normalize_isobaric: Examine and Apply Isobaric Normalization

In pmartR/pmartR: Panomics Marketplace - Quality Control and Statistical Analysis for Panomics Data

Examine and Apply Isobaric Normalization

Description

Examine reference pool samples and apply normalization of study samples to their corresponding reference pool sample

Usage

normalize_isobaric(
  omicsData,
  exp_cname = NULL,
  apply_norm = FALSE,
  channel_cname = NULL,
  refpool_channel = NULL,
  refpool_cname = NULL,
  refpool_notation = NULL
)

Arguments

omicsData	an object of the class 'isobaricpepData'
exp_cname	character string specifying the name of the column containing the experiment/plate information in f_data
apply_norm	logical, indicates whether normalization should be applied to omicsData$e_data
channel_cname	optional character string specifying the name of the column containing the instrument channel a sample was run on in f_data. This argument is optional. See Details for how to specify information regarding reference pool samples. If using this argument, the 'refpool_channel' argument must also be specified; in this case, 'refpool_cname' and 'refpool_notation' should not be specified.
refpool_channel	optional character string specifying which channel contains the reference pool sample. Only used when this is the same from experiment to experiment. This argument is optional. See Details for how to specify information regarding reference pool samples. If using this argument, the 'channel_cname' argument must also be specified; in this case, 'refpool_cname' and 'refpool_notation' should not be specified.
refpool_cname	optional character string specifying the name of the column containing information about which samples are reference samples in f_data. This argument is optional. see Details for how to specify information regarding reference pool samples. If using this argument, the 'refpool_notation' argument must also be specified; in this case, 'channel_cname' and 'refpool_channel' should not be specified.
refpool_notation	optional character string specifying the value in the refpool_channel column which denotes that a sample is a reference sample. This argument is optional. See Details for how to specify information regarding reference pool samples. If using this argument, the 'refpool_cname' argument must also be specified; in this case, 'channel_cname' and 'refpool_channel' should not be specified.

Details

There are two ways to specify the information needed for identifying reference samples which should be used for normalization:

1. specify channel_cname and refpool_channel. This should be used when the reference sample for each experiment/plate was always located in the same channel. Here channel_cname gives the column name for the column in f_data which gives information about which channel each sample was run on, and refpool_channel is a character string specifying the value in channel_colname that corresponds to the reference sample channel.

2. specify refpool_cname and refpool_notation. This should be used when the reference sample is not in a consistent channel across experiments/plates. Here, refpool_cname gives the name of the column in f_data which indicates whether a sample is a reference or not, and refpool_notation is a character string giving the value used to denote a reference sample in that column.

In both cases you must specify exp_cname which gives the column name for the column in f_data containing information about which experiment/plate a sample was run on.

Value

If apply_norm = TRUE, an object of class 'isobaricpepData', normalized to reference pool, and with the attribute 'isobaric_info' updated to include information about the reference pool samples and the normalization procedure. Otherwise an object of class 'isobaricnormRes' containing similar information about the normalization process

Examples

library(pmartRdata)

myiso <- edata_transform(isobaric_object, "log2")

# Don't apply the normalization quite yet;
# can use summary() and plot() to view reference pool samples
myiso_refpools <- normalize_isobaric(
  omicsData = myiso, exp_cname = "Plex",
  apply_norm = FALSE,
  refpool_cname = "Virus",
  refpool_notation = "Pool"
)
summary(myiso_refpools)

# Now apply the normalization;
# can use plot() to view the study samples after reference pool normalization
myiso_norm <- normalize_isobaric(
  omicsData = myiso, exp_cname = "Plex",
  apply_norm = TRUE,
  refpool_cname = "Virus",
  refpool_notation = "Pool"
)

pmartR/pmartR documentation built on March 4, 2024, 8:32 a.m.