Cargando…
An analysis and evaluation of the WeFold collaborative for protein structure prediction and its pipelines in CASP11 and CASP12
Every two years groups worldwide participate in the Critical Assessment of Protein Structure Prediction (CASP) experiment to blindly test the strengths and weaknesses of their computational methods. CASP has significantly advanced the field but many hurdles still remain, which may require new ideas...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6028396/ https://www.ncbi.nlm.nih.gov/pubmed/29967418 http://dx.doi.org/10.1038/s41598-018-26812-8 |
_version_ | 1783336752442769408 |
---|---|
author | Keasar, Chen McGuffin, Liam J. Wallner, Björn Chopra, Gaurav Adhikari, Badri Bhattacharya, Debswapna Blake, Lauren Bortot, Leandro Oliveira Cao, Renzhi Dhanasekaran, B. K. Dimas, Itzhel Faccioli, Rodrigo Antonio Faraggi, Eshel Ganzynkowicz, Robert Ghosh, Sambit Ghosh, Soma Giełdoń, Artur Golon, Lukasz He, Yi Heo, Lim Hou, Jie Khan, Main Khatib, Firas Khoury, George A. Kieslich, Chris Kim, David E. Krupa, Pawel Lee, Gyu Rie Li, Hongbo Li, Jilong Lipska, Agnieszka Liwo, Adam Maghrabi, Ali Hassan A. Mirdita, Milot Mirzaei, Shokoufeh Mozolewska, Magdalena A. Onel, Melis Ovchinnikov, Sergey Shah, Anand Shah, Utkarsh Sidi, Tomer Sieradzan, Adam K. Ślusarz, Magdalena Ślusarz, Rafal Smadbeck, James Tamamis, Phanourios Trieber, Nicholas Wirecki, Tomasz Yin, Yanping Zhang, Yang Bacardit, Jaume Baranowski, Maciej Chapman, Nicholas Cooper, Seth Defelicibus, Alexandre Flatten, Jeff Koepnick, Brian Popović, Zoran Zaborowski, Bartlomiej Baker, David Cheng, Jianlin Czaplewski, Cezary Delbem, Alexandre Cláudio Botazzo Floudas, Christodoulos Kloczkowski, Andrzej Ołdziej, Stanislaw Levitt, Michael Scheraga, Harold Seok, Chaok Söding, Johannes Vishveshwara, Saraswathi Xu, Dong Crivelli, Silvia N. |
author_facet | Keasar, Chen McGuffin, Liam J. Wallner, Björn Chopra, Gaurav Adhikari, Badri Bhattacharya, Debswapna Blake, Lauren Bortot, Leandro Oliveira Cao, Renzhi Dhanasekaran, B. K. Dimas, Itzhel Faccioli, Rodrigo Antonio Faraggi, Eshel Ganzynkowicz, Robert Ghosh, Sambit Ghosh, Soma Giełdoń, Artur Golon, Lukasz He, Yi Heo, Lim Hou, Jie Khan, Main Khatib, Firas Khoury, George A. Kieslich, Chris Kim, David E. Krupa, Pawel Lee, Gyu Rie Li, Hongbo Li, Jilong Lipska, Agnieszka Liwo, Adam Maghrabi, Ali Hassan A. Mirdita, Milot Mirzaei, Shokoufeh Mozolewska, Magdalena A. Onel, Melis Ovchinnikov, Sergey Shah, Anand Shah, Utkarsh Sidi, Tomer Sieradzan, Adam K. Ślusarz, Magdalena Ślusarz, Rafal Smadbeck, James Tamamis, Phanourios Trieber, Nicholas Wirecki, Tomasz Yin, Yanping Zhang, Yang Bacardit, Jaume Baranowski, Maciej Chapman, Nicholas Cooper, Seth Defelicibus, Alexandre Flatten, Jeff Koepnick, Brian Popović, Zoran Zaborowski, Bartlomiej Baker, David Cheng, Jianlin Czaplewski, Cezary Delbem, Alexandre Cláudio Botazzo Floudas, Christodoulos Kloczkowski, Andrzej Ołdziej, Stanislaw Levitt, Michael Scheraga, Harold Seok, Chaok Söding, Johannes Vishveshwara, Saraswathi Xu, Dong Crivelli, Silvia N. |
author_sort | Keasar, Chen |
collection | PubMed |
description | Every two years groups worldwide participate in the Critical Assessment of Protein Structure Prediction (CASP) experiment to blindly test the strengths and weaknesses of their computational methods. CASP has significantly advanced the field but many hurdles still remain, which may require new ideas and collaborations. In 2012 a web-based effort called WeFold, was initiated to promote collaboration within the CASP community and attract researchers from other fields to contribute new ideas to CASP. Members of the WeFold coopetition (cooperation and competition) participated in CASP as individual teams, but also shared components of their methods to create hybrid pipelines and actively contributed to this effort. We assert that the scale and diversity of integrative prediction pipelines could not have been achieved by any individual lab or even by any collaboration among a few partners. The models contributed by the participating groups and generated by the pipelines are publicly available at the WeFold website providing a wealth of data that remains to be tapped. Here, we analyze the results of the 2014 and 2016 pipelines showing improvements according to the CASP assessment as well as areas that require further adjustments and research. |
format | Online Article Text |
id | pubmed-6028396 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-60283962018-07-09 An analysis and evaluation of the WeFold collaborative for protein structure prediction and its pipelines in CASP11 and CASP12 Keasar, Chen McGuffin, Liam J. Wallner, Björn Chopra, Gaurav Adhikari, Badri Bhattacharya, Debswapna Blake, Lauren Bortot, Leandro Oliveira Cao, Renzhi Dhanasekaran, B. K. Dimas, Itzhel Faccioli, Rodrigo Antonio Faraggi, Eshel Ganzynkowicz, Robert Ghosh, Sambit Ghosh, Soma Giełdoń, Artur Golon, Lukasz He, Yi Heo, Lim Hou, Jie Khan, Main Khatib, Firas Khoury, George A. Kieslich, Chris Kim, David E. Krupa, Pawel Lee, Gyu Rie Li, Hongbo Li, Jilong Lipska, Agnieszka Liwo, Adam Maghrabi, Ali Hassan A. Mirdita, Milot Mirzaei, Shokoufeh Mozolewska, Magdalena A. Onel, Melis Ovchinnikov, Sergey Shah, Anand Shah, Utkarsh Sidi, Tomer Sieradzan, Adam K. Ślusarz, Magdalena Ślusarz, Rafal Smadbeck, James Tamamis, Phanourios Trieber, Nicholas Wirecki, Tomasz Yin, Yanping Zhang, Yang Bacardit, Jaume Baranowski, Maciej Chapman, Nicholas Cooper, Seth Defelicibus, Alexandre Flatten, Jeff Koepnick, Brian Popović, Zoran Zaborowski, Bartlomiej Baker, David Cheng, Jianlin Czaplewski, Cezary Delbem, Alexandre Cláudio Botazzo Floudas, Christodoulos Kloczkowski, Andrzej Ołdziej, Stanislaw Levitt, Michael Scheraga, Harold Seok, Chaok Söding, Johannes Vishveshwara, Saraswathi Xu, Dong Crivelli, Silvia N. Sci Rep Article Every two years groups worldwide participate in the Critical Assessment of Protein Structure Prediction (CASP) experiment to blindly test the strengths and weaknesses of their computational methods. CASP has significantly advanced the field but many hurdles still remain, which may require new ideas and collaborations. In 2012 a web-based effort called WeFold, was initiated to promote collaboration within the CASP community and attract researchers from other fields to contribute new ideas to CASP. Members of the WeFold coopetition (cooperation and competition) participated in CASP as individual teams, but also shared components of their methods to create hybrid pipelines and actively contributed to this effort. We assert that the scale and diversity of integrative prediction pipelines could not have been achieved by any individual lab or even by any collaboration among a few partners. The models contributed by the participating groups and generated by the pipelines are publicly available at the WeFold website providing a wealth of data that remains to be tapped. Here, we analyze the results of the 2014 and 2016 pipelines showing improvements according to the CASP assessment as well as areas that require further adjustments and research. Nature Publishing Group UK 2018-07-02 /pmc/articles/PMC6028396/ /pubmed/29967418 http://dx.doi.org/10.1038/s41598-018-26812-8 Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Keasar, Chen McGuffin, Liam J. Wallner, Björn Chopra, Gaurav Adhikari, Badri Bhattacharya, Debswapna Blake, Lauren Bortot, Leandro Oliveira Cao, Renzhi Dhanasekaran, B. K. Dimas, Itzhel Faccioli, Rodrigo Antonio Faraggi, Eshel Ganzynkowicz, Robert Ghosh, Sambit Ghosh, Soma Giełdoń, Artur Golon, Lukasz He, Yi Heo, Lim Hou, Jie Khan, Main Khatib, Firas Khoury, George A. Kieslich, Chris Kim, David E. Krupa, Pawel Lee, Gyu Rie Li, Hongbo Li, Jilong Lipska, Agnieszka Liwo, Adam Maghrabi, Ali Hassan A. Mirdita, Milot Mirzaei, Shokoufeh Mozolewska, Magdalena A. Onel, Melis Ovchinnikov, Sergey Shah, Anand Shah, Utkarsh Sidi, Tomer Sieradzan, Adam K. Ślusarz, Magdalena Ślusarz, Rafal Smadbeck, James Tamamis, Phanourios Trieber, Nicholas Wirecki, Tomasz Yin, Yanping Zhang, Yang Bacardit, Jaume Baranowski, Maciej Chapman, Nicholas Cooper, Seth Defelicibus, Alexandre Flatten, Jeff Koepnick, Brian Popović, Zoran Zaborowski, Bartlomiej Baker, David Cheng, Jianlin Czaplewski, Cezary Delbem, Alexandre Cláudio Botazzo Floudas, Christodoulos Kloczkowski, Andrzej Ołdziej, Stanislaw Levitt, Michael Scheraga, Harold Seok, Chaok Söding, Johannes Vishveshwara, Saraswathi Xu, Dong Crivelli, Silvia N. An analysis and evaluation of the WeFold collaborative for protein structure prediction and its pipelines in CASP11 and CASP12 |
title | An analysis and evaluation of the WeFold collaborative for protein structure prediction and its pipelines in CASP11 and CASP12 |
title_full | An analysis and evaluation of the WeFold collaborative for protein structure prediction and its pipelines in CASP11 and CASP12 |
title_fullStr | An analysis and evaluation of the WeFold collaborative for protein structure prediction and its pipelines in CASP11 and CASP12 |
title_full_unstemmed | An analysis and evaluation of the WeFold collaborative for protein structure prediction and its pipelines in CASP11 and CASP12 |
title_short | An analysis and evaluation of the WeFold collaborative for protein structure prediction and its pipelines in CASP11 and CASP12 |
title_sort | analysis and evaluation of the wefold collaborative for protein structure prediction and its pipelines in casp11 and casp12 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6028396/ https://www.ncbi.nlm.nih.gov/pubmed/29967418 http://dx.doi.org/10.1038/s41598-018-26812-8 |
work_keys_str_mv | AT keasarchen ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT mcguffinliamj ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT wallnerbjorn ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT chopragaurav ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT adhikaribadri ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT bhattacharyadebswapna ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT blakelauren ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT bortotleandrooliveira ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT caorenzhi ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT dhanasekaranbk ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT dimasitzhel ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT facciolirodrigoantonio ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT faraggieshel ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT ganzynkowiczrobert ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT ghoshsambit ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT ghoshsoma ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT giełdonartur ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT golonlukasz ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT heyi ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT heolim ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT houjie ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT khanmain ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT khatibfiras ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT khourygeorgea ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT kieslichchris ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT kimdavide ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT krupapawel ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT leegyurie ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT lihongbo ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT lijilong ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT lipskaagnieszka ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT liwoadam ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT maghrabialihassana ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT mirditamilot ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT mirzaeishokoufeh ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT mozolewskamagdalenaa ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT onelmelis ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT ovchinnikovsergey ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT shahanand ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT shahutkarsh ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT siditomer ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT sieradzanadamk ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT slusarzmagdalena ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT slusarzrafal ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT smadbeckjames ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT tamamisphanourios ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT triebernicholas ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT wireckitomasz ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT yinyanping ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT zhangyang ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT bacarditjaume ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT baranowskimaciej ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT chapmannicholas ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT cooperseth ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT defelicibusalexandre ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT flattenjeff ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT koepnickbrian ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT popoviczoran ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT zaborowskibartlomiej ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT bakerdavid ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT chengjianlin ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT czaplewskicezary ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT delbemalexandreclaudiobotazzo ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT floudaschristodoulos ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT kloczkowskiandrzej ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT ołdziejstanislaw ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT levittmichael ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT scheragaharold ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT seokchaok ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT sodingjohannes ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT vishveshwarasaraswathi ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT xudong ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT crivellisilvian ananalysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT keasarchen analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT mcguffinliamj analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT wallnerbjorn analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT chopragaurav analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT adhikaribadri analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT bhattacharyadebswapna analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT blakelauren analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT bortotleandrooliveira analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT caorenzhi analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT dhanasekaranbk analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT dimasitzhel analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT facciolirodrigoantonio analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT faraggieshel analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT ganzynkowiczrobert analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT ghoshsambit analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT ghoshsoma analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT giełdonartur analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT golonlukasz analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT heyi analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT heolim analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT houjie analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT khanmain analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT khatibfiras analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT khourygeorgea analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT kieslichchris analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT kimdavide analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT krupapawel analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT leegyurie analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT lihongbo analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT lijilong analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT lipskaagnieszka analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT liwoadam analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT maghrabialihassana analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT mirditamilot analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT mirzaeishokoufeh analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT mozolewskamagdalenaa analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT onelmelis analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT ovchinnikovsergey analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT shahanand analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT shahutkarsh analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT siditomer analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT sieradzanadamk analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT slusarzmagdalena analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT slusarzrafal analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT smadbeckjames analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT tamamisphanourios analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT triebernicholas analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT wireckitomasz analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT yinyanping analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT zhangyang analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT bacarditjaume analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT baranowskimaciej analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT chapmannicholas analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT cooperseth analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT defelicibusalexandre analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT flattenjeff analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT koepnickbrian analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT popoviczoran analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT zaborowskibartlomiej analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT bakerdavid analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT chengjianlin analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT czaplewskicezary analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT delbemalexandreclaudiobotazzo analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT floudaschristodoulos analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT kloczkowskiandrzej analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT ołdziejstanislaw analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT levittmichael analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT scheragaharold analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT seokchaok analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT sodingjohannes analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT vishveshwarasaraswathi analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT xudong analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 AT crivellisilvian analysisandevaluationofthewefoldcollaborativeforproteinstructurepredictionanditspipelinesincasp11andcasp12 |