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tcr's Introduction

TCR data analysis and modeling

  1. In Data_process, “CDR3 and peptide data preprocess.ipynb” is used to process raw data at the first place. “ERGOdata_process.ipynb” is used to generate train+validation and test data for ERGO methods. “repetitive data process_ae.ipynb” and “repetitive data process_lstm” are used to remove repetitive data among train, validation and test datasets.

  2. ERGO-result contains summaries about data sizes used in ERGO and deepTCR methods and results from them. "ERGO_result_process.ipynb" is used to summary and generate plots based on results.

  3. For testing ERGO methods, I randomly chose two data sets with different amounts(110,000 and 210,000) from the entire data. “ERGO-master-test10” contains codes and results for the small dataset(110,000), and “ERGO-master-test20” contains codes and results for the large dataset(210,000). In both files, "ERGO.py" is used to split train and validation data, then create negative and positive examples for them. I use "main" function in "copy_ERGO.py" to train ERGO with train and validation data. "pep_test" function in "new_ERGO.py" is used to test ERGO with the test data, and "pep_test" function in "copy_ERGO.py" is used to test ERGO based on each single peptide in the test data.

  4. In deepTCR, “ERGO_compare_DeepTCR.ipynb” is used to generate suitable data format and produce results for deepTCR method.

  5. In baseline, “data_preprocess.ipynb” is used to prepare data for the baseline method. “editing disatance.ipynb” is used to acquire results from baseline analyses using edit distance method.

tcr's People

Contributors

joshuashen avatar bgrinshpun avatar michellemiron avatar zhiwen223 avatar

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