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Huang Z, Chen S, He K, Yu T, Fu J, Gao S, Li H. Exploring salt tolerance mechanisms using machine learning for transcriptomic insights: case study in Spartina alterniflora. HORTICULTURE RESEARCH 2024; 11:uhae082. [PMID: 38766535 PMCID: PMC11101319 DOI: 10.1093/hr/uhae082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/10/2024] [Accepted: 03/12/2024] [Indexed: 05/22/2024]
Abstract
Salt stress poses a significant threat to global cereal crop production, emphasizing the need for a comprehensive understanding of salt tolerance mechanisms. Accurate functional annotations of differentially expressed genes are crucial for gaining insights into the salt tolerance mechanism. The challenge of predicting gene functions in under-studied species, especially when excluding infrequent GO terms, persists. Therefore, we proposed the use of NetGO 3.0, a machine learning-based annotation method that does not rely on homology information between species, to predict the functions of differentially expressed genes under salt stress. Spartina alterniflora, a halophyte with salt glands, exhibits remarkable salt tolerance, making it an excellent candidate for in-depth transcriptomic analysis. However, current research on the S. alterniflora transcriptome under salt stress is limited. In this study we used S. alterniflora as an example to investigate its transcriptional responses to various salt concentrations, with a focus on understanding its salt tolerance mechanisms. Transcriptomic analysis revealed substantial changes impacting key pathways, such as gene transcription, ion transport, and ROS metabolism. Notably, we identified a member of the SWEET gene family in S. alterniflora, SA_12G129900.m1, showing convergent selection with the rice ortholog SWEET15. Additionally, our genome-wide analyses explored alternative splicing responses to salt stress, providing insights into the parallel functions of alternative splicing and transcriptional regulation in enhancing salt tolerance in S. alterniflora. Surprisingly, there was minimal overlap between differentially expressed and differentially spliced genes following salt exposure. This innovative approach, combining transcriptomic analysis with machine learning-based annotation, avoids the reliance on homology information and facilitates the discovery of unknown gene functions, and is applicable across all sequenced species.
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Affiliation(s)
- Zhangping Huang
- State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences (CAAS), Beijing 100081, China
- Nanfan Research Institute, CAAS, Sanya, Hainan 572024, China
| | - Shoukun Chen
- State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences (CAAS), Beijing 100081, China
- Nanfan Research Institute, CAAS, Sanya, Hainan 572024, China
- Hainan Seed Industry Laboratory, Sanya, Hainan 572024, China
| | - Kunhui He
- State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences (CAAS), Beijing 100081, China
- Nanfan Research Institute, CAAS, Sanya, Hainan 572024, China
| | - Tingxi Yu
- State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences (CAAS), Beijing 100081, China
- Nanfan Research Institute, CAAS, Sanya, Hainan 572024, China
| | - Junjie Fu
- State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences (CAAS), Beijing 100081, China
| | - Shang Gao
- State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences (CAAS), Beijing 100081, China
- Nanfan Research Institute, CAAS, Sanya, Hainan 572024, China
| | - Huihui Li
- State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences (CAAS), Beijing 100081, China
- Nanfan Research Institute, CAAS, Sanya, Hainan 572024, China
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Meng Q, Yan M, Zhang J, Zhang Q, Zhang X, Yang Z, Luo Y, Wu W. Humic acids enhance salt stress tolerance associated with pyrroline 5-carboxylate synthetase gene expression and hormonal alteration in perennial ryegrass ( Lolium perenne L.). FRONTIERS IN PLANT SCIENCE 2023; 14:1272987. [PMID: 38186607 PMCID: PMC10766811 DOI: 10.3389/fpls.2023.1272987] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Accepted: 11/23/2023] [Indexed: 01/09/2024]
Abstract
Humic acid (HA) has been used as an important component in biostimulant formulations to enhance plant tolerance to salt stress, but the mechanisms underlying are not fully understood. This study was to investigate the physiological and molecular mechanisms of HA's impact on salt stress tolerance in perennial ryegrass (Lolium perenne L.). The two types of HA were extracted from weathered coal samples collected from Wutai County (WTH) and Jingle County (JLH) of Shanxi Province, China. The grass seedlings subjected to salt stress (250 mM NaCl) were treated with HA solutions containing 0.01% WTH (W/V) or 0.05% JLH (W/V), respectively. The HA treatments improved leaf photosynthetic rate (Pn), transpiration rate (Tr), and stomatal conductance (Gs) and reduced leaf oxidative injury (lower malondialdehyde content) and Pro and intercellular CO2 concentrations in salt-stressed perennial ryegrass. The HA treatments also reversed the decline in antioxidative enzymes ascorbate peroxidase (APX), catalase (CAT), peroxidase (POD), and superoxide dismutase (SOD) activity and improved growth and anti-senescence hormones indole-3-acetic acid (IAA) and brassinosteroid (BR). The HA treatments reduced the relative expression of P5CS and its downstream products proline (Pro) and the stress defense hormones abscisic acid (ABA), salicylic acid (SA), jasmonic acid (JA), and polyamines (PA). The results of this study indicate that the application of HAs may improve salt stress tolerance by regulating P5CS gene expression related to osmotic adjustment and increasing the activity of antioxidant enzymes and anti-senescence hormones in perennial ryegrass.
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Affiliation(s)
- Qiuxia Meng
- Key Laboratory for Soil Environment and Nutrient Resources of Shanxi Province, Shanxi Agricultural University, Taiyuan, China
- Institute of Eco-environment and Industrial Technology, Shanxi Agricultural University, Taiyuan, China
| | - Min Yan
- Key Laboratory for Soil Environment and Nutrient Resources of Shanxi Province, Shanxi Agricultural University, Taiyuan, China
- Institute of Eco-environment and Industrial Technology, Shanxi Agricultural University, Taiyuan, China
| | - Jiaxing Zhang
- Institute of Eco-environment and Industrial Technology, Shanxi Agricultural University, Taiyuan, China
| | - Qiang Zhang
- Key Laboratory for Soil Environment and Nutrient Resources of Shanxi Province, Shanxi Agricultural University, Taiyuan, China
- Institute of Eco-environment and Industrial Technology, Shanxi Agricultural University, Taiyuan, China
| | - Xunzhong Zhang
- School of Plant and Environmental Sciences, Virginia Tech, Blacksburg, VA, United States
| | - Zhiping Yang
- Key Laboratory for Soil Environment and Nutrient Resources of Shanxi Province, Shanxi Agricultural University, Taiyuan, China
- Institute of Eco-environment and Industrial Technology, Shanxi Agricultural University, Taiyuan, China
| | - Yuan Luo
- Institute of Eco-environment and Industrial Technology, Shanxi Agricultural University, Taiyuan, China
| | - Wenli Wu
- Key Laboratory for Soil Environment and Nutrient Resources of Shanxi Province, Shanxi Agricultural University, Taiyuan, China
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Samarakoon T, Fujino T. Modulation of phytotoxic and cytogenetic effects of cadmium by humic acid: Findings from a short-term plant-based bioassay. WATER SCIENCE AND TECHNOLOGY : A JOURNAL OF THE INTERNATIONAL ASSOCIATION ON WATER POLLUTION RESEARCH 2023; 87:3095-3107. [PMID: 37387433 PMCID: wst_2023_177 DOI: 10.2166/wst.2023.177] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/01/2023]
Abstract
The study of the modulation of the toxicity of heavy metals by coexisting chemicals in the environment is vital for realistic ecological risk assessment. Our study was aimed at determining possible toxicity modulations of Cd by humic acid (HA) using the Allium cepa test system. A. cepa bulbs were exposed to Cd (1 and 5 mg/L) and HA (10 mg/L) individually or in mixtures. The root lengths of the bulbs and cytogenetic endpoints in root meristematic cells, including the mitotic index (MI), nuclear abnormalities (NAs), and chromosomal abnormalities (CAs), were determined. The results revealed that the MIs of A. cepa co-exposed to HA and Cd were significantly recovered by >15% compared with those of A. cepa subjected to Cd-only treatments, and this response was more sensitive than the phytotoxic response (root length). Furthermore, the burden of NAs was significantly decreased in the co-exposed bulbs by >20% compared with bulbs with Cd-only treatments. The frequencies of CAs were also reduced in the bulbs co-exposed to HA and 1 and 5 mg/L Cd by >15 and >25%, respectively, compared with bulbs receiving Cd-only treatments. Therefore, our findings indicated that HA plays a significant protective role in Cd toxicity in A. cepa.
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Affiliation(s)
- Thilomi Samarakoon
- Department of Environmental Science and Technology, Graduate School of Science and Engineering, Saitama University, 255 Shimo-okubo, Saitama-city, Saitama 338-8570, Japan; Department of Zoology and Environmental Management, Faculty of Science, University of Kelaniya, Kelaniya 11600, Sri Lanka E-mail:
| | - Takeshi Fujino
- Department of Environmental Science and Technology, Graduate School of Science and Engineering, Saitama University, 255 Shimo-okubo, Saitama-city, Saitama 338-8570, Japan
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Hriciková S, Kožárová I, Hudáková N, Reitznerová A, Nagy J, Marcinčák S. Humic Substances as a Versatile Intermediary. Life (Basel) 2023; 13:life13040858. [PMID: 37109387 PMCID: PMC10142745 DOI: 10.3390/life13040858] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 03/03/2023] [Accepted: 03/21/2023] [Indexed: 04/29/2023] Open
Abstract
Humic substances are organic ubiquitous components arising in the process of chemical and microbiological oxidation, generally called humification, the second largest process of the carbon cycle. The beneficial properties of these various substances can be observed in many fields of life and health, whether it is the impact on the human organism, as prophylactic as well as the therapeutic effects; animal physiology and welfare, which is widely used in livestock farming; or the impact of humic substances on the environment and ecosystem in the context of renewal, fertilization and detoxification. Since animal health, human health and environmental health are interconnected and mutually influencing, this work brings insight into the excellence of the use of humic substances as a versatile mediator contributing to the promotion of One Health.
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Affiliation(s)
- Simona Hriciková
- Department of Food Hygiene, Technology and Safety, University of Veterinary Medicine and Pharmacy, 04181 Košice, Slovakia
| | - Ivona Kožárová
- Department of Food Hygiene, Technology and Safety, University of Veterinary Medicine and Pharmacy, 04181 Košice, Slovakia
| | - Nikola Hudáková
- Centre for Experimental and Clinical Regenerative Medicine, University of Veterinary Medicine and Pharmacy, 04181 Košice, Slovakia
| | - Anna Reitznerová
- Department of Food Hygiene, Technology and Safety, University of Veterinary Medicine and Pharmacy, 04181 Košice, Slovakia
| | - Jozef Nagy
- Department of Food Hygiene, Technology and Safety, University of Veterinary Medicine and Pharmacy, 04181 Košice, Slovakia
| | - Slavomír Marcinčák
- Department of Food Hygiene, Technology and Safety, University of Veterinary Medicine and Pharmacy, 04181 Košice, Slovakia
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Abbas G, Rehman S, Siddiqui MH, Ali HM, Farooq MA, Chen Y. Potassium and Humic Acid Synergistically Increase Salt Tolerance and Nutrient Uptake in Contrasting Wheat Genotypes through Ionic Homeostasis and Activation of Antioxidant Enzymes. PLANTS (BASEL, SWITZERLAND) 2022; 11:plants11030263. [PMID: 35161244 PMCID: PMC8840195 DOI: 10.3390/plants11030263] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Revised: 01/12/2022] [Accepted: 01/15/2022] [Indexed: 05/17/2023]
Abstract
Salinity limits the growth and nutrient uptake in crop species. Studies show that both potassium (K) and humic acid (HA) improved plant tolerance to salinity. However, the interactive effect of K and HA on plant tolerance to salinity stress remains unknown. This pot study examined the effect of application of K (0, 5 or 10 mM) and HA (0 or 2 g kg-1), alone or in combination, on the growth and physiology under salinity (100 mM NaCl) in two wheat genotypes (SARC 1, salt tolerant; and SARC 5, salt sensitive). The results revealed that salt stress reduced shoot biomass by 35% and 49% in SARC 1 and SARC 5, respectively. Salinity induced overproduction of H2O2 and lipid peroxidation in both genotypes, but the decline in pigments and stomatal conductance was more profound in SARC 5 than in SARC 1. Combined application of 10 mM K and HA was most effective in alleviating salt stress with improved plant biomass by 47% and 43% in SARC 1 and SARC 5, respectively. Combined application of 10 mM K and HA mitigated salt and induced oxidative stress with the activities of APX, CAT, POD and SOD increased by up to 2.8 folds in SARC 1, and by upto 2.5 folds in SARC 5, respectively. Root and shoot Na contents were increased, while K, Fe and Zn contents were decreased under saline conditions. HA combined with K decreased Na and increased K, Fe and Zn contents in both genotypes. Combined application of 10 mM K and HA was more promising for increasing wheat salt tolerance and nutrient uptake and genotype SARC 1 performed better than SARC 5 for cultivation on saline soils.
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Affiliation(s)
- Ghulam Abbas
- Department of Environmental Sciences, COMSATS University Islamabad, Vehari Campus, Vehari 61100, Pakistan;
- Correspondence: (G.A.); (Y.C.)
| | - Sadia Rehman
- Department of Environmental Sciences, COMSATS University Islamabad, Vehari Campus, Vehari 61100, Pakistan;
| | - Manzer H. Siddiqui
- Department of Botany and Microbiology, College of Science, King Saud University, Riyadh 11451, Saudi Arabia; (M.H.S.); (H.M.A.)
| | - Hayssam M. Ali
- Department of Botany and Microbiology, College of Science, King Saud University, Riyadh 11451, Saudi Arabia; (M.H.S.); (H.M.A.)
| | - Muhammad Ansar Farooq
- Institute of Environmental Sciences & Engineering, School of Civil & Environmental Engineering, National University of Sciences & Technology (NUST), Islamabad 44000, Pakistan;
| | - Yinglong Chen
- The UWA Institute of Agriculture, UWA School of Agriculture and Environment, The University of Western Australia, Perth, WA 6001, Australia
- Institute of Soil and Water Conservation, Northwest A&F University, Yangling, Xianyang 712100, China
- Correspondence: (G.A.); (Y.C.)
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