edge_index
sequence | node_feat
sequence | y
sequence | num_nodes
int64 4
620
|
---|---|---|---|
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End of preview. Expand
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Dataset Card for PROTEINS
Dataset Summary
The PROTEINS
dataset is a medium molecular property prediction dataset.
Supported Tasks and Leaderboards
PROTEINS
should be used for molecular property prediction (aiming to predict whether molecules are enzymes or not), a binary classification task. The score used is accuracy, using a 10-fold cross-validation.
External Use
PyGeometric
To load in PyGeometric, do the following:
from datasets import load_dataset
from torch_geometric.data import Data
from torch_geometric.loader import DataLoader
dataset_hf = load_dataset("graphs-datasets/<mydataset>")
dataset_pg_list = [Data(graph) for graph in dataset_hf["train"]]
dataset_pg = DataLoader(dataset_pg_list)
Dataset Structure
Data Properties
property | value |
---|---|
scale | medium |
#graphs | 1113 |
average #nodes | 39.06 |
average #edges | 72.82 |
Data Fields
Each row of a given file is a graph, with:
node_feat
(list: #nodes x #node-features): nodesedge_index
(list: 2 x #edges): pairs of nodes constituting edgesedge_attr
(list: #edges x #edge-features): for the aforementioned edges, contains their featuresy
(list: 1 x #labels): contains the number of labels available to predict (here 1, equal to zero or one)num_nodes
(int): number of nodes of the graph
Data Splits
This data comes from the PyGeometric version of the dataset provided by TUDataset. This information can be found back using
from torch_geometric.datasets import TUDataset
dataset = TUDataset(root='', name = 'PROTEINS')
Additional Information
Licensing Information
The dataset has been released under unknown license, please open an issue if you have info about it.
Citation Information
@article{10.1093/bioinformatics/bti1007,
author = {Borgwardt, Karsten M. and Ong, Cheng Soon and Schönauer, Stefan and Vishwanathan, S. V. N. and Smola, Alex J. and Kriegel, Hans-Peter},
title = "{Protein function prediction via graph kernels}",
journal = {Bioinformatics},
volume = {21},
number = {suppl_1},
pages = {i47-i56},
year = {2005},
month = {06},
abstract = "{Motivation: Computational approaches to protein function prediction infer protein function by finding proteins with similar sequence, structure, surface clefts, chemical properties, amino acid motifs, interaction partners or phylogenetic profiles. We present a new approach that combines sequential, structural and chemical information into one graph model of proteins. We predict functional class membership of enzymes and non-enzymes using graph kernels and support vector machine classification on these protein graphs.Results: Our graph model, derivable from protein sequence and structure only, is competitive with vector models that require additional protein information, such as the size of surface pockets. If we include this extra information into our graph model, our classifier yields significantly higher accuracy levels than the vector models. Hyperkernels allow us to select and to optimally combine the most relevant node attributes in our protein graphs. We have laid the foundation for a protein function prediction system that integrates protein information from various sources efficiently and effectively.Availability: More information available via www.dbs.ifi.lmu.de/Mitarbeiter/borgwardt.html.Contact:borgwardt@dbs.ifi.lmu.de}",
issn = {1367-4803},
doi = {10.1093/bioinformatics/bti1007},
url = {https://doi.org/10.1093/bioinformatics/bti1007},
eprint = {https://academic.oup.com/bioinformatics/article-pdf/21/suppl\_1/i47/524364/bti1007.pdf},
}
Contributions
Thanks to @clefourrier for adding this dataset.
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[Homepage](https://academic.oup.com/bioinformatics/article/21/suppl_1/i47/202991)
[Homepage](https://academic.oup.com/bioinformatics/article/21/suppl_1/i47/202991)
[Repository](https://www.chrsmrrs.com/graphkerneldatasets/PROTEINS.zip):
:
Paper:
: Protein function prediction via graph kernels (see citation)
Leaderboard:
Papers with code leaderboard
Size of downloaded dataset files:
2.06 MB
Size of the auto-converted Parquet files:
321 kB
Number of rows:
1,113