Skip to content

uhlerlab/neurodegeneration

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

12 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

The required packages and versions can be found in requirements.txt.

1. Image preprocessing

These notebooks contain codes for intensity normalization, nuclear segmentation, and saving cell image crops based on centroids.

processImgs.ipynb

processImgs_new_imgStats.ipynb

processImgs_new_stitchAndSave.ipynb

2. Variational autoencoder training

train_cnnvae.ipynb

3. Clustering

This notebook performs the clustering and cluster validation process.

jointClustering/clusterIterate.ipynb

4. Leave one patient out cross validation of clinical metadata

Notebooks starting with "train_allmeta_clf" contain codes for cross validation, using cluster proportion, neighborhood counts, or neighborhood compositions.

5. Plotting

plot_ig.ipynb - Plots the integrated gradients of the clinical metadata classifications.

plot_imgFeatures_thresh8.ipynb

plot_clusterLocation_stats.ipynb

plot_clusterLocation_thresh8.ipynb

About

No description, website, or topics provided.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages