Genome-Wide Association Studies on Litter Size in Sheep: A Systematic Review and Gene Prioritization Analysis
Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Search Strategy and Source Selection
2.2. Literature Inclusion and Screening Procedure
2.3. Assessment of Study Rigor and Potential Bias
2.4. Variant Re-Annotation and Candidate Gene Extraction
2.5. Gene Prioritization Analysis
2.6. Gene Functional Enrichment Analysis
3. Results
3.1. Systematic Review
3.2. Variant Re-Annotation and Candidate Gene Extraction
3.3. Gene Prioritization Analysis Results
3.4. Functional Enrichment of Candidate Genes
4. Discussion
4.1. Main Findings and Significance of the Systematic Review
4.2. Breed Specificity and Cross-Breed Heterogeneity of Genetic Markers
4.3. Mechanistic Interpretation of Core Candidate Genes
4.4. Limitations of the Present Study
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Filter Type | Limit Range |
|---|---|
| Database | NCBI PubMed, Web of Science, Europe PMC, BASE |
| Date range | 1 January 1900 to 31 August 2025 |
| Language | English only |
| Inclusion | (1) Original research articles; (2) focal species = sheep; (3) reports GWAS-derived mutation loci (SNPs, indels, CNVs, or haplotypes) or candidate genes; (4) focuses on litter size or related traits (ovulation rate, twinning rate, lambing rate, fertility rate) |
| Exclusion | (1) Does not employ GWAS methodology; (2) does not define phenotypes encompassing litter size-related traits; (3) non-original research (reviews, conference abstracts without data) |
| Assessment Indicators | 0 Marks | 1 Marks | 2 Marks | 3 Marks |
|---|---|---|---|---|
| Population Structure Control | Not specified | Single method | PCA + genomic control | —— |
| Sample Size | Less than 200 | Between 200–500 | Over 500 | —— |
| Definition and Measurement of Phenotypes | Poorly | Standardized protocols | —— | —— |
| Genotyping Platform | Less than 20K SNPs | Between 20–50K SNPs | 50K SNPs or whole-genome sequencing | —— |
| Quality Control Procedures | Minimal or unclear | Basic | Comprehensive QC | —— |
| Multiple Testing Correction | Not specified | Clearly applied | —— | —— |
| Reported Breeds | Single | Multiple | —— | —— |
| Reference Genome | Unknown | Explained but cannot convert | Convertible | —— |
| Data Availability | Non-extractable | Difficult to extract or accurately locate | Genomic location or surrounding sequence can be extracted | Extremely easy to extract and with detailed information |
| Research | Sample Size | Country | Breed |
|---|---|---|---|
| Våge DI. et al., 2013 [33] | 378 | Norway | Norwegian White |
| Demars J. et al., 2013 [11] | 102 | France, Poland | French Grivette, Polish Olkuska |
| Gholizadeh M. et al., 2014 [34] | 96 | Iran | Baluchi |
| Abdoli, R. et al., 2018 [18] | 122 | Iran | Lori-Bakhtiari |
| Xu SS. et al., 2018 [20] | 331 | China, Iceland, Finland, Russia | Wadi, Hu, Icelandic, Finnsheep, Romanov, Texel |
| Amorim, S.T. et al., 2018 [35] | 574 | Brazil | Santa Inês |
| Ma H. et al., 2019 [16] | 126 | China | Hetian, Bashbay |
| Hernández-Montiel W. et al., 2020 [36] | 47 | Mexico | Pelibuey |
| Chantepie L. et al., 2020 [12] | 79 | France | Noire du Velay, Blanche du Massif Central |
| Calvo JH. et al., 2020 [13] | 158 | Spain | Rasa aragonesa |
| Li X. et al., 2020 [37] | 248 | China, Iran, Turkey, Azerbaijan, Cyprus, Afghanistan, Iraq, South Africa, Ethiopia, Burkina Faso, Niger, Nigeria, Chad, Cameroon, Germany, Spain, UK, Finland, France, Scotland, Sweden, The Netherlands | 1 wild (Asiatic mouflon); 42 domestic |
| Esmaeili-Fard SM. et al., 2021 [19] | 84 | Iran | Baluchi |
| Salehian-Dehkordi H. et al., 2021 [21] | 1768 | China, The Netherlands, Iran, USA, Iceland, Russia, UK, etc. (covering Eastern-Central Asia, Western Asia, Africa, Europe) | 67 populations |
| Smołucha G. et al., 2021 [7] | 155 | Poland | Podhale Zackel, Polish Mountain, Colored Mountain |
| Tao L. et al., 2021 [23] | 47 | China | Luzhong mutton |
| Tao L. et al., 2021 [24] | 821 | China | Sunite, Qira black, Small Tail Han |
| Liu Z. et al., 2023 [26] | 95 | China | Xinggao |
| Bao J. et al., 2023 [38] | 830 | China | Hu |
| Han B. et al., 2023 [39] | 1130 | China | Tibetan |
| Li J. et al., 2024 [40] | 200 | China | Qianhua Mutton Merino |
| Smitchger JA. et al., 2024 [27] | 1130 | USA | Rambouillet, Polypay, Suffolk, Columbia |
| Caraballo LAS. et al., 2025 [41] | 388 | Brazil | Santa Inês |
| Chen K. et al., 2025 [42] | 380 | China | Hu |
| Muhetapa M. et al., 2025 [17] | 219 | China | Pishan Red |
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Share and Cite
Zhao, R.; Chen, S.; Jiao, Q.; Zhu, X.; Jia, H.; Hou, L.; Wang, D.; Hu, J.; Wang, J.; Chao, T. Genome-Wide Association Studies on Litter Size in Sheep: A Systematic Review and Gene Prioritization Analysis. Ruminants 2026, 6, 36. https://doi.org/10.3390/ruminants6020036
Zhao R, Chen S, Jiao Q, Zhu X, Jia H, Hou L, Wang D, Hu J, Wang J, Chao T. Genome-Wide Association Studies on Litter Size in Sheep: A Systematic Review and Gene Prioritization Analysis. Ruminants. 2026; 6(2):36. https://doi.org/10.3390/ruminants6020036
Chicago/Turabian StyleZhao, Rui, Siqi Chen, Qingjie Jiao, Xinyan Zhu, Haiyan Jia, Lei Hou, Dan Wang, Jiaqing Hu, Jianmin Wang, and Tianle Chao. 2026. "Genome-Wide Association Studies on Litter Size in Sheep: A Systematic Review and Gene Prioritization Analysis" Ruminants 6, no. 2: 36. https://doi.org/10.3390/ruminants6020036
APA StyleZhao, R., Chen, S., Jiao, Q., Zhu, X., Jia, H., Hou, L., Wang, D., Hu, J., Wang, J., & Chao, T. (2026). Genome-Wide Association Studies on Litter Size in Sheep: A Systematic Review and Gene Prioritization Analysis. Ruminants, 6(2), 36. https://doi.org/10.3390/ruminants6020036

