Prediction of protein assemblies, the next ...
Type de document :
Article dans une revue scientifique: Article original
DOI :
URL permanente :
Titre :
Prediction of protein assemblies, the next frontier: The CASP14‐CAPRI experiment
Auteur(s) :
Lensink, Marc [Auteur]
Unité de Glycobiologie Structurale et Fonctionnelle (UGSF) - UMR 8576
Brysbaert, Guillaume [Auteur]
Unité de Glycobiologie Structurale et Fonctionnelle (UGSF) - UMR 8576
Unité de Glycobiologie Structurale et Fonctionnelle (UGSF) - UMR 8576
Mauri, Theo [Auteur]
Unité de Glycobiologie Structurale et Fonctionnelle (UGSF) - UMR 8576
Unité de Glycobiologie Structurale et Fonctionnelle (UGSF) - UMR 8576
Nadzirin, Nurul [Auteur]
European Bioinformatics Institute [Hinxton] [EMBL-EBI]
Velankar, Sameer [Auteur]
European Bioinformatics Institute [Hinxton] [EMBL-EBI]
Chaleil, Raphael A. G. [Auteur]
The Francis Crick Institute [London]
Clarence, Tereza [Auteur]
The Francis Crick Institute [London]
Bates, Paul A. [Auteur]
The Francis Crick Institute [London]
Kong, Ren [Auteur]
Jiangsu University of Technology [Changzhou]
Liu, Bin [Auteur]
Jiangsu University of Technology [Changzhou]
Yang, Guangbo [Auteur]
Jiangsu University of Technology [Changzhou]
Liu, Ming [Auteur]
Jiangsu University of Technology [Changzhou]
Shi, Hang [Auteur]
Jiangsu University of Technology [Changzhou]
Lu, Xufeng [Auteur]
Jiangsu University of Technology [Changzhou]
Chang, Shan [Auteur]
Jiangsu University of Technology [Changzhou]
Roy, Raj S. [Auteur]
Department of Electrical Engineering and Computer Science [Columbia] [EECS]
Quadir, Farhan [Auteur]
Department of Electrical Engineering and Computer Science [Columbia] [EECS]
Liu, Jian [Auteur]
Department of Electrical Engineering and Computer Science [Columbia] [EECS]
Cheng, Jianlin [Auteur]
Department of Electrical Engineering and Computer Science [Columbia] [EECS]
Antoniak, Anna [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Czaplewski, Cezary [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Giełdoń, Artur [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Kogut, Mateusz [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Lipska, Agnieszka G. [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Liwo, Adam [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Lubecka, Emilia A. [Auteur]
Faculty of Electronics, Telecommunications and Informatics [GUT Gdańsk] [ETI]
Maszota‐Zieleniak, Martyna [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Sieradzan, Adam K. [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Ślusarz, Rafał [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Wesołowski, Patryk A. [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Zięba, Karolina [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Del Carpio Muñoz, Carlos A. [Auteur]
Graduate School of Medical Sciences [Nagoya]
Ichiishi, Eiichiro [Auteur]
International University of Health and Welfare Hospital [IUHW Hospital]
Harmalkar, Ameya [Auteur]
Johns Hopkins University [JHU]
Gray, Jeffrey J. [Auteur]
Johns Hopkins University [JHU]
Bonvin, Alexandre M. J. J. [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Ambrosetti, Francesco [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Vargas Honorato, Rodrigo [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Jandova, Zuzana [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Jiménez‐García, Brian [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Koukos, Panagiotis I. [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Van Keulen, Siri [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Van Noort, Charlotte W. [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Réau, Manon [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Roel‐Touris, Jorge [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Kotelnikov, Sergei [Auteur]
Stony Brook University [SUNY] [SBU]
Padhorny, Dzmitry [Auteur]
Stony Brook University [SUNY] [SBU]
Porter, Kathryn A. [Auteur]
Department of Biomedical Engineering [Boston]
Alekseenko, Andrey [Auteur]
Stony Brook University [SUNY] [SBU]
Ignatov, Mikhail [Auteur]
Stony Brook University [SUNY] [SBU]
Desta, Israel [Auteur]
Department of Biomedical Engineering [Boston]
Ashizawa, Ryota [Auteur]
Stony Brook University [SUNY] [SBU]
Sun, Zhuyezi [Auteur]
Department of Biomedical Engineering [Boston]
Ghani, Usman [Auteur]
Department of Biomedical Engineering [Boston]
Hashemi, Nasser [Auteur]
Department of Biomedical Engineering [Boston]
Vajda, Sandor [Auteur]
Department of Biomedical Engineering [Boston]
Kozakov, Dima [Auteur]
Stony Brook University [SUNY] [SBU]
Rosell, Mireia [Auteur]
Instituto de Ciencias de la Vid y el Vino [ICVV]
Rodríguez‐Lumbreras, Luis A. [Auteur]
Instituto de Ciencias de la Vid y el Vino [ICVV]
Fernandez‐Recio, Juan [Auteur]
Instituto de Ciencias de la Vid y el Vino [ICVV]
Karczynska, Agnieszka [Auteur]
Inria Grenoble - Rhône-Alpes
Grudinin, Sergei [Auteur]
Inria Grenoble - Rhône-Alpes
Yan, Yumeng [Auteur]
Huazhong University of Science and Technology [Wuhan] [HUST]
Li, Hao [Auteur]
Huazhong University of Science and Technology [Wuhan] [HUST]
Lin, Peicong [Auteur]
Huazhong University of Science and Technology [Wuhan] [HUST]
Huang, Sheng‐You [Auteur]
Huazhong University of Science and Technology [Wuhan] [HUST]
Christoffer, Charles [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Terashi, Genki [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Verburgt, Jacob [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Sarkar, Daipayan [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Aderinwale, Tunde [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Wang, Xiao [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Kihara, Daisuke [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Nakamura, Tsukasa [Auteur]
Graduate School of Information Sciences [Sendaï]
Hanazono, Yuya [Auteur]
National Institutes for Quantum and Radiological Science and Technology [QST]
Gowthaman, Ragul [Auteur]
University of Maryland [Baltimore]
Guest, Johnathan D. [Auteur]
University of Maryland [Baltimore]
Yin, Rui [Auteur]
University of Maryland [Baltimore]
Taherzadeh, Ghazaleh [Auteur]
University of Maryland [Baltimore]
Pierce, Brian G. [Auteur]
University of Maryland [Baltimore]
Barradas‐Bautista, Didier [Auteur]
King Abdullah University of Science and Technology [Saudi Arabia] [KAUST]
Cao, Zhen [Auteur]
King Abdullah University of Science and Technology [Saudi Arabia] [KAUST]
Cavallo, Luigi [Auteur]
King Abdullah University of Science and Technology [Saudi Arabia] [KAUST]
Oliva, Romina [Auteur]
Università degli Studi di Napoli “Parthenope” = University of Naples [PARTHENOPE]
Sun, Yuanfei [Auteur]
Texas A&M University [Galveston]
Zhu, Shaowen [Auteur]
Texas A&M University [Galveston]
Shen, Yang [Auteur]
Texas A&M University [Galveston]
Park, Taeyong [Auteur]
Seoul National University [Seoul] [SNU]
Woo, Hyeonuk [Auteur]
Seoul National University [Seoul] [SNU]
Yang, Jinsol [Auteur]
Seoul National University [Seoul] [SNU]
Kwon, Sohee [Auteur]
Seoul National University [Seoul] [SNU]
Won, Jonghun [Auteur]
Seoul National University [Seoul] [SNU]
Seok, Chaok [Auteur]
Seoul National University [Seoul] [SNU]
Kiyota, Yasuomi [Auteur]
Kitasato University
Kobayashi, Shinpei [Auteur]
Kitasato University
Harada, Yoshiki [Auteur]
Kitasato University
Takeda‐Shitaka, Mayuko [Auteur]
Kitasato University
Kundrotas, Petras J. [Auteur]
University of Kansas [Lawrence] [KU]
Singh, Amar [Auteur]
University of Kansas [Lawrence] [KU]
Vakser, Ilya A. [Auteur]
University of Kansas [Lawrence] [KU]
Dapkūnas, Justas [Auteur]
Vilnius University [Vilnius]
Olechnovič, Kliment [Auteur]
Vilnius University [Vilnius]
Venclovas, Česlovas [Auteur]
Vilnius University [Vilnius]
Duan, Rui [Auteur]
University of Missouri [Columbia] [Mizzou]
Qiu, Liming [Auteur]
University of Missouri [Columbia] [Mizzou]
Xu, Xianjin [Auteur]
University of Missouri [Columbia] [Mizzou]
Zhang, Shuang [Auteur]
University of Missouri [Columbia] [Mizzou]
Zou, Xiaoqin [Auteur]
University of Missouri [Columbia] [Mizzou]
Wodak, Shoshana J. [Auteur]
VIB-VUB Center for Structural Biology [Bruxelles]

Unité de Glycobiologie Structurale et Fonctionnelle (UGSF) - UMR 8576
Brysbaert, Guillaume [Auteur]

Unité de Glycobiologie Structurale et Fonctionnelle (UGSF) - UMR 8576
Unité de Glycobiologie Structurale et Fonctionnelle (UGSF) - UMR 8576
Mauri, Theo [Auteur]
Unité de Glycobiologie Structurale et Fonctionnelle (UGSF) - UMR 8576
Unité de Glycobiologie Structurale et Fonctionnelle (UGSF) - UMR 8576
Nadzirin, Nurul [Auteur]
European Bioinformatics Institute [Hinxton] [EMBL-EBI]
Velankar, Sameer [Auteur]
European Bioinformatics Institute [Hinxton] [EMBL-EBI]
Chaleil, Raphael A. G. [Auteur]
The Francis Crick Institute [London]
Clarence, Tereza [Auteur]
The Francis Crick Institute [London]
Bates, Paul A. [Auteur]
The Francis Crick Institute [London]
Kong, Ren [Auteur]
Jiangsu University of Technology [Changzhou]
Liu, Bin [Auteur]
Jiangsu University of Technology [Changzhou]
Yang, Guangbo [Auteur]
Jiangsu University of Technology [Changzhou]
Liu, Ming [Auteur]
Jiangsu University of Technology [Changzhou]
Shi, Hang [Auteur]
Jiangsu University of Technology [Changzhou]
Lu, Xufeng [Auteur]
Jiangsu University of Technology [Changzhou]
Chang, Shan [Auteur]
Jiangsu University of Technology [Changzhou]
Roy, Raj S. [Auteur]
Department of Electrical Engineering and Computer Science [Columbia] [EECS]
Quadir, Farhan [Auteur]
Department of Electrical Engineering and Computer Science [Columbia] [EECS]
Liu, Jian [Auteur]
Department of Electrical Engineering and Computer Science [Columbia] [EECS]
Cheng, Jianlin [Auteur]
Department of Electrical Engineering and Computer Science [Columbia] [EECS]
Antoniak, Anna [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Czaplewski, Cezary [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Giełdoń, Artur [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Kogut, Mateusz [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Lipska, Agnieszka G. [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Liwo, Adam [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Lubecka, Emilia A. [Auteur]
Faculty of Electronics, Telecommunications and Informatics [GUT Gdańsk] [ETI]
Maszota‐Zieleniak, Martyna [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Sieradzan, Adam K. [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Ślusarz, Rafał [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Wesołowski, Patryk A. [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Zięba, Karolina [Auteur]
Faculty of Chemistry [Univ Gdańsk]
Del Carpio Muñoz, Carlos A. [Auteur]
Graduate School of Medical Sciences [Nagoya]
Ichiishi, Eiichiro [Auteur]
International University of Health and Welfare Hospital [IUHW Hospital]
Harmalkar, Ameya [Auteur]
Johns Hopkins University [JHU]
Gray, Jeffrey J. [Auteur]
Johns Hopkins University [JHU]
Bonvin, Alexandre M. J. J. [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Ambrosetti, Francesco [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Vargas Honorato, Rodrigo [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Jandova, Zuzana [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Jiménez‐García, Brian [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Koukos, Panagiotis I. [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Van Keulen, Siri [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Van Noort, Charlotte W. [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Réau, Manon [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Roel‐Touris, Jorge [Auteur]
Bijvoet Center of Biomolecular Research [Utrecht]
Kotelnikov, Sergei [Auteur]
Stony Brook University [SUNY] [SBU]
Padhorny, Dzmitry [Auteur]
Stony Brook University [SUNY] [SBU]
Porter, Kathryn A. [Auteur]
Department of Biomedical Engineering [Boston]
Alekseenko, Andrey [Auteur]
Stony Brook University [SUNY] [SBU]
Ignatov, Mikhail [Auteur]
Stony Brook University [SUNY] [SBU]
Desta, Israel [Auteur]
Department of Biomedical Engineering [Boston]
Ashizawa, Ryota [Auteur]
Stony Brook University [SUNY] [SBU]
Sun, Zhuyezi [Auteur]
Department of Biomedical Engineering [Boston]
Ghani, Usman [Auteur]
Department of Biomedical Engineering [Boston]
Hashemi, Nasser [Auteur]
Department of Biomedical Engineering [Boston]
Vajda, Sandor [Auteur]
Department of Biomedical Engineering [Boston]
Kozakov, Dima [Auteur]
Stony Brook University [SUNY] [SBU]
Rosell, Mireia [Auteur]
Instituto de Ciencias de la Vid y el Vino [ICVV]
Rodríguez‐Lumbreras, Luis A. [Auteur]
Instituto de Ciencias de la Vid y el Vino [ICVV]
Fernandez‐Recio, Juan [Auteur]
Instituto de Ciencias de la Vid y el Vino [ICVV]
Karczynska, Agnieszka [Auteur]
Inria Grenoble - Rhône-Alpes
Grudinin, Sergei [Auteur]
Inria Grenoble - Rhône-Alpes
Yan, Yumeng [Auteur]
Huazhong University of Science and Technology [Wuhan] [HUST]
Li, Hao [Auteur]
Huazhong University of Science and Technology [Wuhan] [HUST]
Lin, Peicong [Auteur]
Huazhong University of Science and Technology [Wuhan] [HUST]
Huang, Sheng‐You [Auteur]
Huazhong University of Science and Technology [Wuhan] [HUST]
Christoffer, Charles [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Terashi, Genki [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Verburgt, Jacob [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Sarkar, Daipayan [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Aderinwale, Tunde [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Wang, Xiao [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Kihara, Daisuke [Auteur]
Indiana University - Purdue University Indianapolis [IUPUI]
Nakamura, Tsukasa [Auteur]
Graduate School of Information Sciences [Sendaï]
Hanazono, Yuya [Auteur]
National Institutes for Quantum and Radiological Science and Technology [QST]
Gowthaman, Ragul [Auteur]
University of Maryland [Baltimore]
Guest, Johnathan D. [Auteur]
University of Maryland [Baltimore]
Yin, Rui [Auteur]
University of Maryland [Baltimore]
Taherzadeh, Ghazaleh [Auteur]
University of Maryland [Baltimore]
Pierce, Brian G. [Auteur]
University of Maryland [Baltimore]
Barradas‐Bautista, Didier [Auteur]
King Abdullah University of Science and Technology [Saudi Arabia] [KAUST]
Cao, Zhen [Auteur]
King Abdullah University of Science and Technology [Saudi Arabia] [KAUST]
Cavallo, Luigi [Auteur]
King Abdullah University of Science and Technology [Saudi Arabia] [KAUST]
Oliva, Romina [Auteur]
Università degli Studi di Napoli “Parthenope” = University of Naples [PARTHENOPE]
Sun, Yuanfei [Auteur]
Texas A&M University [Galveston]
Zhu, Shaowen [Auteur]
Texas A&M University [Galveston]
Shen, Yang [Auteur]
Texas A&M University [Galveston]
Park, Taeyong [Auteur]
Seoul National University [Seoul] [SNU]
Woo, Hyeonuk [Auteur]
Seoul National University [Seoul] [SNU]
Yang, Jinsol [Auteur]
Seoul National University [Seoul] [SNU]
Kwon, Sohee [Auteur]
Seoul National University [Seoul] [SNU]
Won, Jonghun [Auteur]
Seoul National University [Seoul] [SNU]
Seok, Chaok [Auteur]
Seoul National University [Seoul] [SNU]
Kiyota, Yasuomi [Auteur]
Kitasato University
Kobayashi, Shinpei [Auteur]
Kitasato University
Harada, Yoshiki [Auteur]
Kitasato University
Takeda‐Shitaka, Mayuko [Auteur]
Kitasato University
Kundrotas, Petras J. [Auteur]
University of Kansas [Lawrence] [KU]
Singh, Amar [Auteur]
University of Kansas [Lawrence] [KU]
Vakser, Ilya A. [Auteur]
University of Kansas [Lawrence] [KU]
Dapkūnas, Justas [Auteur]
Vilnius University [Vilnius]
Olechnovič, Kliment [Auteur]
Vilnius University [Vilnius]
Venclovas, Česlovas [Auteur]
Vilnius University [Vilnius]
Duan, Rui [Auteur]
University of Missouri [Columbia] [Mizzou]
Qiu, Liming [Auteur]
University of Missouri [Columbia] [Mizzou]
Xu, Xianjin [Auteur]
University of Missouri [Columbia] [Mizzou]
Zhang, Shuang [Auteur]
University of Missouri [Columbia] [Mizzou]
Zou, Xiaoqin [Auteur]
University of Missouri [Columbia] [Mizzou]
Wodak, Shoshana J. [Auteur]
VIB-VUB Center for Structural Biology [Bruxelles]
Titre de la revue :
Proteins: Structure, Function, and Bioinformatics
Nom court de la revue :
Proteins
Numéro :
89
Pagination :
1800-1823
Éditeur :
Wiley
Date de publication :
2021-08-05
ISSN :
0887-3585
Mot(s)-clé(s) en anglais :
blind prediction
CAPRI
CASP
docking
oligomeric state
protein assemblies
protein complexes
protein docking
protein–protein interaction
template-based modeling
CAPRI
CASP
docking
oligomeric state
protein assemblies
protein complexes
protein docking
protein–protein interaction
template-based modeling
Discipline(s) HAL :
Sciences du Vivant [q-bio]
Résumé en anglais : [en]
We present the results for CAPRI Round 50, the fourth joint CASP-CAPRI protein assembly prediction challenge. The Round comprised a total of twelve targets, including six dimers, three trimers, and three higher-order ...
Lire la suite >We present the results for CAPRI Round 50, the fourth joint CASP-CAPRI protein assembly prediction challenge. The Round comprised a total of twelve targets, including six dimers, three trimers, and three higher-order oligomers. Four of these were easy targets, for which good structural templates were available either for the full assembly, or for the main interfaces (of the higher-order oligomers). Eight were difficult targets for which only distantly related templates were found for the individual subunits. Twenty-five CAPRI groups including eight automatic servers submitted ~1250 models per target. Twenty groups including six servers participated in the CAPRI scoring challenge submitted ~190 models per target. The accuracy of the predicted models was evaluated using the classical CAPRI criteria. The prediction performance was measured by a weighted scoring scheme that takes into account the number of models of acceptable quality or higher submitted by each group as part of their five top-ranking models. Compared to the previous CASP-CAPRI challenge, top performing groups submitted such models for a larger fraction (70–75%) of the targets in this Round, but fewer of these models were of high accuracy. Scorer groups achieved stronger performance with more groups submitting correct models for 70–80% of the targets or achieving high accuracy predictions. Servers performed less well in general, except for the MDOCKPP and LZERD servers, who performed on par with human groups. In addition to these results, major advances in methodology are discussed, providing an informative overview of where the prediction of protein assemblies currently stands.Lire moins >
Lire la suite >We present the results for CAPRI Round 50, the fourth joint CASP-CAPRI protein assembly prediction challenge. The Round comprised a total of twelve targets, including six dimers, three trimers, and three higher-order oligomers. Four of these were easy targets, for which good structural templates were available either for the full assembly, or for the main interfaces (of the higher-order oligomers). Eight were difficult targets for which only distantly related templates were found for the individual subunits. Twenty-five CAPRI groups including eight automatic servers submitted ~1250 models per target. Twenty groups including six servers participated in the CAPRI scoring challenge submitted ~190 models per target. The accuracy of the predicted models was evaluated using the classical CAPRI criteria. The prediction performance was measured by a weighted scoring scheme that takes into account the number of models of acceptable quality or higher submitted by each group as part of their five top-ranking models. Compared to the previous CASP-CAPRI challenge, top performing groups submitted such models for a larger fraction (70–75%) of the targets in this Round, but fewer of these models were of high accuracy. Scorer groups achieved stronger performance with more groups submitting correct models for 70–80% of the targets or achieving high accuracy predictions. Servers performed less well in general, except for the MDOCKPP and LZERD servers, who performed on par with human groups. In addition to these results, major advances in methodology are discussed, providing an informative overview of where the prediction of protein assemblies currently stands.Lire moins >
Langue :
Anglais
Comité de lecture :
Oui
Audience :
Internationale
Vulgarisation :
Non
Établissement(s) :
Université de Lille
CNRS
CNRS
Équipe(s) de recherche :
Computational Molecular Systems Biology
Date de dépôt :
2022-01-11T10:00:09Z
2022-01-12T10:04:32Z
2022-01-31T10:03:32Z
2022-01-12T10:04:32Z
2022-01-31T10:03:32Z
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