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MIT License | ||
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Copyright (c) 2022 AlexanderKroll | ||
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Permission is hereby granted, free of charge, to any person obtaining a copy | ||
of this software and associated documentation files (the "Software"), to deal | ||
in the Software without restriction, including without limitation the rights | ||
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | ||
copies of the Software, and to permit persons to whom the Software is | ||
furnished to do so, subject to the following conditions: | ||
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The above copyright notice and this permission notice shall be included in all | ||
copies or substantial portions of the Software. | ||
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | ||
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | ||
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | ||
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | ||
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | ||
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE | ||
SOFTWARE. |
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# Description | ||
This repository contains an easy-to-use Python function for the kcat prediction model from our paper "Enzymatic turnover numbers: A general prediction model allows full kinetic parameterization of genome-scale metabolic models". | ||
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## Predicting kcat values for enzyme-reaction pairs | ||
The kcat prediction model was only trained with natural enzyme-reaction pairs with wild-type enzymes. Hence, the model will not be good at predicting kcat for mutants | ||
or for non-natural reactions of enzymes. | ||
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## Downloading data folder | ||
Before you can run the kcat prediction function, you need to download and unzip a [data folder](https://drive.google.com/file/d/1rH9mQ4dL1SPeD_ttAVxrKrUl-7z4FMEK/view?usp=sharing). Afterwards, this repository should have the following strcuture: | ||
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├── code | ||
├── data | ||
└── README.md | ||
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## substrate and product representations | ||
You can use InChI strings, KEGG Compound IDs, and SMILES strings as substrate/product representations. | ||
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## Requirements | ||
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- python 3.7 | ||
- jupyter | ||
- pandas 1.1.3 | ||
- torch 1.11.0 | ||
- numpy | ||
- rdkit 2020.09.1 | ||
- fair-esm 0.4.0 | ||
- py-xgboost 1.6.1 | ||
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The listed packages can be installed using conda and anaconda: | ||
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```bash | ||
pip install pandas==1.1.3 | ||
pip install torch==1.11.0 | ||
pip install numpy | ||
pip install fair-esm==0.4.0 | ||
conda install -c conda-forge py-xgboost=1.6.1 | ||
conda install -c rdkit rdkit=2020.09.1 | ||
``` | ||
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## Content | ||
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There is a Jupyter notebook "Tutorial kcat prediction.ipynb" in the folder "code" that contains an example on how to use the kcat prediction function. | ||
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## Problems/Questions | ||
If you face any issues or problems, please open an issue. | ||
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