Genome-wide association and genomic prediction assess whether DNA markers can accelerate selection for semen traits in Thai native roosters. Utility must be confirmed in larger and external populations while monitoring long-term genetic diversity.
Key findings
- Genome-wide association and genomic prediction assess whether DNA markers can accelerate selection for semen traits in Thai native roosters. Utility must be confirmed in larger and external populations while monitoring long-term genetic diversity.
Why this matters globally
This work adds internationally comparable evidence in Engineering and defines questions for replication in other populations or systems. Its global value lies in the evidence and transferable reasoning, not in a single impact score.
Thai researcher contribution
Thailand-linked authors and Khon Kaen University contribute to the research network behind this work. Thai participation is identified from bibliographic affiliations and should be checked against the author list and source article.
Limitations to consider
Performance can fall under dataset shift; external validation, leakage checks, calibration and post-deployment monitoring are needed.