Transcriptome and Metabolome Analyses Reveal the Molecular Relationship Between Dietary Crude Protein Level and Liver Metabolism in Fattening Hu Sheep
Highlights
- Q: What dietary crude protein level supports optimal growth of 4-month-old fattening Hu sheep under isoenergetic conditions in southern Xinjiang?
- A: 15.11% dietary crude protein (with ME = 9.4 MJ/kg DM) supports favorable growth performance.
- Q: What key hepatic regulatory pathways are identified via combined transcriptome-metabolome analysis?
- A: AMPK signaling, steroid biosynthesis, and oxidative phosphorylation are the core regulatory pathways.
- Q: Which hub genes and metabolites are tightly associated with average daily gain in Hu sheep?
- A: Hub genes ATP6AP1/LOC101119853 and metabolites calcidiol/ADP are strongly correlated with ADG.
- Q: How does graded dietary crude protein affect hepatic metabolism and stress resilience in Hu sheep?
- A: It induces hepatic metabolic reprogramming to maintain energy homeostasis and enhance arid environmental stress resilience.
Abstract
1. Introduction
2. Materials and Methods
2.1. Ethical Statement
2.2. Experimental Animals, Feeding Management, and Diets
2.3. Determination of Dietary Nutrient Composition
2.4. Tissue Sampling Procedure
2.5. Transcriptomic Profiling
2.6. Untargeted Hepatic Metabolomic Profiling
2.7. Joint Analysis
2.8. Statistical Analysis
3. Results
3.1. Effects of Dietary Crude Protein Level on Growth Performance in Fattening Hu Sheep
3.2. Quality Assessment of Multi-Omics Datasets
3.3. Differential Gene Expression Analysis
3.4. Functional Enrichment Analysis of Differentially Expressed Genes
3.5. Untargeted Hepatic Metabolomic Profiling and Differential Metabolite Identification
3.6. KEGG Pathway Enrichment Analysis of Differentially Expressed Metabolites
3.7. Combined Transcriptome–Metabolome Pathway Analysis
3.7.1. Cross-Omics KEGG Pathway Co-Enrichment
3.7.2. Spearman Correlation Analysis Between Hepatic Molecular Features and Phenotypic Performance
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Items | Trial Group I | Trial Group II | Trial Group III |
|---|---|---|---|
| Ingredients | |||
| Corn stover | 23.00 | 22.00 | 21.00 |
| Corn | 51.70 | 42.30 | 40.50 |
| Corn germ meal | 4.50 | 8.40 | 5.50 |
| Cottonseed meal | 3.00 | 6.50 | 12.00 |
| DDGS | 4.50 | 7.00 | 9.00 |
| Corn bran with spray liquor | 6.50 | 7.00 | 4.10 |
| Gelatinized protein type 200 1 | 1.00 | 1.00 | 1.20 |
| NH4Cl | 0.40 | 0.40 | 0.50 |
| CaCO3 | 1.50 | 1.50 | 1.60 |
| NaCl | 0.80 | 0.80 | 0.80 |
| NaHCO3 | 1.20 | 1.20 | 1.20 |
| CaHPO4 | 0.90 | 0.90 | 1.20 |
| Vitamin B12 | 1.00 | 1.00 | 1.40 |
| Total | 100.00 | 100.00 | 100.00 |
| Nutrient levels 2 | |||
| ME/(MJ/kg) | 9.42 | 9.40 | 9.42 |
| DM | 87.00 | 87.00 | 88.00 |
| CP | 11.07 | 13.07 | 15.11 |
| Ca | 0.82 | 0.82 | 0.91 |
| P | 0.41 | 0.46 | 0.53 |
| NDF | 25.36 | 26.44 | 25.24 |
| ADF | 11.80 | 12.21 | 12.18 |
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Abudukeyimu, P.; Xie, F.; Hu, Y.; He, H.; Hou, C.; Sulaiman, Y.; Yang, H.; Gong, G. Transcriptome and Metabolome Analyses Reveal the Molecular Relationship Between Dietary Crude Protein Level and Liver Metabolism in Fattening Hu Sheep. Metabolites 2026, 16, 375. https://doi.org/10.3390/metabo16060375
Abudukeyimu P, Xie F, Hu Y, He H, Hou C, Sulaiman Y, Yang H, Gong G. Transcriptome and Metabolome Analyses Reveal the Molecular Relationship Between Dietary Crude Protein Level and Liver Metabolism in Fattening Hu Sheep. Metabolites. 2026; 16(6):375. https://doi.org/10.3390/metabo16060375
Chicago/Turabian StyleAbudukeyimu, Patiguli, Fengmei Xie, Yifan Hu, Haiying He, Cheng Hou, Yiming Sulaiman, Huiguo Yang, and Gao Gong. 2026. "Transcriptome and Metabolome Analyses Reveal the Molecular Relationship Between Dietary Crude Protein Level and Liver Metabolism in Fattening Hu Sheep" Metabolites 16, no. 6: 375. https://doi.org/10.3390/metabo16060375
APA StyleAbudukeyimu, P., Xie, F., Hu, Y., He, H., Hou, C., Sulaiman, Y., Yang, H., & Gong, G. (2026). Transcriptome and Metabolome Analyses Reveal the Molecular Relationship Between Dietary Crude Protein Level and Liver Metabolism in Fattening Hu Sheep. Metabolites, 16(6), 375. https://doi.org/10.3390/metabo16060375

