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@cytomining

Cytomining

Open-source tools for every stage of the single-cell image-based profiling workflow.
Cytomining organization logo

Welcome to Cytomining!

See our homepage here: cytomining.github.io

Cytomining is a software ecosystem that maintains essential tools, workflows, and best practices for single-cell image-based profiling and microscopy data analysis research. We are proud members of the CytoData scientific community.

Our Tools

ToolDescription
pycytominer logopycytominerPython package for image-based profiling bioinformatics
CytoTable logoCytoTableHarmonize high-content image analysis tool outputs
coSMicQC logocoSMicQCSingle-cell morphology quality control
CytoDataFrame logoCytoDataFrameIn-memory data format for single-cell profiles alongside images
copairsFind profile pairs and compute retrieval metrics
DeepProfiler logoDeepProfilerMorphological profiling using deep learning

Experimental tools (Cytomining Roadmap)

The following tools are under active development in the WayScience organization and represent the next generation of the Cytomining ecosystem.

ToolDescription
buscar logobuscarPerturbation hit calling for high-content screening
ZEDProfiler logozedprofilerCPU-first 3D image feature extraction for high-content profiling
OME-arrow logoOME-arrowOME specifications via Apache Arrow for fast, queryable bioimage data
iceberg-bioimage logoiceberg-bioimageFormat-agnostic framework for cataloging and querying bioimaging data

Get involved

See the links below to get started!

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  1. pycytominerpycytominerPublic

    Python package for image-based profiling

    Python 144 41

  2. CytoTableCytoTablePublic

    Harmonize high-content image analysis tool outputs for processing with Pycytominer and other Cytomining tools.

    Python 20 6

  3. coSMicQCcoSMicQCPublic

    Single cell Morphology Quality Control (coSMicQC)

    Python 11 3

  4. CytoDataFrameCytoDataFramePublic

    An in-memory data analysis format for single-cell profiles alongside their corresponding images and segmentation masks.

    Python 13 2

  5. DeepProfilerDeepProfilerPublic

    Morphological profiling using deep learning

    Python 129 52

  6. copairscopairsPublic

    Find profile pairs and compute retrieval metrics between them.

    Python 23 11

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