Estimation of the inbreeding coefficient through use of genomic data
- PMID: 12900793
- PMCID: PMC1180677
- DOI: 10.1086/378207
Estimation of the inbreeding coefficient through use of genomic data
Abstract
Many linkage studies are performed in inbred populations, either small isolated populations or large populations with a long tradition of marriages between relatives. In such populations, there exist very complex genealogies with unknown loops. Therefore, the true inbreeding coefficient of an individual is often unknown. Good estimators of the inbreeding coefficient (f) are important, since it has been shown that underestimation of f may lead to false linkage conclusions. When an individual is genotyped for markers spanning the whole genome, it should be possible to use this genomic information to estimate that individual's f. To do so, we propose a maximum-likelihood method that takes marker dependencies into account through a hidden Markov model. This methodology also allows us to infer the full probability distribution of the identity-by-descent (IBD) status of the two alleles of an individual at each marker along the genome (posterior IBD probabilities) and provides a variance for the estimates. We simulate a full genome scan mimicking the true autosomal genome for (1) a first-cousin pedigree and (2) a quadruple-second-cousin pedigree. In both cases, we find that our method accurately estimates f for different marker maps. We also find that the proportion of genome IBD in an individual with a given genealogy is very variable. The approach is illustrated with data from a study of demyelinating autosomal recessive Charcot-Marie-Tooth disease.
Figures



Similar articles
-
Inbreeding coefficient estimation with dense SNP data: comparison of strategies and application to HapMap III.Hum Hered. 2014;77(1-4):49-62. doi: 10.1159/000358224. Epub 2014 Jul 29. Hum Hered. 2014. PMID: 25060269
-
Estimation of inbreeding using pedigree, 50k SNP chip genotypes and full sequence data in three cattle breeds.BMC Genet. 2015 Jul 22;16:88. doi: 10.1186/s12863-015-0227-7. BMC Genet. 2015. PMID: 26195126 Free PMC article.
-
Pedigrees or markers: Which are better in estimating relatedness and inbreeding coefficient?Theor Popul Biol. 2016 Feb;107:4-13. doi: 10.1016/j.tpb.2015.08.006. Epub 2015 Sep 3. Theor Popul Biol. 2016. PMID: 26344786
-
A new likelihood estimator and its comparison with moment estimators of individual genome-wide diversity.Heredity (Edinb). 2011 Oct;107(5):433-43. doi: 10.1038/hdy.2011.30. Epub 2011 Apr 27. Heredity (Edinb). 2011. PMID: 21522168 Free PMC article.
-
Meiotic recombination shapes precision of pedigree- and marker-based estimates of inbreeding.Heredity (Edinb). 2017 Mar;118(3):239-248. doi: 10.1038/hdy.2016.95. Epub 2016 Nov 2. Heredity (Edinb). 2017. PMID: 27804967 Free PMC article.
Cited by
-
A comparison of approaches to estimate the inbreeding coefficient and pairwise relatedness using genomic and pedigree data in a sheep population.PLoS One. 2011;6(11):e26256. doi: 10.1371/journal.pone.0026256. Epub 2011 Nov 9. PLoS One. 2011. PMID: 22114661 Free PMC article.
-
Genome-Wide Association Study Provides Insights into Important Genes for Reproductive Traits in Nelore Cattle.Animals (Basel). 2021 May 13;11(5):1386. doi: 10.3390/ani11051386. Animals (Basel). 2021. PMID: 34068162 Free PMC article.
-
FAM-MDR: a flexible family-based multifactor dimensionality reduction technique to detect epistasis using related individuals.PLoS One. 2010 Apr 22;5(4):e10304. doi: 10.1371/journal.pone.0010304. PLoS One. 2010. PMID: 20421984 Free PMC article.
-
Do consanguineous parents of a child affected by an autosomal recessive disease have more DNA identical-by-descent than similarly-related parents with healthy offspring? Design of a case-control study.BMC Med Genet. 2010 Jul 16;11:113. doi: 10.1186/1471-2350-11-113. BMC Med Genet. 2010. PMID: 20637082 Free PMC article.
-
Simultaneous testing of rule- and model-based approaches for runs of homozygosity detection opens up a window into genomic footprints of selection in pigs.BMC Genomics. 2022 Aug 6;23(1):564. doi: 10.1186/s12864-022-08801-4. BMC Genomics. 2022. PMID: 35933356 Free PMC article.
References
Electronic-Database Information
-
- Pangaea, http://www.stat.washington.edu/thompson/Genepi/pangaea.shtml (for the Genedrop and kin programs of the MORGAN2.5 software package)
References
-
- Baum LE (1972) An inequality and associated maximization technique in statistical estimation for probabilistic functions of Markov processes. Inequalities 3:1–8
-
- Baum LE, Petrie T, Soules G, Weiss N (1970) A maximization technique occurring in the statistical analysis of probabilistic functions on Markov Chains. Ann Math Stat 41:164–171
-
- Bouche P, Gherardi R, Cathala HP, Lhermitte F, Castaigne P (1983) Peroneal muscular atrophy. Part 1. Clinical and electrophysiological study. J Neurol Sci 61:389–399 - PubMed
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources