knitr::opts_chunk$set( echo = TRUE, collapse = TRUE, comment = "#>" )
This document accompanies the SomaDataIO
R package, which loads
and exports 'SomaScan' data via the Standard BioTools, Inc.
structured text file called an ADAT (*.adat
).
For file format see
here.
The package also exports auxiliary functions for manipulating, wrangling,
and extracting relevant information from an ADAT object once in memory.
Basic familiarity with the R environment is assumed, as is the ability to install
contributed packages from the Comprehensive R Archive Network (CRAN).
Loading data (Import)
*.adat
text file into an R
session
as a soma_adat
object.Wrangling data (manipulation)
soma_adat
object.?SeqId
analyte (feature) matching.soma_adat
class.?rownames
helpers that do not break soma_adat
attributes.Exporting data (Output)
soma_adat
object as a *.adat
text file.This section will become more fleshed out in future versions of
SomaDataIO
. In the meantime, below are 4 examples of typical
primary statistical analyses that are commonly performed on
'SomaScan' data:
stats::t.test()
see workflow: Two-Group Comparison
Multi-group comparison (e.g. differential expression) via ANOVA
stats::aov()
see workflow: ANOVA Three-Group Analysis
Binary classification
stats::glm()
see workflow: Binary Classification
Linear regression
stats::lm()
Note that, in an effort to reduce package size and dependencies, these articles
and workflows are only accessible via the SomaDataIO
pkgdown
website, and
are not included with the installed package.
SomaDataIO™
Copyright © 2025 Standard BioTools, Inc.
Permission is hereby granted, free of charge, to any person obtaining a copy of the SomaDataIO software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sub-license, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions outlined below. Further, SomaDataIO and SomaLogic are trademarks owned by Standard BioTools, Inc. No license is hereby granted to these trademarks other than for purposes of identifying the origin or source of the Software.
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDER(S) BE LIABLE FOR ANY CLAIM, DAMAGES, WHETHER DIRECT OR INDIRECT, OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
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