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PMSeeker: A Scheme Based on the Greedy Algorithm and the Exhaustive Algorithm to Screen Low-Redundancy Marker Sets
Lei Xia1,2, Mijuan Shi1,2, Heng Li1,2
1State Key Laboratory of Freshwater Ecology and Biotechnology, Hubei Hongshan Laboratory, Key Laboratory of Aquaculture Disease Control, Ministry of Agriculture and Rural Affairs, The Innovation Academy of Seed Design, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan 430072, China.
This study developed a cost-effective method for parentage assignment using fewer genetic markers. The new scheme efficiently identifies parental relationships in large populations, saving resources in fish breeding.
Area of Science:
- Genetics
- Aquaculture
- Bioinformatics
Background:
- Parentage assignment is crucial for commercial fish farming, requiring extensive genetic data.
- Accurate parentage assignment relies on comprehensive genotypes within a parentage marker set (PMS).
- Reducing the number of markers in a PMS can significantly decrease experimental costs.
Purpose of the Study:
- To establish an efficient scheme for screening low-redundancy parentage marker sets (PMSs).
- To reduce the number of genetic markers required for accurate parentage assignment.
- To conserve resources and facilitate the implementation of parentage assignment in economic species breeding.
Main Methods:
- Utilized exhaustive and greedy algorithms to screen for low-redundancy PMSs.
- Employed a novel metric, the parental dispersity index (PDI), for marker selection.
- Validated the scheme through random sample experiments across three distinct groups.
Main Results:
- Developed a scheme to screen for PMSs with reduced marker redundancy.
- The greedy algorithm, using PDI, proved effective in marker selection.
- Achieved over 99.7% accuracy in solvable cases using the developed non-redundant PMSs.
- Demonstrated that low-redundancy PMSs can be composed from multiple non-redundant sets.
Conclusions:
- The proposed scheme effectively reduces the number of markers needed for parentage assignment.
- This approach conserves human and experimental resources.
- Lays the foundation for broader application of parentage assignment technology in aquaculture breeding programs.
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