How to estimate the measurement error variance associated with ancestry proportion estimates.
نویسندگان
چکیده
To show how the variance of the measurement error (ME) associated with individual ancestry proportion estimates can be estimated, especially when the number of ancestral populations (k) is greater than 2. We extend existing internal consistency measures to estimate the ME variance, and we compare these estimates with the ME variance estimated by use of the repeated measurement (RM) approach. Both approaches work by dividing the genotyped markers into subsets. We examine the effect of the number of subsets and of the allocation of markers to each subset on the performance of each approach. We used simulated data for all comparisons. Independently of the value of k, the measures of internal reliability provided less biased and more precise estimates of the ME variance than did those obtained with the RM approach. Both methods tend to perform better when a large number of subsets of markers with similar sizes are considered. Our results will facilitate the use of ME correction methods to address the ME problem in individual ancestry proportion estimates. Our method will improve the ability to control for type I error inflation and loss of power in association tests and other genomic research involving ancestry estimates.
منابع مشابه
Correcting for measurement error in individual ancestry estimates in structured association tests.
We present theoretical explanations and show through simulation that the individual admixture proportion estimates obtained by using ancestry informative markers should be seen as an error-contaminated measurement of the underlying individual ancestry proportion. These estimates can be used in structured association tests as a control variable to limit type I error inflation or reduce loss of p...
متن کاملPhenotypic variance explained by local ancestry in admixed African Americans
We surveyed 26 quantitative traits and disease outcomes to understand the proportion of phenotypic variance explained by local ancestry in admixed African Americans. After inferring local ancestry as the number of African-ancestry chromosomes at hundreds of thousands of genotyped loci across all autosomes, we used a linear mixed effects model to estimate the variance explained by local ancestry...
متن کاملGenetic parameter estimates of body weight traits in Iran-Black sheep
The objective of the current study was to estimate the genetic parameters for body weight traits at different ages in Iran-Black sheep. Data collected during a 24-year period (1984-2008) on body weight were used to model the growth trajectory and estimate genetic parameters. Studied traits were birth weight (BW), weaning weight at 3 months of age (WW), 6 months weight (6MW), 9 months weight (9M...
متن کاملStatistics from Simulations A.1 Statistical Inference and Estimation of Population Parameters
When the goal is to estimate the parameter of some population (e.g., mean or variance), the usual procedure is to design a probability sample to provide a sample statistic. As an example, we might estimate the parameter ‘true average cost’ of an inventory system (population mean, ) with the statistic ‘average cost for 12 months’ (sample mean, x ); or we might estimate the proportion of taxpayer...
متن کاملO11: Applying the Methods of Psychological Assessment in Diagnosis of Talented People: Issues and Solutions
Measuring individual talent is a prerequisite of talent management. In order to do so, there are methods which have been established such as intelligence tests, general and individual tests, ratings scale and the literature of educational performance. Applying these methods are effective, if measurement error is low and validity is high. All current available methods are faced with issues relat...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- Statistics and its interface
دوره 4 3 شماره
صفحات -
تاریخ انتشار 2011