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Article

Transcriptome Profiling, Physiological and Biochemical Analyses Reveal Comprehensive Insights in Cadmium Stress in Brassica carinata L.

School of Life Sciences, Guizhou Normal University, Guiyang 550025, China
*
Authors to whom correspondence should be addressed.
These authors contributed equally to this work.
Int. J. Mol. Sci. 2024, 25(2), 1260; https://doi.org/10.3390/ijms25021260
Submission received: 17 November 2023 / Revised: 16 January 2024 / Accepted: 18 January 2024 / Published: 19 January 2024
(This article belongs to the Special Issue Plant Responses to Heavy Metals: From Deficiency to Excess)

Abstract

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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.

1. Introduction

Due to ongoing urbanization and rapid industrialization, the presence of heavy metal pollutants, such as cadmium (Cd), copper (Cu), lead (Pb), and manganese (Mn), has emerged as a significant environmental concern [1]. Among these pollutants, Cd is particularly alarming as it is widely distributed in the environment in the form of divalent cations (Cd2+), posing urgent and serious threats [2]. Chemical speciation modelling of the rhizosphere solutions revealed that nearly all of the Cd was dissolved and distributed among the bioavailable Cd2+, Cl-complexed, and humates-complexed pools, with only small quantities of Cd adsorbed to K/Na-aluminosilicates. The slightly acidic pH range of 5.4–6.2 and the complexation with Cl and humates in the rhizosphere promoted the solubility of Cd and facilitated its transfer to plants [3]. Moreover, Cd has been shown to exhibit high mobility in soil–plant systems and accumulate in plants. The excessive uptake of Cd by plants can destroy the absorption and transport of essential elements, thus causing structural damage to chloroplasts [4]. Humans and other animals can be exposed to excessive Cd via contaminated food and water, which can lead to various diseases, including cancer, renal dysfunction, and lung dysfunction [5]. Consequently, understanding the tolerance mechanisms related to Cd stress in plants and finding effective methods to remove excessive Cd from contaminated soil and water are urgent issues at present [6].
The excessive accumulation of Cd can lead to the overaccumulation of reactive oxygen species (ROS), which can significantly reduce the photosynthetic capacity of plants. Consequently, this leads to increased lipid oxidation, leading to the inhibition of plant growth and development. The activities of antioxidant enzymes have been recognized as a reliable indicator of plant response to Cd stress. These enzymes, such as superoxide dismutase (SOD), glutathione reductase (GR), peroxidase (POD), and ascorbate peroxidase (APX), are capable of efficiently reducing the presence of reactive oxygen species (ROS) in plants [7]. In addition, proline (Pro) has been demonstrated to decrease lipid peroxidation and free radical levels, thereby preserving the integrity of the cell membrane in plants exposed to Cd stress [8]. The adsorption, translocation, and accumulation of heavy metals into plant cells generally depend on the following processes: binding and trapping to the root cell wall, transport into the cytoplasm, and sequestration into leaf vacuoles [2]. These processes are strictly regulated by a series of protein and transporter gene families [9]. Recently, several studies have demonstrated a positive association between some transporter genes from the NRAMP (genes of natural resistance-associated macrophage proteins) family and heavy metal uptake in rice, barley, and transgenic Arabidopsis [9,10]. Furthermore, it was observed that the accumulation of Cd in roots, branches, and seeds significantly declined after knocking out NRAMP5 in rice. It is widely accepted that abiotic stresses, such as Cd stress, trigger the synthesis of many transcription factors, which regulate different signalling pathways and responses to these stresses in plants. WRKYs, a group of transcription factors in plants, have been shown to play a crucial role in regulating numerous biotic and abiotic stresses. Recent research conducted on various plants has demonstrated that the WRKYs can enhance Cd tolerance by controlling the expression of downstream target genes [11]. In Arabidopsis, WRKY13 can activate the expression level of PDR8 to positively regulate cadmium tolerance [12]. Another study by Jia et al. showed that TaWRKY70 in wheat can positively regulate TaCAT5 to strengthen Cd tolerance in transgenic Arabidopsis [13]. Moreover, research has indicated that heavy metal stress leads to an increase in the concentrations of abscisic acid (ABA) and ethylene (ETH), while the concentration of auxin (IAA) decreases. This suggests that genes associated with endogenous hormones respond to heavy metal stress [14].
Phytoremediation is widely recognized as an economical, efficient, and sustainable method for addressing heavy metal pollution in both soil and water, relying heavily on the ability of plants to absorb and retain these metals [15]. The Brassicaceae family, known as the mustard family, comprises 338 genera and more than 3700 species of flowering plants worldwide. This family not only contains many well-known commercial species, such as Brassica and Raphanus species but also hosts a multitude of heavy metal accumulators. Studies have revealed that approximately one-quarter of the hyperaccumulators identified so far belong to the Brassicaceae family, making it a suitable choice for studying the molecular mechanisms behind metal tolerance and hyperaccumulation [16].
Recent studies have shown the possibility of using some Brassica. juncea genotypes for potential phytoremediation and the mechanisms underlying the response of Brassica. juncea to Cd stress [17]. The allotetraploid Brassica carinata (BBCC 2n = 34), known as Ethiopian rape, was derived via natural interspecific hybridization between B. nigra (BB, 2n = 16) and B. oleracea (CC, 2n = 18). This species possesses numerous resistant traits to various biotic and abiotic stresses [18,19] due to its limited artificial domestication [20]. In addition, the seed oil of B. carinata is rich in erucic acid (40–45%), making it highly desirable as a biofuel and for industrial applications. This species can potentially be used as an ideal plant for the phytoremediation of Cd if it exhibits a strong ability in terms of Cd accumulation. However, the ability of B. carinata to accumulate Cd and its gene expression profile in responding to Cd have not been thoroughly investigated. This study will lay a theoretical foundation for improving its survival rate and yield in Cd-contaminated areas by exploring its tolerance to Cd at the seedling stage. To further understand the tolerance of B. carinata to Cd, the present study jointly employed phenotypic, physiological, and comparative transcriptomic approaches to detect its Cd accumulation capacity and gene expression patterns and to tap the genes associated with Cd stress to provide some molecular theoretical basis for understanding B. carinata in terms of Cd tolerance. The results showed that B. carinata had a strong tolerance to Cd and remarkable Cd accumulation ability, suggesting the possibility of using B. carinata as a Cd accumulator. Moreover, the total oil content of B. carinata seeds harvested from Cd-contaminated soil did not show a significant change. Physiological analysis demonstrated that some antioxidant enzymes responded quickly to Cd stress. The transcriptome results revealed a significant overrepresentation of transporter genes, particularly WRKY genes, and some endogenous hormone-related genes in the “Plant hormone signal transduction signalling” pathway, indicating their potential role in Cd tolerance. This study aims to analyze the cadmium tolerance of B. carinata through transcriptome and physiological and biochemical indicators. The findings will serve as a reference for further exploring the cadmium tolerance of Brassica plants.

2. Results

2.1. Cd Tolerance and Accumulation in B. carinata

B. carinata seedlings with three fully developed leaves were exposed to different concentrations of CdCl2 solutions (0.25, 0.5, and 1 mmol/L) for seven days. Compared to these controls, the treated seedlings exhibited noticeably delayed growth, with shorter roots and smaller leaves (Figure 1). In this study, we utilized the propidium iodide (PI) method to assess the integrity of B. carinata root tips following exposure to CdCl2 for seven days. The results showed that some PI staining solution entered the cytoplasm of root cells under the treatment of 1 mmol/L Cd; however, the cell membrane and cell wall remained largely undamaged at a concentration of 0.25 mmol/L and 0.5 mmol/L Cd, indicating the robust tolerance of B. carinata to low concentrations of cadmium (Figure 2). In particular, the biomass accumulation in the roots was seriously affected after treatment with 1 mmol/L CdCl2 solution; however, no obvious leaf defects were observed. Furthermore, there was no significant difference in the phenotypes of B. carinata seedlings after 7 days of treatment with Cd at concentrations of 0.25 mmol/L and 0.5 mmol/L, suggesting that B. carinata has a certain level of Cd tolerance.
When exposed to a CdCl2 solution with a concentration of 0.25 mmol/L, the dehydrated roots and shoots of B. carinata contained 1805.72 ± 26.61 mg/kg and 168.32 ± 0.48 mg/kg of Cd, respectively. After exposure to CdCl2 solutions with concentrations of 0.5 mmol/L and 1 mmol/L, the dehydrated roots and shoots showed a significant increase in Cd content. The Cd content in the roots measured 2488.44 ± 95.10 mg/kg and 3022.38 ± 78.14 mg/kg, while the shoots had Cd content of 176.71 ± 3.65 mg/kg and 185.00 ± 0.89 mg/kg (Figure 3a; Table S1), respectively. Overall, B. carinata showed a strong capability in terms of Cd absorption but a relatively low delivery efficiency, with a Cd translocation factor (the ratio of shoot-to-root concentration) of only 0.093, 0.098, and 0.063 in the three treatments (Figure 3b), indicating the potential possibility of B. carinata developing high-Cd-absorption and accumulation crops. In addition, we measured the oil content and constituents in the B. carinata seeds harvested from harvested from Cd-contaminated soil (Cd content: 25 mg/kg). The result showed that, compared to the control group (CK), the total oil content did not exhibit a significant change (Figure 4A, Table S3), but there were noticeable alterations in certain constituents (Figure 4B–F), e.g., the levels of oleic acid decreased significantly, while erucic acid increased significantly. We also found that the Cd content in the seeds of the treatment group increased slightly compared with CK, but it was still lower than the national food standard (GB2762—2022) (0.5 mg/kg) (Figure 4G, Table S1) [21].

2.2. Physiological Responses of B. carinata to Cd Solutions of Varying Concentrations

To ascertain the extent of physiological responses provoked by Cd stress in B. carinata, a range of antioxidant enzymes, such as SOD, POD, CAT, and APX, were evaluated alongside various physiological index content measurements, including Pro, MDA, and chlorophyll. These measurements were repeatedly conducted over a 7-day period under various Cd treatments. The findings indicate that exposure to various concentrations of CdCl2 had a significant impact on the levels of chlorophyll b (LSD test, p < 0.05). However, the 0.25 mmol/L CdCl2 treatment exhibited no significant difference compared to the control in terms of chlorophyll a and the total chlorophyll content (LSD test, p > 0.05). On the other hand, higher concentrations of CdCl2 resulted in a pronounced decrease in both chlorophyll a and total chlorophyll levels, with chlorophyll b demonstrating higher susceptibility to Cd stress (Figure S1). Other tested indicators showed a tendency of gradual decline with increased CdCl2 solution treatments (Figure 5). In brief, the MDA content significantly increased after treatment with CdCl2 solutions, especially with 1 mmol/L CdCl2 solution. The activities of APX, CAT, and POD were highly induced under Cd treatment (LSD test, p < 0.05). Specifically, treatment with 1.0 mmol/L CdCl2 resulted in a heightened APX activity of 0.683. This increase was also evident in Pro content, which was twice as much as that of the controls. Although SOD activity was enhanced after treatment with Cd, the increasing tendency was not obvious, similar to the abovementioned indicators.

2.3. Gene Expression Patterns in B. carinata in Response to Cd Stress

Transcriptome comparative analysis was conducted on seedlings treated with the control (CK) and 0.25 mmol/L cadmium chloride for 7 days to investigate the gene expression responses of the roots and shoots of B. carinata to Cd stress. After removing the adapter sequences and filtering out low-quality reads, a total of 79.16 Gb clean reads (ranging from 19,430,011 to 25,207,035 end-paired clean reads per sample) with a Q30 value of >91.05% were obtained from 12 c-DNA libraries. A total of 74.38–77.15% of these clean reads per sample were then mapped to B. carinata. A total of 2097 new transcripts were obtained after sequencing, of which 1460 new transcripts were functionally annotated using StringingTiev1.3.3 software [22]. The fragments per kilobase per million mapped fragments value (FPKM) of the gene was calculated to assess the gene expression level. In order to verify the precision of RNA-seq results, ten differentially expressed genes (DEGs) were selected randomly, comprising five upregulated and five downregulated DEGs. Their relative expression levels were assessed using qRT-PCR (Table S2). The results obtained from qRT-PCR were consistent with those from RNA-seq analysis (Figure S2), suggesting the reliability of the RNA-seq results. In addition, we treated the seedlings of B. carinata with 0.25 mmol/L PbCl2 solution for 7 days and measured these 10 DEGs relative expression patterns using qRT-PCR. It was observed that these selected DEGs, which responded to Cd stress, also showed differential expression after exposure to PbCl2 (Figure 6). This suggests that B. carinata may employ a similar molecular mechanism to tolerate these heavy metals. In comparison to CK, 631 DEGs were detected in the shoots (CKs vs. Cds) after exposure to Cd stress. Among these DEGs, 485 DEGs were upregulated (78.86% of the total difference), which was significantly higher than that of the downregulated DEGs (146 DEGs, 23.14%) (χ2-test, p < 0.01). In the comparison of CKr vs. Cdr, 271 DEGs (143 upregulated and 128 downregulated DEGs) were found, which was pronouncedly lower than that in CKs vs. Cds (χ2-test, p < 0.01). Based on the result of COG classification (Figure S3), the DEGs in CKs vs. Cds were mainly enriched in the following terms: “Signal transduction mechanisms”, “Secondary metabolites biosynthesis, transport and catabolism”, “Transcription”, “Carbohydrate transport and metabolism”, and “Defence mechanisms”. The DEGs in CKr vs. Cdr were primarily enriched in the following terms: “inorganic ion transport and metabolism”, “carbohydrate transport and metabolism”, “posttranslational modification, protein turnover, chaperones”, “general function prediction only”, and “secondary metabolite biosynthesis, transport and catabolism”. Moreover, only 22 DEGs were observed in both CKr vs. Cdr and CKs vs. Cds, suggesting that the gene expression response in the roots was quite different from that in the shoots under Cd stress.

2.4. GO Functions of the DEGs

To gain deeper insights into the roles of the DEGs induced by Cd stress, we conducted gene ontology (GO) analysis to explore their functional enrichment. The top 20 items enriched by these DEGs were selected and are listed in Figure 7. The results reveal that the upregulated DEGs in CKs vs. Cds were mainly enriched in “DNA-binding transcription factor activity”, “sequence-specific DNA binding”, “calcium ion binding”, “carbohydrate binding”, and “calmodulin binding” (Figure 7a), whereas the downregulated DEGs were significantly associated with functions like “heme binding”, “iron ion binding”, “oxygen binding”, “oxidoreductase activity, acting on paired donors, with incorporation or reduction of molecular oxygen”, and “monooxygenase activity” (Figure 7b). In the comparison of CKr vs. Cdr, the upregulated DEGs were mainly involved in “iron ion binding”, “heme binding”, “secondary active sulfate transmembrane transporter activity”, “obsolete RNA polymerase II transcription regulator recruiting activity”, and “DNA-binding transcription factor activity, RNA polymerase II-specific” (Figure 7c). On the other hand, the downregulated DEGs were abundant in “heme binding”, “iron ion binding”, “oxygen binding”, “oxidoreductase activity, acting on paired donors, with incorporation or reduction of molecular oxygen”, and “6-phosphofructokinase activity” (Figure 7d).

2.5. DEGs Enriched in KEGG Pathways

In addition, we utilized the Kyoto Encyclopedia of Genes and Genomes (KEGG) method to analyze the key genes responsible for Cd stress tolerance in B. carinata. The KEGG results (Figure 8) revealed that the upregulated DEGs in CKs vs. Cds were mainly enriched in pathways such as “Plant–pathogen interaction”, “MAPK signalling pathway-plant”, “Plant hormone signal transduction”, “Carotenoid biosynthesis”, and “Biosynthesis of amino acids” (Figure 8a), whereas the downregulated DEGs were remarkably involved in “Glucosinolate biosynthesis”, “2-Oxocarboxylic acid metabolism”, “Plant hormone signal transduction”, “Fatty acid elongation”, and “MAPK signalling pathway-plant” (Figure 8b). In the comparison of CKr vs. Cdr, the upregulated DEGs were primarily associated with processes such as “Protein processing in endoplasmic reticulum”, “Nitrogen metabolism”, “Phenylpropanoid biosynthesis”, “Cutin, suberine and wax biosynthesis”, and “Sulfur metabolism” (Figure 8c), but the regulated DEGs were abundant in “Glycolysis/Gluconeogenesis”, “Fructose and mannose metabolism”, “Galactose metabolism”, “Pentose phosphate pathway”, and “Biosynthesis of amino acids” (Figure 8d).

2.6. DEGs Involved in the Plant Hormone Signal Transduction Signalling Pathway

We noticed that significant enrichments in terms of DEGs involved in the “Plant hormone signal transduction” pathway were detected in both comparisons of the CKs vs. Cds and CKr vs. Cdr. Therefore, we conducted a detailed analysis of these DEGs that were related to the “plant hormone signal transduction” pathway, with a particular focus on the genes associated with tryptophan metabolism and zeatin biosynthesis. As shown in Figure 9, nine DEGs involved in tryptophan metabolism and zeatin biosynthesis in the “plant hormone signal transduction signalling” pathway were observed in the shoots, of which six were upregulated genes, and three were downregulated genes. Among them, five upregulated genes (BcaB07g028320, BcaB05g014490, BcaB05g052520, BcaB05g001550, and BcaB02g049160) and two downregulated genes (BcaB07g028900 and BcaB02g089540) were involved in tryptophan biosynthesis. Moreover, based on this pathway, these upregulated genes were mainly related to the expression of AUX/IAA and GH3 genes. In addition, two DEGs, including an upregulated (BcaB02g036920) and a downregulated (BcaB05g000810) gene involved in the biosynthesis of zeatin, were observed. In roots, three DEGs comprising an upregulated gene (BcaB08g015910) affect the synthesis of GH3, while the other two downregulated genes (BcaB06g046620 and BcaB04g019880) relating to AUX/IAA conduction were found to be involved in tryptophan biosynthesis. In addition, three genes were involved in the biosynthesis of zeatin, including an upregulated gene (BcaB07g028900) involved in AHP transduction and two downregulated genes (BcaB06g046620 and BcaB06g000600) affecting the expression of A-ARR.

2.7. Responses of Transcription Factors to Cd Stress in B. carinata

In this study, differentially expressed transcription factors altered by Cd stress were also detected in B. carinata. Intriguingly, the WRKY genes were likely susceptible to the effects of Cd stress, for which 26 and 6 WRKY DEGs were detected in the shoots and roots, respectively (Figure S4). Moreover, most of these WRKY DEGs (25 out of 26 in total) were upregulated in shoots under Cd stress, with only one downregulated gene. Similar results were observed in the roots, of which five genes were upregulated, and one gene was downregulated, indicating that these WRKY genes responded to Cd stress. In addition, three upregulated WRKY DEGs (BcaB02g041040, BcaB05g041800, and BcaB08g042010), orthologues of Arabidopsis WRKY18, WRKY18, and WRKY40, respectively, were detected in both roots and shoots.

3. Discussion

To address the issue of Cd as a pollutant, it is crucial to identify plants that exhibit strong Cd tolerance and accumulation. Additionally, understanding the mechanisms behind the tolerance to Cd stress in these plants is essential [23]. Previous studies have shown that many species in Brassicaceae have outstanding Cd tolerance and accumulation abilities. As a Brassica species, allotetraploid B. carinata has not undergone artificial domestication. Thus, some desirable traits, particularly those resistant to various biotic and abiotic stresses, have been retained in B. carinata [24]. Here, we showed that B. carinata had a strong tolerance to Cd and remarkable Cd accumulation abilities. Although a small amount of Cd was detected in the control group (CK), this is likely due to the presence of trace amounts of Cd elements in the Hogland solution. The concentration of Cd in both the dehydrated roots and shoots exceeded the critical value for Cd hyperaccumulators [25] under different concentrations of Cd treatment. However, the Cd translocation factor (the ratio of shoot-to-root concentration) was found to be below 1.0 (the critical value for heavy metal hyperaccumulators) in B. carinata. This suggests that the excessive addition of Cd hindered the effective transport of Cd in a short period of time. A similar result was also observed in Abelmoschus manihot and Erigeron canadensis [8,22,26]. Although the results of this study were only based on hydroponic conditions, B. carinata showed a potentially strong ability in terms of Cd accumulation. Of course, further studies involving Cd-contaminated soil are necessary to confirm the phytoremediation ability of B. carinata.
In recent studies, it has been demonstrated that heavy metals can increase the toxicity of plants by leading to an overaccumulation of ROS, which in turn impairs the uptake and transportation of vital nutrients in plants [27]. When plants are exposed to abiotic stress, their ability to utilize light energy and assimilate carbon is hindered. Consequently, large quantities of ROS are produced in mitochondria, chloroplasts, and peroxisomes, which mainly contain superoxide anion (O2−), hydroxyl radical (-OH), and hydrogen peroxide (H2O2) [28]. Among them, excess O2− causes lipid peroxidation and jeopardizes the cell membrane [29], and it will also produce more harmful ROS through the Mehler reaction; secondly, the large accumulation of H2O2 in plant cells will oxidize the thiol groups of some enzymes, which ultimately leads to the inactivation of some antioxidant enzymes involved in the plant body, and the hydroxyl radical (-OH) is the most active and harmful substance among ROS, as it significantly affects the affinity and oxidative reactivity of biomolecules at the site of generation [30,31].
Plants have developed a system of antioxidant enzymes, such as SOD, CAT, and APX, to combat the harmful effects of ROS [32]. SOD, being the most effective intracellular antioxidant, is found in various cell species susceptible to ROS. Its main role in plant resistance is to decrease the O2 content in the body, acting as the first line of defense against high levels of ROS toxicity [33]. CAT, on the other hand, converts H2O2 into H2O and O2, effectively reducing approximately 6 million H2O2 molecules per minute to water and O2. This enzyme plays a crucial role in mitigating the negative impacts of Cd stress and increases chlorophyll fluorescence parameters and photosynthetic pigment content [34]. APX is considered to be the most important enzyme in higher plants for scavenging reactive oxygen species to protect cells, and APX regulation under Cd stress is a postulated response. POD is a common oxidoreductase in plants, which can prevent the accumulation of hydroxyl groups in plants [32]. In addition, the increase in these antioxidant enzyme activities was also recognized as an important feature for plants as accumulators or superaccumulators [32]. In addition, Pro has been reported to scavenge excessive ROS caused by abiotic stress and is involved in the various metabolic activities of plants [35]. According to Sharma’s study, it was found that Pro has the ability to protect enzyme activity from heavy metals in vitro [36]. Specifically, Pro forms a non-toxic Cd-proline complex with Cd, effectively safeguarding Glucose-6-phosphate dehydrogenase. This enzyme plays a crucial role in the pentose phosphate pathway and is responsible for supplying plants with an ample amount of reduced glutathione (GSH). Additionally, it acts as a protective agent for sulfhydryl-containing proteins or enzymes, shielding them from oxidants [37]. In this study, an obviously increasing Pro content was observed under treatment with different Cd concentrations (Figure 5e) and similar results were observed for APX, CAT, and POD activities (Figure 5a,b,d). However, the SOD activity was not obviously increased under Cd stress, similar to the abovementioned indicators, indicating that B. carinata had certain detoxification to heavy metal cadmium stress.
In this study, we observed an overrepresentation of DEGs in the “tryptophan metabolism” and “zeatin biosynthesis” pathways, which are integral components of the “plant hormone signal transduction” pathway. This phenomenon was observed in both CKs vs. Cds and CKr vs. Cdr comparisons. Tryptophan plays a crucial role as a precursor for the synthesis of phyto-melatonin. Previous studies have reported that phyto-melatonin can enhance a plant’s ability to withstand adverse environmental conditions, thereby increasing its resistance to abiotic stress [38]. When plants are exposed to Cd stress, the genetic material DNA in their bodies is damaged to varying degrees. However, exogenous melatonin has been found to enhance stress tolerance by repairing DNA oxidative damage through various mechanisms, including RAPD polymorphism, DNA cross-link, 8-OH-dG level, the AP-site density, and an analysis of gene expression levels enriched in DNA damage repair pathways [33]. Studies have shown that melatonin can influence the gene expression of LOX, POX, and Asmap1 in the MAPK family of naked oat seedlings, which can be influenced by melatonin when exposed to Cd2+ stress. These studies have established the impact of melatonin on naked oat under Cd2+ stress conditions. Additionally, by enhancing the gene expression of NACs and WRKYs within the TFS family, melatonin stimulates the growth and development of naked oat seedlings, effectively intensifying their resistance to cadmium stress. In addition, the application of exogenous melatonin could significantly increase the contents of chlorophyll and proline in naked oat seedlings. Melatonin can also reduce the content of hydrogen peroxide, superoxide anion and malondialdehyde in naked oat seedling cells and increase the activity of SOD, POD and CAT [39,40,41]. Zeatin, a type of cytokinin, has been found to play a role in the response to Cd stress in Arabidopsis thaliana. It was observed that the endogenous CTK response gene CGA1 downstream signal transduction and nitrate-induced carbon metabolism genes GATA and CNC were stimulated and transcribed. CGA1 and GNC, as two major transcriptional regulators of chloroplast development, interact with each other to promote chloroplast division and growth [42,43,44]. Moreover, the activation of the cytokinin signal also contributes to the plant’s detoxification process. The plant itself releases nonprotein thiols such as glutathione, phytochelatins, and cysteine and complexes with heavy metals. The lower toxic complex is stored in the vacuole, reducing the migration of heavy metal ions and improving the tolerance of plants to cadmium [45].
WRKY TFs, also known as jack-of-all-trades, play a crucial role in regulating various developmental and physiological processes in plants. These processes include seed dormancy and germination, seed development, root formation, plant growth, senescence, trichome morphogenesis, and response to various biotic and abiotic stress factors [46]. Specifically, WRKY18 and WRKY60 interact with the W-box on the promoters of the genes such as LCD, DCD1, DCD2, DES, and NFS2, while WRKY40 interacts with the W-box on the promoter of the NFS1 gene [47,48,49]. The transcription factors WRKY18, WRKY40 and WRKY60 mainly act as inhibitors to regulate the transcription of genes that encode H2S synthase. H2S, in turn, maintains the redox balance by dynamically regulating NADPH oxidase and antioxidant enzyme systems, thereby preventing excessive apoptosis. The presence of H2S stimulates NADPH oxidase activity and enhances its ability to generate H2O2, both through the upregulation of transcription and enzyme activity. Similarly, H2S controls the levels of antioxidant enzymes, which also contributes to the reduction of reactive oxygen species contents. This improves the tolerance of plants to cadmium [50,51]. In this study, two WRKY18 genes and one WRKY40 gene were predicted, indicating that WRKY18 and WRKY40 genes may have a regulatory effect on B. carinata under Cd-induced stress. However, the specific mechanism of tolerance is still unclear and requires further investigation in future research.

4. Materials and Methods

4.1. Seedling Preparation and Experimental Conditions

A pure line of B. carinata with purple leaves, provided by Prof. Xianhong Ge from Huazhong Agriculture University, was used in this study. The seeds of this purple line were germinated in a sterile culture dish for sterile germination culture. Then, the plants were placed into black squares that contained vermiculite. The seedlings were raised in an incubator with the cultural parameters set as follows: a 16 h light cycle alternated with an 8 h dark cycle, a consistent temperature maintained at 22 °C, and a relative humidity level of 40%. A 1/2 Hoagland solution was applied to the seedlings every three days through spraying. After 10 days, 24 seedlings with similar growth were selected. Then, 500 mL of different concentrations of CdCl2 solution (0 mmol/L, 0.25 mmol/L, 0.5 mmol/L, and 1.0 mmol/L) prepared with 1/2 Hoagland solution was added to a 50 cm × 30 cm × 10 cm box and soaked for 7 days. In addition, the solution was changed every 2 days. To check the oil content and constituents affected by Cd, the seeds of B. carinata were placed in a Petri dish and grown in a 1/2 Hoagland nutrient solution for 14 days and then transplanted into a nutrient soil soaked containing 25 mg/kg of Cd to finish their entire life cycle.

4.2. Propidium Iodide Staining

To check for the damage to root cells caused by Cd, the PI was dissolved and diluted with distilled water to a working solution (0.1 mg/mL). The samples were then placed on a slide, stained with PI working solution for 5 min and incubated in the dark for 20 min. Then, these tissues were rinsed using distilled water for 30 min. These tissues were finally observed using a fluorescence microscope (Nikon, N80i, Tokyo, Japan).

4.3. Determination of Cadmium Content in B. carinata

After being treated with CdCl2 solutions for seven days, a portion of both roots and shoots were frozen in liquid nitrogen and stored at −80 °C. These samples were selected for further physiological and transcriptome analyses. The rest of the seedlings were rinsed with tap water for 12 h, soaked in Na2-EDTA liquid (20 mmol/L) for 30 min, and then rinsed with sterile deionized water for half an hour. To determine the Cd content in the seedlings, a dehydration process was carried out in an oven set at 37 °C for three days to ensure the complete removal of moisture.
The dehydrated sample was powdered and subjected to a series of treatments: first, it was first kept at 80 °C for 2 h in 70% nitric acid solution, then at 120 °C for 2 h, and finally at 160 °C for 4 h. After the nitrification treatment, it was cooled to room temperature. The content of heavy metal cadmium was determined using ICP-MS (Thermo X Series II, Nanjing, China).

4.4. Determination of Oil Content and Fatty Acid Content

The total oil content and the amount of oleic acid, linoleic acid, linolenic acid, erucic acid and glucosinolates in the seeds were determined through the use of near-infrared spectroscopy. The spectral acquisition conditions are as follows: a resolution of 8 cm−1, a scanning time of 64, and a spectral range of 12,000-4000 cm−1. The mathematical model between the predicted value and the standard chemical value was established through the use of the partial least squares method for optimization and verification.

4.5. Determination of Physiological and Biochemical Indices

Testing the activities of antioxidant enzymes in the examined B. carinata was conducted by using commercial kits specifically designed for physiological and biochemical indices (Beijing Soleibao Biotechnology Co., Ltd., Beijing, China), following the instructions provided. The MDA content was measured using a commercial kit according to the work of Hacer et al. [52]. The Pro content was processed with a commercially available testing kit following the guidelines of the manufacturer and assessed via a microplate reader at a UV wavelength of 520 nm. The method used to measure the chlorophyll content in the leaves was achieved through the extraction of acetone, as based on the work of Gan et al. [8]. The leaves were ground with liquid nitrogen (0.1 g) in the absence of light. Then, 1 mL of the chlorophyll extracting solution (acetone: anhydrous ethanol = 1:2) was added to the mixture. The mixture was thoroughly ground and placed in a dark environment to gently combine for 24 h so as to prevent any decomposition of chlorophyll. After centrifugation at 12,000× g for 10 min, the mixtures underwent chlorophyll level measurement using a microplate reader at UV levels of 663 nm and 645 nm.

4.6. Extracting RNA, Preparing cDNA Libraries, and Identifying Differentially Expressed Genes (DEGs)

The shoots and roots of the seedlings were collected and cryopreserved in liquid nitrogen after being exposed to a 0.25 mmol/L solution of CdCl2 for seven days. Three samples for the control (CK) and treated groups (Cd) were prepared. A commercial RNA extraction kit (EASY spin. Aidlad) was employed, following the instructions to extract total RNA from nearly 0.1 g of either the shoots or roots. To assess the quality of the extracted RNA, agarose electrophoresis was employed while the RNA integrity (RIN value) was measured using an Agilent 2100 instrument (Illumina, USA). To prepare the c-DNA library, we followed the TruSeq RNA Sample Prep v2 protocol (Illumina, USA), utilizing RNA RIN values of ≥8.0. A set of 12 c-DNA libraries was constructed and subjected to sequencing using the Illumina NovaSeq 6000 platform.
In this study, 150-bp paired-end reads were generated using the Illumina sequencing platform. To ensure the quality of the reads, Trimmomatic version 0.33 was utilized to eliminate reads containing adapters, poly-N, and low-quality bases. The high-quality reads, which were considered clean reads, were aligned to the newly published B. carinata reference genome [53] using Hisat2v2.0.5 with default parameters [54]. To ascertain the levels of gene expression, we utilized the FPKM values that were computed using RSEM’s default parameters. The differential expression genes between the untreated and treated B. carinata samples were identified using the R-project based on the Benjamini and Hochberg method (cut-off: p < 0.05 and fold changes >2). The raw sequence data can be accessed at NCBI-SRA (https://www.ncbi.nlm.nih.gov/sra, accessed on 24 May 2023) using the accession number PRJNA974582.

4.7. Validation of the Sequencing Data by qRT–PCR

To ensure the accuracy of the RNA-seq sequencing data, we employed qRT-PCR to determine the relative expression level of genes in the aforementioned samples. A total of ten genes were randomly select for validation using qRT–PCR. The internal reference gene control for B. carinata adopted in this study was the actin gene. The SYBR-GREEN fluorescent reagent (TIANGEN Biotech, Beijing, China), comprising 10 μL 2 × SYBR ® Premix Ex Taq II, 0.6 μL of forward primer, 0.6 μL of reverse primer, 2 μL of cDNA, and 6.4 μL of RNase-Free ddH2O, was used in this study. NCBI primer-blast technology was employed to design the primers for the chosen genes (Table S2).

4.8. Statistical Analysis

All of the experiments were performed using at least three technical replicates or three biological replicates. The data analyses were performed using IBM SPSS Statistics 26 and GraphPad Prism software (v: 9.0.0.121). The differences between various groups were analyzed using the LSD test.

5. Conclusions

After subjecting B. carinata to various concentrations of CdCl2 solution, it was observed that the plant exhibited a high level of tolerance toward cadmium and displayed significant accumulation of Cd. These findings indicate that B. carinata has the potential to be utilized as a Cd accumulator. Additionally, comparative transcriptome analysis showed that the plant hormone signalling pathway involved in tryptophan metabolism and zeatin synthesis, multiple antioxidant enzyme activities, and WRKY expression activity jointly responded to Cd stress in B. carinata. This study shows the possibility of using B. carinata for Cd phytoremediation and provides a reference for further exploring the cadmium tolerance of Brassica species.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/ijms25021260/s1.

Author Contributions

T.Y.: writing of the first draft, B.P.: visualization of the data, L.Z.: preparation of experimental reagent materials and experimental exploration, L.G., H.W. (Hongcheng Wang) and X.D.: the supervision of the experimental process and the guidance in the process of the first draft writing, H.W. (Huinan Wang) and B.Z.: review and revision of the first draft. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by the National Natural Science Foundation of China (NSFC, Grant No. 32060463), Guizhou Provincial Basic Research Program (Natural Science), grant number ZK[2023]YB272, and The Scientific and Technological Key Program of Guizhou province (No. Qiankehezhicheng [2022] Key 031).

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

The raw sequence data can be accessed at NCBI-SRA using the accession number PRJNA974582.

Conflicts of Interest

The authors declare no conflict of interest.

References

  1. Plekhanova, I.O.; Zolotareva, O.A.; Tarasenko, I.D.; Yakovlev, A.S. Assessment of Ecotoxicity of Soils Contaminated by Heavy Metals. Eurasian Soil Sci. 2019, 52, 1274–1288. [Google Scholar] [CrossRef]
  2. Kumar, K.; Shinde, A.; Aeron, V.; Verma, A.; Arif, N.S. Genetic Engineering of Plants for Phytoremediation: Advances and Challenges. J. Plant Biochem. Biotechnol. 2023, 32, 12–30. [Google Scholar] [CrossRef]
  3. Ondrasek, G.; Jelovica Badovinac, I.; Peter, R.; Petravić, M.; Macan, J.; Rengel, Z. Humates and Chlorides Synergistically Increase Cd Phytoaccumulation in Strawberry Fruits, Heightening Health Risk from Cd in Human Diet. Expo. Health 2022, 14, 393–410. [Google Scholar] [CrossRef]
  4. Huybrechts, M.; Cuypers, A.; Deckers, J.; Iven, V.; Vandionant, S.; Jozefczak, M.; Hendrix, S. Cadmium and Plant Development: An Agony from Seed to Seed. Int. J. Mol. Sci. 2019, 20, 3971. [Google Scholar] [CrossRef]
  5. Birghila, S.; Matei, N.; Dobrinas, S.; Popescu, V.; Soceanu, A.; Niculescu, A. Assessment of Heavy Metal Content in Soil and Lycopersicon Esculentum (Tomato) and Their Health Implications. Biol. Trace Elem. Res. 2023, 201, 1547–1556. [Google Scholar] [CrossRef]
  6. Wu, X.; Cobbina, S.J.; Mao, G.; Xu, H.; Zhang, Z.; Yang, L. A Review of Toxicity and Mechanisms of Individual and Mixtures of Heavy Metals in the Environment. Environ. Sci. Pollut. Res. 2016, 23, 8244–8259. [Google Scholar] [CrossRef]
  7. Goncharuk, E.A.; Zagoskina, N.V. Heavy Metals, Their Phytotoxicity, and the Role of Phenolic Antioxidants in Plant Stress Responses with Focus on Cadmium: Review. Molecules 2023, 28, 3921. [Google Scholar] [CrossRef]
  8. Gan, C.; Liu, Z.; Pang, B.; Zuo, D.; Hou, Y.; Zhou, L.; Yu, J.; Chen, L.; Wang, H.; Gu, L.; et al. Integrative Physiological and Transcriptome Analyses Provide Insights into the Cadmium (Cd) Tolerance of a Cd Accumulator: Erigeron Canadensis. BMC Genom. 2022, 23, 778. [Google Scholar] [CrossRef]
  9. Tang, L.; Mao, B.; Li, Y.; Lv, Q.; Zhang, L.; Chen, C.; He, H.; Wang, W.; Zeng, X.; Shao, Y.; et al. Knockout of OsNramp5 Using the CRISPR/Cas9 System Produces Low Cd-Accumulating Indica Rice without Compromising Yield. Sci. Rep. 2017, 7, 14438. [Google Scholar] [CrossRef]
  10. Wu, D.; Yamaji, N.; Yamane, M.; Kashino-Fujii, M.; Sato, K.; Ma, J.F. The HvNramp5 Transporter Mediates Uptake of Cadmium and Manganese, But Not Iron. Plant Physiol. 2016, 172, 1899–1910. [Google Scholar] [CrossRef]
  11. Li, G.-Z.; Zheng, Y.-X.; Liu, H.-T.; Liu, J.; Kang, G.-Z. WRKY74 Regulates Cadmium Tolerance through Glutathione-Dependent Pathway in Wheat. Environ. Sci. Pollut. Res. 2022, 29, 68191–68201. [Google Scholar] [CrossRef]
  12. Sheng, Y.; Yan, X.; Huang, Y.; Han, Y.; Zhang, C.; Ren, Y.; Fan, T.; Xiao, F.; Liu, Y.; Cao, S. The WRKY Transcription Factor, WRKY13, Activates PDR8 Expression to Positively Regulate Cadmium Tolerance in Arabidopsis. Plant Cell Environ. 2019, 42, 891–903. [Google Scholar] [CrossRef]
  13. Jia, Z.; Li, M.; Wang, H.; Zhu, B.; Gu, L.; Du, X.; Ren, M. TaWRKY70 Positively Regulates TaCAT5 Enhanced Cd Tolerance in Transgenic Arabidopsis. Environ. Exp. Bot. 2021, 190, 104591. [Google Scholar] [CrossRef]
  14. Li, Z.-G.; Xiang, R.-H.; Wang, J.-Q. Hydrogen Sulfide–Phytohormone Interaction in Plants Under Physiological and Stress Conditions. J. Plant Growth Regul. 2021, 40, 2476–2484. [Google Scholar] [CrossRef]
  15. Sun, F.; Chen, Z.; Zhang, Q.; Wan, Y.; Hu, R.; Shen, S.; Chen, S.; Yin, N.; Tang, Y.; Liang, Y.; et al. Genome-Wide Identification of the TIFY Gene Family in Brassiceae and Its Potential Association with Heavy Metal Stress in Rapeseed. Plants 2022, 11, 667. [Google Scholar] [CrossRef]
  16. Jalal, A.; da Silva Oliveira, C.E.; Galindo, F.S.; Rosa, P.A.L.; Gato, I.M.B.; de Lima, B.H.; Teixeira Filho, M.C.M. Regulatory Mechanisms of Plant Growth-Promoting Rhizobacteria and Plant Nutrition against Abiotic Stresses in Brassicaceae Family. Life 2023, 13, 211. [Google Scholar] [CrossRef]
  17. Tan, P.; Zeng, C.; Wan, C.; Liu, Z.; Dong, X.; Peng, J.; Lin, H.; Li, M.; Liu, Z.; Yan, M. Metabolic Profiles of Brassica Juncea Roots in Response to Cadmium Stress. Metabolites 2021, 11, 383. [Google Scholar] [CrossRef]
  18. Shehzad, J.; Mustafa, G.; Arshad, H.; Ali, A.; Naveed, N.H.; Riaz, Z.; Khan, I. Morpho-Physiological and Biochemical Responses of Brassica Species toward Lead (Pb) Stress. Acta Physiol. Plant. 2023, 45, 8. [Google Scholar] [CrossRef]
  19. Song, X.; Wei, Y.; Xiao, D.; Gong, K.; Sun, P.; Ren, Y.; Yuan, J.; Wu, T.; Yang, Q.; Li, X.; et al. Brassica carinata Genome Characterization Clarifies U’s Triangle Model of Evolution and Polyploidy in Brassica. Plant Physiol. 2021, 186, 388–406. [Google Scholar] [CrossRef]
  20. Goswami, B.; Momtaz, N.; Hoque, M.I.; Sarker, R.H. Performance of F-1 Progenies Developed through Crosses between Brassicacarinata A. Braun A(Female) and Brassicarapa L (Male). Genet. Resour. Crop Evol. 2022, 69, 2745–2753. [Google Scholar] [CrossRef]
  21. Cui, H.; Wang, Z.; Ye, B.; Hu, K.; Xu, P.; Zhou, J.; Ge, L.; Zheng, X.; Zhou, J. Comprehensive Evaluation on Safe Utilization Potential of Ten Oilseed Rape Cultivars in a Cadmium Contaminated Soil. Environ. Technol. Innov. 2023, 32, 103329. [Google Scholar] [CrossRef]
  22. Skuza, L.; Szucko-Kociuba, I.; Filip, E.; Bozek, I. Natural Molecular Mechanisms of Plant Hyperaccumulation and Hypertolerance towards Heavy Metals. Int. J. Mol. Sci. 2022, 23, 9335. [Google Scholar] [CrossRef] [PubMed]
  23. Madhav, S.; Mishra, R.; Kumari, A.; Srivastav, A.L.; Ahamad, A.; Singh, P.; Ahmed, S.; Mishra, P.K.; Sillanpaa, M. A Review on Sources Identification of Heavy Metals in Soil and Remediation Measures by Phytoremediation-Induced Methods. Int. J. Environ. Sci. Technol. 2023, 21, 1099–1120. [Google Scholar] [CrossRef]
  24. Rizwan, M.; Ali, S.; Zia Ur Rehman, M.; Rinklebe, J.; Tsang, D.C.W.; Bashir, A.; Maqbool, A.; Tack, F.M.G.; Ok, Y.S. Cadmium Phytoremediation Potential of Brassica Crop Species: A Review. Sci. Total Environ. 2018, 631–632, 1175–1191. [Google Scholar] [CrossRef] [PubMed]
  25. Xiao, L.; Guan, D.; Peart, M.R.; Chen, Y.; Li, Q. The Respective Effects of Soil Heavy Metal Fractions by Sequential Extraction Procedure and Soil Properties on the Accumulation of Heavy Metals in Rice Grains and Brassicas. Environ. Sci. Pollut. Res. 2017, 24, 2558–2571. [Google Scholar] [CrossRef] [PubMed]
  26. Wang, H.; Gan, C.; Luo, X.; Dong, C.; Zhou, S.; Xiong, Q.; Weng, Q.; Hu, X.; Du, X.; Zhu, B. Complete Chloroplast Genome Features of the Model Heavy Metal Hyperaccumulator Arabis paniculata Franch and Its Phylogenetic Relationships with Other Brassicaceae Species. Physiol. Mol. Biol. Plants 2022, 28, 775–789. [Google Scholar] [CrossRef] [PubMed]
  27. Zhang, D.; Du, Y.; He, D.; Zhou, D.; Wu, J.; Peng, J.; Liu, L.; Liu, Z.; Yan, M. Use of Comparative Transcriptomics Combined with Physiological Analyses to Identify Key Factors Underlying Cadmium Accumulation in Brassica juncea L. Front. Genet. 2021, 12, 655885. [Google Scholar] [CrossRef]
  28. Mansoor, S.; Ali, A.; Kour, N.; Bornhorst, J.; AlHarbi, K.; Rinklebe, J.; Abd El Moneim, D.; Ahmad, P.; Chung, Y.S. Heavy Metal Induced Oxidative Stress Mitigation and ROS Scavenging in Plants. Plants 2023, 12, 3003. [Google Scholar] [CrossRef]
  29. Małecka, A.; Konkolewska, A.; Hanć, A.; Ciszewska, L.; Staszak, A.M.; Jarmuszkiewicz, W.; Ratajczak, E. Activation of Antioxidative and Detoxificative Systems in Brassica juncea L. Plants against the Toxicity of Heavy Metals. Sci. Rep. 2021, 11, 22345. [Google Scholar] [CrossRef]
  30. Rashid, M.S.; Liu, G.; Yousaf, B.; Hamid, Y.; Rehman, A.; Munir, M.A.M.; Arif, M.; Ahmed, R.; Song, Y. Assessing the Influence of Sewage Sludge and Derived-Biochar in Immobilization and Transformation of Heavy Metals in Polluted Soil: Impact on Intracellular Free Radical Formation in Maize. Environ. Pollut. 2022, 309, 119768. [Google Scholar] [CrossRef]
  31. Banerjee, R.; Goswami, P.; Pathak, K.; Mukherjee, A. Vetiver Grass: An Environment Clean-up Tool for Heavy Metal Contaminated Iron Ore Mine-Soil. Ecol. Eng. 2016, 90, 25–34. [Google Scholar] [CrossRef]
  32. Rizvi, A.; Ahmed, B.; Khan, M.S. An Insight into Stress Induced Phytocompounds Produced in Common Crops Related to Metal Survival. Plant Growth Regul. 2023, 99, 449–464. [Google Scholar] [CrossRef]
  33. Li, C.; Liu, J.; Wei, Z.; Cheng, Y.; Shen, Z.; Xin, Z.; Huang, Y.; Wang, H.; Li, Y.; Mu, Z.; et al. Exogenous Melatonin Enhances the Tolerance of Tiger Nut (Cyperus esculentus L.) via DNA Damage Repair Pathway under Heavy Metal Stress (Cd2+) at the Sprout Stage. Ecotoxicol. Environ. Saf. 2023, 265, 115519. [Google Scholar] [CrossRef] [PubMed]
  34. Pang, B.; Zuo, D.; Yang, T.; Yu, J.; Zhou, L.; Hou, Y.; Yu, J.; Ye, L.; Gu, L.; Wang, H.; et al. BcaSOD1 Enhances Cadmium Tolerance in Transgenic Arabidopsis by Regulating the Expression of Genes Related to Heavy Metal Detoxification and Arginine Synthesis. Plant Physiol. Biochem. 2024, 206, 108299. [Google Scholar] [CrossRef] [PubMed]
  35. El-Enany, A.E.; Issa, A.A. Proline Alleviates Heavy Metal Stress inScenedesmus Armatus. Folia Microbiol. 2001, 46, 227–230. [Google Scholar] [CrossRef] [PubMed]
  36. Hosseinifard, M.; Stefaniak, S.; Ghorbani Javid, M.; Soltani, E.; Wojtyla, Ł.; Garnczarska, M. Contribution of Exogenous Proline to Abiotic Stresses Tolerance in Plants: A Review. Int. J. Mol. Sci. 2022, 23, 5186. [Google Scholar] [CrossRef]
  37. Alia; Saradhi, P.P. Proline Accumulation Under Heavy Metal Stress. J. Plant Physiol. 1991, 138, 554–558. [Google Scholar] [CrossRef]
  38. Zhang, T.; Wang, J.; Sun, Y.; Zhang, L.; Zheng, S. Versatile Roles of Melatonin in Growth and Stress Tolerance in Plants. J. Plant Growth Regul. 2022, 41, 507–523. [Google Scholar] [CrossRef]
  39. Amjadi, Z.; Namdjoyan, S.; Abolhasani Soorki, A. Exogenous Melatonin and Salicylic Acid Alleviates Cadmium Toxicity in Safflower (Carthamus tinctorius L.) Seedlings. Ecotoxicology 2021, 30, 387–401. [Google Scholar] [CrossRef]
  40. 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. Ecotoxicol. Environ. Saf. 2023, 254, 114757. [Google Scholar] [CrossRef]
  41. Wang, K.; He, J.; Gao, Y.; Han, K.; Liu, J.; Wang, Y. Exogenous Melatonin Improved the Growth and Development of Naked Oat Seedlings under Cadmium Stress. Environ. Sci. Pollut. Res. 2022, 29, 88109–88118. [Google Scholar] [CrossRef] [PubMed]
  42. Danilova, M.N.; Doroshenko, A.S.; Kudryakova, N.V.; Andreeva, A.A.; Kusnetsov, V.V. Plastome Transcription Machinery and Peculiarities of the Expression of Its Genes during Cytokinin-Dependent Deetiolation of Arabidopsis thaliana. Russ. J. Plant Physiol. 2018, 65, 801–812. [Google Scholar] [CrossRef]
  43. Gujjar, R.S.; Banyen, P.; Chuekong, W.; Worakan, P.; Roytrakul, S.; Supaibulwatana, K. A Synthetic Cytokinin Improves Photosynthesis in Rice under Drought Stress by Modulating the Abundance of Proteins Related to Stomatal Conductance, Chlorophyll Contents, and Rubisco Activity. Plants 2020, 9, 1106. [Google Scholar] [CrossRef] [PubMed]
  44. Lu, G.; Casaretto, J.A.; Ying, S.; Mahmood, K.; Liu, F.; Bi, Y.-M.; Rothstein, S.J. Overexpression of OsGATA12 Regulates Chlorophyll Content, Delays Plant Senescence and Improves Rice Yield under High Density Planting. Plant Mol. Biol. 2017, 94, 215–227. [Google Scholar] [CrossRef] [PubMed]
  45. Piotrowska-Niczyporuk, A.; Bajguz, A.; Kotowska, U.; Zambrzycka-Szelewa, E.; Sienkiewicz, A. Auxins and Cytokinins Regulate Phytohormone Homeostasis and Thiol-Mediated Detoxification in the Green Alga Acutodesmus obliquus Exposed to Lead Stress. Sci. Rep. 2020, 10, 10193. [Google Scholar] [CrossRef]
  46. Guo, X.; Ullah, A.; Siuta, D.; Kukfisz, B.; Iqbal, S. Role of WRKY Transcription Factors in Regulation of Abiotic Stress Responses in Cotton. Life 2022, 12, 1410. [Google Scholar] [CrossRef] [PubMed]
  47. Chen, H.; Lai, Z.; Shi, J.; Xiao, Y.; Chen, Z.; Xu, X. Roles of Arabidopsis WRKY18, WRKY40 and WRKY60 Transcription Factors in Plant Responses to Abscisic Acid and Abiotic Stress. BMC Plant Biol. 2010, 10, 281. [Google Scholar] [CrossRef]
  48. Jue, D.; Sang, X.; Liu, L.; Shu, B.; Wang, Y.; Liu, C.; Xie, J.; Shi, S. Identification of WRKY Gene Family from Dimocarpus longan and Its Expression Analysis during Flower Induction and Abiotic Stress Responses. Int. J. Mol. Sci. 2018, 19, 2169. [Google Scholar] [CrossRef]
  49. Li, W.; Pang, S.; Lu, Z.; Jin, B. Function and Mechanism of WRKY Transcription Factors in Abiotic Stress Responses of Plants. Plants 2020, 9, 1515. [Google Scholar] [CrossRef]
  50. Luo, S.; Calderón-Urrea, A.; Yu, J.; Liao, W.; Xie, J.; Lv, J.; Feng, Z.; Tang, Z. The Role of Hydrogen Sulfide in Plant Alleviates Heavy Metal Stress. Plant Soil 2020, 449, 1–10. [Google Scholar] [CrossRef]
  51. Yan, L.; Liu, Z.-Q.; Xu, Y.-H.; Lu, K.; Wang, X.-F.; Zhang, D.-P. Auto- and Cross-Repression of Three Arabidopsis WRKY Transcription Factors WRKY18, WRKY40, and WRKY60 Negatively Involved in ABA Signaling. J. Plant Growth Regul. 2013, 32, 399–416. [Google Scholar] [CrossRef]
  52. Dogan, H.; Coteli, E.; Karatas, F. Determination of Glutathione, Selenium, and Malondialdehyde in Different Edible Mushroom Species. Biol. Trace Elem. Res. 2016, 174, 459–463. [Google Scholar] [CrossRef] [PubMed]
  53. Yim, W.C.; Swain, M.L.; Ma, D.; An, H.; Bird, K.A.; Curdie, D.D.; Wang, S.; Don Ham, H.; Luzuriaga-Neira, A.; Kirkwood, J.S.; et al. The Last Missing Piece of the Triangle of U: The Evolution of the Tetraploid Brassica carinata Genome. bioRxiv 2022. [Google Scholar] [CrossRef]
  54. Kim, D.; Paggi, J.M.; Park, C.; Bennett, C.; Salzberg, S.L. Graph-Based Genome Alignment and Genotyping with HISAT2 and HISAT-Genotype. Nat. Biotechnol. 2019, 37, 907–915. [Google Scholar] [CrossRef]
Figure 1. Seedlings performance of B. carinata exposed to different concentrations of CdCl2 solu tions. (ad): the performance of shoots of B. carinata plants treated with 0 mmol/L (CK), 0.25 mmol/L, 0.5 mmol/L, and 1 mmol/L CdCl2 solutions for 7 days. (eh): the performance of young seedlings treated with 0 mmol/L (CK), 0.25 mmol/L, 0.5 mmol/L, and 1 mmol/L CdCl2 solutions for 7 days.
Figure 1. Seedlings performance of B. carinata exposed to different concentrations of CdCl2 solu tions. (ad): the performance of shoots of B. carinata plants treated with 0 mmol/L (CK), 0.25 mmol/L, 0.5 mmol/L, and 1 mmol/L CdCl2 solutions for 7 days. (eh): the performance of young seedlings treated with 0 mmol/L (CK), 0.25 mmol/L, 0.5 mmol/L, and 1 mmol/L CdCl2 solutions for 7 days.
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Figure 2. The changes of root microstructure after 7 days of different concentrations of Cd treatment. bar = 50 μm. (AD): The microstructure of B. carinata root tips in control group (A) and under different concentrations of Cd treatment (BD) after PI staining.
Figure 2. The changes of root microstructure after 7 days of different concentrations of Cd treatment. bar = 50 μm. (AD): The microstructure of B. carinata root tips in control group (A) and under different concentrations of Cd treatment (BD) after PI staining.
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Figure 3. The changes in Cd content and translocation factor in shoots and roots after seven days of treatment with different concentrations of CdCl2 solution. (a): Cd content in shoots and roots. (b): translocation factor. Different letters represent the statistically different group, which is determined via multiple comparisons using Fisher’s least significant difference (LSD) method (p < 0.05). The error bar in the chart indicates the standard error (SE), and three replicates (n = 3) per sample are used to calculate the value of mean ± SE.
Figure 3. The changes in Cd content and translocation factor in shoots and roots after seven days of treatment with different concentrations of CdCl2 solution. (a): Cd content in shoots and roots. (b): translocation factor. Different letters represent the statistically different group, which is determined via multiple comparisons using Fisher’s least significant difference (LSD) method (p < 0.05). The error bar in the chart indicates the standard error (SE), and three replicates (n = 3) per sample are used to calculate the value of mean ± SE.
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Figure 4. The oil content, constituents, and Cd content in seeds harvested from Cd-contaminated soil. (A): total oil content; (B): oleic acid content; (C): linoleic acid content; (D): linolenic acid content; (E): erucic acid content; (F): glucosinolates content; (G): Cd content. Different letters represent the statistically different group, which is determined via multiple comparisons using Fisher’s least significant difference (LSD) method (p < 0.05).
Figure 4. The oil content, constituents, and Cd content in seeds harvested from Cd-contaminated soil. (A): total oil content; (B): oleic acid content; (C): linoleic acid content; (D): linolenic acid content; (E): erucic acid content; (F): glucosinolates content; (G): Cd content. Different letters represent the statistically different group, which is determined via multiple comparisons using Fisher’s least significant difference (LSD) method (p < 0.05).
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Figure 5. Physiological indicator changes in B. carinata seedlings under different concentrations of Cd treatment. (a): APX activity; (b): CAT activity; (c): MDA content; (d): POD activity; (e): PRO content; (f): SOD activity. Different letters represent the statistically different group determined via the LSD method (p < 0.05). The error bar in chart indicates SE, and three replicates (n = 3) per sample are prepared.
Figure 5. Physiological indicator changes in B. carinata seedlings under different concentrations of Cd treatment. (a): APX activity; (b): CAT activity; (c): MDA content; (d): POD activity; (e): PRO content; (f): SOD activity. Different letters represent the statistically different group determined via the LSD method (p < 0.05). The error bar in chart indicates SE, and three replicates (n = 3) per sample are prepared.
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Figure 6. The expression patterns of differential genes in shoots after treatment with 0.25 mM PbCl2 solution for 7 days. (ae): up-regulated DEGs. (fj): down-regulated DEGs. The error bar in chart indicates SE, and three replicates (n = 3) per sample are prepared. Different letters represent the statistically different group determined via the LSD method (p < 0.05).
Figure 6. The expression patterns of differential genes in shoots after treatment with 0.25 mM PbCl2 solution for 7 days. (ae): up-regulated DEGs. (fj): down-regulated DEGs. The error bar in chart indicates SE, and three replicates (n = 3) per sample are prepared. Different letters represent the statistically different group determined via the LSD method (p < 0.05).
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Figure 7. GO enrichment of DEGs in the comparisons of CKs vs. Cds and CKr vs. Cdr. (a,b): the upregulated and downregulated DEGs in CKs vs. Cds. (c,d): the upregulated and downregulated DEGs in CKr vs. Cdr.
Figure 7. GO enrichment of DEGs in the comparisons of CKs vs. Cds and CKr vs. Cdr. (a,b): the upregulated and downregulated DEGs in CKs vs. Cds. (c,d): the upregulated and downregulated DEGs in CKr vs. Cdr.
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Figure 8. Top 20 KEGG enrichment pathways of DEGs in the comparisons of CKs vs. Cds and CKr vs. Cdr. (a,b): upregulated and downregulated DEGs in CKs vs. Cds. (c,d): upregulated and downregulated DEGs in CKr vs. Cdr. The x-axis represents the ratio of the number of enriched single genes (sample number) (based on the rich factor) to the number of annotated single genes (background number) in the path, and the y-axis represents the name of the pathway.
Figure 8. Top 20 KEGG enrichment pathways of DEGs in the comparisons of CKs vs. Cds and CKr vs. Cdr. (a,b): upregulated and downregulated DEGs in CKs vs. Cds. (c,d): upregulated and downregulated DEGs in CKr vs. Cdr. The x-axis represents the ratio of the number of enriched single genes (sample number) (based on the rich factor) to the number of annotated single genes (background number) in the path, and the y-axis represents the name of the pathway.
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Figure 9. DEGs involving in the plant hormone signal transduction signalling pathway in both roots and shoots. The top-to-bottom heatmap representations correspond to the shoots and roots of B. carinata. The heat maps from left to right are CKs and Cds in shoots, and CKr and Cdr in roots.
Figure 9. DEGs involving in the plant hormone signal transduction signalling pathway in both roots and shoots. The top-to-bottom heatmap representations correspond to the shoots and roots of B. carinata. The heat maps from left to right are CKs and Cds in shoots, and CKr and Cdr in roots.
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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. https://doi.org/10.3390/ijms25021260

AMA Style

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. International Journal of Molecular Sciences. 2024; 25(2):1260. https://doi.org/10.3390/ijms25021260

Chicago/Turabian Style

Yang, Tinghai, Biao Pang, Lizhou Zhou, Lei Gu, Hongcheng Wang, Xuye Du, Huinan Wang, and Bin Zhu. 2024. "Transcriptome Profiling, Physiological and Biochemical Analyses Reveal Comprehensive Insights in Cadmium Stress in Brassica carinata L." International Journal of Molecular Sciences 25, no. 2: 1260. https://doi.org/10.3390/ijms25021260

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