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Qian F, Zuo D, Xue Y, Guan W, Ullah N, Zhu J, Cai G, Zhu B, Wu X. Comprehensive genome-wide identification of Snf2 gene family and their expression profile under salt stress in six Brassica species of U's triangle model. PLANTA 2024; 260:49. [PMID: 38985323 DOI: 10.1007/s00425-024-04473-4] [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: 03/14/2024] [Accepted: 06/21/2024] [Indexed: 07/11/2024]
Abstract
MAIN CONCLUSION We comprehensively identified and analyzed the Snf2 gene family. Some Snf2 genes were involved in responding to salt stress based on the RNA-seq and qRT-PCR analysis. Sucrose nonfermenting 2 (Snf2) proteins are core components of chromatin remodeling complexes that not only alter DNA accessibility using the energy of ATP hydrolysis, but also play a critical regulatory role in growth, development, and stress response in eukaryotes. However, the comparative study of Snf2 gene family in the six Brassica species in U's triangle model remains unclear. Here, a total of 405 Snf2 genes were identified, comprising 53, 50, and 46 in the diploid progenitors: Brassica rapa (AA, 2n = 20), Brassica nigra (BB, 2n = 16), and Brassica oleracea (CC, 2n = 18), and 93, 91, and 72 in the allotetraploid: Brassica juncea (AABB, 2n = 36), Brassica napus (AACC, 2n = 38), and Brassica carinata (BBCC, 2n = 34), respectively. These genes were classified into six clades and further divided into 18 subfamilies based on their conserved motifs and domains. Intriguingly, these genes showed highly conserved chromosomal distributions and gene structures, indicating that few dynamic changes occurred during the polyploidization. The duplication modes of the six Brassica species were diverse, and the expansion of most Snf2 in Brassica occurred primarily through dispersed duplication (DSD) events. Additionally, the majority of Snf2 genes were under purifying selection during polyploidization, and some Snf2 genes were associated with various abiotic stresses. Both RNA-seq and qRT-PCR analysis showed that the expression of BnaSnf2 genes was significantly induced under salt stress, implying their involvement in salt tolerance response in Brassica species. The results provide a comprehensive understanding of the Snf2 genes in U's triangle model species, which will facilitate further functional analysis of the Snf2 genes in Brassica plants.
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Affiliation(s)
- Fang Qian
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, 430062, People's Republic of China
| | - Dan Zuo
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Yujun Xue
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, 430062, People's Republic of China
| | - Wenjie Guan
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, 430062, People's Republic of China
| | - Naseeb Ullah
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, 430062, People's Republic of China
| | - Jiarong Zhu
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, 430062, People's Republic of China
| | - Guangqin Cai
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, 430062, People's Republic of China
| | - Bin Zhu
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China.
| | - Xiaoming Wu
- Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences, Wuhan, 430062, People's Republic of China.
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Qian F, Zuo D, Zeng T, Gu L, Wang H, Du X, Zhu B, Ou J. Identification, Evolutionary Dynamics, and Gene Expression Patterns of the ACP Gene Family in Responding to Salt Stress in Brassica Genus. PLANTS (BASEL, SWITZERLAND) 2024; 13:950. [PMID: 38611479 PMCID: PMC11013218 DOI: 10.3390/plants13070950] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2024] [Revised: 03/21/2024] [Accepted: 03/22/2024] [Indexed: 04/14/2024]
Abstract
Acyl carrier proteins (ACPs) have been reported to play a crucial role in responding to biotic and abiotic stresses, regulating growth and development. However, the biological function of the ACP gene family in the Brassica genus has been limited until now. In this study, we conducted a comprehensive analysis and identified a total of 120 ACP genes across six species in the Brassica genus. Among these, there were 27, 26, and 30 ACP genes in the allotetraploid B. napus, B. juncea, and B. carinata, respectively, and 14, 13, and 10 ACP genes in the diploid B. rapa, B. oleracea, and B. nigra, respectively. These ACP genes were further classified into six subclades, each containing conserved motifs and domains. Interestingly, the majority of ACP genes exhibited high conservation among the six species, suggesting that the genome evolution and polyploidization processes had relatively minor effects on the ACP gene family. The duplication modes of the six Brassica species were diverse, and the expansion of most ACPs in Brassica occurred primarily through dispersed duplication (DSD) events. Furthermore, most of the ACP genes were under purifying selection during the process of evolution. Subcellular localization experiments demonstrated that ACP genes in Brassica species are localized in chloroplasts and mitochondria. Cis-acting element analysis revealed that most of the ACP genes were associated with various abiotic stresses. Additionally, RNA-seq data revealed differential expression levels of BnaACP genes across various tissues in B. napus, with particularly high expression in seeds and buds. qRT-PCR analysis further indicated that BnaACP genes play a significant role in salt stress tolerance. These findings provide a comprehensive understanding of ACP genes in Brassica plants and will facilitate further functional analysis of these genes.
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Affiliation(s)
- Fang Qian
- School of Life Sciences, Guizhou Normal University, Guiyang 550025, China; (F.Q.); (D.Z.); (T.Z.); (L.G.); (X.D.); (B.Z.)
| | - Dan Zuo
- School of Life Sciences, Guizhou Normal University, Guiyang 550025, China; (F.Q.); (D.Z.); (T.Z.); (L.G.); (X.D.); (B.Z.)
| | - Tuo Zeng
- School of Life Sciences, Guizhou Normal University, Guiyang 550025, China; (F.Q.); (D.Z.); (T.Z.); (L.G.); (X.D.); (B.Z.)
| | - Lei Gu
- School of Life Sciences, Guizhou Normal University, Guiyang 550025, China; (F.Q.); (D.Z.); (T.Z.); (L.G.); (X.D.); (B.Z.)
| | - Hongcheng Wang
- School of Life Sciences, Guizhou Normal University, Guiyang 550025, China; (F.Q.); (D.Z.); (T.Z.); (L.G.); (X.D.); (B.Z.)
| | - Xuye Du
- School of Life Sciences, Guizhou Normal University, Guiyang 550025, China; (F.Q.); (D.Z.); (T.Z.); (L.G.); (X.D.); (B.Z.)
| | - Bin Zhu
- School of Life Sciences, Guizhou Normal University, Guiyang 550025, China; (F.Q.); (D.Z.); (T.Z.); (L.G.); (X.D.); (B.Z.)
| | - Jing Ou
- College of Forestry, Guizhou University, Guiyang 550025, China
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Yang T, Pang B, Zhou L, Gu L, Wang H, Du X, Wang H, Zhu B. Transcriptome Profiling, Physiological and Biochemical Analyses Reveal Comprehensive Insights in Cadmium Stress in Brassica carinata L. Int J Mol Sci 2024; 25:1260. [PMID: 38279259 PMCID: PMC10816673 DOI: 10.3390/ijms25021260] [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: 11/17/2023] [Revised: 01/16/2024] [Accepted: 01/18/2024] [Indexed: 01/28/2024] Open
Abstract
With the constant progress of urbanization and industrialization, cadmium (Cd) has emerged as one of the heavy metals that pollute soil and water. The presence of Cd has a substantial negative impact on the growth and development of both animals and plants. The allotetraploid Brasscia. carinata, an oil crop in the biofuel industry, is known to produce seeds with a high percentage of erucic acid; it is also known for its disease resistance and widespread adaptability. However, there is limited knowledge regarding the tolerance of B. carinata to Cd and its physiological responses and gene expressions under exposure to Cd. Here, we observed that the tested B. carinata exhibited a strong tolerance to Cd (1 mmol/L CdCl2 solution) and exhibited a significant ability to accumulate Cd, particularly in its roots, with concentrations reaching up to 3000 mg/kg. Additionally, we found that the total oil content of B. carinata seeds harvested from the Cd-contaminated soil did not show a significant change, but there were noticeable alterations in certain constituents. The activities of antioxidant enzymes, including catalase (CAT), superoxide dismutase (SOD), peroxidase (POD), and ascorbate peroxidase (APX), were observed to significantly increase after treatment with different concentrations of CdCl2 solutions (0.25 mmol/L, 0.5 mmol/L, and 1 mmol/L CdCl2). This suggests that these antioxidant enzymes work together to enhance Cd tolerance. Comparative transcriptome analysis was conducted to identify differentially expressed genes (DEGs) in the shoots and roots of B. carinata when exposed to a 0.25 mmol/L CdCl2 solution for 7 days. A total of 631 DEGs were found in the shoots, while 271 DEGs were found in the roots. It was observed that these selected DEGs, which responded to Cd stress, also showed differential expression after exposure to PbCl2. This suggests that B. carinata may employ a similar molecular mechanism when tolerating these heavy metals. The functional annotation of the DEGs showed enrichment in the categories of 'inorganic ion transport and metabolism' and 'signal transduction mechanisms'. Additionally, the DEGs involved in 'tryptophan metabolism' and 'zeatin biosynthesis' pathways were found to be upregulated in both the shoots and roots of B. carinata, suggesting that the plant can enhance its tolerance to Cd by promoting the biosynthesis of plant hormones. These results highlight the strong Cd tolerance of B. carinata and its potential use as a Cd accumulator. Overall, our study provides valuable insights into the mechanisms underlying heavy metal tolerance in B. carinata.
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Affiliation(s)
| | | | | | | | | | | | - Huinan Wang
- School of Life Sciences, Guizhou Normal University, Guiyang 550025, China; (T.Y.); (B.P.); (L.Z.); (L.G.); (H.W.); (X.D.)
| | - Bin Zhu
- School of Life Sciences, Guizhou Normal University, Guiyang 550025, China; (T.Y.); (B.P.); (L.Z.); (L.G.); (H.W.); (X.D.)
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Pang B, Zuo D, Yang T, Yu J, Zhou L, Hou Y, Yu J, Ye L, Gu L, Wang H, Du X, Liu Y, Zhu B. BcaSOD1 enhances cadmium tolerance in transgenic Arabidopsis by regulating the expression of genes related to heavy metal detoxification and arginine synthesis. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2024; 206:108299. [PMID: 38150840 DOI: 10.1016/j.plaphy.2023.108299] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Accepted: 12/19/2023] [Indexed: 12/29/2023]
Abstract
Cadmium (Cd), which is a nonessential heavy metal element for organisms, can have a severe impact on the growth and development of organisms that absorb excessive Cd. Studies have shown that Brassica carinata, a semiwild oil crop, has strong tolerance to various abiotic stresses, and RNA-seq has revealed that the B. carinata superoxide dismutase gene (BcaSOD1) likely responds to Cd stress. To elucidate the BcaSOD1 function involved in tolerance of Cd stress, we cloned the coding sequences of BcaSOD1 from a purple B. carinata accession and successfully transferred it into Arabidopsis thaliana. The subcellular localization results demonstrated that BcaSOD1 was primarily located in the plasma membrane, mitochondria and nucleus. Overexpression of BcaSOD1 in transgenic Arabidopsis (OE) effectively decreased the toxicity caused by Cd stress. Compared to the WT (wild type lines), the OE lines exhibited significantly increased activities of antioxidant enzymes (APX, CAT, POD, and SOD) after exposure to 2.5 mM CdCl2. The Cd content of underground (root) in the OE line was dominantly higher than that in the WT; however, the Cd content of aboveground (shoot) was comparable between the OE and WT types. Moreover, the qRT‒PCR results showed that several heavy metal detoxification-related genes (AtIREG2, AtMTP3, AtHMA3, and AtNAS4) were significantly upregulated in the roots of OE lines under Cd treatment, suggesting that these genes are likely involved in Cd absorption in the roots of OE lines. In addition, both comparable transcriptome and qRT-PCR analyses revealed that exogenous BcaSOD1 noticeably facilitates detoxification by stimulating the expression of two arginine (Arg) biosynthesis genes (AtGDH1 and AtGDH2) while inhibiting the expression of AtARGAH1, a negative regulator in biosynthesis of Arg. The Arg content was subsequently confirmed to be significantly enhanced in OE lines under Cd treatment, indicating that BcaSOD1 likely strengthened Cd tolerance by regulating the expression of Arg-related genes. This study demonstrates that BcaSOD1 can enhance Cd tolerance and reveals the molecular mechanism of this gene, providing valuable insights into the molecular mechanism of Cd tolerance in plants.
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Affiliation(s)
- Biao Pang
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Dan Zuo
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Tinghai Yang
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Junxing Yu
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Lizhou Zhou
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Yunyan Hou
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Jie Yu
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Lvlan Ye
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Lei Gu
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Hongcheng Wang
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Xuye Du
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China
| | - Yingliang Liu
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China.
| | - Bin Zhu
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, People's Republic of China.
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Xu Y, Li Y, Li Y, Zhai C, Zhang K. Transcriptome Analysis Reveals the Stress Tolerance Mechanisms of Cadmium in Zoysia japonica. PLANTS (BASEL, SWITZERLAND) 2023; 12:3833. [PMID: 38005730 PMCID: PMC10674853 DOI: 10.3390/plants12223833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 11/09/2023] [Accepted: 11/10/2023] [Indexed: 11/26/2023]
Abstract
Cadmium (Cd) is a severe heavy metal pollutant globally. Zoysia japonica is an important perennial warm-season turf grass that potentially plays a role in phytoremediation in Cd-polluted soil areas; however, the molecular mechanisms underlying its Cd stress response are unknown. To further investigate the early gene response pattern in Z. japonica under Cd stress, plant leaves were harvested 0, 6, 12, and 24 h after Cd stress (400 μM CdCl2) treatment and used for a time-course RNA-sequencing analysis. Twelve cDNA libraries were constructed and sequenced, and high-quality data were obtained, whose mapped rates were all higher than 94%, and more than 601 million bp of sequence were generated. A total of 5321, 6526, and 4016 differentially expressed genes were identified 6, 12, and 24 h after Cd stress treatment, respectively. A total of 1660 genes were differentially expressed at the three time points, and their gene expression profiles over time were elucidated. Based on the analysis of these genes, the important mechanisms for the Cd stress response in Z. japonica were identified. Specific genes participating in glutathione metabolism, plant hormone signal and transduction, members of protein processing in the endoplasmic reticulum, transporter proteins, transcription factors, and carbohydrate metabolism pathways were further analyzed in detail. These genes may contribute to the improvement of Cd tolerance in Z. japonica. In addition, some candidate genes were highlighted for future studies on Cd stress resistance in Z. japonica and other plants. Our results illustrate the early gene expression response of Z. japonica leaves to Cd and provide some new understanding of the molecular mechanisms of Cd stress in Zosia and Gramineae species.
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Affiliation(s)
- Yi Xu
- College of Grassland Science, Qingdao Agricultural University, Qingdao 266109, China; (Y.X.); (Y.L.); (Y.L.); (C.Z.)
- College of Life Sciences, Qingdao Agricultural University, Qingdao 266109, China
| | - Yonglong Li
- College of Grassland Science, Qingdao Agricultural University, Qingdao 266109, China; (Y.X.); (Y.L.); (Y.L.); (C.Z.)
| | - Yan Li
- College of Grassland Science, Qingdao Agricultural University, Qingdao 266109, China; (Y.X.); (Y.L.); (Y.L.); (C.Z.)
| | - Chenyuan Zhai
- College of Grassland Science, Qingdao Agricultural University, Qingdao 266109, China; (Y.X.); (Y.L.); (Y.L.); (C.Z.)
| | - Kun Zhang
- College of Grassland Science, Qingdao Agricultural University, Qingdao 266109, China; (Y.X.); (Y.L.); (Y.L.); (C.Z.)
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Zuo D, Hu M, Zhou W, Lei F, Zhao J, Gu L. EcAGL enhances cadmium tolerance in transgenic Arabidopsis thaliana through inhibits cadmium transport and ethylene synthesis pathway. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2023; 201:107900. [PMID: 37482029 DOI: 10.1016/j.plaphy.2023.107900] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 07/13/2023] [Accepted: 07/19/2023] [Indexed: 07/25/2023]
Abstract
Cadmium (Cd) is a highly toxic heavy metal with severe impacts on plant growth and development. Although a multitude of plants have acquired strong tolerance to Cd stress, the underlying molecular mechanism has not been fully elucidated. Here, we identified a Agamous-like MADS-box gene (EcAGL) from Erigeron canadensis. The expression of EcAGL was obviously raised under Cd stress and subcellular localization indicated EcAGL was localized in the nucleus. Overexpression of EcAGL in Arabidopsis thaliana showed marked alleviation of the Cd-induced reduction; Compared to wild-type lines, the antioxidant enzymes activities were increased in EcAGL overexpressing lines under Cd stress. The roots Cd content of transgenic lines was not different with the control plants, whereas significant reduction in shoots Cd content was detected in the transgenic lines, indicating that this gene can enhance Cd tolerance by reducing Cd accumulation in Arabidopsis. Moreover, the expression levels of heavy metal ATPase (AtHMA2 and AtHMA3) and natural resistance-associated macrophage protein (AtNRAMP5) genes in the root of transgenic lines decreased under Cd stress, indicating that EcAGL likely hampered the Cd transport pathway. Gene expression profiles in shoot showed that EcAGL likely modulates the expression of 1-aminocyclopropane-1-carboxylic acid synthase gene (AtACS2), which is involved in the ethylene synthesis pathway, to strengthen the tolerance to Cd. Collectively, these results indicate that EcAGL plays a significant role in regulating Cd tolerance in E. canadensis by alleviating oxidative stress, Cd transport and affecting the ethylene biosynthesis pathway, providing new insight into the molecular mechanism underlying plant tolerance to Cd stress.
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Affiliation(s)
- Dan Zuo
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, China
| | - Mingyang Hu
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, China
| | - Wenwen Zhou
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, China
| | - Fangping Lei
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, China
| | - Jingwen Zhao
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, China
| | - Lei Gu
- School of Life Sciences, Guizhou Normal University, Guiyang, 550025, China.
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Liu Z, Zhou L, Gan C, Hu L, Pang B, Zuo D, Wang G, Wang H, Liu Y. Transcriptomic analysis reveals key genes and pathways corresponding to Cd and Pb in the hyperaccumulator Arabis paniculata. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2023; 254:114757. [PMID: 36950987 DOI: 10.1016/j.ecoenv.2023.114757] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2022] [Revised: 02/15/2023] [Accepted: 03/07/2023] [Indexed: 06/18/2023]
Abstract
Soil and water are increasingly at risk of contamination from the toxic heavy metals lead (Pb) and cadmium (Cd). Arabis paniculata (Brassicaceae) is a hyperaccumulator of heavy metals (HMs) found widely distributed in areas impacts by mining activities. However, the mechanism by which A. paniculata tolerates HMs is still uncharacterized. For this experiment, we employed RNA sequencing (RNA-seq) in order to find Cd (0.25 mM)- and Pb (2.50 mM)-coresponsive genes A. paniculata. In total, 4490 and 1804 differentially expressed genes (DEGs) were identified in root tissue, and 955 and 2209 DEGs were identified in shoot tissue, after Cd and Pb exposure, respectively. Interestingly in root tissue, gene expression corresponded similarly to both Cd and Pd exposure, of which 27.48% were co-upregulated and 41.00% were co-downregulated. Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO) analyses showed that the co-regulated genes were predominantly involved in transcription factors (TFs), cell wall biosynthesis, metal transport, plant hormone signal transduction, and antioxidant enzyme activity. Many critical Pb/Cd-induced DEGs involved in phytohormone biosynthesis and signal transduction, HM transport, and transcription factors were also identified. Especially the gene ABCC9 was co-downregulated in root tissues but co-upregulated in shoot tissues. The co-downregulation of ABCC9 in the roots prevented Cd and Pb from entering the vacuole rather than the cytoplasm for transporting HMs to shoots. While in shoots, the ABCC9 co-upregulated results in vacuolar Cd and Pb accumulation, which may explain why A. paniculata is a hyperaccumulator. These results will help to reveal the molecular and physiological processes underlying tolerance to HM exposure in the hyperaccumulator A. paniculata, and aid in future efforts to utilize this plant in phytoremediation.
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Affiliation(s)
- Zhaochao Liu
- School of Life Science, Guizhou Normal University, Guiyang 550025, Guizhou, China
| | - Lizhou Zhou
- School of Life Science, Guizhou Normal University, Guiyang 550025, Guizhou, China
| | - Chenchen Gan
- School of Life Science, Guizhou Normal University, Guiyang 550025, Guizhou, China
| | - Lijuan Hu
- School of Life Science, Guizhou Normal University, Guiyang 550025, Guizhou, China
| | - Biao Pang
- School of Life Science, Guizhou Normal University, Guiyang 550025, Guizhou, China
| | - Dan Zuo
- School of Life Science, Guizhou Normal University, Guiyang 550025, Guizhou, China
| | - Guangyi Wang
- School of Life Science, Guizhou Normal University, Guiyang 550025, Guizhou, China
| | - Hongcheng Wang
- School of Life Science, Guizhou Normal University, Guiyang 550025, Guizhou, China.
| | - Yingliang Liu
- School of Life Science, Guizhou Normal University, Guiyang 550025, Guizhou, China.
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