[adegenet-commits] r875 - pkg/man
noreply at r-forge.r-project.org
noreply at r-forge.r-project.org
Tue May 24 12:11:31 CEST 2011
Author: jombart
Date: 2011-05-24 12:11:31 +0200 (Tue, 24 May 2011)
New Revision: 875
Modified:
pkg/man/glSim.Rd
Log:
completed the doc of glSim.
shitfuck: multicore is gone.
Modified: pkg/man/glSim.Rd
===================================================================
--- pkg/man/glSim.Rd 2011-05-24 09:00:42 UTC (rev 874)
+++ pkg/man/glSim.Rd 2011-05-24 10:11:31 UTC (rev 875)
@@ -4,13 +4,12 @@
\title{Simulation of simple genlight objects}
\description{
The function \code{glSim} simulates simple SNP data with the
- possibility of contrasted structures between two groups. This can be
- useful to test methods for defining characteristic alleles. Returned
+ possibility of contrasted structures between two groups. Returned
objects are instances of the class \linkS4class{genlight}.
}
\usage{
glSim(n.ind, n.snp.nonstruc, n.snp.struc = 0, grp.size = round(n.ind/2),
- ploidy = 1, alpha = 0, block.size = NULL)
+ ploidy = 1, alpha = 0, block.size = NULL, LD = FALSE)
}
\arguments{
\item{n.ind}{an integer indicating the number of individuals to be simulated.}
@@ -27,25 +26,54 @@
size.}
\item{ploidy}{an integer indicating the ploidy of the simulated
genotypes.}
- \item{alpha}{asymmetry parameter: a numeric value between 0 and 0.5, used to enforce
- allelic differences between the groups (see details).}
+ \item{alpha}{asymmetry parameter: a numeric value between 0 and 0.5,
+ used to enforce allelic differences between the groups (see
+ details); ignored if \code{LD=TRUE}.}
\item{block.size}{an optional integer indicating the number of SNPs to
- be handled at a time during the simulations. By default, all SNPs are
- simulated at the same time, but RAM can limit this operation. Using
- blocks of a few hundred or thousand SNPs decreases RAM requirement at
- a cost of more computational time.}
-
+ be handled at a time during the simulations. By default, all SNPs
+ are simulated at the same time, but RAM can limit this
+ operation. Using blocks of a few hundred or thousand SNPs decreases
+ RAM requirement at a cost of more computational time. When
+ \code{LD=TRUE}, large blocks will come at a large costs in terms of
+ computational time and RAM, since the underlying matrices of
+ correlation will be large.}
+ \item{LD}{a logical indicating whether loci should be displaying
+ linkage disequilibrium (TRUE) or be generated independently
+ (FALSE, default). When set to TRUE, data are generated by blocks of
+ correlated SNPs (see details).}
}
\details{
=== Allele frequencies in contrasted groups ===
+
When \code{n.snp.struc} is greater than 0, some SNPs are simulated in
order to differ between groups (noted 'A' and 'B'). Such differences
- are achieved by using different frequencies of the second allele for A
- and B, denoted \eqn{p_A} and \eqn{p_B}. For a given SNP, \eqn{p_A} is
- drawn from a uniform distribution between 0 and (0.5 -
- alpha). \eqn{p_B} is then computed as 1 - \eqn{p_A}. Therefore,
- differences between groups are mild for alpha=0, and total for alpha =
- 0.5.
+ can be achieved differently depending on whether loci are independent
+ (\code{LD=FALSE}), or not (\code{LD=TRUE}). In the first case,
+ different patterns between groups are achieved by using different
+ frequencies of the second allele for A and B, denoted \eqn{p_A} and
+ \eqn{p_B}. For a given SNP, \eqn{p_A} is drawn from a uniform
+ distribution between 0 and (0.5 - alpha). \eqn{p_B} is then computed
+ as 1 - \eqn{p_A}. Therefore, differences between groups are mild for
+ alpha=0, and total for alpha = 0.5.
+
+ Whenever loci are linked (\code{LD=TRUE}), this option is no longer
+ available. Differences between groups merely occur by drawing alleles
+ from randomly generated, group-specific allele frequencies.
+
+
+ === Linked or independent loci ===
+
+ Independent loci (\code{LD=FALSE}) are simulated using the standard
+ binomial distribution, with randomly generated allele
+ frequencies. Linked loci (\code{LD=FALSE}) are trickier towe need to
+ simulate discrete variables with pre-defined correlation structure.
+
+ Here, we first generate deviates from multivariate normal
+ distributions with randomly generated correlation structures. These
+ variables are then discretized using the quantiles of the
+ distribution. Further improvement of the procedure will aim at i)
+ specifying the strength of the correlations between blocks of alleles
+ and ii) enforce contrasted structures between groups.
}
\value{
A \linkS4class{genlight} object.
@@ -77,5 +105,9 @@
x <- glSim(100, 1e3, n.snp.struc=100, ploid=2, alpha=0.4)
plot(x)
+## same thing, loci with LD structures
+x <- glSim(100, 1, n.snp.struc=100, ploid=2, alpha=0.4, LD=TRUE, block.size=100)
+plot(x)
+
}
\keyword{multivariate}
\ No newline at end of file
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