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Commit 5691d392 authored by adaZ-9's avatar adaZ-9
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Merge branch 'main' of github.com:gyjames/CIRIdeep

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# CIRIdeep # CIRI-deep
- CIRIdeep is a deep-learning model used to predict differentially spliced circRNAs between two biological samples using totalRNA sequencing data. - CIRI-deep is a deep-learning model used to predict differentially spliced circRNAs between two biological samples using totalRNA sequencing data.
- An adapted version of CIRIdeep, CIRIdeepA, was trained for poly(A) selected RNA-seq data. - An adapted version of CIRI-deep, CIRI-deepA, was trained for poly(A) selected RNA-seq data.
# Installation
The CIRI-deep model was constructed based on Keras. The `requirements.txt` was provided and the dependencies can be installed as the follow:
```
git clone https://github.com/gyjames/CIRIdeep.git
cd CIRIdeep
conda env create --name CIRIdeep --file ./requirements.txt
```
# Usage # Usage
The main program `CIRIdeep.py` can be used to predict differentially spliced circRNAs with CIRIdeep or CIRIdeep(A) or train your own model. The main program `CIRIdeep.py` can be used to predict differentially spliced circRNAs with CIRIdeep or CIRIdeep(A) or train your own model.
...@@ -52,14 +60,14 @@ Basically, the input files are similar to CIRIdeep, excluding splicing amount re ...@@ -52,14 +60,14 @@ Basically, the input files are similar to CIRIdeep, excluding splicing amount re
**CIRIdeep training** **CIRIdeep training**
``` ```
python $script train -geneExp_absmax /path/to/file -seqFeature /path/to/file -splicing_max /path/to/file -outdir /out/path -RBP_dir /RBP/path -splicing_dir /splicing/path python CIRIdeep.py train -geneExp_absmax /path/to/file -seqFeature /path/to/file -splicing_max /path/to/file -outdir /out/path -RBP_dir /RBP/path -splicing_dir /splicing/path
``` ```
Hyperparameters are given in `config.py`. `config.py` must be under the same directory with `CIRIdeep.py`. Resources are waiting to be loaded... Hyperparameters are given in `config.py`. `config.py` must be under the same directory with `CIRIdeep.py`. Resources are waiting to be loaded...
**CIRIdeep(A) training** **CIRIdeep(A) training**
``` ```
python $script train -geneExp_absmax /path/to/file -seqFeature /path/to/file -outdir /out/path -RBP_dir /RBP/path --CIRIdeepA python CIRIdeep.py train -geneExp_absmax /path/to/file -seqFeature /path/to/file -outdir /out/path -RBP_dir /RBP/path --CIRIdeepA
``` ```
## Contact ## Contact
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