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@@ -45,6 +45,17 @@ Hong X, Li N, Lv J, Zhang Y, Li J, Zhang J, Chen HF. *PTMint database of experim
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  ## Data Files
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  This repo exposes two splits under a single config (`main`):
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  1. **ptmint_general**
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  - **This dataset repository:** MIT License for educational purposes only.
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  - **Underlying PTMint database/publication:** please cite the PTMint paper when using these data.
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  ## Contact
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  For Huggingface database: Lina Maria Pena Pardo / linamp (at) umich.edu
 
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  ## Data Files
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+ ## Dataset Statistics
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+
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+ ![Basic distributions](images/ptmint_basic_distributions.png)
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+
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+ ![Relationships](images/ptmint_relationships.png)
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+
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+ ### Main Experimental Methods
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+
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+ ![Methods](images/ptmint_methods.png)
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+ <img src="images/ptmint_overview.png" width="600">
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+
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  This repo exposes two splits under a single config (`main`):
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  1. **ptmint_general**
 
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  - **This dataset repository:** MIT License for educational purposes only.
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  - **Underlying PTMint database/publication:** please cite the PTMint paper when using these data.
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+ ## Citation
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+
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+ If you use this dataset in your research, please cite the original **PTMint** publication:
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+ Hong X, Li N, Lv J, Zhang Y, Li J, Zhang J, Chen HF.
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+ *PTMint database of experimentally verified PTM regulation on protein–protein interaction.*
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+ Bioinformatics. 2023;39(1):btac823.
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+ https://doi.org/10.1093/bioinformatics/btac823
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+
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+ **BibTeX:**
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+
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+ ```bibtex
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+ @article{hong2023ptmint,
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+ title = {PTMint database of experimentally verified PTM regulation on protein–protein interaction},
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+ author = {Hong, Xue and Li, Ning and Lv, Jia and Zhang, Yu and Li, Jie and Zhang, Jie and Chen, H. F.},
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+ journal = {Bioinformatics},
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+ volume = {39},
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+ number = {1},
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+ pages = {btac823},
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+ year = {2023},
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+ doi = {10.1093/bioinformatics/btac823},
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+ pmid = {36548389}
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+ }
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+ ```
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+
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  ## Contact
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  For Huggingface database: Lina Maria Pena Pardo / linamp (at) umich.edu