Integrative Multi-Omics Analysis of Gill Responses to Long-Term Salinity Stress in Grass Carp (Ctenopharyngodon idella)
Abstract
1. Introduction
2. Materials and Methods
2.1. Experimental Design
2.2. Histological Analysis of Gill Tissue
2.3. Ion Concentration and Enzyme Activity Assay
2.4. Measurement of Gill Oxidative Stress Parameters
2.5. Metabolomics Analysis in Gills
2.6. Transcriptome Sequencing and Analysis
2.7. Statistical Analysis
3. Results
3.1. Histopathological Alterations in Gills
3.2. Changes in Ion Concentrations in Gills
3.3. Variations in Antioxidant Status in Gills
3.4. Metabolic Profile in Gills
3.5. Transcriptomic Analysis in Gills
3.6. Alterations in Key Signaling Pathways
3.7. Integrated Transcriptomic and Metabolomic Analysis
4. Discussion
4.1. Effect of Salinity on Gill Ion Regulation
4.2. Salinity-Induced Alterations in Antioxidant Status
4.3. Modulation of Metabolic Functions in Response to Salinity
4.4. Underlying Mechanisms: Involvement of Key Signaling Pathways
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| Na+/K+-ATPase | Sodium/potassium-transporting ATPase |
| Ca2+-ATPase | Calcium-transporting ATPase |
| PPAR | Peroxisome proliferator-activated receptor |
| TCA | Tricarboxylic acid |
| ATP | Adenosine triphosphate |
| MS-222 | Tricaine methanesulfonate |
| H&E | Hematoxylin and eosin |
| SOD | Superoxide dismutase |
| GSH | Glutathione |
| T-AOC | Total antioxidant capacity |
| GPx | Glutathione peroxidase |
| MDA | Malondialdehyde |
| WST-1 | Water-soluble tetrazolium salt-1 |
| DTNB | 5,5′-Dithiobis-(2-nitrobenzoic acid) |
| TBA | Thiobarbituric acid |
| BCA | Bicinchoninic acid |
| PCA | Principal component analysis |
| QC | Quality control |
| FDR | False discovery rate |
| OPLS-DA | Orthogonal partial least squares-discriminant analysis |
| GO | Gene Ontology |
| KEGG | Kyoto Encyclopedia of Genes and Genomes |
| RSEM | RNA-Seq by Expectation-Maximization |
| qPCR | Quantitative real-time polymerase chain reaction |
| UHPLC | Ultra-high-performance liquid chromatography |
| LC–MS | Liquid chromatography–mass spectrometry |
| DEGs | Differentially expressed genes |
| GSEA | Gene Set Enrichment Analysis |
| GSA | Genome Sequence Archive |
| DEMs | Differentially expressed metabolites |
| PGAM1 | Phosphoglycerate mutase 1 |
| HETE | Hydroxyeicosatetraenoic acid |
| TXB2 | Thromboxane B2 |
| ITPR1 | Inositol 1,4,5-trisphosphate receptor type 1 |
| RYR | Ryanodine receptor |
| HRC | Histidine-rich calcium-binding protein |
| SERCA | Sarco/endoplasmic reticulum Ca2+-ATPase |
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Zhou, L.; Chen, X.; Hou, Y.; Zhang, C.; Zhu, J.; Li, B.; Jia, R. Integrative Multi-Omics Analysis of Gill Responses to Long-Term Salinity Stress in Grass Carp (Ctenopharyngodon idella). Antioxidants 2026, 15, 1070. https://doi.org/10.3390/antiox15091070
Zhou L, Chen X, Hou Y, Zhang C, Zhu J, Li B, Jia R. Integrative Multi-Omics Analysis of Gill Responses to Long-Term Salinity Stress in Grass Carp (Ctenopharyngodon idella). Antioxidants. 2026; 15(9):1070. https://doi.org/10.3390/antiox15091070
Chicago/Turabian StyleZhou, Linjun, Xiajie Chen, Yiran Hou, Chengfeng Zhang, Jian Zhu, Bing Li, and Rui Jia. 2026. "Integrative Multi-Omics Analysis of Gill Responses to Long-Term Salinity Stress in Grass Carp (Ctenopharyngodon idella)" Antioxidants 15, no. 9: 1070. https://doi.org/10.3390/antiox15091070
APA StyleZhou, L., Chen, X., Hou, Y., Zhang, C., Zhu, J., Li, B., & Jia, R. (2026). Integrative Multi-Omics Analysis of Gill Responses to Long-Term Salinity Stress in Grass Carp (Ctenopharyngodon idella). Antioxidants, 15(9), 1070. https://doi.org/10.3390/antiox15091070

