Protein Shape Retrieval Contest
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Date
2019Author
Axenopoulos, Apostolos
Benhabiles, Halim
Daras, Petros
Giachetti, Andrea
Han, Xusi
Hammoudi, Karim
Kihara, Daisuke
Lai, Tuan M.
Liu, Haiguang
Melkemi, Mahmoud
Mylonas, Stelios K.
Terashi, Genki
Wang, Yufan
Windal, Feryal
Montes, Matthieu
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Show full item recordAbstract
This track aimed at retrieving protein evolutionary classification based on their surfaces meshes only. Given that proteins are dynamic, non-rigid objects and that evolution tends to conserve patterns related to their activity and function, this track offers a challenging issue using biologically relevant molecules. We evaluated the performance of 5 different algorithms and analyzed their ability, over a dataset of 5,298 objects, to retrieve various conformations of identical proteins and various conformations of ortholog proteins (proteins from different organisms and showing the same activity). All methods were able to retrieve a member of the same class as the query in at least 94% of the cases when considering the first match, but show more divergent when more matches were considered. Last, similarity metrics trained on databases dedicated to proteins improved the results.
BibTeX
@inproceedings {10.2312:3dor.20191058,
booktitle = {Eurographics Workshop on 3D Object Retrieval},
editor = {Biasotti, Silvia and Lavoué, Guillaume and Veltkamp, Remco},
title = {{Protein Shape Retrieval Contest}},
author = {Langenfeld, Florent and Axenopoulos, Apostolos and Benhabiles, Halim and Daras, Petros and Giachetti, Andrea and Han, Xusi and Hammoudi, Karim and Kihara, Daisuke and Lai, Tuan M. and Liu, Haiguang and Melkemi, Mahmoud and Mylonas, Stelios K. and Terashi, Genki and Wang, Yufan and Windal, Feryal and Montes, Matthieu},
year = {2019},
publisher = {The Eurographics Association},
ISSN = {1997-0471},
ISBN = {978-3-03868-077-2},
DOI = {10.2312/3dor.20191058}
}
booktitle = {Eurographics Workshop on 3D Object Retrieval},
editor = {Biasotti, Silvia and Lavoué, Guillaume and Veltkamp, Remco},
title = {{Protein Shape Retrieval Contest}},
author = {Langenfeld, Florent and Axenopoulos, Apostolos and Benhabiles, Halim and Daras, Petros and Giachetti, Andrea and Han, Xusi and Hammoudi, Karim and Kihara, Daisuke and Lai, Tuan M. and Liu, Haiguang and Melkemi, Mahmoud and Mylonas, Stelios K. and Terashi, Genki and Wang, Yufan and Windal, Feryal and Montes, Matthieu},
year = {2019},
publisher = {The Eurographics Association},
ISSN = {1997-0471},
ISBN = {978-3-03868-077-2},
DOI = {10.2312/3dor.20191058}
}