," emphasizing their contribution to climate-resilient agriculture and nutritional enhancement. Scientific progress has invigorated efforts to enhance millet production through genetic and genomic interventions, yielding a wealth of advanced molecular breeding technologies and multi-omics resources. These advancements offer opportunities to tackle prevailing challenges in millet, such as anti-nutritional factors, sensory acceptability issues, toxin contamination, and ancillary crop improvements. This review provides a comprehensive overview of molecular breeding and multi-omics resources for nine major millet species, focusing on their potential impact within the framework of IYoM. These resources include whole and pan-genome, elucidating adaptive responses to abiotic stressors, organelle-based studies revealing evolutionary resilience, markers linked to desirable traits for efficient breeding, QTL analysis facilitating trait selection, functional gene discovery for biotechnological interventions, regulatory ncRNAs for trait modulation, web-based platforms for stakeholder communication, tissue culture techniques for genetic modification, and integrated omics approaches enabled by precise application of CRISPR/Cas9 technology. Aligning these resources with the seven thematic areas outlined by IYoM catalyzes transformative changes in millet production and utilization, thereby contributing to global food security, sustainable agriculture, and enhanced nutritional consequences.
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Affiliation(s)
- Tilak Chandra
- Division of Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, 110012, India
| | - Sarika Jaiswal
- Division of Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, 110012, India
| | - Rukam Singh Tomar
- Department of Biotechnology, Junagadh Agricultural University, Junagadh, Gujarat, 110012, India
| | - Mir Asif Iquebal
- Division of Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, 110012, India.
| | - Dinesh Kumar
- Division of Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, 110012, India
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14
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Sareen B, Pudake RN, Sevanthi AM, Solanke AU. Biotechnological approaches to reduce the phytic acid content in millets to improve nutritional quality. PLANTA 2024; 260:99. [PMID: 39294492 DOI: 10.1007/s00425-024-04525-9] [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: 02/29/2024] [Accepted: 09/03/2024] [Indexed: 09/20/2024]
Abstract
MAIN CONCLUSION The review article summarizes the approaches and potential targets to address the challenges of anti-nutrient like phytic acid in millet grains for nutritional improvement. Millets are a diverse group of minor cereal grains that are agriculturally important, nutritionally rich, and the oldest cereals in the human diet. The grains are important for protein, vitamins, macro and micronutrients, fibre, and energy sources. Despite a high amount of nutrients, millet grains also contain anti-nutrients that limit the proper utilization of nutrients and finally affect their dietary quality. Our study aims to outline the genomic information to identify the target areas of research for the exploration of candidate genes for nutritional importance and show the possibilities to address the presence of anti-nutrient (phytic acid) in millets. So, the physicochemical accessibility of micronutrients increases and the agronomic traits can do better. Several strategies have been adopted to minimize the phytic acid, a predominant anti-nutrient in cereal grains. In the present review, we highlight the potential of biotechnological tools and genome editing approaches to address phytic acid in millets. It also highlights the biosynthetic pathway of phytic acid and potential targets for knockout or silencing to achieve low phytic acid content in millets.
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Affiliation(s)
- Bhuvnesh Sareen
- ICAR-National Institute for Plant Biotechnology, Pusa Campus, New Delhi, 110012, India
| | - Ramesh Namdeo Pudake
- ICAR-National Institute for Plant Biotechnology, Pusa Campus, New Delhi, 110012, India.
- Amity University, Uttar Pradesh, Noida, India.
| | | | - Amolkumar U Solanke
- ICAR-National Institute for Plant Biotechnology, Pusa Campus, New Delhi, 110012, India.
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15
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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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16
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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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17
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Yang M, Song X, Li J, Wang S, Zhang M, Deng X, Wang H. Genome-wide identification and analysis of the EIN3/EIL gene family in broomcorn millet ( Panicum miliaceum L.). FRONTIERS IN PLANT SCIENCE 2024; 15:1440872. [PMID: 39170780 PMCID: PMC11335613 DOI: 10.3389/fpls.2024.1440872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Accepted: 07/22/2024] [Indexed: 08/23/2024]
Abstract
The EIN3/EIL gene family holds a pivotal role as it encodes a crucial transcription factor in plants. During the process of polyploidization in broomcorn millet (Panicum miliaceum L.), there is an intriguing above-average amplification observed within the EIN3/EIL gene family. Nonetheless, our current knowledge of this gene family in broomcorn millet remains limited. Hence, in this study, we conducted a comprehensive analysis of the EIN3/EIL gene family in broomcorn millet, aiming to provide a deeper understanding of the potential evolutionary changes. Additionally, we analyzed the EIN3/EIL gene family of Panicum hallii L., a close relative of broomcorn millet, to enhance our characterization efforts. Within this study, we identified a total of 15 EIN3/EIL genes specific to broomcorn millet. Through covariance analysis, it was revealed that all PmEIL genes, except PmEIL1 and PmEIL15, had duplicate copies generated through genome-wide duplication events. Importantly, the Ka/Ks values of all duplicated genes were found to be less than 1, indicating strong purifying selection. Phylogenetic analysis showed that these genes could be categorized into four distinct evolutionary branches, showcasing similar characteristics among members within the same branch. However, there appeared to be an uneven distribution of cis-acting elements amid the EIN3/EIL genes. Further examination of transcriptomic data shed light on the diverse spatiotemporal and stress-related expression patterns exhibited by the EIN3/EIL genes in broomcorn millet. Notably, under cold stress, the expression of PmEIL3/4/8/14 was significantly up-regulated, while under drought stress, PmEIL4/5/6 displayed significant up-regulation. Intriguingly, the expression pattern of PmEIL15 showed an opposite pattern in resistant and sensitive cultivars. The findings of this study augment our understanding of the EIN3/EIL gene family in broomcorn millet and offer a valuable reference for future investigations into polyploid studies. Moreover, this study establishes a theoretical foundation for further exploration of the ethylene signaling pathway in broomcorn millet.
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Affiliation(s)
| | | | | | | | | | | | - Hongyan Wang
- Laboratory of Plant Epigenetics and Evolution, School of Life Sciences, Liaoning University, Shenyang, China
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18
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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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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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Ceasar SA, Prabhu S, Ebeed HT. Protein research in millets: current status and way forward. PLANTA 2024; 260:43. [PMID: 38958760 DOI: 10.1007/s00425-024-04478-z] [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: 05/10/2024] [Accepted: 06/27/2024] [Indexed: 07/04/2024]
Abstract
MAIN CONCLUSION Millets' protein studies are lagging behind those of major cereals. Current status and future insights into the investigation of millet proteins are discussed. Millets are important small-seeded cereals majorly grown and consumed by people in Asia and Africa and are considered crops of future food security. Although millets possess excellent climate resilience and nutrient supplementation properties, their research advancements have been lagging behind major cereals. Although considerable genomic resources have been developed in recent years, research on millet proteins and proteomes is currently limited, highlighting a need for further investigation in this area. This review provides the current status of protein research in millets and provides insights to understand protein responses for climate resilience and nutrient supplementation in millets. The reference proteome data is available for sorghum, foxtail millet, and proso millet to date; other millets, such as pearl millet, finger millet, barnyard millet, kodo millet, tef, and browntop millet, do not have any reference proteome data. Many studies were reported on stress-responsive protein identification in foxtail millet, with most studies on the identification of proteins under drought-stress conditions. Pearl millet has a few reports on protein identification under drought and saline stress. Finger millet is the only other millet to have a report on stress-responsive (drought) protein identification in the leaf. For protein localization studies, foxtail millet has a few reports. Sorghum has the highest number of 40 experimentally proven crystal structures, and other millets have fewer or no experimentally proven structures. Further proteomics studies will help dissect the specific proteins involved in climate resilience and nutrient supplementation and aid in breeding better crops to conserve food security.
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Affiliation(s)
- S Antony Ceasar
- Division of Plant Molecular Biology and Biotechnology, Department of Biosciences, Rajagiri College of Social Sciences, Cochin, Kerala, 683 104, India.
| | - Srinivasan Prabhu
- Division of Phytochemistry and Drug Design, Department of Biosciences, Rajagiri College of Social Sciences, Cochin, Kerala, 683 104, India
| | - Heba T Ebeed
- Botany and Microbiology Department, Faculty of Science, Damietta University, Damietta, Egypt
- National Biotechnology Network of Expertise (NBNE), Academy of Scientific Research and Technology (ASRT), Cairo, Egypt
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Pahari S, Vaid N, Soolanayakanahally R, Kagale S, Pasha A, Esteban E, Provart N, Stobbs JA, Vu M, Meira D, Karunakaran C, Boda P, Prasannakumar MK, Nagaraja A, Jain AK. Nutri-cereal tissue-specific transcriptome atlas during development: Functional integration of gene expression to identify mineral uptake pathways in little millet (Panicum sumatrense). THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2024; 119:577-594. [PMID: 38576267 DOI: 10.1111/tpj.16749] [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: 09/02/2022] [Revised: 03/08/2024] [Accepted: 03/14/2024] [Indexed: 04/06/2024]
Abstract
Little millet (Panicum sumatrense Roth ex Roem. & Schult.) is an essential minor millet of southeast Asia and Africa's temperate and subtropical regions. The plant is stress-tolerant, has a short life cycle, and has a mineral-rich nutritional profile associated with unique health benefits. We report the developmental gene expression atlas of little millet (genotype JK-8) from ten tissues representing different stages of its life cycle, starting from seed germination and vegetative growth to panicle maturation. The developmental transcriptome atlas led to the identification of 342 827 transcripts. The BUSCO analysis and comparison with the transcriptomes of related species confirm that this study presents high-quality, in-depth coverage of the little millet transcriptome. In addition, the eFP browser generated here has a user-friendly interface, allowing interactive visualizations of tissue-specific gene expression. Using these data, we identified transcripts, the orthologs of which in Arabidopsis and rice are involved in nutrient acquisition, transport, and response pathways. The comparative analysis of the expression levels of these transcripts holds great potential for enhancing the mineral content in crops, particularly zinc and iron, to address the issue of "hidden hunger" and to attain nutritional security, making it a valuable asset for translational research.
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Affiliation(s)
- Shankar Pahari
- Saskatoon Research and Development Centre, Agriculture and Agri-Food Canada, Saskatoon, Saskatchewan, Canada
| | - Neha Vaid
- Department of Biological Sciences, University of Calgary, Calgary, Alberta, Canada
| | - Raju Soolanayakanahally
- Saskatoon Research and Development Centre, Agriculture and Agri-Food Canada, Saskatoon, Saskatchewan, Canada
| | - Sateesh Kagale
- Aquatic and Crop Resource Development, National Research Council Canada, Saskatoon, Saskatchewan, Canada
| | - Asher Pasha
- Department of Cell and Systems Biology, University of Toronto, Toronto, Ontario, Canada
| | - Eddi Esteban
- Department of Cell and Systems Biology, University of Toronto, Toronto, Ontario, Canada
| | - Nicholas Provart
- Department of Cell and Systems Biology, University of Toronto, Toronto, Ontario, Canada
| | | | - Miranda Vu
- Canadian Light Source Inc, Saskatoon, Saskatchewan, Canada
| | - Debora Meira
- Advanced Photon Source, Argonne National Laboratory, Argonne, IL, United States
| | | | - Praveen Boda
- Department of Plant Pathology, University of Agricultural Sciences, Bangalore, India
| | | | - Alur Nagaraja
- Department of Plant Pathology, University of Agricultural Sciences, Bangalore, India
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22
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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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23
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Zhang P, Wang B, Guo Y, Wang T, Wei Q, Luo Y, Li H, Wu H, Wang X, Zhang X. Identification of Drought-Resistant Response in Proso Millet ( Panicum miliaceum L.) Root through Physiological and Transcriptomic Analysis. PLANTS (BASEL, SWITZERLAND) 2024; 13:1693. [PMID: 38931125 PMCID: PMC11207614 DOI: 10.3390/plants13121693] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 06/14/2024] [Accepted: 06/16/2024] [Indexed: 06/28/2024]
Abstract
Proso millet (Panicum miliaceum L.) is resilient to abiotic stress, especially to drought. However, the mechanisms by which its roots adapt and tolerate salt stress are obscure. In this study, to clarify the molecular mechanism of proso millet in response to drought stress, the physiological indexes and transcriptome in the root of seedlings of the proso millet cultivar 'Yumi 2' were analyzed at 0, 0.5, 1.0, 1.5, and 3.0 h of stimulated drought stress by using 20% PEG-6000 and after 24 h of rehydration. The results showed that the SOD activity, POD activity, soluble protein content, MDA, and O2-· content of 'Yumi 2' increased with the time of drought stress, but rapidly decreased after rehydration. Here, 130.46 Gb of clean data from 18 samples were obtained, and the Q30 value of each sample exceeded 92%. Compared with 0 h, the number of differentially expressed genes (DEGs) reached the maximum of 16,105 after 3 h of drought, including 9153 upregulated DEGs and 6952 downregulated DEGs. Gene Ontology and Kyoto Encyclopedia of Genes and Genomes pathway analyses revealed that upregulated DEGs were mainly involved in ATP binding, nucleus, protein serine/threonine phosphatase activity, MAPK signaling pathway-plant, plant-pathogen interactions, and plant hormone signal transduction under drought stress, while downregulated DEGs were mainly involved in metal ion binding, transmembrane transporter activity, and phenylpropanoid biosynthesis. Additionally, 1441 TFs screened from DEGs were clustered into 64 TF families, such as AP2/ERF-ERF, bHLH, WRKY, NAC, MYB, and bZIP TF families. Genes related to physiological traits were closely related to starch and sucrose metabolism, phenylpropanoid biosynthesis, glutathione metabolism, and plant hormone signal transduction. In conclusion, the active oxygen metabolism system and the soluble protein of proso millet root could be regulated by the activity of protein serine/threonine phosphatase. AP2/ERF-ERF, bHLH, WRKY, NAC, MYB, and bZIP TF families were found to be closely associated with drought tolerance in proso millet root. This study will provide data to support a subsequent study on the function of the drought tolerance gene in proso millet.
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Affiliation(s)
- Panpan Zhang
- College of Life Science, Yulin University, Yulin 719000, China; (B.W.); (Y.G.); (T.W.); (Q.W.); (Y.L.); (H.L.); (H.W.); (X.W.)
- Dryland Agricultural Engineering Technology Research Center in Northern of Shaanxi, Yulin 719000, China
| | - Binglei Wang
- College of Life Science, Yulin University, Yulin 719000, China; (B.W.); (Y.G.); (T.W.); (Q.W.); (Y.L.); (H.L.); (H.W.); (X.W.)
| | - Yaning Guo
- College of Life Science, Yulin University, Yulin 719000, China; (B.W.); (Y.G.); (T.W.); (Q.W.); (Y.L.); (H.L.); (H.W.); (X.W.)
- Dryland Agricultural Engineering Technology Research Center in Northern of Shaanxi, Yulin 719000, China
| | - Tao Wang
- College of Life Science, Yulin University, Yulin 719000, China; (B.W.); (Y.G.); (T.W.); (Q.W.); (Y.L.); (H.L.); (H.W.); (X.W.)
| | - Qian Wei
- College of Life Science, Yulin University, Yulin 719000, China; (B.W.); (Y.G.); (T.W.); (Q.W.); (Y.L.); (H.L.); (H.W.); (X.W.)
| | - Yan Luo
- College of Life Science, Yulin University, Yulin 719000, China; (B.W.); (Y.G.); (T.W.); (Q.W.); (Y.L.); (H.L.); (H.W.); (X.W.)
| | - Hao Li
- College of Life Science, Yulin University, Yulin 719000, China; (B.W.); (Y.G.); (T.W.); (Q.W.); (Y.L.); (H.L.); (H.W.); (X.W.)
| | - Huiping Wu
- College of Life Science, Yulin University, Yulin 719000, China; (B.W.); (Y.G.); (T.W.); (Q.W.); (Y.L.); (H.L.); (H.W.); (X.W.)
| | - Xiaolin Wang
- College of Life Science, Yulin University, Yulin 719000, China; (B.W.); (Y.G.); (T.W.); (Q.W.); (Y.L.); (H.L.); (H.W.); (X.W.)
- Dryland Agricultural Engineering Technology Research Center in Northern of Shaanxi, Yulin 719000, China
| | - Xiong Zhang
- College of Life Science, Yulin University, Yulin 719000, China; (B.W.); (Y.G.); (T.W.); (Q.W.); (Y.L.); (H.L.); (H.W.); (X.W.)
- Dryland Agricultural Engineering Technology Research Center in Northern of Shaanxi, Yulin 719000, China
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24
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Patan SSVK, Vallepu S, Shaik KB, Shaik N, Adi Reddy NRY, Terry RG, Sergeant K, Hausman JF. Drought resistance strategies in minor millets: a review. PLANTA 2024; 260:29. [PMID: 38879859 DOI: 10.1007/s00425-024-04427-w] [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: 12/22/2023] [Accepted: 04/26/2024] [Indexed: 07/03/2024]
Abstract
MAIN CONCLUSION The review discusses growth and drought-response mechanisms in minor millets under three themes: drought escape, drought avoidance and drought tolerance. Drought is one of the most prominent abiotic stresses impacting plant growth, performance, and productivity. In the context of climate change, the prevalence and severity of drought is expected to increase in many agricultural regions worldwide. Millets (coarse grains) are a group of small-seeded grasses cultivated in arid and semi-arid regions throughout the world and are an important source of food and feed for humans and livestock. Although minor millets, i.e., foxtail millet, finger millet, proso millet, barnyard millet, kodo millet and little millet are generally hardier and more drought-resistant than cereals and major millets (sorghum and pearl millet), understanding their responses, processes and strategies in response to drought is more limited. Here, we review drought resistance strategies in minor millets under three themes: drought escape (e.g., short crop cycle, short vegetative period, developmental plasticity and remobilization of assimilates), drought avoidance (e.g., root traits for better water absorption and leaf traits to control water loss), and drought tolerance (e.g., osmotic adjustment, maintenance of photosynthetic ability and antioxidant potential). Data from 'omics' studies are summarized to provide an overview of the molecular mechanisms important in drought tolerance. In addition, the final section highlights knowledge gaps and challenges to improving minor millets. This review is intended to enhance major cereals and millet per se in light of climate-related increases in aridity.
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Affiliation(s)
| | - Suneetha Vallepu
- Department of Botany, Yogi Vemana University, Kadapa, Andhra Pradesh, 516005, India
| | - Khader Basha Shaik
- Department of Botany, Yogi Vemana University, Kadapa, Andhra Pradesh, 516005, India
| | - Naseem Shaik
- Department of Botany, Yogi Vemana University, Kadapa, Andhra Pradesh, 516005, India
| | | | | | - Kjell Sergeant
- Environmental Research and Innovation Department, Luxembourg Institute of Science and Technology, (LIST), Avenue Des Hauts Fourneaux 5, Esch-Sur-Alzette, Luxembourg
| | - Jean François Hausman
- Environmental Research and Innovation Department, Luxembourg Institute of Science and Technology, (LIST), Avenue Des Hauts Fourneaux 5, Esch-Sur-Alzette, Luxembourg
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25
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Rui M, Chen R, Jing Y, Wu F, Chen ZH, Tissue D, Jiang H, Wang Y. Guard cell and subsidiary cell sizes are key determinants for stomatal kinetics and drought adaptation in cereal crops. THE NEW PHYTOLOGIST 2024; 242:2479-2494. [PMID: 38622763 DOI: 10.1111/nph.19757] [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: 02/15/2024] [Accepted: 03/21/2024] [Indexed: 04/17/2024]
Abstract
Climate change-induced drought is a major threat to agriculture. C4 crops have a higher water use efficiency (WUE) and better adaptability to drought than C3 crops due to their smaller stomatal morphology and faster response. However, our understanding of stomatal behaviours in both C3 and C4 Poaceae crops is limited by knowledge gaps in physical traits of guard cell (GC) and subsidiary cell (SC). We employed infrared gas exchange analysis and a stomatal assay to explore the relationship between GC/SC sizes and stomatal kinetics across diverse drought conditions in two C3 (wheat and barley) and three C4 (maize, sorghum and foxtail millet) upland Poaceae crops. Through statistical analyses, we proposed a GCSC-τ model to demonstrate how morphological differences affect stomatal kinetics in C4 Poaceae crops. Our findings reveal that morphological variations specifically correlate with stomatal kinetics in C4 Poaceae crops, but not in C3 ones. Subsequent modelling and experimental validation provide further evidence that GC/SC sizes significantly impact stomatal kinetics, which affects stomatal responses to different drought conditions and thereby WUE in C4 Poaceae crops. These findings emphasize the crucial advantage of GC/SC morphological characteristics and stomatal kinetics for the drought adaptability of C4 Poaceae crops, highlighting their potential as future climate-resilient crops.
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Affiliation(s)
- Mengmeng Rui
- Institute of Crop Science, College of Agriculture and Biotechnology, Zhejiang University, Hangzhou, 310058, China
| | - Rongjia Chen
- Institute of Crop Science, College of Agriculture and Biotechnology, Zhejiang University, Hangzhou, 310058, China
| | - Yi Jing
- BGI-Sanya, Sanya, 572025, China
| | - Feibo Wu
- Institute of Crop Science, College of Agriculture and Biotechnology, Zhejiang University, Hangzhou, 310058, China
| | - Zhong-Hua Chen
- School of Science, Western Sydney University, Penrith, NSW, 2751, Australia
- Hawkesbury Institute for the Environment, Western Sydney University, Penrith, NSW, 2751, Australia
| | - David Tissue
- Hawkesbury Institute for the Environment, Western Sydney University, Penrith, NSW, 2751, Australia
- Global Centre for Land-Based Innovation, Western Sydney University, Richmond, NSW, 2753, Australia
| | - Hangjin Jiang
- Center for Data Science, Zhejiang University, Hangzhou, 310058, China
| | - Yizhou Wang
- Institute of Crop Science, College of Agriculture and Biotechnology, Zhejiang University, Hangzhou, 310058, China
- Zhejiang Provincial Key Laboratory of Crop Germplasm, Zhejiang University, Hangzhou, 310058, China
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26
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Bhavani P, Nandini C, Maharajan T, Ningaraju TM, Nandini B, Parveen SG, Pushpa K, Ravikumar RL, Nagaraja TE, Ceasar SA. Brown-top millet: an overview of breeding, genetic, and genomic resources development for crop improvement. PLANTA 2024; 260:10. [PMID: 38796805 DOI: 10.1007/s00425-024-04446-7] [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: 02/15/2024] [Accepted: 05/19/2024] [Indexed: 05/29/2024]
Abstract
MAIN CONCLUSION Brown-top millet is a lesser-known millet with a high grain nutrient value, early maturation, and drought tolerance that needs basic research to understand and conserve food security. Brown-top millet [Urochloa ramosa (L.)] is currently cultivated in some developing countries (especially in India) for food and fodder, although it is less known among the small millets. Like other millets, it contains macro- and micronutrients, vitamins, minerals, proteins, and fiber, all of which have rich health benefits. The nutritional importance and health benefits of brown-top millet are still unknown to many people due to a lack of awareness, wide cultivation, and research. Hence, this millet is currently overshadowed by other major cereals. This review article aims to present the nutritional, breeding, genetic, and genomic resources of brown-top millet to inform millet and other plant researchers. It is important to note that genetic and genomic resources have not yet been created for this millet. To date, there are no genomic and transcriptomic resources for brown-top millet to develop single nucleotide polymorphisms (SNP) and insertion/Deletions (InDels) for breeding studies. Furthermore, studies regarding nutritional significance and health benefits are required to investigate the exact nutritional contents and health benefits of the brown-top millet. The present review delves into the nutritional value and health advantages of brown-top millet, as supported by the available literature. The limitations of producing brown-top millet have been enumerated. We also cover the status of marker-assisted breeding and functional genomics research on closely related species. Lastly, we draw insights for further research such as developing omics resources and applying genome editing to study and improve brown-top millet. This review will help to start breeding and other molecular studies to increase the growth and development of this cereal.
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Affiliation(s)
- P Bhavani
- Department of Biotechnology, University of Agricultural Sciences, Bangalore, Karnataka, India.
| | - C Nandini
- Zonal Agricultural and Horticultural Research Station, Babbur Farm, Hiriyur, KSNUAHS, Shivamogga, Karnataka, India.
| | - Theivanayagam Maharajan
- Division of Plant Molecular Biology and Biotechnology, Department of Biosciences, Rajagiri College of Social Sciences, Cochin, 683104, Kerala, India
| | - T M Ningaraju
- Department of Biotechnology, University of Agricultural Sciences, Bangalore, Karnataka, India
| | - B Nandini
- College of Horticulture, Kolar, University of Horticultural Sciences, Bagalkot, Karnataka, India
| | - S Gazala Parveen
- AICRP on Small Millets, University of Agricultural Sciences, GKVK, Bengaluru, Karnataka, India
| | - K Pushpa
- Department of Agronomy, University of Agricultural Sciences, GKVK, Bengaluru, Karnataka, India
| | - R L Ravikumar
- Department of Biotechnology, University of Agricultural Sciences, Bangalore, Karnataka, India
| | - T E Nagaraja
- AICRP on Small Millets, University of Agricultural Sciences, GKVK, Bengaluru, Karnataka, India
| | - Stanislaus Antony Ceasar
- Division of Plant Molecular Biology and Biotechnology, Department of Biosciences, Rajagiri College of Social Sciences, Cochin, 683104, Kerala, India
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Mendieta JP, Tu X, Jiang D, Yan H, Zhang X, Marand AP, Zhong S, Schmitz RJ. Investigating the cis-Regulatory Basis of C 3 and C 4 Photosynthesis in Grasses at Single-Cell Resolution. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.05.574340. [PMID: 38405933 PMCID: PMC10888913 DOI: 10.1101/2024.01.05.574340] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
While considerable knowledge exists about the enzymes pivotal for C4 photosynthesis, much less is known about the cis-regulation important for specifying their expression in distinct cell types. Here, we use single-cell-indexed ATAC-seq to identify cell-type-specific accessible chromatin regions (ACRs) associated with C4 enzymes for five different grass species. This study spans four C4 species, covering three distinct photosynthetic subtypes: Zea mays and Sorghum bicolor (NADP-ME), Panicum miliaceum (NAD-ME), Urochloa fusca (PEPCK), along with the C3 outgroup Oryza sativa. We studied the cis-regulatory landscape of enzymes essential across all C4 species and those unique to C4 subtypes, measuring cell-type-specific biases for C4 enzymes using chromatin accessibility data. Integrating these data with phylogenetics revealed diverse co-option of gene family members between species, showcasing the various paths of C4 evolution. Besides promoter proximal ACRs, we found that, on average, C4 genes have two to three distal cell-type-specific ACRs, highlighting the complexity and divergent nature of C4 evolution. Examining the evolutionary history of these cell-type-specific ACRs revealed a spectrum of conserved and novel ACRs, even among closely related species, indicating ongoing evolution of cis-regulation at these C4 loci. This study illuminates the dynamic and complex nature of CRE evolution in C4 photosynthesis, particularly highlighting the intricate cis-regulatory evolution of key loci. Our findings offer a valuable resource for future investigations, potentially aiding in the optimization of C3 crop performance under changing climatic conditions.
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Affiliation(s)
| | - Xiaoyu Tu
- Joint Center for Single Cell Biology, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Daiquan Jiang
- State Key Laboratory of Agrobiotechnology, School of Life Sciences, The Chinese University of Hong Kong
| | - Haidong Yan
- Department of Genetics, University of Georgia
| | - Xuan Zhang
- Department of Genetics, University of Georgia
| | - Alexandre P Marand
- Department of Genetics, University of Georgia
- Department of Molecular, Cellular, and Development Biology, University of Michigan
| | - Silin Zhong
- State Key Laboratory of Agrobiotechnology, School of Life Sciences, The Chinese University of Hong Kong
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28
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Jadhav Y, Thakur NR, Ingle KP, Ceasar SA. The role of phenomics and genomics in delineating the genetic basis of complex traits in millets. PHYSIOLOGIA PLANTARUM 2024; 176:e14349. [PMID: 38783512 DOI: 10.1111/ppl.14349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Revised: 04/22/2024] [Accepted: 04/26/2024] [Indexed: 05/25/2024]
Abstract
Millets, comprising a diverse group of small-seeded grains, have emerged as vital crops with immense nutritional, environmental, and economic significance. The comprehension of complex traits in millets, influenced by multifaceted genetic determinants, presents a compelling challenge and opportunity in agricultural research. This review delves into the transformative roles of phenomics and genomics in deciphering these intricate genetic architectures. On the phenomics front, high-throughput platforms generate rich datasets on plant morphology, physiology, and performance in diverse environments. This data, coupled with field trials and controlled conditions, helps to interpret how the environment interacts with genetics. Genomics provides the underlying blueprint for these complex traits. Genome sequencing and genotyping technologies have illuminated the millet genome landscape, revealing diverse gene pools and evolutionary relationships. Additionally, different omics approaches unveil the intricate information of gene expression, protein function, and metabolite accumulation driving phenotypic expression. This multi-omics approach is crucial for identifying candidate genes and unfolding the intricate pathways governing complex traits. The review highlights the synergy between phenomics and genomics. Genomically informed phenotyping targets specific traits, reducing the breeding size and cost. Conversely, phenomics identifies promising germplasm for genomic analysis, prioritizing variants with superior performance. This dynamic interplay accelerates breeding programs and facilitates the development of climate-smart, nutrient-rich millet varieties and hybrids. In conclusion, this review emphasizes the crucial roles of phenomics and genomics in unlocking the genetic enigma of millets.
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Affiliation(s)
- Yashoda Jadhav
- International Crops Research Institutes for the Semi-Arid Tropics, Patancheru, TS, India
| | - Niranjan Ravindra Thakur
- International Crops Research Institutes for the Semi-Arid Tropics, Patancheru, TS, India
- Vasantrao Naik Marathwada Agricultural University, Parbhani, MS, India
| | | | - Stanislaus Antony Ceasar
- Division of Plant Molecular Biology and Biotechnology, Department of Biosciences, Rajagiri College of Social Sciences, Kochi, KL, India
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29
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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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30
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Muhammad I, Ahmad S, Shen W. Melatonin-Mediated Molecular Responses in Plants: Enhancing Stress Tolerance and Mitigating Environmental Challenges in Cereal Crop Production. Int J Mol Sci 2024; 25:4551. [PMID: 38674136 PMCID: PMC11049982 DOI: 10.3390/ijms25084551] [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: 03/08/2024] [Revised: 04/15/2024] [Accepted: 04/17/2024] [Indexed: 04/28/2024] Open
Abstract
Cereal crops are crucial for global food security; however, they are susceptible to various environmental stresses that significantly hamper their productivity. In response, melatonin has emerged as a promising regulator, offering potential benefits for stress tolerance and crop growth. This review explores the effects of melatonin on maize, sorghum, millet, rice, barley, and wheat, aiming to enhance their resilience to stress. The application of melatonin has shown promising outcomes, improving water use efficiency and reducing transpiration rates in millet under drought stress conditions. Furthermore, it enhances the salinity and heavy metal tolerance of millet by regulating the activity of stress-responsive genes. Similarly, melatonin application in sorghum enhances its resistance to high temperatures, low humidity, and nutrient deficiency, potentially involving the modulation of antioxidant defense and aspects related to photosynthetic genes. Melatonin also exerts protective effects against drought, salinity, heavy metal, extreme temperatures, and waterlogging stresses in maize, wheat, rice, and barley crops by decreasing reactive oxygen species (ROS) production through regulating the antioxidant defense system. The molecular reactions of melatonin upregulated photosynthesis, antioxidant defense mechanisms, the metabolic pathway, and genes and downregulated stress susceptibility genes. In conclusion, melatonin serves as a versatile tool in cereal crops, bolstering stress resistance and promoting sustainable development. Further investigations are warranted to elucidate the underlying molecular mechanisms and refine application techniques to fully harness the potential role of melatonin in cereal crop production systems.
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Affiliation(s)
- Ihsan Muhammad
- Guangxi Key Laboratory of Forest Ecology and Conservation, State Key Laboratory for Conservation and Utilization of Agro-Bioresources, College of Forestry, Guangxi University, Nanning 530004, China;
| | - Shakeel Ahmad
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, College of Life Science and Technology, Guangxi University, Nanning 530004, China;
| | - Weijun Shen
- Guangxi Key Laboratory of Forest Ecology and Conservation, State Key Laboratory for Conservation and Utilization of Agro-Bioresources, College of Forestry, Guangxi University, Nanning 530004, China;
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31
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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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32
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Prusty A, Panchal A, Singh RK, Prasad M. Major transcription factor families at the nexus of regulating abiotic stress response in millets: a comprehensive review. PLANTA 2024; 259:118. [PMID: 38592589 DOI: 10.1007/s00425-024-04394-2] [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: 12/30/2023] [Accepted: 03/17/2024] [Indexed: 04/10/2024]
Abstract
Millets stand out as a sustainable crop with the potential to address the issues of food insecurity and malnutrition. These small-seeded, drought-resistant cereals have adapted to survive a broad spectrum of abiotic stresses. Researchers are keen on unravelling the regulatory mechanisms that empower millets to withstand environmental adversities. The aim is to leverage these identified genetic determinants from millets for enhancing the stress tolerance of major cereal crops through genetic engineering or breeding. This review sheds light on transcription factors (TFs) that govern diverse abiotic stress responses and play role in conferring tolerance to various abiotic stresses in millets. Specifically, the molecular functions and expression patterns of investigated TFs from various families, including bHLH, bZIP, DREB, HSF, MYB, NAC, NF-Y and WRKY, are comprehensively discussed. It also explores the potential of TFs in developing stress-tolerant crops, presenting a comprehensive discussion on diverse strategies for their integration.
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Affiliation(s)
- Ankita Prusty
- National Institute of Plant Genome Research (NIPGR), Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Anurag Panchal
- National Institute of Plant Genome Research (NIPGR), Aruna Asaf Ali Marg, New Delhi, 110067, India
| | - Roshan Kumar Singh
- Department of Botany, Mahishadal Raj College, Purba Medinipur, Garh Kamalpur, West Bengal, 721628, India
| | - Manoj Prasad
- National Institute of Plant Genome Research (NIPGR), Aruna Asaf Ali Marg, New Delhi, 110067, India.
- Department of Genetics, University of Delhi, South Campus, Benito-Juarez Road, New Delhi, 110021, India.
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33
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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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Han M, Wang H, Zhang M, Zhang Y, Romanova N, Ivanistau A, Yang Q, Feng B. Gluten-starch microstructure analysis revealed the improvement mechanism of Triticeae on broomcorn millet (Panicum miliaceum L.). Int J Biol Macromol 2024; 262:130222. [PMID: 38365145 DOI: 10.1016/j.ijbiomac.2024.130222] [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: 12/02/2023] [Revised: 01/29/2024] [Accepted: 02/13/2024] [Indexed: 02/18/2024]
Abstract
Understanding the mechanism by which Triticeae improves the quality of broomcorn millet (BM) is key to expanding the use of this crop to address food crises and food security. This study aimed to explore the effects of Triticeae on the disulfide bonds, secondary structures, microstructure, and rheological properties of BM dough, and to investigate the potential food applications of BM. Gluten protein, intermolecular SS, and β-Sheets content of the reconstituted doughs were significantly improved compared with BM dough, which improved disorderly accumulation of starch and gluten-starch interaction in BM dough. CLSM analysis showed that broomcorn millet-common wheat (BM-CW) and broomcorn millet-durum wheat (BM-DW) also possessed larger protein areas, smaller lacunarities, and better gluten-starch interactions in the reconstituted doughs. Disulfide bonds were positively correlated with the gluten network structure, and more disulfide bonds were formed in BM-CW (3.86 μmol/g), which promoted stronger mechanical resistance in BM-CW. Therefore, the combination of BM flour with CW and DW flours had better dough elasticity and stability. Finally, a potential evaluation and optimization scheme for BM as a cooked wheaten food is proposed to improve the reference for future food security and dietary structure adjustment of residents.
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Affiliation(s)
- Mengru Han
- College of Agronomy, Northwest A&F University, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712000, Shaanxi Province, China
| | - Honglu Wang
- College of Agronomy, Northwest A&F University, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712000, Shaanxi Province, China
| | - Miaomiao Zhang
- College of Agronomy, Northwest A&F University, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712000, Shaanxi Province, China
| | - Yuchuan Zhang
- College of Agronomy, Northwest A&F University, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712000, Shaanxi Province, China
| | - Natalia Romanova
- Belarusian State Agricultural Academy, Gorki 213407, Mogilev region, Belarus
| | | | - Qinghua Yang
- College of Agronomy, Northwest A&F University, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712000, Shaanxi Province, China.
| | - Baili Feng
- College of Agronomy, Northwest A&F University, State Key Laboratory of Crop Stress Biology in Arid Areas, Yangling 712000, Shaanxi Province, China.
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35
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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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Johansen M, Saenko S, Schilthuizen M, Blaxter M, Davison A. Fine mapping of the Cepaea nemoralis shell colour and mid-banded loci using a high-density linkage map. Heredity (Edinb) 2023; 131:327-337. [PMID: 37758900 PMCID: PMC10673960 DOI: 10.1038/s41437-023-00648-z] [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: 03/31/2023] [Revised: 08/23/2023] [Accepted: 08/23/2023] [Indexed: 09/29/2023] Open
Abstract
Molluscs are a highly speciose phylum that exhibits an astonishing array of colours and patterns, yet relatively little progress has been made in identifying the underlying genes that determine phenotypic variation. One prominent example is the land snail Cepaea nemoralis for which classical genetic studies have shown that around nine loci, several physically linked and inherited together as a 'supergene', control the shell colour and banding polymorphism. As a first step towards identifying the genes involved, we used whole-genome resequencing of individuals from a laboratory cross to construct a high-density linkage map, and then trait mapping to identify 95% confidence intervals for the chromosomal region that contains the supergene, specifically the colour locus (C), and the unlinked mid-banded locus (U). The linkage map is made up of 215,593 markers, ordered into 22 linkage groups, with one large group making up ~27% of the genome. The C locus was mapped to a ~1.3 cM region on linkage group 11, and the U locus was mapped to a ~0.7 cM region on linkage group 15. The linkage map will serve as an important resource for further evolutionary and population genomic studies of C. nemoralis and related species, as well as the identification of candidate genes within the supergene and for the mid-banding phenotype.
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Affiliation(s)
- Margrethe Johansen
- School of Life Sciences, University Park, University of Nottingham, Nottingham, NG7 2RD, UK.
| | - Suzanne Saenko
- Evolutionary Ecology, Naturalis Biodiversity Center, Leiden, 2333CR, The Netherlands
- Animal Sciences, Institute of Biology Leiden, Leiden University, Leiden, 2333BE, The Netherlands
| | - Menno Schilthuizen
- Evolutionary Ecology, Naturalis Biodiversity Center, Leiden, 2333CR, The Netherlands
- Animal Sciences, Institute of Biology Leiden, Leiden University, Leiden, 2333BE, The Netherlands
| | - Mark Blaxter
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridgeshire, CB10 1SA, UK
| | - Angus Davison
- School of Life Sciences, University Park, University of Nottingham, Nottingham, NG7 2RD, UK
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37
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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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Sun M, Yan H, Zhang A, Jin Y, Lin C, Luo L, Wu B, Fan Y, Tian S, Cao X, Wang Z, Luo J, Yang Y, Jia J, Zhou P, Tang Q, Jones CS, Varshney RK, Srivastava RK, He M, Xie Z, Wang X, Feng G, Nie G, Huang D, Zhang X, Zhu F, Huang L. Milletdb: a multi-omics database to accelerate the research of functional genomics and molecular breeding of millets. PLANT BIOTECHNOLOGY JOURNAL 2023; 21:2348-2357. [PMID: 37530223 PMCID: PMC10579705 DOI: 10.1111/pbi.14136] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 07/01/2023] [Accepted: 07/17/2023] [Indexed: 08/03/2023]
Abstract
Millets are a class of nutrient-rich coarse cereals with high resistance to abiotic stress; thus, they guarantee food security for people living in areas with extreme climatic conditions and provide stress-related genetic resources for other crops. However, no platform is available to provide a comprehensive and systematic multi-omics analysis for millets, which seriously hinders the mining of stress-related genes and the molecular breeding of millets. Here, a free, web-accessible, user-friendly millets multi-omics database platform (Milletdb, http://milletdb.novogene.com) has been developed. The Milletdb contains six millets and their one related species genomes, graph-based pan-genomics of pearl millet, and stress-related multi-omics data, which enable Milletdb to be the most complete millets multi-omics database available. We stored GWAS (genome-wide association study) results of 20 yield-related trait data obtained under three environmental conditions [field (no stress), early drought and late drought] for 2 years in the database, allowing users to identify stress-related genes that support yield improvement. Milletdb can simplify the functional genomics analysis of millets by providing users with 20 different tools (e.g., 'Gene mapping', 'Co-expression', 'KEGG/GO Enrichment' analysis, etc.). On the Milletdb platform, a gene PMA1G03779.1 was identified through 'GWAS', which has the potential to modulate yield and respond to different environmental stresses. Using the tools provided by Milletdb, we found that the stress-related PLATZs TFs (transcription factors) family expands in 87.5% of millet accessions and contributes to vegetative growth and abiotic stress responses. Milletdb can effectively serve researchers in the mining of key genes, genome editing and molecular breeding of millets.
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Affiliation(s)
- Min Sun
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Haidong Yan
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
- School of Plant and Environmental SciencesVirginia TechBlacksburgVirginiaUSA
- Department of GeneticsUniversity of GeorgiaAthensGeorgiaUSA
| | - Aling Zhang
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Yarong Jin
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Chuang Lin
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Lin Luo
- College of Life SciencesFujian Agriculture and Forestry UniversityFujianChina
| | - Bingchao Wu
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Yuhang Fan
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Shilin Tian
- Novogene Bioinformatics InstituteBeijingChina
- Department of Ecology, Hubei Key Laboratory of Cell Homeostasis, College of Life SciencesWuhan UniversityWuhanChina
| | | | - Zan Wang
- College of Grassland Science and TechnologyChina Agricultural UniversityBeijingChina
| | - Jinchan Luo
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Yuchen Yang
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Jiyuan Jia
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Puding Zhou
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Qianzi Tang
- College of Animal Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Chris Stephen Jones
- Feed and Forage DevelopmentInternational Livestock Research InstituteNairobiKenya
| | - Rajeev K. Varshney
- Center of Excellence in Genomics and Systems Biology (CEGSB)International Crops Research Institute for the Semi‐Arid Tropics (ICRISAT)PatancheruIndia
- Murdoch's Centre for Crop and Food Innovation, Food Futures InstituteMurdoch UniversityMurdochWestern AustraliaAustralia
| | - Rakesh K. Srivastava
- Center of Excellence in Genomics and Systems Biology (CEGSB)International Crops Research Institute for the Semi‐Arid Tropics (ICRISAT)PatancheruIndia
| | - Min He
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest ChinaSichuan Agricultural UniversityChengduSichuanChina
| | - Zheni Xie
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
- College of Agro‐Grassland ScienceNanjing Agricultural UniversityNanjingChina
| | - Xiaoshan Wang
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Guangyan Feng
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Gang Nie
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Dejun Huang
- Herbivorous Livestock Research InstituteChongqing Academy of Animal SciencesChongqingChina
| | - Xinquan Zhang
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
| | - Fangjie Zhu
- College of Life SciencesFujian Agriculture and Forestry UniversityFujianChina
| | - Linkai Huang
- College of Grassland Science and TechnologySichuan Agricultural UniversityChengduChina
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest ChinaSichuan Agricultural UniversityChengduSichuanChina
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Xiao J, Li Y, Niu L, Chen R, Tang J, Tong Z, Xiao C. Effect of Adding Fermented Proso Millet Bran Dietary Fiber on Micro-Structural, Physicochemical, and Digestive Properties of Gluten-Free Proso Millet-Based Dough and Cake. Foods 2023; 12:2964. [PMID: 37569233 PMCID: PMC10419140 DOI: 10.3390/foods12152964] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2023] [Revised: 08/02/2023] [Accepted: 08/03/2023] [Indexed: 08/13/2023] Open
Abstract
The increasing demand for functional foods has pushed the food industry to produce fiber-enriched products. In this study, rheological, microstructural, physicochemical, and functional characteristics were investigated for whole proso millet dough and cake, fortified with fermented proso millet bran dietary fiber flour (F-DF). Results showed that proso millet flour is less absorbent and stable than the control group. Adding proso millet flour and F-DF reduced the elasticity of the dough and increased its hardness, but had no significant effect on viscosity, cohesion, and resilience. The microstructure analysis exhibited an unformed continuous network formation in proso millet dough. Analyses suggested that proso millet flour combined with the fermented dietary fiber group had significantly higher total phenol content (0.46 GAE mg/g), DPPH• scavenging activity (66.84%), and ABTS•+ scavenging activity (87.01%) than did the other group. In addition, F-DF led to a significant reduction in the predicted released glucose contents of reformulated cakes. In summary, cakes prepared with the involvement of whole proso millet flour and F-DF exhibited less adverse sensory impact and possessed the potential to decrease postprandial blood glucose levels resulting purely from cake consumption.
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Affiliation(s)
- Jing Xiao
- College of Food Science and Engineering, Northwest A&F University, Yangling 712100, China; (J.X.); (Y.L.); (L.N.); (R.C.); (J.T.)
| | - Yinxia Li
- College of Food Science and Engineering, Northwest A&F University, Yangling 712100, China; (J.X.); (Y.L.); (L.N.); (R.C.); (J.T.)
| | - Li Niu
- College of Food Science and Engineering, Northwest A&F University, Yangling 712100, China; (J.X.); (Y.L.); (L.N.); (R.C.); (J.T.)
| | - Ronghui Chen
- College of Food Science and Engineering, Northwest A&F University, Yangling 712100, China; (J.X.); (Y.L.); (L.N.); (R.C.); (J.T.)
| | - Jiayu Tang
- College of Food Science and Engineering, Northwest A&F University, Yangling 712100, China; (J.X.); (Y.L.); (L.N.); (R.C.); (J.T.)
| | - Zongbo Tong
- College of Chemistry and Pharmacy, Northwest A&F University, Yangling 712100, China;
| | - Chunxia Xiao
- College of Food Science and Engineering, Northwest A&F University, Yangling 712100, China; (J.X.); (Y.L.); (L.N.); (R.C.); (J.T.)
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Rani V, Joshi DC, Joshi P, Singh R, Yadav D. "Millet Models" for harnessing nuclear factor-Y transcription factors to engineer stress tolerance in plants: current knowledge and emerging paradigms. PLANTA 2023; 258:29. [PMID: 37358736 DOI: 10.1007/s00425-023-04186-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Accepted: 06/17/2023] [Indexed: 06/27/2023]
Abstract
MAIN CONCLUSION The main purpose of this review is to shed light on the role of millet models in imparting climate resilience and nutritional security and to give a concrete perspective on how NF-Y transcription factors can be harnessed for making cereals more stress tolerant. Agriculture faces significant challenges from climate change, bargaining, population, elevated food prices, and compromises with nutritional value. These factors have globally compelled scientists, breeders, and nutritionists to think of some options that can combat the food security crisis and malnutrition. To address these challenges, mainstreaming the climate-resilient and nutritionally unparalleled alternative crops like millet is a key strategy. The C4 photosynthetic pathway and adaptation to low-input marginal agricultural systems make millets a powerhouse of important gene and transcription factor families imparting tolerance to various kinds of biotic and abiotic stresses. Among these, the nuclear factor-Y (NF-Y) is one of the prominent transcription factor families that regulate diverse genes imparting stress tolerance. The primary purpose of this article is to shed light on the role of millet models in imparting climate resilience and nutritional security and to give a concrete perspective on how NF-Y transcription factors can be harnessed for making cereals more stress tolerant. Future cropping systems could be more resilient to climate change and nutritional quality if these practices were implemented.
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Affiliation(s)
- Varsha Rani
- Department of Biotechnology, Deen Dayal Upadhyaya Gorakhpur University, Gorakhpur, Uttar Pradesh, 273009, India
| | - D C Joshi
- ICAR-Vivekananda Institute of Hill Agriculture, Almora, Uttarakhand, 263601, India
| | - Priyanka Joshi
- Plant and Environmental Sciences, 113 Biosystems Research Complex, Clemson University, Clemson, South Carolina, 29634, USA
| | - Rajesh Singh
- Department of Genetics and Plant Breeding, Institute of Agricultural Sciences, Banaras Hindu University, Varanasi, Uttar Pradesh, 221005, India
| | - Dinesh Yadav
- Department of Biotechnology, Deen Dayal Upadhyaya Gorakhpur University, Gorakhpur, Uttar Pradesh, 273009, India.
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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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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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44
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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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Yan H, Sun M, Zhang Z, Jin Y, Zhang A, Lin C, Wu B, He M, Xu B, Wang J, Qin P, Mendieta JP, Nie G, Wang J, Jones CS, Feng G, Srivastava RK, Zhang X, Bombarely A, Luo D, Jin L, Peng Y, Wang X, Ji Y, Tian S, Huang L. Pangenomic analysis identifies structural variation associated with heat tolerance in pearl millet. Nat Genet 2023; 55:507-518. [PMID: 36864101 PMCID: PMC10011142 DOI: 10.1038/s41588-023-01302-4] [Citation(s) in RCA: 63] [Impact Index Per Article: 31.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 01/18/2023] [Indexed: 03/04/2023]
Abstract
Pearl millet is an important cereal crop worldwide and shows superior heat tolerance. Here, we developed a graph-based pan-genome by assembling ten chromosomal genomes with one existing assembly adapted to different climates worldwide and captured 424,085 genomic structural variations (SVs). Comparative genomics and transcriptomics analyses revealed the expansion of the RWP-RK transcription factor family and the involvement of endoplasmic reticulum (ER)-related genes in heat tolerance. The overexpression of one RWP-RK gene led to enhanced plant heat tolerance and transactivated ER-related genes quickly, supporting the important roles of RWP-RK transcription factors and ER system in heat tolerance. Furthermore, we found that some SVs affected the gene expression associated with heat tolerance and SVs surrounding ER-related genes shaped adaptation to heat tolerance during domestication in the population. Our study provides a comprehensive genomic resource revealing insights into heat tolerance and laying a foundation for generating more robust crops under the changing climate.
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Affiliation(s)
- Haidong Yan
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
- School of Plant and Environmental Sciences, Virginia Tech, Blacksburg, VA, USA
- Department of Genetics, University of Georgia, Athens, GA, USA
| | - Min Sun
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | | | - Yarong Jin
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Ailing Zhang
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Chuang Lin
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Bingchao Wu
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Min He
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Sichuan Agricultural University, Chengdu, China
| | - Bin Xu
- College of Grassland Science, Nanjing Agricultural University, Nanjing, China
| | - Jing Wang
- Key Laboratory of Bio-Source and Environmental Conservation, School of Life Science, Sichuan University, Chengdu, China
| | - Peng Qin
- Rice Research Institute, Sichuan Agricultural University, Chengdu, China
| | | | - Gang Nie
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Jianping Wang
- Agronomy Department, University of Florida, Gainesville, FL, USA
| | - Chris S Jones
- Feed and Forage Development, International Livestock Research Institute, Nairobi, Kenya
| | - Guangyan Feng
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Rakesh K Srivastava
- International Crops Research Institute for the Semi-Arid Tropics, Hyderabad, India
| | - Xinquan Zhang
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Aureliano Bombarely
- Instituto de Biologia Molecular y Celular de Plantas, UPV-CSIC, Valencia, Spain
| | - Dan Luo
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Long Jin
- College of Animal Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Yuanying Peng
- Triticeae Research Institute, Sichuan Agricultural University, Chengdu, China
| | - Xiaoshan Wang
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Yang Ji
- Sichuan Animal Science Academy, Chengdu, China
| | - Shilin Tian
- Novogene Bioinformatics Institute, Beijing, China.
- Department of Ecology, Hubei Key Laboratory of Cell Homeostasis, College of Life Sciences, Wuhan University, Wuhan, China.
| | - Linkai Huang
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China.
- State Key Laboratory of Crop Gene Exploration and Utilization in Southwest China, Sichuan Agricultural University, Chengdu, China.
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Luan R, Liu J, Tao L, Fu G, Zhang C. Comparative Transcriptome Analysis Reveals OsBGs and OsGSLs Influence Sugar Transport through Callose Metabolism under Heat Stress in Rice. Int J Mol Sci 2023; 24:ijms24043175. [PMID: 36834586 PMCID: PMC9964591 DOI: 10.3390/ijms24043175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2022] [Revised: 01/16/2023] [Accepted: 01/23/2023] [Indexed: 02/09/2023] Open
Abstract
Heat or high temperature stress have caused huge damage to many crops and have become the largest threat in terms of the future. Although a huge amount of research has been conducted to explore the mechanisms of heat tolerance and many achievements were accomplished, the mechanism by which how heat stress (HS) influences the yield is still unclear. In this study, RNA-seq analysis indicated that nine 1,3-β-glucanases (BGs) belonging to the carbohydrate metabolic pathway were expressed differently during heat treatment. Therefore, we identified the BGs and glucan-synthase-likes (GSLs) in three rice ecotypes and processed the analyses of gene gain and loss, phylogenetic relationship, duplication, and syntenic relationship. We found the possibility of an environmental adaption based on BGs and GSLs during evolution. Submicrostructure and dry matter distribution analysis confirmed that HS might block the endoplasmic sugar transport pathway by increasing callose synthesis, which may lead to decreased yield and quality in rice production. This study provides a new clue regarding rice yield and quality under HS and provides guidance to rice cultivation and heat tolerance breeding.
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Affiliation(s)
- Ruiwei Luan
- Key Laboratory of Crop Biology of China, Shandong Agricultural University, Taian 271018, China
| | - Jingyang Liu
- Key Laboratory of Crop Biology of China, Shandong Agricultural University, Taian 271018, China
| | - Longxing Tao
- National Key Laboratory of Rice Biology, China National Rice Research Institute, Hangzhou 310006, China
| | - Guanfu Fu
- National Key Laboratory of Rice Biology, China National Rice Research Institute, Hangzhou 310006, China
- Correspondence: (G.F.); (C.Z.)
| | - Caixia Zhang
- Key Laboratory of Crop Biology of China, Shandong Agricultural University, Taian 271018, China
- Correspondence: (G.F.); (C.Z.)
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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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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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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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Luo X, Wei Y, Zheng Y, Wei L, Wu F, Cai Q, Xie H, Zhang J. Analysis of co-expression and gene regulatory networks associated with sterile lemma development in rice. BMC PLANT BIOLOGY 2023; 23:11. [PMID: 36604645 PMCID: PMC9817312 DOI: 10.1186/s12870-022-04012-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Accepted: 12/20/2022] [Indexed: 06/17/2023]
Abstract
BACKGROUND The sterile lemma is a unique organ of the rice (Oryza sativa L.) spikelet. However, the characteristics and origin of the rice sterile lemma have not been determined unequivocally, so it is important to elucidate the molecular mechanism of the development of the sterile lemma. RESULTS In the paper, we outline the regulatory mechanism of sterile lemma development by LONG STERILE LEMMA1 (G1), which has been identified as the gene controlling sterile lemma development. Based on the comprehensive analyses of transcriptome dynamics during sterile lemma development with G1 alleles between wild-type (WT) and mutant (MT) in rice, we obtained co-expression data and regulatory networks related to sterile lemma development. Co-transfection assays of rice protoplasts confirmed that G1 affects the expression of various phytohormone-related genes by regulating a number of critical transcription factors, such as OsLBD37 and OSH1. The hormone levels in sterile lemmas from WT and MT of rice supports the hypotheses that lower auxin, lower gibberellin, and higher cytokinin concentrations are required to maintain a normal phenotype of sterile lemmas. CONCLUSION The regulatory networks have considerable reference value, and some of the regulatory relationships exhibiting strong correlations are worthy of further study. Taken together, these work provided a detailed guide for further studies into the molecular mechanism of sterile lemma development.
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Affiliation(s)
- Xi Luo
- College of Agriculture, Fujian Agriculture and Forestry University, Fuzhou, 350002, China
- Rice Research Institute, Fujian Academy of Agricultural Sciences, Fuzhou, 350019, China
- Key Laboratory of Germplasm Innovation and Molecular Breeding of Hybrid Rice for South China, Ministry of Agriculture and Affairs P.R. China/Incubator of National Key Laboratory of Germplasm Innovation and Molecular Breeding between Fujian and Ministry of Sciences and Technology/Fuzhou Branch, National Rice Improvement Center of China/Fujian Engineering Laboratory of Crop Molecular Breeding/Fujian Key Laboratory of Rice Molecular Breeding, Fuzhou, 350003, China
| | - Yidong Wei
- Rice Research Institute, Fujian Academy of Agricultural Sciences, Fuzhou, 350019, China
- Key Laboratory of Germplasm Innovation and Molecular Breeding of Hybrid Rice for South China, Ministry of Agriculture and Affairs P.R. China/Incubator of National Key Laboratory of Germplasm Innovation and Molecular Breeding between Fujian and Ministry of Sciences and Technology/Fuzhou Branch, National Rice Improvement Center of China/Fujian Engineering Laboratory of Crop Molecular Breeding/Fujian Key Laboratory of Rice Molecular Breeding, Fuzhou, 350003, China
| | - Yanmei Zheng
- Rice Research Institute, Fujian Academy of Agricultural Sciences, Fuzhou, 350019, China
- Key Laboratory of Germplasm Innovation and Molecular Breeding of Hybrid Rice for South China, Ministry of Agriculture and Affairs P.R. China/Incubator of National Key Laboratory of Germplasm Innovation and Molecular Breeding between Fujian and Ministry of Sciences and Technology/Fuzhou Branch, National Rice Improvement Center of China/Fujian Engineering Laboratory of Crop Molecular Breeding/Fujian Key Laboratory of Rice Molecular Breeding, Fuzhou, 350003, China
| | - Linyan Wei
- Rice Research Institute, Fujian Academy of Agricultural Sciences, Fuzhou, 350019, China
- Key Laboratory of Germplasm Innovation and Molecular Breeding of Hybrid Rice for South China, Ministry of Agriculture and Affairs P.R. China/Incubator of National Key Laboratory of Germplasm Innovation and Molecular Breeding between Fujian and Ministry of Sciences and Technology/Fuzhou Branch, National Rice Improvement Center of China/Fujian Engineering Laboratory of Crop Molecular Breeding/Fujian Key Laboratory of Rice Molecular Breeding, Fuzhou, 350003, China
| | - Fangxi Wu
- Rice Research Institute, Fujian Academy of Agricultural Sciences, Fuzhou, 350019, China
- Key Laboratory of Germplasm Innovation and Molecular Breeding of Hybrid Rice for South China, Ministry of Agriculture and Affairs P.R. China/Incubator of National Key Laboratory of Germplasm Innovation and Molecular Breeding between Fujian and Ministry of Sciences and Technology/Fuzhou Branch, National Rice Improvement Center of China/Fujian Engineering Laboratory of Crop Molecular Breeding/Fujian Key Laboratory of Rice Molecular Breeding, Fuzhou, 350003, China
| | - Qiuhua Cai
- Rice Research Institute, Fujian Academy of Agricultural Sciences, Fuzhou, 350019, China
- Key Laboratory of Germplasm Innovation and Molecular Breeding of Hybrid Rice for South China, Ministry of Agriculture and Affairs P.R. China/Incubator of National Key Laboratory of Germplasm Innovation and Molecular Breeding between Fujian and Ministry of Sciences and Technology/Fuzhou Branch, National Rice Improvement Center of China/Fujian Engineering Laboratory of Crop Molecular Breeding/Fujian Key Laboratory of Rice Molecular Breeding, Fuzhou, 350003, China
| | - Huaan Xie
- Rice Research Institute, Fujian Academy of Agricultural Sciences, Fuzhou, 350019, China.
- Key Laboratory of Germplasm Innovation and Molecular Breeding of Hybrid Rice for South China, Ministry of Agriculture and Affairs P.R. China/Incubator of National Key Laboratory of Germplasm Innovation and Molecular Breeding between Fujian and Ministry of Sciences and Technology/Fuzhou Branch, National Rice Improvement Center of China/Fujian Engineering Laboratory of Crop Molecular Breeding/Fujian Key Laboratory of Rice Molecular Breeding, Fuzhou, 350003, China.
| | - Jianfu Zhang
- Rice Research Institute, Fujian Academy of Agricultural Sciences, Fuzhou, 350019, China.
- Key Laboratory of Germplasm Innovation and Molecular Breeding of Hybrid Rice for South China, Ministry of Agriculture and Affairs P.R. China/Incubator of National Key Laboratory of Germplasm Innovation and Molecular Breeding between Fujian and Ministry of Sciences and Technology/Fuzhou Branch, National Rice Improvement Center of China/Fujian Engineering Laboratory of Crop Molecular Breeding/Fujian Key Laboratory of Rice Molecular Breeding, Fuzhou, 350003, China.
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