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anahitafk committed Jun 24, 2024
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Expand Up @@ -7,7 +7,33 @@ This repository includes codes relevant to the manuscript "Imaging Clusters of P
* Equally-contributing authors

## Imaging Clustering
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### Software Requirements
- CaPTk, v1.8.1 (https://cbica.github.io/CaPTk/)
- Python3
- R v4.3
- MATLAB 2023A (v23.2)
- Parallel Computing Toolbox
- Statistics and Machine Learning Toolbox

### Hardware Used for this Study
- CUBIC (HPC Cluster) (https://www.med.upenn.edu/cbica/cubic.html)
- AWS/EC2 for batch image pre-processing, segmentation, radiomic feature extraction


### MRI Pre-processing and Tumor Segmentation:
- Required MRI sequences: T1, T1CE, T2, FLAIR (ADC optional)
- Pre-processing using BraTS Pre-processing Pipeline, details explained in: https://cbica.github.io/CaPTk/preprocessing_brats.html
- Tumor Segmentation, all details provided in: https://github.com/d3b-center/peds-brain-auto-seg-public
- Skull-stripping to generate a brain mask: https://github.com/d3b-center/peds-brain-auto-skull-strip
- Image normalization:
- run_rescale.py
- Whole tumor generation:
- run_wtmask.py
- Radiomic feature extraction, using CaPTk v1.8.1: https://cbica.github.io/CaPTk/ht_FeatureExtraction.html;
- parameter file for radiomic feature extraction: radiomic_feature_params_20230725.csv
- sample batch file: SampleBatchFile.csv

### Clustering:

## Transcriptomic Analysis
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