PubMed · 1994 · 528 citations · 16 references
Life SciencesBiostatisticsGeneticsHuman GeneticsQuantitative GeneticsStatistical GeneticsGene LinkageGenetic LinkageGenetic Variance ComponentsLinkage AnalysisMarker-trait AssociationPolygenic TraitsAsymptotic TheoryFixed Effects EstimationLikelihood Ratio TestingLikelihood Ratio TestsMaximum Likelihood EstimatorPedigree-based Variance EstimationQuasi-likelihoodRecombination Fraction Estimation
To assess evidence for genetic linkage from pedigrees, I developed a limited variance-components approach. In this method, variability among trait observations from individuals within pedigrees is expressed in terms of fixed effects from covariates and effects due to an unobservable trait-affecting major locus, random polygenic effects, and residual nongenetic variance. The effect attributable to a locus linked to a marker is a function of the additive and dominance components of variance of the locus, the recombination fraction, and the proportion of genes identical by descent at the marker locus for each pair of sibs. For unlinked loci, the polygenic variance component depends only on the relationship between the relative pair. Parameters can be estimated by either maximum-likelihood methods or quasi-likelihood methods. The forms of quasi-likelihood estimators are provided. Hypothesis tests derived from the maximum-likelihood approach are constructed by appeal to asymptotic theory. A simulation study showed that the size of likelihood-ratio tests was appropriate but that the monogenic component of variance was generally underestimated by the likelihood approach.
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Mapping mendelian factors underlying quantitative traits using RFLP linkage maps.
Eric S. Lander, David Botstein · Genetics · 1989 · 5.3K citations · Full text
Life Sciences, Biology, Genetics +17
Molecular basis of human hypertension: Role of angiotensinogen
Xavier Jeunemaı̂tre, Florent Soubrier, Yuri Kotelevtsev et al. · Cell · 1992 · 1.9K citations