Roche Diagnostics
uPath ER (SP1) RUO algorithm v1.0 · 1020567EN · uPath RUO enterprise software · v1.0
Overview 9
uPath ER (SP1) algorithm RUO intensity Stained tumor cells are stratified by stain intensity and
categorized as weak, medium, or strong intensity. The
output parameter is displayed as “Weak/Medium/Strong
Intensity Cell Count” in the ROI and Slide Score Panels
within uPath. The reported numbers are cell counts that
are normalized to 100, effectively making the reported
value the percentage of stained cells that fall into each
intensity bin. This is a deviation from other cell counts in
the panels, where the cell count is the absolute cell count.
Description of the algorithm test principles
The uPath ER (SP1) algorithm RUO employs deep
learning and image analysis techniques to obtain a
percent ER positivity.
The uPath ER (SP1) algorithm RUO uses probability maps
to score images of tissue stained with the CONFIRM anti-
ER (SP1) antibody.
Steps in image analysis • Split image into tiles for processing by the
convolutional neural network.
• Detect cells across the entire image.
• Classify cell nucleus as tumor or other types.
• Classify tumor cell nucleus as positive or negative.
• Perform color un-mixing on positively classified tumor
cells to quantify nuclear stain intensity.
• Categorize intensity into weak, medium, or strong.
• Calculate the percent ER positivity by dividing the
number of ER positive tumor cell nuclei by the total
number of tumor cell nuclei.
Tumor cell identification and scoring Cell locations and classifications are identified by parsing
probability maps generated by the deep learning network.
The classification with the highest probability determines
whether cell nuclei are classified as tumor positive, tumor
negative, or other cell types. The overlay only identifies
negative and positive tumor cell nuclei.
Using the algorithm workflow
The workflow for the uPath ER (SP1) algorithm RUO
includes the following:
• Staining with the CONFIRM anti-ER (SP1) antibody.
• Scanning with the VENTANA DP 200 slide scanner.
• Scoring with the uPath ER (SP1) algorithm RUO.