GdsGenotypeReader | R Documentation |
The GdsGenotypeReader class is an extension of the GdsReader class
specific to reading genotype data stored in GDS files. GDS files with both snp x scan
and scan x snp
dimensions are supported.
GdsReader
GdsGenotypeReader(filename, genotypeDim, allow.fork=FALSE, ...)
:
filename
must be the path to a GDS file or a gds object.
The GDS file must contain the following variables:
'snp.id': a unique integer vector of snp ids
'snp.chromosome': integer chromosome codes
'snp.position': integer position values
'sample.id': a unique integer vector of scan ids
'genotype': a matrix of bytes with dimensions ('snp','sample'). The byte values must be the number of A alleles : 2=AA, 1=AB, 0=BB.
The optional variable "snp.allele" stores the A and B alleles in a character vector with format "A/B".
Default values for chromosome codes are 1-22=autosome, 23=X, 24=XY, 25=Y,
26=M. The defaults may be changed with the arguments autosomeCode
,
XchromCode
, XYchromCode
, YchromCode
, and
MchromCode
.
The constructor automatically detects whether the GDS file is in snp x scan
or scan x snp
order using the dimensions of snp.id
and sample.id
. In the case of GDS files with equal SNP and scan dimensions, genotypeDim
is a required input to the function and can take values "snp,scan"
or "scan,snp"
.
allow.fork
is a logical to enable multiple forks to access
the gds file simultaneously.
The GdsGenotypeReader
constructor creates and returns a
GdsGenotypeReader instance pointing to this file.
In the code snippets below, object
is a GdsGenotypeReader object.
See GdsReader
for additional methods.
nsnp(object)
: The number of SNPs in the GDS file.
nscan(object)
: The number of scans in the GDS file.
getSnpID(object, index)
: A unique integer vector of snp
IDs. The optional index
is a logical or
integer vector specifying elements to extract.
getChromosome(object, index, char=FALSE)
: A vector of
chromosomes. The optional index
is a logical or
integer vector specifying elements to extract.
If char=FALSE
(default), returns an integer vector.
If char=TRUE
, returns a character vector with elements in
(1:22,X,XY,Y,M,U). "U" stands for "Unknown" and is the value
given to any chromosome code not falling in the other categories.
getPosition(object, index)
: An integer vector of base pair
positions. The optional index
is a logical or
integer vector specifying elements to extract.
getAlleleA(object, index)
: A character vector of A alleles.
The optional index
is a logical or
integer vector specifying elements to extract.
getAlleleB(object, index)
: A character vector of B alleles.
The optional index
is a logical or
integer vector specifying elements to extract.
getScanID(object, index)
: A unique integer vector of scan
IDs. The optional index
is a logical or
integer vector specifying elements to extract.
getGenotype(object, snp=c(1,-1), scan=c(1,-1), drop=TRUE, use.names=FALSE,
transpose=FALSE, ...)
:
Extracts genotype values (number of A alleles).
snp
and scan
indicate which elements to return along the snp and
scan dimensions. They must be integer vectors of the form (start,
count), where start is the index of the first data element to read
and count is the number of elements to read. A value of '-1' for
count indicates that the entire dimension should be read.
If drop=TRUE
, the result is coerced to the lowest possible dimension.
If use.names=TRUE
, names of the resulting vector or matrix are set to the SNP and scan IDs.
Missing values are represented as NA
.
Genotypes are returned in SNP x scan order if transpose=FALSE, otherwise they are returned in scan x SNP order.
getGenotypeSelection(object, snp=NULL, scan=NULL, snpID=NULL, scanID=NULL,
drop=TRUE, use.names=TRUE,
order=c("file", "selection"), transpose=FALSE, ...)
:
Extracts genotype values (number of A alleles).
snp
and scan
may be integer or logical vectors indicating which elements
to return along the snp and scan dimensions.
snpID
and scanID
allow section by values of snpID and scanID.
Unlike getGenotype
, the values requested need not be in contiguous blocks.
If order=="file"
, genotypes are returned in the order they are stored in the file. If order="selection"
, the order of SNPs and scans will match the index selection provided in snp
and scan
respectively.
Other arguments are identical to getGenotype
.
getVariable(object, varname, index, drop=TRUE, ...)
: Extracts the
contents of the variable varname
.
The optional index
is a logical or
integer vector (if varname
is 1D) or list (if varname
is 2D or higher) specifying elements to extract.
If drop=TRUE
, the result is coerced to the lowest possible dimension.
Missing values are represented as NA
.
If the variable is not found, returns NULL
.
XchromCode(object)
: Returns the integer code for the X
chromosome.
XYchromCode(object)
: Returns the integer code for the
pseudoautosomal region.
YchromCode(object)
: Returns the integer code for the Y
chromosome.
MchromCode(object)
: Returns the integer code for
mitochondrial SNPs.
Stephanie Gogarten
GdsReader
,
GenotypeData
file <- system.file("extdata", "illumina_geno.gds", package="GWASdata")
gds <- GdsGenotypeReader(file)
# dimensions
nsnp(gds)
nscan(gds)
# get snpID and chromosome
snpID <- getSnpID(gds)
chrom <- getChromosome(gds)
# get positions only for chromosome 22
pos22 <- getPosition(gds, index=(chrom == 22))
# get all snps for first scan
geno <- getGenotype(gds, snp=c(1,-1), scan=c(1,1))
length(geno)
# starting at snp 100, get 10 snps for the first 5 scans
getGenotype(gds, snp=c(100,10), scan=c(1,5))
# get snps 1-10, 25-30 for scans 3,5,7
snp.index <- c(1:10, 25:30)
scan.index <- c(3,5,7)
getGenotypeSelection(gds, snp=snp.index, scan=scan.index)
# illustrate drop argument
getGenotypeSelection(gds, snp=5, scan=1:10, drop=TRUE, use.names=FALSE)
getGenotypeSelection(gds, snp=5, scan=1:10, drop=FALSE, use.names=FALSE)
# illustrate order="file" vs order="selection"
snp.index <- c(9,3,5)
scan.index <- c(3,2,1)
getGenotypeSelection(gds, snp=snp.index, scan=scan.index, order="file")
getGenotypeSelection(gds, snp=snp.index, scan=scan.index, order="selection")
close(gds)
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