phenoptrExamples
contains
example code
and extended data sets demonstrating
the use of the phenoptr package to
analyze data from multiple fields.
phenoptr
documentation.phenoptr
contains functions that make it easier to read and analyze data tables
and images created by Akoya Biosciences' inForm® software.
phenoptr
and phenoptrExamples
are part of the Akoya Biosciences Phenoptics™
family of
Quantitative Pathology Research Solutions.
Installation is from GitHub. Note: this package includes many large files. The entire package contains over 150 MB of data files.
# install.packages("devtools")
devtools::install_github("akoyabio/phenoptrExamples", build_vignettes=TRUE)
The Tutorials demonstrate aggregation of data across multiple fields and slides.
- Aggregating data from multiple fields demonstrates reading and processing cell seg data from multiple fields and samples.
- Aggregating touch counts shows how to count touching cells across multiple fields and aggregate the results per sample.
phenoptrExamples
contains selected inForm output from nine images taken
from three samples of lung cancer tissue.
The tissue was stained with DAPI counterstain and Opal™ stains and imaged on a Vectra® Polaris™ Automated Quantitative Pathology Imaging System. The MSI images were unmixed to components, segmented and classified with inForm® image analysis software.
The sample cell data includes these phenotypes:
CD8+
(cytotoxic T cell)CD68+
(macrophage)FoxP3+
(regulatory T cell)CK+
(tumor)other
Four files are included for each image:
- Composite image in JPEG format (
composite_image.jpg
) - Cell segmentation data (
cell_seg_data.txt
) - Cell segmentation maps (
binary_seg_maps.tif
) - Composite with tissue segmentation (
image_with_tissue_seg.jpg
)
To see a full list of all included files, use the command
list.files(system.file("extdata", "samples", package = "phenoptrExamples"))
.
This table shows the stains used, the epitopes they were bound to, and the colors used to show the stains in the composite and phenotype views.
Stain | Epitope | Composite | Phenotype |
---|---|---|---|
DAPI | Nucleus | Blue | N/A |
Opal520 | PDL1 | Red | N/A |
Opal540 | CD8 | Yellow | Yellow |
Opal570 | FoxP3 | Orange | Orange |
Opal620 | CD68 | Magenta | Magenta |
Opal650 | PD1 | Green | N/A |
Opal690 | CK | Cyan | Cyan |
See the Tutorials and the full phenoptr documentation.