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sommer (version 2.7)

Solving Mixed Model Equations in R

Description

Multivariate linear mixed-effect model solver for multiple random effects allowing the specification of variance covariance structures. ML/REML estimates are obtained using the Direct-Inversion Newton-Raphson (NR), Direct-Inversion Average Information (AI), Expectation-Maximization (EM), or Efficient Mixed Model Association (EMMA) algorithms. Designed for genomic prediction and genome wide association studies (GWAS) to include additive, dominance and epistatic relationship structures or other covariance structures in R, but also functional as a regular mixed model program. Multivariate models (multiple responses) can be fitted currently with NR, AI and EMMA algorithms allowing multiple random effects as well. Covariance structures for the residual component are no longer supported.

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Version

Install

install.packages('sommer')

Monthly Downloads

4,370

Version

2.7

License

GPL-3

Maintainer

Giovanny Covarrubias-Pazaran

Last Published

April 15th, 2017

Functions in sommer (2.7)

CPdata

Genotypic and Phenotypic data for a CP population
D.mat

Dominance relationship matrix
MMERM

Multivariate mixed model solver to be called inside mmer
MNR

Multivariate Newton-Raphson Algorithm
Technow_data

Genotypic and Phenotypic data from single cross hybrids (Technow et al. (2014))
adiag1

Binds arrays corner-to-corner
eigenGWAS

Unraveling selection signatures with eigenGWAS
fdr

False Discovery Rate calculation
is.square.matrix

Test for square matrix
jet.colors

Generate a sequence of colors alog the jet colormap.
overlay

Overlay Matrix
phase.F1

Phasing F1 (CP) data in biparental populations
score.calc

Score calculation for markers
score.calcMV

Score calculation for markers
wheatLines

wheat lines dataset
yates.oats

Yield of oats in a split-block experiment
E.mat

Epistatic relationship matrix
EM

Expectation Maximization Algorithm
NR22

Newton-Raphson Algorithm
ai2help

Average Information Algorithm
NR

Newton-Raphson Algorithm
and

and functionality
brewer.pal

Generate a sequence of colors for groups.
coef.MMERM

coef form a GLMM fitted with mmer
EM2

Expectation Maximization Algorithm
EMMA

Efficient Mixed Model Association Algorithm
MAI2

Multivariate Average Information Algorithm
cornHybrid

Corn crosses and markers
design.score

design score for the model to be tested
matrix.trace

The trace of a matrix
maxi.qtl

Peak search by first derivatives
plot.mmerM

plot form a GLMM plot with mmer
poe

Short poems from Latin America, and other places why not?
sommer-package

Solving Mixed Model Equations in R
summary.MMERM

summary form a GLMM fitted with mmer
ExpDesigns

Data for different experimental designs
F1geno

Genotypes from an F1(CP) cross to show phasing
MEMMA

Multivariate Efficient Mixed Model Association Algorithm
RICE

Rice lines dataset
TP.prep

Selecting the best training population for genomic selection
anova.mmerM

anova form a GLMM fitted with mmer
at

at functionality
g

g functionality
gryphondata

Gryphon data from the Journal of Animal Ecology
imputev

Imputing a numeric or character vector
is.diagonal.matrix

Test for diagonal square matrix
name.change

renaming a vector by adding zeros
nna

Nearest neighbour adjustment
anova.MMERM

anova form a GLMM fitted with mmer
anova.mmer

anova form a GLMM fitted with mmer
coef.mmer

coef form a GLMM fitted with mmer
coef.mmerM

coef form a GLMM fitted with mmer
manhattan

Creating a manhattan plot
map.plot

Creating a genetic map plot
plot.MMERM

plot form a GLMM plot with mmer
plot.mmer

plot form a GLMM plot with mmer
transp

Creating color with transparency
us

us functionality
A.mat

Additive relationship matrix
AI

Average Information Algorithm
FDdata

Full diallel data for corn hybrids
HDdata

half diallel data for corn hybrids
atcg1234

Letter to number converter
augment

augment design example.
fdr2

False Discovery Rate calculation
fitted.MMERM

fitted form a GLMM fitted with mmer
hdm

Half Diallel Matrix
hits

Creating a fixed effect matrix with significant GWAS markers
mmerSNOW

Mixed Model Equations in R univariate
my.colors

All typical colors in R easy to access.
residuals.mmer

Residuals form a GLMM fitted with mmer
residuals.mmerM

Residuals form a GLMM fitted with mmer
summary.mmer

summary form a GLMM fitted with mmer
summary.mmerM

summary form a GLMM fitted with mmer
LD.decay

Calculation of linkage disequilibrium decay
MAI

Multivariate Average Information Algorithm
PEV

Selecting the best training population for genomic selection
PolyData

Genotypic and Phenotypic data for a potato polyploid population
bathy.colors

Generate a sequence of colors for plotting bathymetric data.
big.peaks.col

Peak search by first derivatives
fitted.mmer

fitted form a GLMM fitted with mmer
fitted.mmerM

fitted form a GLMM fitted with mmer
h2

Broad sense heritability calculation.
hadamard.prod

Hadamard product of two matrices
mmer

Mixed Model Equations in R
mmer2

Mixed Model Equations in R v2
randef

extracting random effects
residuals.MMERM

Residuals form a GLMM fitted with mmer