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Hu H, Yuan X, Saini DK, Yang T, Wu X, Wu R, Liu Z, Jan F, Mir RR, Liu L, Miao J, Liu N, Xu P. A panomics-driven framework for the improvement of major food legume crops: advances, challenges, and future prospects. HORTICULTURE RESEARCH 2025; 12:uhaf091. [PMID: 40352287 PMCID: PMC12064956 DOI: 10.1093/hr/uhaf091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/04/2025] [Accepted: 03/13/2025] [Indexed: 05/14/2025]
Abstract
Food legume crops, including common bean, faba bean, mungbean, cowpea, chickpea, and pea, have long served as vital sources of energy, protein, and minerals worldwide, both as grains and vegetables. Advancements in high-throughput phenotyping, next-generation sequencing, transcriptomics, proteomics, and metabolomics have significantly expanded genomic resources for food legumes, ushering research into the panomics era. Despite their nutritional and agronomic importance, food legumes still face constraints in yield potential and genetic improvement due to limited genomic resources, complex inheritance patterns, and insufficient exploration of key traits, such as quality and stress resistance. This highlights the need for continued efforts to comprehensively dissect the phenome, genome, and regulome of these crops. This review summarizes recent advances in technological innovations and multi-omics applications in food legumes research and improvement. Given the critical role of germplasm resources and the challenges in applying phenomics to food legumes-such as complex trait architecture and limited standardized methodologies-we first address these foundational areas. We then discuss recent gene discoveries associated with yield stability, seed composition, and stress tolerance and their potential as breeding targets. Considering the growing role of genetic engineering, we provide an update on gene-editing applications in legumes, particularly CRISPR-based approaches for trait enhancement. We advocate for integrating chemical and biochemical signatures of cells ('molecular phenomics') with genetic mapping to accelerate gene discovery. We anticipate that combining panomics approaches with advanced breeding technologies will accelerate genetic gains in food legumes, enhancing their productivity, resilience, and contribution to sustainable global food security.
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Affiliation(s)
- Hongliang Hu
- Zhejiang-Israel Joint Laboratory for Plant Metrology and Equipment Innovation, College of Life Sciences, China Jiliang University, Hangzhou 310018, China
| | - Xingxing Yuan
- Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
| | - Dinesh Kumar Saini
- Department of Plant and Soil Science, Texas Tech University, Lubbock, TX 79409, USA
| | - Tao Yang
- State Key Laboratory of Crop Gene Resources and Breeding/ Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Haidian District, Beijing 100081, China
| | - Xinyi Wu
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro-products, Institute of Vegetables, Zhejiang Academy of Agricultural Sciences, Hangzhou, China
| | - Ranran Wu
- Institute of Industrial Crops, Jiangsu Academy of Agricultural Sciences, Nanjing 210014, China
| | - Zehao Liu
- State Key Laboratory of Crop Gene Resources and Breeding/ Institute of Crop Sciences, Chinese Academy of Agricultural Sciences, Haidian District, Beijing 100081, China
| | - Farkhandah Jan
- Division of Genetics & Plant Breeding, Faculty of Agriculture, SKUAST-Kashmir, Wadura Campus, Sopore, Jammu and Kashmir 193201, India
| | - Reyazul Rouf Mir
- Centre for Crop and Food Innovation, WA State Agricultural Biotechnology Centre, Murdoch University, Murdoch WA 6150, Australia
| | - Liu Liu
- Zhejiang Xianghu Laboratory, Hangzhou, China
| | | | - Na Liu
- Zhejiang Xianghu Laboratory, Hangzhou, China
- State Key Laboratory for Quality and Safety of Agro-products, Institute of Vegetables, Zhejiang Academy of Agricultural Sciences, Hangzhou, China
| | - Pei Xu
- Zhejiang-Israel Joint Laboratory for Plant Metrology and Equipment Innovation, College of Life Sciences, China Jiliang University, Hangzhou 310018, China
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Liu C, Wei X, Yang Y, Liu Y, Yuan X, Tao C. The full-length transcriptome analysis of blueberry under different pH conditions. BMC PLANT BIOLOGY 2025; 25:732. [PMID: 40448243 DOI: 10.1186/s12870-025-06721-5] [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: 12/27/2024] [Accepted: 05/14/2025] [Indexed: 06/02/2025]
Abstract
The breeding of high soil pH tolerant blueberry cultivars is conducive to their cultivation and can reduce fertility costs. However, the molecular mechanisms of high soil pH tolerance of blueberry cultivars remain unclear. To understand the adaptive response of blueberry varieties to high pH, the full-length transcriptome analysis was performed with Spartan (high pH-soil-sensitive variety) and Reka (high pH-soil-tolerant variety) treated with low and high pH by hydroponics. The nutrient content analysis showed that significant changes in the content of Al, Fe, K, N and P were detected between low and high pH treatments in roots and leaves between two cultivars. Full-length transcriptome analysis found the total 131,143 transcripts were identified through sequencing, in which 18,193 were novel transcripts and 887 lncRNAs were predicted. We identified 1508 up-regulated and 944 down-regulated genes in leaves of Reka under high pH, and 3910 up-regulated and 3853 down-regulated DETs were identified in the root of Reka under high pH. Specifically, we identified 11 Al-responsive genes, seven Fe-responsive genes, 10 P-responsive genes, and two K-responsive genes that displayed differential expression between low and high pH treatments in roots between two cultivars. Meanwhile, weighted gene co-expression network analysis (WGCNA) was used to identify hub gene in each group. The top 30 hub genes were identified in the root and leaves of Reka under high pH, which include two glycosyl hydrolases family, one membrane transport protein, one Polysaccharide biosynthesis, two lipid-transfer protein, one Glycosyl hydrolases family, one Copper binding protein and one AUX/IAA family. These provide a theoretical basis for the mechanism of high pH tolerance in blueberries and varieties developed.
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Affiliation(s)
- Cheng Liu
- Liaoning Institute of Pomolgy, Yingkou, 115009, Liaoning, China
| | - Xin Wei
- Liaoning Institute of Pomolgy, Yingkou, 115009, Liaoning, China
| | - Yuchun Yang
- Liaoning Institute of Pomolgy, Yingkou, 115009, Liaoning, China
| | - Youchun Liu
- Liaoning Institute of Pomolgy, Yingkou, 115009, Liaoning, China
| | - Xingfu Yuan
- Liaoning Academy of Agricultural Sciences, No 84, Dongling Road, Shenhe District, Shenyang, 110161, Liaoning, China.
| | - Chengguang Tao
- Liaoning Academy of Agricultural Sciences, No 84, Dongling Road, Shenhe District, Shenyang, 110161, Liaoning, China.
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Deng LJ, Li YL, Wang FY, Sun XQ, Milne RI, Liu J, Wu ZY. Comparative metabolomics of two nettle species unveils distinct high-altitude adaptation mechanisms on the Tibetan Plateau. BMC PLANT BIOLOGY 2025; 25:640. [PMID: 40375155 DOI: 10.1186/s12870-025-06666-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/10/2025] [Accepted: 05/02/2025] [Indexed: 05/18/2025]
Abstract
BACKGROUND The extreme high-altitude conditions of the Tibetan Plateau, characterized by intense solar radiation, low temperatures, and reduced oxygen levels, poses significant challenges to plant survival. Plants inhabiting this region have evolved specialized mechanisms to adapt to high-altitude environments. While most studies have focused on genomic and ecological perspectives, few have explored adaptive mechanisms in a metabolic context. In particular, comparative studies examining similarities and differences in the metabolomes of closely related species are exceedingly rare. As sister species, the nettle species Urtica hyperborea and U. dioica are distributed above 4000 m above sea level, with a sympatric distribution on the Tibetan Plateau, they provide an ideal system to investigate the aforementioned question. RESULTS In this study, we conducted non-targeted metabolic profiling of the leaves from U. hyperborea and U. dioica collected at three sympatric sites on the Tibetan Plateau. A total of 2906 annotated metabolites were detected. Differential metabolites at Sites 1 (4697 m) and 3 (4465 m) were enriched in pathways for flavonoid, flavone and flavonol, and phenylpropanoid biosynthesis. In contrast, Site 2, located at the highest altitude (5007 m), primarily exhibited enrichment in carbon metabolism pathways. Regarding the altitudinal variation of the same species, common metabolic pathways between the two groups included fructose and mannose metabolism, α-linolenic acid metabolism, and glycerophospholipid metabolism. The metabolic pathways enriched only inU. hyperboreaincluded starch and sucrose metabolism, galactose metabolism, and phenylpropanoid biosynthesis. The metabolically enriched pathways specific toU. dioicaincluded pantothenate and coenzyme A biosynthesis, as well as glutathione metabolism. CONCLUSIONS We found that the metabolic differences between the two sympatric species are primarily in carbohydrate and phenylpropanoid contents. The differential metabolites of the same species across different altitudes were enriched mainly in carbon metabolism pathways and lipid metabolism pathways. Thus, our study revealed that the high-altitude adaptation mechanisms of sympatric species are not identical. Moreover, adaptation strategies within the same species were generally consistent across altitudes, exhibiting only slight variations. This study provide novel insights into the adaptive metabolic strategies of U. hyperborea and U. dioica, contributing to a deeper understanding of the mechanisms underlying plant adaptation to extreme high-altitude conditions.
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Affiliation(s)
- Li-Juan Deng
- Germplasm of Bank of Wild Species & Yunnan Key Laboratory of Crop Wild Relatives Omics, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China
- National Engineering Laboratory for Resource Developing of Endangered Chinese Crude Drugs in Northwest of China, College of Life Sciences, Shaanxi Normal University, Xi'an, 710062, China
| | - Yin-Lei Li
- Germplasm of Bank of Wild Species & Yunnan Key Laboratory of Crop Wild Relatives Omics, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China
- School of Ecology and Environment Science, Yunnan University, Kunming, China
| | - Feng-Ying Wang
- CAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Xiang-Qian Sun
- CAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China
- University of Chinese Academy of Sciences, Beijing, China
| | - Richard I Milne
- Institute of Molecular Plant Sciences, School of Biological Sciences, University of Edinburgh, Edinburgh, EH9 3JH, UK
| | - Jie Liu
- Germplasm of Bank of Wild Species & Yunnan Key Laboratory of Crop Wild Relatives Omics, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China.
- CAS Key Laboratory for Plant Diversity and Biogeography of East Asia, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China.
- Department of Biological Sciences, University of Toronto-Scarborough, Toronto, ON, Canada.
| | - Zeng-Yuan Wu
- Germplasm of Bank of Wild Species & Yunnan Key Laboratory of Crop Wild Relatives Omics, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, Yunnan, 650201, China.
- Department of Biological Sciences, University of Toronto-Scarborough, Toronto, ON, Canada.
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Ali S, Mir RA, Haque MA, Danishuddin, Almalki MA, Alfredan M, Khalifa A, Mahmoudi H, Shahid M, Tyagi A, Mir ZA. Exploring physiological and molecular dynamics of drought stress responses in plants: challenges and future directions. FRONTIERS IN PLANT SCIENCE 2025; 16:1565635. [PMID: 40196426 PMCID: PMC11973087 DOI: 10.3389/fpls.2025.1565635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/23/2025] [Accepted: 02/25/2025] [Indexed: 04/09/2025]
Abstract
Plants face multifactorial environmental stressors mainly due to global warming and climate change which affect their growth, metabolism, and productivity. Among them, is drought stress which alters intracellular water relations, photosynthesis, ion homeostasis and elevates reactive oxygen species which eventually reduce their growth and yields. In addition, drought alters soil physicochemical properties and beneficial microbiota which are critical for plant survival. Recent reports have shown that climate change is increasing the occurrence and intensity of drought in many regions of the world, which has become a primary concern in crop productivity, ecophysiology and food security. To develop ideas and strategies for protecting plants against the harmful effects of drought stress and meeting the future food demand under climatic calamities an in-depth understanding of molecular regulatory pathways governing plant stress responses is imperative. In parallel, more research is needed to understand how drought changes the features of soil, particularly microbiomes, as microorganisms can withstand drought stress faster than plants, which could assist them to recover. In this review we first discuss the effect of drought stress on plants, soil physicochemical properties and microbiomes. How drought stress affects plant microbe interactions and other microbe-driven beneficial traits was also highlighted. Next, we focused on how plants sense drought and undergo biochemical reprogramming from root to shoot to regulate diverse adaptive traits. For instance, the role of calcium (Ca2+), reactive oxygen species (ROS) and abscisic acid (ABA) in modulating different cellular responses like stomata functioning, osmotic adjustment, and other adaptive traits. We also provide an update on the role of different hormones in drought signaling and their crosstalk which allows plants to fine tune their responses during drought stress. Further, we discussed how recurrent drought exposure leads to the development of short-term memory in plants that allows them to survive future drought stresses. Lastly, we discussed the application of omics and biotechnological-based mitigating approaches to combat drought stress in sustainable agriculture. This review offers a deeper understanding of multiple factors that are related to drought stress in plants which can be useful for drought improvement programs.
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Affiliation(s)
- Sajad Ali
- Department of Biological Sciences, College of Science, King Faisal University, Al-Ahsa, Saudi Arabia
| | - Rakeeb Ahmad Mir
- Department of Biotechnology, School of Life Sciences, Central University of Kashmir, Ganderbal, India
| | - Md Azizul Haque
- Department of Biotechnology, Yeungnam University, Gyeongsan, Republic of Korea
| | - Danishuddin
- Department of Biotechnology, Yeungnam University, Gyeongsan, Republic of Korea
| | - Mohammed A. Almalki
- Department of Biological Sciences, College of Science, King Faisal University, Al-Ahsa, Saudi Arabia
| | - Mohammad Alfredan
- Department of Biological Sciences, College of Science, King Faisal University, Al-Ahsa, Saudi Arabia
| | - Ashraf Khalifa
- Department of Biological Sciences, College of Science, King Faisal University, Al-Ahsa, Saudi Arabia
| | - Henda Mahmoudi
- Directorate of Programs, International Center for Biosaline Agriculture, Dubai, United Arab Emirates
| | - Mohammad Shahid
- Department of Agricultural Microbiology, Faculty of Agriculture Sciences, Aligarh Muslim University, Aligarh, India
| | - Anshika Tyagi
- Department of Biotechnology, Yeungnam University, Gyeongsan, Republic of Korea
| | - Zahoor Ahmad Mir
- Department of Plant Science, University of Manitoba, Winnipeg, MB, Canada
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Zhakypbek Y, Belkozhayev AM, Kerimkulova A, Kossalbayev BD, Murat T, Tursbekov S, Turysbekova G, Tursunova A, Tastambek KT, Allakhverdiev SI. MicroRNAs in Plant Genetic Regulation of Drought Tolerance and Their Function in Enhancing Stress Adaptation. PLANTS (BASEL, SWITZERLAND) 2025; 14:410. [PMID: 39942972 PMCID: PMC11820447 DOI: 10.3390/plants14030410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/20/2024] [Revised: 01/18/2025] [Accepted: 01/23/2025] [Indexed: 02/16/2025]
Abstract
Adverse environmental conditions, including drought stress, pose a significant threat to plant survival and agricultural productivity, necessitating innovative and efficient approaches to enhance their resilience. MicroRNAs (miRNAs) are recognized as key elements in regulating plant adaptation to drought stress, with a notable ability to modulate various physiological and molecular mechanisms. This review provides an in-depth analysis of the role of miRNAs in drought response mechanisms, including abscisic acid (ABA) signaling, reactive oxygen species (ROS) detoxification, and the optimization of root system architecture. Additionally, it examines the effectiveness of bioinformatics tools, such as those employed in in silico analyses, for studying miRNA-mRNA interactions, as well as the potential for their integration with experimental methods. Advanced methods such as microarray analysis, high-throughput sequencing (HTS), and RACE-PCR are discussed for their contributions to miRNA target identification and validation. Moreover, new data and perspectives are presented on the role of miRNAs in plant responses to abiotic stresses, particularly drought adaptation. This review aims to deepen the understanding of genetic regulatory mechanisms in plants and to establish a robust scientific foundation for the development of drought-tolerant crop varieties.
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Affiliation(s)
- Yryszhan Zhakypbek
- Department of Surveying and Geodesy, Mining and Metallurgical Institute Named After O.A. Baikonurov, Satbayev University, Almaty 050043, Kazakhstan; (T.M.); (S.T.)
| | - Ayaz M. Belkozhayev
- Department of Chemical and Biochemical Engineering, Geology and Oil-Gas Business Institute Named After K. Turyssov, Satbayev University, Almaty 050043, Kazakhstan;
- Department of Biotechnology, Al-Farabi Kazakh National University, Almaty 050040, Kazakhstan
| | - Aygul Kerimkulova
- Department of Chemical and Biochemical Engineering, Geology and Oil-Gas Business Institute Named After K. Turyssov, Satbayev University, Almaty 050043, Kazakhstan;
| | - Bekzhan D. Kossalbayev
- Department of Chemical and Biochemical Engineering, Geology and Oil-Gas Business Institute Named After K. Turyssov, Satbayev University, Almaty 050043, Kazakhstan;
- Ecology Research Institute, Khoja Akhmet Yassawi International Kazakh Turkish University, Turkistan 161200, Kazakhstan;
- Sustainability of Ecology and Bioresources, Al-Farabi Kazakh National University, Al-Farabi 71, Almaty 050038, Kazakhstan
| | - Toktar Murat
- Department of Surveying and Geodesy, Mining and Metallurgical Institute Named After O.A. Baikonurov, Satbayev University, Almaty 050043, Kazakhstan; (T.M.); (S.T.)
- Department of Agronomy and Forestry, Faculty of Agrotechnology, Kozybayev University, Petropavlovsk 150000, Kazakhstan
- Department of Soil Ecology, Kazakh Research Institute of Soil Science and Agrochemistry, Named After U.U. Uspanov, Al-Farabi Ave. 75, Almaty 050060, Kazakhstan
| | - Serik Tursbekov
- Department of Surveying and Geodesy, Mining and Metallurgical Institute Named After O.A. Baikonurov, Satbayev University, Almaty 050043, Kazakhstan; (T.M.); (S.T.)
| | - Gaukhar Turysbekova
- Department of Metallurgy and Mineral Processing, Satbayev University, Almaty 050000, Kazakhstan;
| | - Alnura Tursunova
- Kazakh Research Institute of Plant Protection and Quarantine Named After Zhazken Zhiembayev, Almaty 050070, Kazakhstan;
| | - Kuanysh T. Tastambek
- Ecology Research Institute, Khoja Akhmet Yassawi International Kazakh Turkish University, Turkistan 161200, Kazakhstan;
- Sustainability of Ecology and Bioresources, Al-Farabi Kazakh National University, Al-Farabi 71, Almaty 050038, Kazakhstan
| | - Suleyman I. Allakhverdiev
- Department of Plant Physiology, Faculty of Biology, M.V. Lomonosov Moscow State University, Leninskie Gory 1-12, 119991 Moscow, Russia;
- Controlled Photobiosynthesis Laboratory, K.A. Timiryazev Institute of Plant Physiology RAS, Botanicheskaya Street 35, 127276 Moscow, Russia
- Faculty of Engineering and Natural Sciences, Bahcesehir University, Istanbul 34353, Turkey
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Ma X, Liang Q, Han Y, Fan L, Yi D, Ma L, Tang J, Wang X. Integrated transcriptomic, proteomic and metabolomic analyses revealing the roles of amino acid and sucrose metabolism in augmenting drought tolerance in Agropyron mongolicum. FRONTIERS IN PLANT SCIENCE 2024; 15:1515944. [PMID: 39741683 PMCID: PMC11685866 DOI: 10.3389/fpls.2024.1515944] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/23/2024] [Accepted: 11/18/2024] [Indexed: 01/03/2025]
Abstract
Drought, a major consequence of climate change, initiates molecular interactions among genes, proteins, and metabolites. Agropyron mongolicum a high-quality perennial grass species, exhibits robust drought resistance. However, the molecular mechanism underlying this resistance remaining largely unexplored. In this study, we performed an integrated analysis of the transcriptome, proteome, and metabolome of A. mongolicum under optimal and drought stress conditions. This combined analysis highlighted the pivotal role of transporters in responding to drought stress. Moreover, metabolite profiling indicated that arginine and proline metabolism, as well as the pentose phosphate pathway, are significantly involved in the drought response of A. mongolicum. Additionally, the integrated analysis suggested that proline metabolism and the pentose phosphate pathway are key elements of the drought resistance strategy in A. mongolicum plants. In summary, our research elucidates the drought adaptation mechanisms of A. mongolicum and identifies potential candidate genes for further study.
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Affiliation(s)
- Xiaoran Ma
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Qingwei Liang
- Chifeng Institute of Agriculture and Animal Husbandry Science, Chifeng, China
| | - Yusi Han
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Lu Fan
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Dengxia Yi
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Lin Ma
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Jun Tang
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Xuemin Wang
- Institute of Animal Sciences, Chinese Academy of Agricultural Sciences, Beijing, China
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7
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Wei X, Xu L, Dong S, He N, Xi Q, Yao D, Wang Q, Zuo Y, Ling C, Qi M, Bai W, Han K, Zhao Y, Tang L, Gao Y. SaTDT enhanced plant tolerance to NaCl stress by modulating the levels of malic acid and citric acid in cells. PLANT MOLECULAR BIOLOGY 2024; 115:4. [PMID: 39668291 DOI: 10.1007/s11103-024-01522-0] [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: 03/14/2024] [Accepted: 10/04/2024] [Indexed: 12/14/2024]
Abstract
The issue of soil salinization is a global concern that significantly impairs crop productivity, quality, and distribution. Tonoplast Dicarboxylate Transporter (TDT) is a pivotal malic acid transporter localized on the vacuolar membrane, involving in maintaining intracellular pH homeostasis in plants. However, the molecular mechanisms and regulatory pathways underlying plant salt tolerance through TDT remain elusive. In this study, we cloned a gene encoding vacuolar membrane dicarboxylic acid transporter designated as SaTDT from the halophyte Spartina alterniflora. Subsequently, its role in regulating salt stress was investigated. The heterologous expression of SaTDT in Arabidopsis thaliana was observed to enhance the transgenic plants' tolerance to salt stress and alleviate the growth damage caused by this stress. The overexpression of SaTDT can simultaneously enhance plant photosynthetic efficiency by regulating the cellular contents of malic acid and citric acid, or by increasing the activity of MDH and PEPC enzymes. It also regulates and balances energy utilization during carbon assimilation under salt-stressed conditions, thereby establishing an energetic foundation for enhancing plant tolerance to stress. SaTDT also has the capacity to enhance the plant cells' ability in regulating antioxidant enzyme activity or osmotic accumulation, thereby playing a crucial role in maintaining intracellular redox homeostasis. In conclusion, our findings establish a foundation basis for elucidating the regulatory role of the SaTDT gene in S.alterniflora's adaptation to high-salinity habitats.
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Affiliation(s)
- Xiangyu Wei
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Li Xu
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Suisui Dong
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Nina He
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Qianqian Xi
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Dan Yao
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Qianqian Wang
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Yue Zuo
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Chen Ling
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Meiting Qi
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Wen Bai
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Kai Han
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China
- College of Life Science, Northwest University, Xi'an, China
| | - Yuwei Zhao
- Provincial Key Laboratory of Biotechnology of Shaanxi Province, Xi'an, China.
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Xi'an, China.
- College of Life Science, Northwest University, Xi'an, China.
| | - Long Tang
- School of Human Settlements and Civil Engineering, Xi'an Jiaotong University, Xi'an, China.
| | - Yang Gao
- Institute of Water Resources and Hydro-Electric Engineering, Xi'an University of Technology, Xi'an, China.
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8
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Jain M. Gene regulatory networks in abiotic stress responses via single-cell sequencing and spatial technologies: Advances and opportunities. CURRENT OPINION IN PLANT BIOLOGY 2024; 82:102662. [PMID: 39541907 DOI: 10.1016/j.pbi.2024.102662] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Revised: 10/09/2024] [Accepted: 10/21/2024] [Indexed: 11/17/2024]
Abstract
Understanding intricate gene regulatory networks (GRNs) orchestrating responses to abiotic stresses is crucial for enhancing climate resilience in crop plants. Recent advancements in single-cell and spatial technologies have revolutionized our ability to dissect the GRNs at unprecedented resolution. Here, we explore the progress, challenges, and opportunities these state-of-the-art technologies offer in delineating the cellular intricacies of plant responses to abiotic stress. Using scRNA-seq, the transcriptome landscape of individual plant cells along with their lineages and regulatory interactions can be unraveled. Moreover, coupling scRNA-seq with spatial transcriptomics provides spatially resolved gene expression and insights into cell-to-cell interactions. In addition, the chromatin accessibility assays can discover the regulatory regions governing abiotic stress responses. An integrated multi-omics approach can facilitate discovery of cell-type-specific GRNs to reveal the key components that coordinate adaptive responses to different stresses. These potential regulatory factors can be harnessed for genetic engineering to enhance stress resilience in crop plants.
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Affiliation(s)
- Mukesh Jain
- Translational Genomics and Systems Biology Laboratory, School of Computational & Integrative Sciences, Jawaharlal Nehru University, New Delhi, 110067, India.
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Chaturvedi P, Pierides I, López‐Hidalgo C, Garg V, Zhang S, Barmukh R, Bellaire A, Li J, Bachmann G, Valledor L, Varshney RK, Ghatak A, Weckwerth W. Natural variation in the chickpea metabolome under drought stress. PLANT BIOTECHNOLOGY JOURNAL 2024; 22:3278-3294. [PMID: 39411896 PMCID: PMC11606430 DOI: 10.1111/pbi.14447] [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: 10/24/2023] [Revised: 06/01/2024] [Accepted: 07/26/2024] [Indexed: 11/27/2024]
Abstract
Chickpea is the world's fourth largest grown legume crop, which significantly contributes to food security by providing calories and dietary protein globally. However, the increased frequency of drought stress has significantly reduced chickpea production in recent years. Here, we have performed a field experiment with 36 diverse chickpea genotypes to evaluate grain yield, photosynthetic activities and molecular traits related to drought stress. For metabolomics analysis, leaf tissue was collected at three time points representing different pod-filling stages. We identified L-threonic acid, fructose and sugar alcohols involved in chickpea adaptive drought response within the mid-pod-filling stage. A stress susceptibility index for each genotype was calculated to identify tolerance capacity under drought, distributing the 36 genotypes into four categories from best to worst performance. To understand how biochemical mechanisms control different traits for genetic improvement, we performed a differential Jacobian analysis, which unveiled the interplay between various metabolic pathways across three time points, including higher flux towards inositol interconversions, glycolysis for high-performing genotypes, fumarate to malate conversion, and carbon and nitrogen metabolism perturbations. Metabolic GWAS (mGWAS) analysis uncovered gene candidates involved in glycolysis and MEP pathway corroborating with the differential biochemical Jacobian results. Accordingly, this proposed data analysis strategy bridges the gap from pure statistical association to causal biochemical relations by exploiting natural variation. Our study offers new perspectives on the genetic and metabolic understanding of drought tolerance-associated diversity in the chickpea metabolome and led to the identification of metabolic control points that can be also tested in other legume crops.
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Affiliation(s)
- Palak Chaturvedi
- Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary EcologyUniversity of ViennaViennaAustria
| | - Iro Pierides
- Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary EcologyUniversity of ViennaViennaAustria
| | - Cristina López‐Hidalgo
- Plant Physiology, Department of Organisms and Systems BiologyFaculty of Biology, and Biotechnology Institute of Asturias, University of OviedoOviedoSpain
| | - Vanika Garg
- WA State Agricultural Biotechnology Centre, Centre for Crop & Food InnovationFood Futures Institute, Murdoch UniversityMurdochWAAustralia
| | - Shuang Zhang
- Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary EcologyUniversity of ViennaViennaAustria
| | - Rutwik Barmukh
- WA State Agricultural Biotechnology Centre, Centre for Crop & Food InnovationFood Futures Institute, Murdoch UniversityMurdochWAAustralia
| | - Anke Bellaire
- Structural and Functional Botany, Department of Botany and Biodiversity ResearchUniversity of ViennaViennaAustria
| | - Jiahang Li
- Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary EcologyUniversity of ViennaViennaAustria
| | - Gert Bachmann
- Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary EcologyUniversity of ViennaViennaAustria
| | - Luis Valledor
- Plant Physiology, Department of Organisms and Systems BiologyFaculty of Biology, and Biotechnology Institute of Asturias, University of OviedoOviedoSpain
| | - Rajeev K. Varshney
- WA State Agricultural Biotechnology Centre, Centre for Crop & Food InnovationFood Futures Institute, Murdoch UniversityMurdochWAAustralia
| | - Arindam Ghatak
- Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary EcologyUniversity of ViennaViennaAustria
- Vienna Metabolomics Center (VIME)University of ViennaViennaAustria
| | - Wolfram Weckwerth
- Molecular Systems Biology Lab (MOSYS), Department of Functional and Evolutionary EcologyUniversity of ViennaViennaAustria
- Vienna Metabolomics Center (VIME)University of ViennaViennaAustria
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10
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Wang H, Chen Y, Liu L, Guo F, Liang W, Dong L, Dong P, Cheng J, Chen Y. Codonopsis pilosula seedling drought- responsive key genes and pathways revealed by comparative transcriptome. FRONTIERS IN PLANT SCIENCE 2024; 15:1454569. [PMID: 39544534 PMCID: PMC11561192 DOI: 10.3389/fpls.2024.1454569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Accepted: 10/07/2024] [Indexed: 11/17/2024]
Abstract
Background Codonopsis pilosula (Campanulaceae) is a traditional herbal plant that is widely used in China, and the drought stress during the seedling stage directly affects the quality, ultimately impacting its yield. However, the molecular mechanisms underlying the drought resistance of C. pilosula seedlings remain unclear. Method Herein, we conducted extensive comparative transcriptome and physiological studies on two distinct C. pilosula cultivar (G1 and W1) seedlings subjected to a 4-day drought treatment. Results Our findings revealed that cultivar G1 exhibited enhanced retention of proline and chlorophyll, alongside a marked elevation in peroxidase activity, coupled with diminished levels of malondialdehyde and reduced leaf relative electrolyte leakage compared with cultivar W1. This suggested that cultivar G1 had relatively higher protective enzyme activity and ROS quenching capacity. We discerned a total of 21,535 expressed genes and identified 4,192 differentially expressed genes (DEGs) by RNA sequencing (RNA-seq). Our analysis revealed that 1,764 DEGs unique to G1 underwent thorough annotation and functional categorization utilizing diverse databases. Under drought conditions, the DEGs in G1 were predominantly linked to starch and sucrose metabolic pathways, plant hormone signaling, and glutathione metabolism. Notably, the drought-responsive genes in G1 were heavily implicated in hormonal modulation, such as ABA receptor3-like gene (PYL9), regulation by transcription factors (KAN4, BHLH80, ERF1B), and orchestration of drought-responsive gene expression. These results suggest that cultivar G1 possesses stronger stress tolerance and can better adapt to drought growing conditions. The congruence between qRT-PCR validation and RNA-seq data for 15 DEGs further substantiated our findings. Conclusion Our research provides novel insights into the physiological adaptations of C. pilosula to arid conditions and lays the groundwork for the development of new, drought-tolerant C. pilosula cultivars.
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Affiliation(s)
- Hongyan Wang
- College of Agronomy, College of Life Science and Technology, State Key Laboratory of Aridland Crop Science, Gansu Agricultural University, Lanzhou, China
| | - Yuan Chen
- College of Agronomy, College of Life Science and Technology, State Key Laboratory of Aridland Crop Science, Gansu Agricultural University, Lanzhou, China
| | - Lanlan Liu
- College of Agronomy, College of Life Science and Technology, State Key Laboratory of Aridland Crop Science, Gansu Agricultural University, Lanzhou, China
- College of Forestry Engineering, Guangxi Eco-engineering Vocational and Technical College, Nanning, China
| | - Fengxia Guo
- College of Agronomy, College of Life Science and Technology, State Key Laboratory of Aridland Crop Science, Gansu Agricultural University, Lanzhou, China
| | - Wei Liang
- College of Agronomy, College of Life Science and Technology, State Key Laboratory of Aridland Crop Science, Gansu Agricultural University, Lanzhou, China
| | - Linlin Dong
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing, China
| | - Pengbin Dong
- College of Agronomy, College of Life Science and Technology, State Key Laboratory of Aridland Crop Science, Gansu Agricultural University, Lanzhou, China
| | - Jiali Cheng
- College of Agronomy, College of Life Science and Technology, State Key Laboratory of Aridland Crop Science, Gansu Agricultural University, Lanzhou, China
| | - Yongzhong Chen
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing, China
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11
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Liu J, Zhu L, Cao D, Zhu X, Zhang H, Zhang Y, Liu J. Identification of Drought Stress-Responsive Genes in Rice by Random Walk with Multi-Restart Probability on MultiPlex Biological Networks. Int J Mol Sci 2024; 25:9216. [PMID: 39273165 PMCID: PMC11395135 DOI: 10.3390/ijms25179216] [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: 08/12/2024] [Revised: 08/22/2024] [Accepted: 08/23/2024] [Indexed: 09/15/2024] Open
Abstract
Exploring drought stress-responsive genes in rice is essential for breeding drought-resistant varieties. Rice drought resistance is controlled by multiple genes, and mining drought stress-responsive genes solely based on single omics data lacks stability and accuracy. Multi-omics correlation analysis and biological molecular network analysis provide robust solutions. This study proposed a random walk with a multi-restart probability (RWMRP) algorithm, based on the Restarted Random Walk (RWR) algorithm, to operate on rice MultiPlex biological networks. It explores the interactions between biological molecules across various levels and ranks potential genes. RWMRP uses eigenvector centrality to evaluate node importance in the network and adjusts the restart probabilities accordingly, diverging from the uniform restart probability employed in RWR. In the random walk process, it can be better to consider the global relationships in the network. Firstly, we constructed a MultiPlex biological network by integrating the rice protein-protein interaction, gene pathway, and gene co-expression network. Then, we employed RWMRP to predict the potential genes associated with rice tolerance to drought stress. Enrichment and correlation analyses resulted in the identification of 12 drought-related genes. We further conducted quantitative real-time polymerase chain reaction (qRT-PCR) analysis on these 12 genes, ultimately identifying 10 genes responsive to drought stress.
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Affiliation(s)
- Jiacheng Liu
- College of Information and Intelligence, Hunan Agricultural University, Changsha 410128, China
| | - Liu Zhu
- College of Information and Intelligence, Hunan Agricultural University, Changsha 410128, China
| | - Dan Cao
- College of Science, Central South University of Forestry and Technology, Changsha 410004, China
| | - Xinghui Zhu
- College of Information and Intelligence, Hunan Agricultural University, Changsha 410128, China
| | - Hongyan Zhang
- College of Information and Intelligence, Hunan Agricultural University, Changsha 410128, China
| | - Yinqiong Zhang
- College of Information and Intelligence, Hunan Agricultural University, Changsha 410128, China
| | - Jing Liu
- College of Information and Intelligence, Hunan Agricultural University, Changsha 410128, China
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12
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Dwivedi AK, Singh V, Anwar K, Pareek A, Jain M. Integrated transcriptome, proteome and metabolome analyses revealed secondary metabolites and auxiliary carbohydrate metabolism augmenting drought tolerance in rice. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2023; 201:107849. [PMID: 37393858 DOI: 10.1016/j.plaphy.2023.107849] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 06/01/2023] [Accepted: 06/15/2023] [Indexed: 07/04/2023]
Abstract
Drought is one of the major consequences of climate change and a serious threat to rice production. Drought stress activates interactions among genes, proteins and metabolites at the molecular level. A comparative multi-omics analysis of drought-tolerant and drought-sensitive rice cultivars can decipher the molecular mechanisms involved in drought tolerance/response. Here, we characterized the global-level transcriptome, proteome, and metabolome profiles, and performed integrated analyses thereof in a drought-sensitive (IR64) and a drought-tolerant (Nagina 22) rice cultivar under control and drought-stress conditions. The transcriptional dynamics and its integration with proteome analysis revealed the role of transporters in regulation of drought stress. The proteome response illustrated the contribution of translational machinery to drought tolerance in N22. The metabolite profiling revealed that aromatic amino acids and soluble sugars contribute majorly to drought tolerance in rice. The integrated transcriptome, proteome and metabolome analysis performed using statistical and knowledge-based methods revealed the preference for auxiliary carbohydrate metabolism through glycolysis and pentose phosphate pathway contributed to drought tolerance in N22. In addition, L-phenylalanine and the genes/proteins responsible for its biosynthesis were also found to contribute to drought tolerance in N22. In conclusion, our study provided mechanistic insights into the drought response/adaptation mechanism and is expected to facilitate engineering of drought tolerance in rice.
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Affiliation(s)
- Anuj Kumar Dwivedi
- School of Computational and Integrative Sciences, Jawaharlal Nehru University, New Delhi, 110067, India.
| | - Vikram Singh
- School of Computational and Integrative Sciences, Jawaharlal Nehru University, New Delhi, 110067, India.
| | - Khalid Anwar
- School of Life Sciences, Jawaharlal Nehru University, New Delhi, 110067, India.
| | - Ashwani Pareek
- School of Life Sciences, Jawaharlal Nehru University, New Delhi, 110067, India.
| | - Mukesh Jain
- School of Computational and Integrative Sciences, Jawaharlal Nehru University, New Delhi, 110067, India.
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