A Multi-Tissue Transcriptomic Atlas of River Buffalo with a Focus on the Genetic Underpinnings of Lactation Performance Across Four Lactation Stages in the Mammary Gland

The river buffalo is an economically important livestock species supplying milk and meat. However, a multi-tissue transcriptomic atlas for the key dairy river buffalo breeds, Murrah and Nili-Ravi, has not yet been established, and the lack of stable reference genes has hindered in-depth studies of their biological functions and the molecular mechanisms underlying key economic traits such as lactation. We established a multi-tissue gene expression atlas across 20 tissues and identified 717 housekeeping genes (HKGs), and RPL37A and EEF2 were further shown to be stable candidate reference genes under the conditions tested. We found 8368 tissue-specific genes (TSGs), predominantly enriched in the reproductive system. Exploratory analysis of mammary tissue (dry-period vs. public lactating samples, confounded by batch effects) revealed mammary-enriched hub genes including LALBA; these findings are preliminary and require validation. Dynamic analysis across lactation stages (early, peak, mid-, late) identified candidate genes including SEC14L2 and ACSM3. Phenotypic data showed strong negative correlations between milk yield and protein/fat content, and a positive correlation with lactose content. However, causal or regulatory roles were not inferred due to lack of paired individual-level data. Cross-dataset comparisons are descriptive only, and are not key conclusions. In summary, this study lays the foundation for advancing research in lactation trait genetics and functional genomics in river buffalo, with novel reference genes and lactation stage-specific transcriptional dynamics as its main contributions.

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Journal
International Journal of Molecular Sciences
Published
2026-04-30
DOI
https://doi.org/10.3390/ijms27094032
Primary Topic
Genetic and phenotypic traits in livestock
Type
article
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0.00

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article

A Multi-Tissue Transcriptomic Atlas of River Buffalo with a Focus on the Genetic Underpinnings of Lactation Performance Across Four Lactation Stages in the Mammary Gland

Kuiqing Cui, 邓燕飞, Xinhui Song, Xier Luo et al.
International Journal of Molecular Sciences
Genetic and phenotypic traits in livestock
article

A Multi-Tissue Transcriptomic Atlas of River Buffalo with a Focus on the Genetic Underpinnings of Lactation Performance Across Four Lactation Stages in the Mammary Gland

Kuiqing Cui, 邓燕飞, Xinhui Song, Xier Luo, Chaobin Qin, Y Yang, Li Li, Liu Q, Yifei Pi, Dong Wang, Wei Xu, Zhipeng Li
article en

Abstract

The river buffalo is an economically important livestock species supplying milk and meat. However, a multi-tissue transcriptomic atlas for the key dairy river buffalo breeds, Murrah and Nili-Ravi, has not yet been established, and the lack of stable reference genes has hindered in-depth studies of their biological functions and the molecular mechanisms underlying key economic traits such as lactation. We established a multi-tissue gene expression atlas across 20 tissues and identified 717 housekeeping genes (HKGs), and RPL37A and EEF2 were further shown to be stable candidate reference genes under the conditions tested. We found 8368 tissue-specific genes (TSGs), predominantly enriched in the reproductive system. Exploratory analysis of mammary tissue (dry-period vs. public lactating samples, confounded by batch effects) revealed mammary-enriched hub genes including LALBA; these findings are preliminary and require validation. Dynamic analysis across lactation stages (early, peak, mid-, late) identified candidate genes including SEC14L2 and ACSM3. Phenotypic data showed strong negative correlations between milk yield and protein/fat content, and a positive correlation with lactose content. However, causal or regulatory roles were not inferred due to lack of paired individual-level data. Cross-dataset comparisons are descriptive only, and are not key conclusions. In summary, this study lays the foundation for advancing research in lactation trait genetics and functional genomics in river buffalo, with novel reference genes and lactation stage-specific transcriptional dynamics as its main contributions.

International Journal of Molecular SciencesVol. 27(9)
South China Agricultural University (CN), Foshan University (CN), Guangxi University (CN), Agricultural Genomics Institute at Shenzhen (CN), State Key Laboratory For Conservation and Utilization of Subtropical Agro-Bioresources (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 12%
Genetic and phenotypic traits in livestock
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