APIS
APIS assigns parentage from genomic marker data and estimates missing parental genotypes by leveraging observed Mendelian transmission probability distributions.
Key Features:
- Auto-Adaptive Algorithm: APIS employs an algorithm that does not require a priori estimates of genotyping error rates or the proportion of missing parents, enabling assignment with incomplete parental data.
- Mendelian Transmission Probability Distributions: The method uses observed average Mendelian transmission probability distributions to estimate likelihoods of offspring inheriting specific genotypes from candidate parents.
- User-Defined Error Rates: Users can set acceptable offspring assignment error thresholds to balance false positives and true positives.
- Comparison with Existing Tools: APIS has been compared with CERVUS and VITASSIGN and exhibits lower type I error rates when parental genotypes are missing, with potentially reduced true positive rates unless theoretical exclusion power is very high.
- Suitability for Large Datasets: The approach is suited for datasets with large numbers of offspring (>200), where observed transmission probabilities enhance assignment accuracy.
- Robustness to Genotyping Errors and Missing Data: APIS maintains performance with genotyping error rates up to 3% and proportions of missing sires up to 50%.
Scientific Applications:
- Genomic Studies in Aquaculture and Conservation Biology: Applicable to species such as European seabass where complete parental genotypes may be unavailable.
- Population Genetics Research: Aids identification of parent-offspring pairs to study genetic relationships within populations.
- Breeding Programs: Supports lineage tracking and selection decisions in selective breeding through reliable parentage assignment.
Methodology:
APIS() integrates offspring and parental genotypes with user-defined error thresholds and computes the distribution of average Mendelian transmission probabilities to estimate missing parental contributions for parentage assignment.
Topics
Details
- License:
- GPL-2.0
- Programming Languages:
- R
- Added:
- 1/9/2020
- Last Updated:
- 12/2/2020
Operations
Publications
Griot R, Allal F, Brard‐Fudulea S, Morvezen R, Haffray P, Phocas F, Vandeputte M. APIS: An auto‐adaptive parentage inference software that tolerates missing parents. Molecular Ecology Resources. 2019;20(2):579-590. doi:10.1111/1755-0998.13103. PMID:31609085.
PMID: 31609085
Funding: - Association Nationale de la Recherche et de la Technologie: scholarship n° 2017/0731
- European Maritime and Fisheries Fund: GeneSea project / R FEA 4700 16 FA 100 0005