Can I use the FlowClean R Script with FCS Express?
Yes, with FCS Express 6 or later, you can run the FlowClean R Script via the R Integration.
About FlowClean
FlowClean is an algorithm and tool for quality control, designed to identify fluorescence abnormalities caused by fluidic issues at the time of acquisition. FlowClean tracks subset frequency changes within a sample during acquisition, and "flags" time periods with fluorescence perturbations that could possibly lead to the emergence of false populations. The result of the FlowClean R script, when used in FCS Express, is a new parameter, called FCSE_GoodVsBad. The end user can utilize the newly-created parameter to exclude events within aberrant time periods.
The FlowClean algorithm can be run from within the R Integration tool of FCS Express 6 or later by using an adapted version of the original (flowClean_1.12.0) code. For simplicity, the original script has been adapted to use a matrix as input parameter instead of a standard FCS file, while the remaining portions of the code and algorithm are unchanged.
Note: the original FlowClean script works on raw fluorescence data, which are uncompensated and not transformed (i.e. linear) for FCS 3.0 and 3.1 files. However, the matrix exported by FCS Express into R reflects what is displayed in the plot to which the transformation has been applied. Since compensated data are usually displayed in the plots, these compensated data will be exported to R instead of uncompensated data. The results obtained when FlowClean is run through FCS Express will not reflect the results obtained when FlowClean is run directly through R. The same consideration needs to be taken into account with regards to parameter scaling. By default, FCS Express exports fluorescence parameters with biexponential scaling. When this is the case, the results obtained when FlowClean is run through FCS Express may not reflect the results obtained when FlowClean is run directly through R. The scale applied to parameters when exported to R can be customized (e.g. set to linear) in the Transformations dialog.
For more details about the modifications made to the original script in order to be run through FCS Express, please see the comments within the script or contact us at support@denovosoftware.com.
Please Note: The FlowClean R implementation may fail on a wide variety of data files due to the algorithm itself failing. Please use this tool at your own risk.
How to Use the FlowClean R Script
FlowClean makes use of additional R packages that must be installed via R prior to using in FCS Express.
- To install the FlowClean package, please run the following lines in your R console:
source("https://bioconductor.org/biocLite.R")
biocLite("flowClean")
- To confirm the installation was performed properly, please load the FlowClean package in your R console by running the following line:
library("flowClean")
- The following lines should be returned, which verifies the package was installed properly:
> library("flowClean")
Loading required package: flowCore
>
If any errors or problems are encountered, please contact us at support@denovosoftware.com.
FlowClean makes use of additional R packages that must be installed via R prior to using in FCS Express.
- To install the FlowClean package, please run the following lines in your R console:
if (!requireNamespace("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("flowClean")
- To confirm the installation was performed properly, please load the FlowClean package in your R console by running the following line:
library("flowClean")
- The following lines should be returned, which verifies the package was installed properly:
> library("flowClean")
Loading required package: flowCore
>
If any errors or problems are encountered, please contact us at support@denovosoftware.com.
FlowClean can be run in FCS Express via the steps below. Please ensure the R Application Bridge is set to be open in your FCS Express Options.
- Open FCS Express.
- Load a data file into the layout and create a plot.
- Create a new Transformation for R Add Parameters (please refer to the FCS Express manual to learn how to create an R Add Parameter transformation).
- Choose the FlowClean_FCSE.R script as the R Script File in the Transformations dialog.
- Check all of the Fluorescence parameters and the time parameter in the parameter list check box section. Note that Scatter parameters are generally not included.
- Select Events as row in the Events order section of the Transformations dialog.
- Drag the new Transformation from step 3 from the Transformation dialog onto the plot you inserted in step 2.
The result of the FlowClean algorithm will be now available as an additional parameter called FCSE_GoodVsBad that will allow the discrimination between “Good” and “Bad” events, where “Bad” means perturbations caused by the fluidics. The algorithm will assign a numeric value to each event. When default settings of the script are used, numbers from 1 to 100 are assigned to Good events while numbers from 10000 to 20000 are assigned to Bad events. Once the FCSE_GoodVsBad parameter is available, gates can be drawn around Good events (to include them in the downstream analysis) or around Bad events (to exclude them from the downstream analysis) as depicted below:
However, there are exceptions to this behavior outlined in the following section.
- When no time parameter is available, the GoodVsBad parameter will contain only 0 (zero).
- When the number of events is lower than 30000, the GoodVsBad parameter will contain only 0 (zero).
- When the script encounters a fault or error due to the FlowClean algorithm failing, no parameter will be created and a warning message will be reported in FCS Express. See example below:
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Installation
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Licenses
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Data Analysis
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Image Cytometry
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FCS Express on Mac
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Upgrading FCS Express
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Clinical & Validation Ready
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