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S.A.M. - Spatial Analysis from Masks

S.A.M. Hero Preview

A suite of tools designed to streamline immunohistochemical analysis and assess the amyloid-beta plaque environment via spatial statistics.

DOI: 10.5281/zenodo.15851666 Latest Release Issues License: MIT


⏬ Downloads

You can download the latest compiled, ready-to-use versions of all applications for macOS and Windows from the Releases Page.


🔬 Live Simulation

Gain intuition about the biological meaning of a key readout from the S.A.M. tool.


🛠️ Tools Included

This suite currently includes the following tools, divided into preprocessing and analysis workflows.

Preprocessing Tools

  • Mask Accuracy Verifier: Analyzes masks of predicted signal against raw images to flag potentially inaccurate segmentations based on intensity ratios and coverage.
  • File Renamer: A batch-renaming tool to clean up filenames by removing specified parts or adding prefixes/suffixes.
  • ROI Extractor: Extracts embedded ImageJ ROIs from .tif files and saves them as separate .zip files.

Analysis Tools

  • S.A.M.: Interrogates colocalization, spatial organization, and expanse of objects around amyloid-beta plaques.
  • Stats Tool: Given columns in an Excel file, this tool identifies outliers using ROUT (Q=1%), determines normality, runs the appropriate statistical tests, calculates effect sizes, and optionally generates graphs.

📖 How to Cite

If you use these tools in your research, please cite them as:

Walsh, SP. (2025). SAM - Spatial Analysis from Masks (Version 1.0) [Computer software]. https://doi.org/10.5281/zenodo.15851666


🐛 Bug Reports & Feature Requests

If you encounter a bug or have an idea for a new feature, please open a new issue. We appreciate the feedback!


⚖️ License

The documentation in this repository is available under the MIT License.

Please Note: The S.A.M. software applications themselves are distributed under a separate, more restrictive license that is included in the download packages.

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Tools for efficient and intuitive image analysis in academic research.

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