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@WayScience

The Way Lab

The Way Lab at CU Anschutz

Welcome to the open-source GitHub organization hosted by The Way Lab.

We are a team of scientists and engineers developing methods and software for analyzing microscopy images of cells. Our mission is to reduce human suffering.

Our website contains complete details of our research projects, team members, and funding: https://www.waysciencelab.com/

Check out a few of our open-source projects!

Select Publications

Tomkinson, J., Kern, R., Mattson, C. et al. Toward generalizable phenotype prediction from single-cell morphology representations. BMC Methods 1, 17 (2024). doi: https://doi.org/10.1186/s44330-024-00014-3; GitHub Repository: https://github.com/WayScience/phenotypic_profiling/

Lippincott, M.J., Tomkinson, J., Bunten, D. et al. A morphology and secretome map of pyroptosis. Molecular Biology of the Cell doi: https://doi.org/10.1101/2024.04.26.591386; GitHub Repository: https://github.com/WayScience/pyroptosis_signature_data_analysis

Serrano, E., Chandrasekaran, S.N., Bunten, D. et al. Reproducible image-based profiling with Pycytominer. Nature Methods (2025). doi: https://doi.org/10.1038/s41592-025-02611-8; GitHub Repository: https://github.com/cytomining/pycytominer

Tomkinson, J., Mattson, C., Mattson-Hoss, M. et al. High-content microscopy and machine learning characterize a cell morphology signature of NF1 genotype in Schwann cells. BioRxiv (2025). doi: https://doi.org/10.1101/2024.09.11.612546

Select Software

Select Projects

We are leading multidisciplinary scientists in a variety of team-science initiatives.

Pediatric Cancer Cell Morphology Atlas

We are developing a reference Cell Painting data set of pediatric cancer cell lines, and performing several high-throughput, high-content phenotypic drug screens.

3D profiling of Neurofibromatosis Type 1 patient-derived organoids

We are developing a 3D image analysis pipeline to profile patient-derived organoids from neurofibromatosis type 1 (NF1) patients, and we will be performing several high-throughput, high-content phenotypic drug screens.

Finding new therapeutics for cardiac fibrosis

We are identifying fundamental differences between cardiac fibroblasts from patients with and without heart failure, and we are developing a high-throughput, high-content phenotypic drug screen to identify new therapeutics for cardiac fibrosis.

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  1. phenotypic_profiling phenotypic_profiling Public

    Machine learning for predicting 15 single-cell phenotypes from cell morphology profiles

    Jupyter Notebook 3 3

  2. nf1_schwann_cell_painting_data nf1_schwann_cell_painting_data Public

    This repository contains all the modules to perform image-based analysis with CellProfiler on NF1 Schwann cell data.

    Jupyter Notebook 6 6

  3. pyroptosis_signature_image_profiling pyroptosis_signature_image_profiling Public

    This repository contains the pipelines used to analyze the data sets from the Interstellar collaboration.

    Jupyter Notebook 3 3

  4. predicting-cell-injury-compounds predicting-cell-injury-compounds Public

    Processing cell-injury profiles using Pycytominer to generate selected features profiles for training a multi-class regression model to identify cellular injury.

    Jupyter Notebook 2 3

  5. CPBS7601 CPBS7601 Public

    Course on computing skills in biomedical informatics

    Jupyter Notebook 5 20

  6. NF1_3D_organoid_profiling_pipeline NF1_3D_organoid_profiling_pipeline Public

    Jupyter Notebook 4 2

Repositories

Showing 10 of 90 repositories
  • WayScience/NF1_2D_organoid_profiling_pipeline’s past year of commit activity
    Jupyter Notebook 0 CC0-1.0 2 2 1 Updated Dec 29, 2025
  • nViz Public

    A tool for creating and visualizing n-dimensional microscopy images.

    WayScience/nViz’s past year of commit activity
    Python 2 BSD-3-Clause 3 26 5 Updated Dec 22, 2025
  • JUMP-single-cell Public

    Single cell analysis of the JUMP Cell Painting consortium pilot data (cpg0000)

    WayScience/JUMP-single-cell’s past year of commit activity
    Jupyter Notebook 4 BSD-3-Clause 5 2 0 Updated Dec 22, 2025
  • buscar Public
    WayScience/buscar’s past year of commit activity
    Jupyter Notebook 1 1 9 2 Updated Dec 22, 2025
  • virtual_stain_flow Public

    For developing virtual staining models

    WayScience/virtual_stain_flow’s past year of commit activity
    Python 1 BSD-3-Clause 1 4 0 Updated Dec 17, 2025
  • WayScience/predicting_cardiac_fibrosis_etiologies’s past year of commit activity
    Jupyter Notebook 0 1 3 1 Updated Dec 15, 2025
  • PRISM_Agent_LITL_experiments Public

    Exploring how to better utilize Lab In The Loop (LITL) data in agentic systems with DSPy. Built with DSPy, this repo provides modular agent tools and academic experiments on PRISM-inspired drug repurposing data to test agentic system improvement under different toolsets.

    WayScience/PRISM_Agent_LITL_experiments’s past year of commit activity
    Jupyter Notebook 1 BSD-3-Clause 1 0 1 Updated Dec 12, 2025
  • MIICE Public

    MIICE performs evaluation on microscopy images for issues with image quality (illumination and contrast).

    WayScience/MIICE’s past year of commit activity
    Python 3 BSD-3-Clause 2 5 0 Updated Dec 10, 2025
  • WayScience/NF1_3D_organoid_profiling_pipeline’s past year of commit activity
    Jupyter Notebook 4 BSD-3-Clause 2 28 0 Updated Dec 7, 2025
  • ome-arrow Public

    Using OME specifications with Apache Arrow for fast, queryable, and language agnostic bioimage data.

    WayScience/ome-arrow’s past year of commit activity
    Python 2 BSD-3-Clause 1 0 0 Updated Dec 5, 2025

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