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@cytomining

cytomining

Cytomining organization logo

Welcome to Cytomining!

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

Tool Description
pycytominer logo pycytominer Python package for image-based profiling bioinformatics
CytoTable logo CytoTable Harmonize high-content image analysis tool outputs
coSMicQC logo coSMicQC Single-cell morphology quality control
CytoDataFrame logo CytoDataFrame In-memory data format for single-cell profiles alongside images
copairs Find profile pairs and compute retrieval metrics
DeepProfiler logo DeepProfiler Morphological profiling using deep learning

Experimental

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

Tool Description
buscar logo buscar Perturbation hit calling for high-content screening
zedprofiler CPU-first 3D image feature extraction for high-content profiling
OME-arrow logo OME-arrow OME specifications via Apache Arrow for fast, queryable bioimage data
iceberg-bioimage logo iceberg-bioimage Format-agnostic framework for cataloging and querying bioimaging data

Get involved

See the links below to get started!

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  1. pycytominer pycytominer Public

    Python package for image-based profiling bioinformatics

    Python 137 40

  2. CytoTable CytoTable Public

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

    Python 19 6

  3. coSMicQC coSMicQC Public

    Single cell Morphology Quality Control (coSMicQC)

    Python 11 3

  4. CytoDataFrame CytoDataFrame Public

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

    Python 12 2

  5. DeepProfiler DeepProfiler Public

    Morphological profiling using deep learning

    Python 125 49

  6. copairs copairs Public

    Find profile pairs and compute retrieval metrics between them.

    Python 22 11

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