Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2025 Aug 9;28(9):113337.
doi: 10.1016/j.isci.2025.113337. eCollection 2025 Sep 19.

Proteomics and metabolomics analyses of tobacco protoplasts under Cd stress

Affiliations

Proteomics and metabolomics analyses of tobacco protoplasts under Cd stress

Chun Wang et al. iScience. .

Abstract

Cadmium (Cd), a highly toxic non-essential heavy metal, disrupts cellular processes even at low concentrations. The current studies of Cd stress rely on whole-plant models with prolonged treatments, obscuring early response signals. Tobacco, a typical model plant, lacks protoplast-level investigations under Cd stress. Here, we integrated SWATH-based LC-MS proteomics and GC-MS metabolomics to resolve early Cd-responsive mechanisms in tobacco protoplasts, uniting bioinformatics analyses (WGCNA, k-means, PPI networks). 3262 proteins and 131 primary metabolites were identified. The hub proteins (ROS scavengers, protein synthesis) and differentially expressed metabolites, transient monosaccharide depletion (15 min) followed by recovery, and sustained organic acid accumulation-were characterized. The results indicate rapid energy and some metabolites were supplied via glycolysis and the TCA cycle to alleviate oxidative damage and enhance stress protein synthesis. This study results deciphers tobacco's multi-omics defense strategy against Cd stress, filling knowledge gaps in early stress signaling. In the future, we anticipate that our study will contribute to advancing protoplast omics.

Keywords: Natural sciences; Plant Biology; Plant biochemistry; Plant bioinformatics; Plant physiology; Plant systematics.

PubMed Disclaimer

Conflict of interest statement

The authors have applied for a patent only covering the protoplast Proteomics detection method described in this article. In addition, the authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this article.

Figures

None
Graphical abstract
Figure 1
Figure 1
Protoplasts and analysis of proteome data Fresh prepared protoplasts (A) DEPs (B) and PCA analysis (C) of proteome data upon Cd exposure. Scale bar, 50 μm. Inlet is the trajectory curve of PCA result.
Figure 2
Figure 2
Weighted gene coexpression analysis (WGCNA) diagram Module-trait relationships between consensus module eigengenes and the trait time. Each row corresponds to a module eigengene, and each column corresponds to a time point. Each cell includes the correlation coefficient and p value. Red represents a positive correlation, while green indicates a negative correlation between a specific module and the trait time.
Figure 3
Figure 3
PPI networks The structured PPI network of the orange, white, royal blue, pink and gray 60. As the color deepened from yellow to purple, the score of the protein was increase.
Figure 4
Figure 4
Analysis of proteome data via K-means method and GO Clustering analysis of proteins expression profiles (A, B) and GO analysis of proteins included in B (C). Proteins number in each cluster was shown.
Figure 5
Figure 5
PPI network of proteins in cluster 1 and cluster 2 in functional categories As the color deepened from yellow to purple, the degree score of the protein increase.
Figure 6
Figure 6
Changes of metabolites associated with the Cd exposure The line chart of sugars (A) and organic acids (B). Intensity response of chromatographic (Y axis). The Cd treatment time points (X axis). Error bars indicate SD (n = 3).
Figure 7
Figure 7
Analysis of proteins associated with early responses to Cd stress Intensity response of chromatographic (Y axis). The Cd treatment time points (X axis). Error bars indicate SD (n = 3).

References

    1. Uchimiya M., Bannon D., Nakanishi H., McBride M.B., Williams M.A., Yoshihara T. Chemical speciation, plant uptake, and toxicity of heavy metals in agricultural soils. J. Agric. Food Chem. 2020;68:12856–12869. - PubMed
    1. Nawaz M., Saleem M.H., Khalid M.R., Ali B., Fahad S. Nitric oxide reduces cadmium uptake in wheat (Triticum aestivum L.) by modulating growth, mineral uptake, yield attributes, and antioxidant profile. Environ. Sci. Pollut. Res. Int. 2024;31:9844–9856. - PubMed
    1. Guo X., Wang W.S., Zhang J., Gong L.S. An online growing-and-pruning algorithm of a feedforward neural network for nonlinear systems modeling. IEEE Trans. Autom. Sci. Eng. 2025;22:4109–4120.
    1. Yang L., Ji J., Harris-Shultz K.R., Wang H., Wang H., Abd-Allah E.F., Luo Y., Hu X. The dynamic changes of the plasma membrane proteins and the protective roles of nitric oxide in rice subjected to heavy metal cadmium stress. Front. Plant Sci. 2016;7 - PMC - PubMed
    1. Xue W., Zhang C., Huang Y., Wang C., Zhang X., Liu Z. Rice organs concentrate cadmium by chelation of amino acids containing dicarboxyl groups and enhance risks to human and environmental health in Cd-contaminated areas. J. Hazard. Mater. 2022;426 - PubMed

LinkOut - more resources