Welcome to Tumor-Doppelganger-Studio! This application helps you explore similarities between breast tumor samples. With an easy-to-use interface, you can find similar cases, visualize their structures, and make comparisons.
To get started, you need to download the application.
- Visit the Releases Page: Go to our Releases page.
- Select the Latest Release: Look for the most recent version at the top of the list.
- Download the File: Click on the asset that corresponds to your operating system. Save the file to a location you can easily access.
- Run the Application: Once the file is downloaded, locate it and double-click to run the application.
Before you download, make sure your computer meets the following requirements:
- Operating System: Windows 10 or later, macOS 10.14 or later
- RAM: At least 4 GB
- Storage: 200 MB of free space
- Internet: Required for downloading datasets and updates
After launching the application, follow these steps to begin:
- Select a Case: Choose a breast tumor case from the provided dataset. You can load a sample dataset via the application or upload your own.
- Find Closest Twins: The app will search for similar cases based on your selection. It will show benign and malignant look-alikes for comparison.
- Visualize Neighborhood Structure: Use the built-in visualization tools to see how cases relate to each other.
- Compare Feature Fingerprints: Dive deeper into the characteristics that define each case. Understand how different features manifest in similar tumors.
- Run Counterfactual Edits: If you want to explore potential outcomes, you can make minimal changes to the features. Set your target class and see how it affects similarity.
Tumor-Doppelganger-Studio comes packed with several features to assist in your educational journey:
- User-Friendly Interface: Navigate the application effortlessly, even without technical knowledge.
- Effective Similarity Search: Quickly find cases that are similar to the one you’ve selected.
- Interactive Visualizations: Utilize Plotly to visualize neighborhoods and relationships between cases.
- Minimal-Change Editing: Experiment with counterfactual edits without complex technical steps.
- Educational Tools: Designed primarily for educational purposes; it is not for diagnostic use.
This application touches on several important topics related to breast tumor analysis:
- Breast Cancer Research
- Case-based Reasoning
- Data Visualization Techniques
- Explainable AI in Healthcare
- Exploratory Data Analysis
If you run into issues with the application, here are some common solutions:
- Application Won't Launch: Ensure that your operating system is supported. If it continues to fail, try reinstalling the app.
- Data Not Loading: Check your internet connection. You may need an active connection to load certain datasets.
- Visualization Errors: Make sure your data files are in the correct format. The app works best with CSV files.
Should you encounter any problems that these suggestions do not resolve, you can reach out for assistance. Visit our GitHub Issues page to report problems or to get help from other users. Your feedback is valuable for improving the software.
We hope you find Tumor-Doppelganger-Studio a useful tool for exploring breast tumor similarities. Enjoy your journey into the world of healthcare data analysis!