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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 2 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 5

  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 2 9

Repositories

Showing 10 of 82 repositories
  • WayScience/NF1_2D_organoid_profiling_pipeline’s past year of commit activity
    Jupyter Notebook 0 CC0-1.0 2 2 0 Updated Aug 29, 2025
  • CPBS7601 Public

    Course on computing skills in biomedical informatics

    WayScience/CPBS7601’s past year of commit activity
    Jupyter Notebook 2 BSD-3-Clause 9 0 1 Updated Aug 29, 2025
  • waysciencelab.com Public

    Homepage for all happenings in the Way Lab at CU Anschutz

    WayScience/waysciencelab.com’s past year of commit activity
    SCSS 4 BSD-3-Clause 10 2 0 Updated Aug 28, 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 1 Updated Aug 27, 2025
  • buscar Public
    WayScience/buscar’s past year of commit activity
    Jupyter Notebook 1 2 5 1 Updated Aug 27, 2025
  • NF1_organoid_cell_segmentation Public

    Deep learning–based vision model for segmentation of cells within NF1 organoids.

    WayScience/NF1_organoid_cell_segmentation’s past year of commit activity
    0 BSD-3-Clause 0 0 1 Updated Aug 25, 2025
  • WayScience/NF1_3D_organoid_profiling_pipeline’s past year of commit activity
    Jupyter Notebook 3 BSD-3-Clause 2 25 1 Updated Aug 19, 2025
  • nViz Public

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

    WayScience/nViz’s past year of commit activity
    Python 1 BSD-3-Clause 3 18 1 Updated Aug 18, 2025
  • serpula_rasa Public

    Blank snake implementation prototype for image-based single-cell profiling

    WayScience/serpula_rasa’s past year of commit activity
    Jupyter Notebook 0 BSD-3-Clause 1 1 0 Updated Aug 14, 2025
  • Phenotypic_severity_and_variance Public

    Quantifying Zebrafish opercle bone morphology

    WayScience/Phenotypic_severity_and_variance’s past year of commit activity
    Jupyter Notebook 0 BSD-3-Clause 2 1 0 Updated Aug 5, 2025

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