bioRxivGeneticsPreprint
Multidimensional Scaling and Relatedness Research
Jan GraffelmaniD, Iván Galván‐FemeníaiD, Rafael de CidiD, Carles Barceló i Vidal
Abstract
Multidimensional scaling is a well-known multivariate technique, that is often used in genetics for studying population substructure. In this paper we show that multidimensional scaling of marker data is of relevance for relatedness research. Relatedness is usually investigated by estimating and plotting identity-by-state and identity-by-descent allele-sharing statistics. We show that outlying individuals in a map obtained by multidimensional scaling of genetic variables do not necessarily stem from a different human population, but can be the consequence of relatedness. We propose a method for classifying pairs of individuals into the standard relationship categories that combines genetic bootstrapping, multidimensional scaling and discriminant analysis. We validate our method with simulation studies. Given the variant filtering procedures, our method classifies relationships up to and including the fourth degree with high accuracy (96-97%), using only identity by state. The usefulness of the method is illustrated with data from the 1,000 genomes and the GCAT projects.
- organism: human
- assay: whole-genome sequencing
- research focus: differential expression
- approach: statistical model
- Citations
- 1
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- A performance assessment of relatedness inference methods using genome-wide data from thousands of relatives
Monica D. Ramstetter, Thomas D. Dyer, … Amy L. Williams·GeneticsPeer-reviewed·Jul 24, 2017
- Properties Of Genomic Relationships For Estimating Current Genetic Variances Within And Genetic Correlations Between Populations
Yvonne C. J. Wientjes, Piter Bijma, … M.P.L. Calus·GeneticsPeer-reviewed·Aug 16, 2017
- A Unified Characterization ofPopulation Structure and Relatedness
Bruce S Weir, Jérôme Goudet·GeneticsPeer-reviewed·May 26, 2017
- Goodness-of-fit filtering in classical metric multidimensional scaling with large datasets
Jan Graffelman·Journal of Applied StatisticsPeer-reviewed·Dec 17, 2019
- Evolutionary Influences on Local Patterns of Genetic Relatedness
T. C. Smith, Amatur Rahman, … Zachary A. Szpiech·bioRxiv·May 2, 2025
- A genealogical estimate of genetic relationships
Caoqi Fan, Nicholas Mancuso, Charleston W. K. Chiang·The American Journal of Human GeneticsPeer-reviewed·Apr 12, 2022