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SOLUTIONS
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FCS (.fcs, .lmd)
Standard format for storing and exchanging flow cytometry data.
Mixed ASCII/binary format.
Stores signal intensities for cell events as an array.
Meta-information about the data acquisition is stored in the file.
- Import supports most popular variants of the FCS file format, including Versions 2.0, 3.0, and 3.1 with events stored as 8-, 16-, 24-, 32-, 64-, and 128-bit integers or 32- and 64-bit reals.
- Export generates FCS3.1 files.
Import and ExportImport and Export
- Import["file.fcs"] returns an array representing the cellular events stored in the file.
- Export["file.fcs", {paramnames, events}] exports a list of parameter names and an array of events to the FCS format.
- Export["file.fcs", {paramnames, paramreagents, events}] exports a list of parameter names, a list of parameter reagents, and an array of events to the FCS format.
- Import["file.fcs", elem] imports the specified element from an FCS file.
- Import["file.fcs", {{elem1, elem2, ...}}] imports multiple elements.
- The import format can be specified with Import["file", "FCS"] or Import["file", {"FCS", elem, ...}].
- Export["file.fcs", {expr1, expr2, ...}, {{elem1, elem2, ...}}] treats each
as specifying the corresponding
. - Export["file.fcs", expr, opt1->val1, ...] exports expr with the specified option elements taken to have the specified values.
- Export["file.fcs", {elem1->expr1, elem2->expr2, ...}, "Rules"] uses rules to specify the elements to be exported.
- See the reference pages for full general information on Import and Export.
- ImportString and ExportString support the FCS format.
ElementsElements
- General Import elements:
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"Elements" list of elements and options available in this file "Rules" full list of rules for each element and option "Options" list of rules for options, properties, and settings - File metadata:
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"Header" raw file header given as a list of rules - Data representation elements:
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"Events" cellular events as an array "ParameterName" parameter names as a list of rules (import) or a list (export) "ParameterReagent" parameter reagents as a list of rules (import) or a list (export) - Additional data elements:
-
"Data" cellular events as an array "LabeledData" list of rules for data stored in the file - Import uses the
element by default for the FCS format. - Export requires at least a list of parameter names and an array of events.
- Export can optionally take a list of parameter reagents. All other optional keys must be specified via the
option.
OptionsOptions
- Advanced Export options:
-
"DataType" Automatic data type used to encode events "OptionalKeys" {} optional keys to include in the header, as a list of rules - Mathematica attempts to identify the most compact format in which the events can be encoded. Automatic data type identification may be overridden via the
option. - Valid settings for
are: -
"UnsignedInteger8" 8-bit unsigned integer "UnsignedInteger16" 16-bit unsigned integer "UnsignedInteger24" 24-bit unsigned integer "UnsignedInteger32" 32-bit unsigned integer "Real32" IEEE single-precision real number "Real64" IEEE double-precision real number - Mathematica will automatically overwrite certain protected keys (such as "$BEGINDATA" and "$BYTEORD") that are specified in
. Thus, if you are re-exporting an imported FCS file, you may directly set
to the value of the
element from the imported FCS file. Parameter reagents ($PnS keys) will be removed from
only if parameter reagents are provided in the main Export expression.
ExamplesExamplesopen allclose all
Basic Examples (7)Basic Examples (7)
Read the file header from a sample FCS file:
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Read the parameter names and reagents:
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Read events and display the first several in a table:
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Export an array of event values with parameter names:
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Specify a data type to use when exporting:
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Export an array of event values with parameter names and parameter reagents:
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Export a version of a data file with the same header, but with a small subset of the events:
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Plot the untransformed events in a density histogram:
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Plot the events with ArcSinh-transformed axes as a shaded contour plot:
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Use FindClusters to automatically detect similar groups of cells:
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Create a grid of 25 of the possible biaxial plots:
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Perform polygon gating of cell populations:
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The FCS standard does not support negative integers:
Alternatively, export negative integers as reals:
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