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Chen XF, Huang WT, Shen Q, Huang WL, Lu F, Yang LT, Lai NW, Huang ZR, Chen LS. The protective roles of boron against copper excess in citrus roots: Insights from physiology, transcriptome, and metabolome. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2025; 221:109588. [PMID: 39938160 DOI: 10.1016/j.plaphy.2025.109588] [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: 11/11/2024] [Revised: 01/14/2025] [Accepted: 01/30/2025] [Indexed: 02/14/2025]
Abstract
Boron (B) deficiency and copper (Cu) excess are common problems in citrus orchard soils. Citrus sinensis seedlings were exposed to 25 (B25) or 2.5 (B2.5) μM H3BO3 and 0.5 (Cu0.5) or 350 (Cu350) μM CuCl3 for 24 weeks. Cu350 upregulated 2210 (1012) genes and 482 (341) metabolites and downregulated 3201 (695) genes and 175 (43) metabolites in roots at B2.5 (B25). Further analysis showed that the B-mediated mitigation of Cu toxicity in roots involved the coordination of the following aspects: (a) enhancing the ability to maintain cell wall and plasma membrane stability and function; (b) lowering the impairment of Cu350 to primary and secondary metabolisms and enhancing their adaptability to Cu350; and (c) alleviating Cu350-induced oxidative stress via the coordination of reactive oxygen species (ROS) and methylglyoxal detoxification systems. Cu350 upregulated the abundances of some saccharides, amino acids and derivatives, phospholipids, secondary metabolites, and vitamins, and the expression of several ROS detoxification-related genes in roots of B2.5-treated seedlings (RB2.5), but these adaptive responses did not prevent RB2.5 from Cu-toxicity (oxidative damage). The study identified some genes, metabolites, and metabolic processes/pathways possibly involved in root Cu tolerance. Additionally, the responses of gene expression and metabolite profiling to Cu-B treatments differed between leaves and roots. Therefore, this study provided novel information for B to reduce Cu toxicity in roots and might contribute to the development of soil amendments targeting Cu excess in citrus and other crops.
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Affiliation(s)
- Xu-Feng Chen
- College of Resources and Environment, Fujian Agriculture and Forestry University, No.15 Shangxiadian Road, Cangshan District, 350002, Fuzhou, China.
| | - Wei-Tao Huang
- College of Resources and Environment, Fujian Agriculture and Forestry University, No.15 Shangxiadian Road, Cangshan District, 350002, Fuzhou, China.
| | - Qian Shen
- College of Resources and Environment, Fujian Agriculture and Forestry University, No.15 Shangxiadian Road, Cangshan District, 350002, Fuzhou, China.
| | - Wei-Lin Huang
- College of Resources and Environment, Fujian Agriculture and Forestry University, No.15 Shangxiadian Road, Cangshan District, 350002, Fuzhou, China.
| | - Fei Lu
- College of Resources and Environment, Fujian Agriculture and Forestry University, No.15 Shangxiadian Road, Cangshan District, 350002, Fuzhou, China.
| | - Lin-Tong Yang
- College of Resources and Environment, Fujian Agriculture and Forestry University, No.15 Shangxiadian Road, Cangshan District, 350002, Fuzhou, China.
| | - Ning-Wei Lai
- College of Resources and Environment, Fujian Agriculture and Forestry University, No.15 Shangxiadian Road, Cangshan District, 350002, Fuzhou, China.
| | - Zeng-Rong Huang
- College of Resources and Environment, Fujian Agriculture and Forestry University, No.15 Shangxiadian Road, Cangshan District, 350002, Fuzhou, China.
| | - Li-Song Chen
- College of Resources and Environment, Fujian Agriculture and Forestry University, No.15 Shangxiadian Road, Cangshan District, 350002, Fuzhou, China.
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Zhang H, Jiang Y, Jiao Q, Li L, Li G, Chen Y, Agathokleous E, Seth CS, He E, Wang Y, Li S, Liu S, Liu H. Elucidating the interaction and toxicity of cadmium and cerium on the growth of maize seedlings: Insights from morpho-physiological and biochemical analysis. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2025; 294:118079. [PMID: 40118015 DOI: 10.1016/j.ecoenv.2025.118079] [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: 03/16/2025] [Accepted: 03/17/2025] [Indexed: 03/23/2025]
Abstract
The exploitation of rare earth elements (REEs) is often accompanied by heavy metal contamination. However, our understanding regarding the growth responses of plants to the co-existence of REEs and heavy metals (HMs), remains limited. In this study, cerium (Ce) and cadmium (Cd) were selected as representatives of REEs and HMs to investigate their interactive effects on maize growth through multiple model analyses. The results revealed that both Cd and Ce induce oxidative injuries by increasing reactive oxygen species (ROS) content in a dose-dependent manner. Ce can enhance chlorophyll content while reducing leaf yellowing induced by Cd. The addition of 10 and 100 mg· L-1 Ce significantly increased the Chla content in 50 μM Cd sets by 52.2 % and 50.2 % compared to Cd50Ce0 treatment, respectively. Evaluation of the physiological and biochemical effect level index (PBELI) showed that the primary interaction mode of Cd and Ce was antagonism. The co-existence of Cd (50 μM) and Ce (100 mg· L-1) poses a higher ecological risk than Ce alone. These results demonstrated that combined exposure to Cd and Ce exhibited diverse effects in mitigating the inhibition of maize growth, thereby improving our understanding of phytotoxicity resulting from metal mixtures in the environment.
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Affiliation(s)
- Huihong Zhang
- College of Resources and Environment, Henan Agricultural University, Zhengzhou 450046, PR China; Key Laboratory of Cultivated Land Quality Conservation in the Huanghuaihai Plain, Ministry of Agriculture and Rural Affairs, Zhengzhou 450046, China
| | - Ying Jiang
- College of Resources and Environment, Henan Agricultural University, Zhengzhou 450046, PR China; Key Laboratory of Cultivated Land Quality Conservation in the Huanghuaihai Plain, Ministry of Agriculture and Rural Affairs, Zhengzhou 450046, China.
| | - Qiujuan Jiao
- College of Resources and Environment, Henan Agricultural University, Zhengzhou 450046, PR China; Key Laboratory of Cultivated Land Quality Conservation in the Huanghuaihai Plain, Ministry of Agriculture and Rural Affairs, Zhengzhou 450046, China
| | - Lantao Li
- College of Resources and Environment, Henan Agricultural University, Zhengzhou 450046, PR China; Key Laboratory of Cultivated Land Quality Conservation in the Huanghuaihai Plain, Ministry of Agriculture and Rural Affairs, Zhengzhou 450046, China
| | - Gezi Li
- National Engineering Research Center for Wheat, Henan Agricultural University, Zhengzhou 450046, PR China
| | - Yinglong Chen
- The UWA Institute of Agriculture, & School of Agriculture and Environment, The University of Western Australia, Perth, 6009, Australia
| | - Evgenios Agathokleous
- School of Ecology and Applied Meteorology, Nanjing University of Information Science & Technology (NUIST), Nanjing 210044, PR China
| | | | - Erkai He
- School of Geographic Sciences, East China Normal University, Shanghai 200241, China
| | - Yi Wang
- College of Resources and Environment, Henan Agricultural University, Zhengzhou 450046, PR China; Key Laboratory of Cultivated Land Quality Conservation in the Huanghuaihai Plain, Ministry of Agriculture and Rural Affairs, Zhengzhou 450046, China
| | - Shiying Li
- College of Resources and Environment, Henan Agricultural University, Zhengzhou 450046, PR China; Key Laboratory of Cultivated Land Quality Conservation in the Huanghuaihai Plain, Ministry of Agriculture and Rural Affairs, Zhengzhou 450046, China
| | - Shiliang Liu
- College of Resources and Environment, Henan Agricultural University, Zhengzhou 450046, PR China; Key Laboratory of Cultivated Land Quality Conservation in the Huanghuaihai Plain, Ministry of Agriculture and Rural Affairs, Zhengzhou 450046, China
| | - Haitao Liu
- College of Resources and Environment, Henan Agricultural University, Zhengzhou 450046, PR China; Key Laboratory of Cultivated Land Quality Conservation in the Huanghuaihai Plain, Ministry of Agriculture and Rural Affairs, Zhengzhou 450046, China.
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Li Y, Li X, Peng D, Luo J, Zhu S, Du H, Li X, Zhang J, Meng J, Pei X, Zhao X. Comprehensive physiological, transcriptomic, and metabolomic analyses revealed the regulation mechanism of evergreen and cold resistance of Pinus koraiensis needles. BMC PLANT BIOLOGY 2024; 24:1182. [PMID: 39695949 DOI: 10.1186/s12870-024-05924-6] [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: 10/07/2024] [Accepted: 12/03/2024] [Indexed: 12/20/2024]
Abstract
As a significant fruit and timber tree species among conifers, Pinus koraiensis remains it evergreen status throughout the harsh winters of the north, a testament to its intricate and prolonged evolutionary adaptation. This study delves into the annual trends of physiological indicators, gene expression levels, and metabolite accumulation to dissect the seasonal adaptability of P. koraiensis needles. Chlorophyll content reaches its zenith primarily between July and September, whereas carotenoids persist until spring. Additionally, notable seasonal variations are observed in the levels of soluble sugar and protein. Transcriptome data is categorized into four distinct stages: spring (S2), summer (S3-S4), autumn (S5), and winter (S6-S1). The differential expression of transcription factor genes, including bHLH, MYB-related, AP2/ERF, C3H, and NAC, provides insights into the needles' seasonal adaptations. Analysis of chlorophyll and carotenoid metabolism, sugar metabolism, and the MAPK signaling pathway identifies PSY5 (Cluster-50735.3), AMY13 (Cluster-37114.0), pgm1 (Cluster-46022.0), and MEKK1-1 (Cluster-33069.0) may as potential key genes involved in sustaining the needle's evergreen nature and cold resistance. Ultimately, a comprehensive annual adaptability map for P. koraiensis is proposed, enhancing understanding of its responses to seasonal variations.
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Affiliation(s)
- Yan Li
- Jilin Provincial Key Laboratory of Tree and Grass Genetics and Breeding, College of Forestry and Grassland Science, Jilin Agricultural University, Changchun, 130118, China
- College of Life Science, Jilin Agricultural University, Changchun, 130118, China
| | - Xin Li
- Jilin Provincial Key Laboratory of Tree and Grass Genetics and Breeding, College of Forestry and Grassland Science, Jilin Agricultural University, Changchun, 130118, China
| | - Dan Peng
- Jilin Provincial Key Laboratory of Tree and Grass Genetics and Breeding, College of Forestry and Grassland Science, Jilin Agricultural University, Changchun, 130118, China
| | - Jiaxin Luo
- Jilin Provincial Key Laboratory of Tree and Grass Genetics and Breeding, College of Forestry and Grassland Science, Jilin Agricultural University, Changchun, 130118, China
| | - Shuai Zhu
- Jilin Provincial Key Laboratory of Tree and Grass Genetics and Breeding, College of Forestry and Grassland Science, Jilin Agricultural University, Changchun, 130118, China
| | - Haibo Du
- Baicheng Forestry Science Research Institute, Baicheng, 137099, China
| | - Xiaoning Li
- Baicheng Forestry Science Research Institute, Baicheng, 137099, China
| | - Jiafeng Zhang
- Yongji County Forest Seed Station, Jilin, 132100, China
| | - Jun Meng
- Jilin Forest Seedling Management Station, Changchun, 130118, China
| | - Xiaona Pei
- College of Horticulture, Jilin Agricultural University, Changchun, 130118, China
| | - Xiyang Zhao
- Jilin Provincial Key Laboratory of Tree and Grass Genetics and Breeding, College of Forestry and Grassland Science, Jilin Agricultural University, Changchun, 130118, China.
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Zhang X, Zhao B, Ma X, Jin X, Chen S, Wang P, Zhongrong G, Wu X, Zhang H. Combining transcriptome and metabolome analyses to reveal the response of maize roots to Pb stress. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2024; 217:109265. [PMID: 39504657 DOI: 10.1016/j.plaphy.2024.109265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/22/2024] [Revised: 10/17/2024] [Accepted: 11/01/2024] [Indexed: 11/08/2024]
Abstract
As a major food crop, maize (Zea mays L.) is facing a serious threat of lead (Pb) pollution. Research into its Pb tolerance is crucial for ensuring food security and human health, however, the molecular mechanism underlying the response to Pb remains incompletely understood. Here, we investigated the transcriptomic and metabolome of two maize lines (BY001, a Pb-resistant line; BY006, a Pb-sensitive line) under different concentrations of Pb stress (0, 500, 1000, 2000 and 3000 mg/L). The results showed that BY001 performed well, whereas the BY006 exhibited minimal development of lateral roots upon exposure to high concentration of Pb. The antioxidant enzyme activity of BY001 remained relatively stable, while that of BY006 declined significantly. Transcriptomic analysis revealed that under high concentration of Pb stress, BY001 produced 5057 differentially expressed genes, whereas BY006 produced 3374. Functional annotation showed that these genes were primarily involved in carbohydrate metabolism, root growth, and plant resistance to external Pb stress. Further untargeted metabolomics indicated that Pb stress triggered distinct alterations in the levels of 47 diverse metabolite types across 13 distinct classes, particularly amino acids, carbohydrates, and organic acids. A conjoint omics analysis suggested that the pathways of starch and sucrose metabolism, as well as cutin, suberin, and wax biosynthesis in BY001, play a key role in the Pb resistance. These findings elucidate the biological mechanisms employed by maize to counter the effects of Pb stress, and provide a basis for breeding of maize cultivars with low Pb accumulation or tolerance.
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Affiliation(s)
- Xiaoxiang Zhang
- School of Agriculture, Henan Institute of Science and Technology, 453003, China
| | - Bin Zhao
- School of Agriculture, Henan Institute of Science and Technology, 453003, China
| | - Xingye Ma
- School of Agriculture, Henan Institute of Science and Technology, 453003, China
| | - Xining Jin
- School of Agriculture, Henan Institute of Science and Technology, 453003, China
| | - Shilin Chen
- School of Agriculture, Henan Institute of Science and Technology, 453003, China
| | - Pingxi Wang
- School of Agriculture, Henan Institute of Science and Technology, 453003, China
| | - Guan Zhongrong
- Chongqing Yudongnan Academy of Agricultural Sciences, Chongqing, 408000, China
| | - Xiangyuan Wu
- School of Agriculture, Henan Institute of Science and Technology, 453003, China.
| | - Huaisheng Zhang
- School of Agriculture, Henan Institute of Science and Technology, 453003, China.
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Zhang X, Li M, Ma X, Jin X, Wu X, Zhang H, Guan Z, Fu Z, Chen S, Wang P. Transcriptomics Combined with Physiology and Metabolomics Reveals the Mechanism of Tolerance to Lead Toxicity in Maize Seedling. PHYSIOLOGIA PLANTARUM 2024; 176:e14547. [PMID: 39327540 DOI: 10.1111/ppl.14547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Revised: 07/21/2024] [Accepted: 08/12/2024] [Indexed: 09/28/2024]
Abstract
Lead (Pb) exposure can induce molecular changes in plants, disrupt metabolites, and impact plant growth. Therefore, it is essential to comprehend the molecular mechanisms involved in Pb tolerance in plants to evaluate the long-term environmental consequences of Pb exposure. This research focused on maize as the test subject to study variations in biomass, root traits, genes, and metabolites under hydroponic conditions under Pb conditions. The findings indicate that high Pb stress significantly disrupts plant growth and development, leading to a reduction in catalase (CAT), superoxide dismutase (SOD), and peroxidase (POD) activities by 17.12, 5.78, and 19.38%, respectively. Conversely, Pb stress led to increase malondialdehyde (MDA) contents, ultimately impacting the growth of maize. The non-targeted metabolomics analysis identified 393 metabolites categorized into 12 groups, primarily consisting of organic acids and derivatives, organ heterocyclic compounds, lipids and lipid-like molecules and benzenoids. Further analysis indicated that Pb stress induced an accumulation of 174 metabolites mainly enriched in seven metabolic pathways, for example phenylpropanoid biosynthesis and flavonoid biosynthesis. Transcriptome analysis revealed 1933 shared differentially expressed genes (DEGs), with 1356 upregulated and 577 downregulated genes across all Pb treatments. Additionally, an integrated analysis identified several DEGs and differentially accumulated metabolites (DAMs), including peroxidase, alpha-trehalose, and D-glucose 6-phosphate, which were linked to cell wall biosynthesis. These findings imply the significance of this pathway in Pb detoxification. This comprehensive investigation, employing multiple methodologies, provides a detailed molecular-level insight into maize's response to Pb stress.
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Affiliation(s)
- Xiaoxiang Zhang
- School of Agriculture, Henan Institute of Science and Technology, China
| | - Min Li
- School of Agriculture, Henan Institute of Science and Technology, China
| | - Xingye Ma
- School of Agriculture, Henan Institute of Science and Technology, China
| | - Xining Jin
- School of Agriculture, Henan Institute of Science and Technology, China
| | - Xiangyuan Wu
- School of Agriculture, Henan Institute of Science and Technology, China
| | - Huaisheng Zhang
- School of Agriculture, Henan Institute of Science and Technology, China
| | - Zhongrong Guan
- Chongqing Yudongnan Academy of Agricultural Sciences, Chongqing, China
| | - Zhiyuan Fu
- National Key Laboratory of Wheat and Maize Crop Science, Henan Agricultural University, China
| | - Shilin Chen
- School of Agriculture, Henan Institute of Science and Technology, China
| | - Pingxi Wang
- School of Agriculture, Henan Institute of Science and Technology, China
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Dong X, Li W, Li C, Akan OD, Liao C, Cao J, Zhang L. Integrated transcriptomics and metabolomics revealed the mechanism of catechin biosynthesis in response to lead stress in tung tree (Vernicia fordii). THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 930:172796. [PMID: 38692325 DOI: 10.1016/j.scitotenv.2024.172796] [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: 01/15/2024] [Revised: 04/24/2024] [Accepted: 04/24/2024] [Indexed: 05/03/2024]
Abstract
Lead (Pb) affects gene transcription, metabolite biosynthesis and growth in plants. The tung tree (Vernicia fordii) is highly adaptive to adversity, whereas the mechanisms underlying its response to Pb remain uncertain. In this work, transcriptomic and metabolomic analyses were employed to study tung trees under Pb stress. The results showed that the biomass of tung seedlings decreased with increasing Pb doses, and excessive Pb doses resulted in leaf wilting, root rot, and disruption of Pb homeostasis. Under non-excessive Pb stress, a significant change in the expression patterns of flavonoid biosynthesis genes was observed in the roots of tung seedlings, leading to changes in the accumulation of flavonoids in the roots, especially the upregulation of catechins, which can chelate Pb and reduce its toxicity in plants. In addition, Pb-stressed roots showed a large accumulation of VfWRKY55, VfWRKY75, and VfLRR1 transcripts, which were shown to be involved in the flavonoid biosynthesis pathway by gene module analysis. Overexpression of VfWRKY55, VfWRKY75, and VfLRR1 significantly increased catechin concentrations in tung roots, respectively. These data indicate that Pb stress-induced changes in the expression patterns of those genes regulate the accumulation of catechins. Our findings will help to clarify the molecular mechanism of Pb response in plants.
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Affiliation(s)
- Xiang Dong
- Key Laboratory of Cultivation and Protection for Non-wood Forest Trees, Ministry of Education, Central South University of Forestry and Technology, Changsha 410004, China
| | - Wenying Li
- Key Laboratory of Cultivation and Protection for Non-wood Forest Trees, Ministry of Education, Central South University of Forestry and Technology, Changsha 410004, China; College of Biology and Agricultural Resources, Huanggang Normal University, Huanggang, Hubei 438000, China
| | - Changzhu Li
- State Key Laboratory of Utilization of Woody Oil Resource, Hunan Academy of Forestry, Changsha 410004, China
| | - Otobong Donald Akan
- Key Laboratory of Cultivation and Protection for Non-wood Forest Trees, Ministry of Education, Central South University of Forestry and Technology, Changsha 410004, China; Faculty of Biological Science, Akwa-Ibom State University, Akwa-Ibom State, Uyo 1167, Nigeria
| | - Chancan Liao
- Key Laboratory of Cultivation and Protection for Non-wood Forest Trees, Ministry of Education, Central South University of Forestry and Technology, Changsha 410004, China
| | - Jie Cao
- Key Laboratory of Cultivation and Protection for Non-wood Forest Trees, Ministry of Education, Central South University of Forestry and Technology, Changsha 410004, China
| | - Lin Zhang
- Key Laboratory of Cultivation and Protection for Non-wood Forest Trees, Ministry of Education, Central South University of Forestry and Technology, Changsha 410004, China.
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Wang G, Sun J, Li L, Li J, Li P. Perfluorobutanoic acid triggers metabolic and transcriptional reprogramming in wheat seedlings. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 927:172343. [PMID: 38608890 DOI: 10.1016/j.scitotenv.2024.172343] [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: 12/15/2023] [Revised: 03/26/2024] [Accepted: 04/07/2024] [Indexed: 04/14/2024]
Abstract
The environmental risks of fluorinated alternatives are of great concern with the phasing out of perfluorooctanoic acid (PFOA) and perfluorooctane sulfonate. Here, multi-omics (i.e., metabolomics and transcriptomics) coupled with physiological and biochemical analyses were employed to investigate the stress responses of wheat seedings (Triticum aestivum L.) to perfluorobutanoic acid (PFBA), one of the short-chain per- and polyfluoroalkyl substances (PFAS) and PFOA alternatives, at environmentally relevant concentrations (0.1-100 ng/g). After 28 days of soil exposure, PFBA boosted the generation of OH and O2- in wheat seedlings, resulting in lipid peroxidation, protein perturbation and impaired photosynthesis. Non-enzymatic antioxidant defense systems (e.g., glutathione, phenolics, and vitamin C) and enzymatic antioxidant copper/zinc superoxide dismutase were strikingly activated (p < 0.05). PFBA-triggered oxidative stress induced metabolic and transcriptional reprogramming, including carbon and nitrogen metabolisms, lipid metabolisms, immune responses, signal transduction processes, and antioxidant defense-related pathways. Down-regulation of genes related to plant-pathogen interaction suggested suppression of the immune-response, offering a novel understanding on the production of reactive oxygen species in plants under the exposure to PFAS. The identified MAPK signaling pathway illuminated a novel signal transduction mechanism in plant cells in response to PFAS. These findings provide comprehensive understandings on the phytotoxicity of PFBA to wheat seedlings and new insights into the impacts of PFAS on plants.
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Affiliation(s)
- Guotian Wang
- School of Environment, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou 310024, China; YATAI Construction Science & Technology Consulting Institute Co., Ltd., Beijing 100120, China
| | - Jing Sun
- Beijing Key Laboratory of Aqueous Typical Pollutants Control and Water Quality Safeguard, School of Environment, Beijing Jiaotong University, Beijing 100044, China
| | - Lei Li
- Institute of Watershed and Ecology, Beijing Water Science and Technology Institute, Beijing 100048, China
| | - Jiuyi Li
- Beijing Key Laboratory of Aqueous Typical Pollutants Control and Water Quality Safeguard, School of Environment, Beijing Jiaotong University, Beijing 100044, China
| | - Pengyang Li
- School of Environment, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou 310024, China; Beijing Key Laboratory of Aqueous Typical Pollutants Control and Water Quality Safeguard, School of Environment, Beijing Jiaotong University, Beijing 100044, China.
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