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Browse files- .gitattributes +3 -0
- README.md +52 -0
- test/data.mdb +3 -0
- test/lock.mdb +0 -0
- train/data.mdb +3 -0
- train/lock.mdb +0 -0
- valid/data.mdb +3 -0
- valid/lock.mdb +0 -0
.gitattributes
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*.jpg filter=lfs diff=lfs merge=lfs -text
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README.md
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---
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license: mit
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---
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---
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license: mit
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---
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# Description
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Subcellular Localization prediction is a 10-class classification task to predict where a protein locates in the cell, where each input protein *x* is mapped to a label *y* ∈ {0, 1, ..., 9}.
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The digital label means:
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0: Nucleus
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1: Cytoplasm
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2: Extracellular
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3: Mitochondrion
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4: Cell.membrane
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5: Endoplasmic.reticulum
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6: Plastid
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7: Golgi.apparatus
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8: Lysosome/Vacuole
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9: Peroxisome
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# Splits
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**Structure type:** AF2
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The dataset is from [**DeepLoc: prediction of protein subcellular localization using deep learning**](https://academic.oup.com/bioinformatics/article/33/21/3387/3931857). We employ all proteins (proteins that lack AF2 structures are removed), and split them based on 70% structure similarity (see [ProteinShake](https://github.com/BorgwardtLab/proteinshake/tree/main)), with the number of training, validation and test set shown below:
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- Train: 10414
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- Valid: 1368
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- Test: 1368
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# Data format
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We organize all data in LMDB format. The architecture of the databse is like:
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**length:** The number of samples
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**0:**
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- **name:** The UniProt ID of the protein
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- **seq:** The structure-aware sequence
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- **plddt**: pLDDT values at all positions
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- **label:** classification label of the sequence
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**1:**
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**···**
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test/data.mdb
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version https://git-lfs.github.com/spec/v1
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oid sha256:764c627aecebdafc1b7bdd87bb3538b71ea549a0803dbfc336863b771e45eb13
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size 9949184
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test/lock.mdb
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train/data.mdb
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version https://git-lfs.github.com/spec/v1
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size 125423616
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train/lock.mdb
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valid/data.mdb
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version https://git-lfs.github.com/spec/v1
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size 10006528
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valid/lock.mdb
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Binary file (8.19 kB). View file
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