M
Marco Falda
Researcher at University of Padua
Publications - 41
Citations - 2426
Marco Falda is an academic researcher from University of Padua. The author has contributed to research in topics: Fuzzy logic & Protein function prediction. The author has an hindex of 13, co-authored 38 publications receiving 2014 citations.
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Journal ArticleDOI
A large-scale evaluation of computational protein function prediction
Predrag Radivojac,Wyatt T. Clark,Tal Ronnen Oron,Alexandra M. Schnoes,Tobias Wittkop,Artem Sokolov,Artem Sokolov,Kiley Graim,Christopher S. Funk,Karin Verspoor,Asa Ben-Hur,Gaurav Pandey,Gaurav Pandey,Jeffrey M. Yunes,Ameet Talwalkar,Susanna Repo,Susanna Repo,Michael L Souza,Damiano Piovesan,Rita Casadio,Zheng Wang,Jianlin Cheng,Hai Fang,Julian Gough,Patrik Koskinen,Petri Törönen,Jussi Nokso-Koivisto,Liisa Holm,Domenico Cozzetto,Daniel W. A. Buchan,Kevin Bryson,David T. Jones,Bhakti Limaye,Harshal Inamdar,Avik Datta,Sunitha K Manjari,Rajendra Joshi,Meghana Chitale,Daisuke Kihara,Andreas Martin Lisewski,Serkan Erdin,Eric Venner,Olivier Lichtarge,Robert Rentzsch,Haixuan Yang,Alfonso E. Romero,Prajwal Bhat,Alberto Paccanaro,Tobias Hamp,Rebecca Kaßner,Stefan Seemayer,Esmeralda Vicedo,Christian Schaefer,Dominik Achten,Florian Auer,Ariane Boehm,Tatjana Braun,Maximilian Hecht,Mark Heron,Peter Hönigschmid,Thomas A. Hopf,Stefanie Kaufmann,Michael Kiening,Denis Krompass,Cedric Landerer,Yannick Mahlich,Manfred Roos,Jari Björne,Tapio Salakoski,Andrew Wong,Hagit Shatkay,Hagit Shatkay,Fanny Gatzmann,Ingolf Sommer,Mark N. Wass,Michael J.E. Sternberg,Nives Škunca,Fran Supek,Matko Bošnjak,Panče Panov,Sašo Džeroski,Tomislav Šmuc,Yiannis A. I. Kourmpetis,Yiannis A. I. Kourmpetis,Aalt D. J. van Dijk,Cajo J. F. ter Braak,Yuanpeng Zhou,Qingtian Gong,Xinran Dong,Weidong Tian,Marco Falda,Paolo Fontana,Enrico Lavezzo,Barbara Di Camillo,Stefano Toppo,Liang Lan,Nemanja Djuric,Yuhong Guo,Slobodan Vucetic,Amos Marc Bairoch,Amos Marc Bairoch,Michal Linial,Patricia C. Babbitt,Steven E. Brenner,Christine A. Orengo,Burkhard Rost,Sean D. Mooney,Iddo Friedberg +107 more
TL;DR: Today's best protein function prediction algorithms substantially outperform widely used first-generation methods, with large gains on all types of targets, and there is considerable need for improvement of currently available tools.
Journal ArticleDOI
An expanded evaluation of protein function prediction methods shows an improvement in accuracy
Yuxiang Jiang,Tal Ronnen Oron,Wyatt T. Clark,Asma R. Bankapur,Daniel D'Andrea,Rosalba Lepore,Christopher S. Funk,Indika Kahanda,Karin Verspoor,Asa Ben-Hur,Da Chen Emily Koo,Duncan Penfold-Brown,Dennis Shasha,Noah Youngs,Richard Bonneau,Alexandra Lin,Sayed Mohammad Ebrahim Sahraeian,Pier Luigi Martelli,Giuseppe Profiti,Rita Casadio,Renzhi Cao,Zhaolong Zhong,Jianlin Cheng,Adrian M. Altenhoff,Adrian M. Altenhoff,Nives Škunca,Nives Škunca,Christophe Dessimoz,Christophe Dessimoz,Christophe Dessimoz,Tunca Doğan,Kai Hakala,Suwisa Kaewphan,Farrokh Mehryary,Tapio Salakoski,Filip Ginter,Hai Fang,Ben Smithers,Matt E. Oates,Julian Gough,Petri Törönen,Patrik Koskinen,Liisa Holm,Ching-Tai Chen,Wen-Lian Hsu,Kevin Bryson,Domenico Cozzetto,Federico Minneci,David T. Jones,Samuel Chapman,Dukka Bkc,Ishita K. Khan,Daisuke Kihara,Dan Ofer,Nadav Rappoport,Amos Stern,Elena Cibrian-Uhalte,Paul Denny,Rebecca E. Foulger,Reija Hieta,Duncan Legge,Ruth C. Lovering,Michele Magrane,Anna N. Melidoni,Prudence Mutowo-Meullenet,Klemens Pichler,Aleksandra Shypitsyna,Biao Li,Pooya Zakeri,Pooya Zakeri,Sarah ElShal,Sarah ElShal,Léon-Charles Tranchevent,Léon-Charles Tranchevent,Sayoni Das,Natalie L. Dawson,David A. Lee,Jonathan G. Lees,Ian Sillitoe,Prajwal Bhat,Tamás Nepusz,Alfonso E. Romero,Rajkumar Sasidharan,Haixuan Yang,Alberto Paccanaro,Jesse Gillis,Adriana E. Sedeno-Cortes,Paul Pavlidis,Shou Feng,Juan Miguel Cejuela,Tatyana Goldberg,Tobias Hamp,Lothar Richter,Asaf Salamov,Toni Gabaldón,Toni Gabaldón,Marina Marcet-Houben,Fran Supek,Fran Supek,Qingtian Gong,Wei Ning,Yuanpeng Zhou,Weidong Tian,Marco Falda,Paolo Fontana,Enrico Lavezzo,Stefano Toppo,Carlo Ferrari,Manuel Giollo,Damiano Piovesan,Silvio C. E. Tosatto,Angela del Pozo,José M. Fernández,Paolo Maietta,Alfonso Valencia,Michael L. Tress,Alfredo Benso,Stefano Di Carlo,Gianfranco Politano,Alessandro Savino,Hafeez Ur Rehman,Matteo Re,Marco Mesiti,Giorgio Valentini,Joachim W. Bargsten,Aalt D. J. van Dijk,Branislava Gemovic,Sanja Glisic,Vladmir Perovic,Veljko Veljkovic,Nevena Veljkovic,Danillo C Almeida-E-Silva,Ricardo Z. N. Vêncio,Malvika Sharan,Jörg Vogel,Lakesh Kansakar,Shanshan Zhang,Slobodan Vucetic,Zheng Wang,Michael J.E. Sternberg,Mark N. Wass,Rachael P. Huntley,Maria Jesus Martin,Claire O'Donovan,Peter N. Robinson,Yves Moreau,Anna Tramontano,Patricia C. Babbitt,Steven E. Brenner,Michal Linial,Christine A. Orengo,Burkhard Rost,Casey S. Greene,Sean D. Mooney,Iddo Friedberg,Iddo Friedberg,Predrag Radivojac +156 more
TL;DR: The second critical assessment of functional annotation (CAFA), a timed challenge to assess computational methods that automatically assign protein function, was conducted by as mentioned in this paper. But the results of the CAFA2 assessment are limited.
Additional file 1 of An expanded evaluation of protein function prediction methods shows an improvement in accuracy
Yuxiang Jiang,Tal Ronnen Oron,Wyatt T. Clark,Asma R. Bankapur,Daniel D'Andrea,Rosalba Lepore,Christopher S. Funk,Indika Kahanda,Karin Verspoor,Asa Ben-Hur,Da Chen Emily Koo,Duncan Penfold-Brown,Dennis Shasha,Noah Youngs,Richard Bonneau,Alexandra Lin,Sayed M. E. Sahraeian,Pier Luigi Martelli,Giuseppe Profiti,Rita Casadio,Renzhi Cao,Zhaolong Zhong,Jianlin Cheng,Adrian M. Altenhoff,Nives Škunca,Christophe Dessimoz,Tunca Doğan,Kai Hakala,Suwisa Kaewphan,Farrokh Mehryary,Tapio Salakoski,Filip Ginter,Hai Fang,Ben Smithers,Matt E. Oates,Julian Gough,Petri Törönen,Patrik Koskinen,Liisa Holm,Ching-Tai Chen,Wen-Lian Hsu,Kevin Bryson,Domenico Cozzetto,Federico Minneci,David T. Jones,Samuel Chapman,Dukka Bkc,Ishita K. Khan,Daisuke Kihara,Dan Ofer,Nadav Rappoport,Amos Stern,Elena Cibrian-Uhalte,Paul Denny,Rebecca E. Foulger,Reija Hieta,Duncan Legge,Ruth C. Lovering,Michele Magrane,Anna N. Melidoni,Prudence Mutowo-Meullenet,Klemens Pichler,Aleksandra Shypitsyna,Biao Li,Pooya Zakeri,Sarah ElShal,Léon-Charles Tranchevent,Sayoni Das,Natalie L. Dawson,David A. Lee,Jonathan G. Lees,Ian Sillitoe,Prajwal Bhat,Tamás Nepusz,Alfonso E. Romero,Rajkumar Sasidharan,Haixuan Yang,Alberto Paccanaro,Jesse Gillis,Adriana E. Sedeño Cortés,Paul Pavlidis,Shou Feng,Juan Miguel Cejuela,Tatyana Goldberg,Tobias Hamp,Lothar Richter,Asaf Salamov,Toni Gabaldón,Marina Marcet-Houben,Fran Supek,Qingtian Gong,Wei Ning,Yuanpeng Zhou,Weidong Tian,Marco Falda,Paolo Fontana,Enrico Lavezzo,Stefano Toppo,Carlo Ferrari,Manuel Giollo,Damiano Piovesan,Silvio C. E. Tosatto,Angela del Pozo,José M. Fernández,Paolo Maietta,Alfonso Valencia,Michael L. Tress,Alfredo Benso,Stefano Di Carlo,Gianfranco Politano,Alessandro Savino,Hafeez Ur Rehman,Matteo Re,Marco Mesiti,Giorgio Valentini,Joachim W. Bargsten,Aalt D. J. van Dijk,Branislava Gemovic,Sanja Glisic,Vladmir Perovic,Veljko Veljkovic,Nevena Veljkovic,Danillo C. Almeida e. Silva,Ricardo Z. N. Vêncio,Malvika Sharan,Jörg Vogel,Lakesh Kansakar,Shanshan Zhang,Slobodan Vucetic,Zheng Wang,Michael J.E. Sternberg,Mark N. Wass,Rachael P. Huntley,Maria Jesus Martin,Claire O'Donovan,Peter N. Robinson,Yves Moreau,Anna Tramontano,Patricia C. Babbitt,Steven E. Brenner,Michal Linial,Christine A. Orengo,Burkhard Rost,Casey S. Greene,Sean D. Mooney,Iddo Friedberg,Predrag Radivojac +146 more
TL;DR: The second critical assessment of functional annotation (CAFA) conducted, a timed challenge to assess computational methods that automatically assign protein function, revealed that the definition of top-performing algorithms is ontology specific, that different performance metrics can be used to probe the nature of accurate predictions, and the relative diversity of predictions in the biological process and human phenotype ontologies.
Journal ArticleDOI
The CAFA challenge reports improved protein function prediction and new functional annotations for hundreds of genes through experimental screens
Naihui Zhou,Yuxiang Jiang,Timothy Bergquist,Alexandra J. Lee,Balint Z. Kacsoh,Alex W. Crocker,Kimberley A. Lewis,George Georghiou,Huy N Nguyen,Nafiz Hamid,Larry Davis,Tunca Doğan,Tunca Doğan,Volkan Atalay,Ahmet Sureyya Rifaioglu,Alperen Dalkiran,Rengul Cetin Atalay,Chengxin Zhang,Rebecca L. Hurto,Peter L. Freddolino,Yang Zhang,Prajwal Bhat,Fran Supek,José M. Fernández,Branislava Gemovic,Vladimir Perovic,Radoslav Davidovic,Neven Sumonja,Nevena Veljkovic,Ehsaneddin Asgari,Mohammad R. K. Mofrad,Giuseppe Profiti,Giuseppe Profiti,Castrense Savojardo,Pier Luigi Martelli,Rita Casadio,Florian Boecker,Heiko Schoof,Indika Kahanda,Natalie Thurlby,Alice C. McHardy,Alexandre Renaux,Alexandre Renaux,Rabie Saidi,Julian Gough,Alex A. Freitas,Magdalena Antczak,Fabio Fabris,Mark N. Wass,Jie Hou,Jianlin Cheng,Zheng Wang,Alfonso E. Romero,Alberto Paccanaro,Haixuan Yang,Haixuan Yang,Tatyana Goldberg,Chenguang Zhao,Liisa Holm,Petri Törönen,Alan Medlar,Elaine Zosa,Itamar Borukhov,Ilya Novikov,Angela D. Wilkins,Olivier Lichtarge,Po-Han Chi,Wei-Cheng Tseng,Michal Linial,Peter W. Rose,Christophe Dessimoz,Christophe Dessimoz,Christophe Dessimoz,Vedrana Vidulin,Saso Dzeroski,Ian Sillitoe,Sayoni Das,Jonathan G. Lees,Jonathan G. Lees,David T. Jones,David T. Jones,Cen Wan,Cen Wan,Domenico Cozzetto,Domenico Cozzetto,Rui Fa,Rui Fa,Mateo Torres,Alex Warwick Vesztrocy,Alex Warwick Vesztrocy,Jose Manuel Rodriguez,Michael L. Tress,Marco Frasca,Marco Notaro,Giuliano Grossi,Alessandro Petrini,Matteo Re,Giorgio Valentini,Marco Mesiti,Marco Mesiti,Daniel B. Roche,Jonas Reeb,David W. Ritchie,Sabeur Aridhi,Seyed Ziaeddin Alborzi,Seyed Ziaeddin Alborzi,Marie-Dominique Devignes,Marie-Dominique Devignes,Da Chen Emily Koo,Richard Bonneau,Vladimir Gligorijević,Meet Barot,Hai Fang,Stefano Toppo,Enrico Lavezzo,Marco Falda,Michele Berselli,Silvio C. E. Tosatto,Marco Carraro,Damiano Piovesan,Hafeez Ur Rehman,Qizhong Mao,Qizhong Mao,Shanshan Zhang,Slobodan Vucetic,Gage S. Black,Dane Jo,Erica Suh,Jonathan B. Dayton,Dallas J. Larsen,Ashton Omdahl,Liam J. McGuffin,Danielle A Brackenridge,Patricia C. Babbitt,Jeffrey M. Yunes,Paolo Fontana,Feng Zhang,Shanfeng Zhu,Ronghui You,Zihan Zhang,Suyang Dai,Shuwei Yao,Weidong Tian,Weidong Tian,Renzhi Cao,Caleb Chandler,Miguel Amezola,Devon Johnson,Jia-Ming Chang,Wen-Hung Liao,Yi-Wei Liu,Stefano Pascarelli,Yotam Frank,Robert Hoehndorf,Maxat Kulmanov,Imane Boudellioua,Gianfranco Politano,Stefano Di Carlo,Alfredo Benso,Kai Hakala,Filip Ginter,Farrokh Mehryary,Suwisa Kaewphan,Suwisa Kaewphan,Jari Björne,Jari Björne,Hans Moen,Martti Tolvanen,Tapio Salakoski,Tapio Salakoski,Daisuke Kihara,Daisuke Kihara,Aashish Jain,Tomislav Šmuc,Adrian M. Altenhoff,Adrian M. Altenhoff,Asa Ben-Hur,Burkhard Rost,Steven E. Brenner,Christine A. Orengo,Constance J. Jeffery,Giovanni Bosco,Deborah A. Hogan,Maria Jesus Martin,Claire O'Donovan,Sean D. Mooney,Casey S. Greene,Predrag Radivojac,Iddo Friedberg +188 more
TL;DR: The third CAFA challenge, CAFA3, that featured an expanded analysis over the previous CAFA rounds, both in terms of volume of data analyzed and the types of analysis performed, concluded that while predictions of the molecular function and biological process annotations have slightly improved over time, those of the cellular component have not.
Journal ArticleDOI
An expanded evaluation of protein function prediction methods shows an improvement in accuracy
Yuxiang Jiang,Tal Ronnen Oron,Wyatt T. Clark,Asma R. Bankapur,Daniel D'Andrea,Rosalba Lepore,Christopher S. Funk,Indika Kahanda,Karin Verspoor,Asa Ben-Hur,Emily Koo,Duncan Penfold-Brown,Dennis Shasha,Noah Youngs,Richard Bonneau,Alexandra Lin,Sayed M. E. Sahraeian,Pier Luigi Martelli,Giuseppe Profiti,Rita Casadio,Renzhi Cao,Zhaolong Zhong,Jianlin Cheng,Adrian M. Altenhoff,Nives Škunca,Christophe Dessimoz,Tunca Doğan,Kai Hakala,Suwisa Kaewphan,Farrokh Mehryary,Tapio Salakoski,Filip Ginter,Hai Fang,Ben Smithers,Matt E. Oates,Julian Gough,Petri Törönen,Patrik Koskinen,Liisa Holm,Ching-Tai Chen,Wen-Lian Hsu,Kevin Bryson,Domenico Cozzetto,Federico Minneci,David T. Jones,Samuel Chapman,Ishita K. Khan,Daisuke Kihara,Dan Ofer,Nadav Rappoport,Amos Stern,Elena Cibrian-Uhalte,Paul Denny,Rebecca E. Foulger,Reija Hieta,Duncan Legge,Ruth C. Lovering,Michele Magrane,Anna N. Melidoni,Prudence Mutowo-Meullenet,Klemens Pichler,Aleksandra Shypitsyna,Biao Li,Pooya Zakeri,Sarah ElShal,Léon-Charles Tranchevent,Sayoni Das,Natalie L. Dawson,David A. Lee,Jonathan G. Lees,Ian Sillitoe,Prajwal Bhat,Tamás Nepusz,Alfonso E. Romero,Rajkumar Sasidharan,Haixuan Yang,Alberto Paccanaro,Jesse Gillis,Adriana E. Sedeno-Cortes,Paul Pavlidis,Shou Feng,Juan Miguel Cejuela,Tatyana Goldberg,Tobias Hamp,Lothar Richter,Asaf Salamov,Toni Gabaldón,Marina Marcet-Houben,Fran Supek,Qingtian Gong,Wei Ning,Yuanpeng Zhou,Weidong Tian,Marco Falda,Paolo Fontana,Enrico Lavezzo,Stefano Toppo,Carlo Ferrari,Manuel Giollo,Damiano Piovesan,Silvio C. E. Tosatto,Angela del Pozo,José M. Fernández,Paolo Maietta,Alfonso Valencia,Michael L. Tress,Alfredo Benso,Stefano Di Carlo,Gianfranco Politano,Alessandro Savino,Hafeez Ur Rehman,Matteo Re,Marco Mesiti,Giorgio Valentini,Joachim W. Bargsten,Aalt D. J. van Dijk,Branislava Gemovic,Sanja Glisic,Vladmir Perovic,Veljko Veljkovic,Nevena Veljkovic,Danillo C Almeida-E-Silva,Ricardo Z. N. Vêncio,Malvika Sharan,Jörg Vogel,Lakesh Kansakar,Shanshan Zhang,Slobodan Vucetic,Zheng Wang,Michael J.E. Sternberg,Mark N. Wass,Rachael P. Huntley,Maria Jesus Martin,Claire O'Donovan,Peter N. Robinson,Yves Moreau,Anna Tramontano,Patricia C. Babbitt,Steven E. Brenner,Michal Linial,Christine A. Orengo,Burkhard Rost,Casey S. Greene,Sean D. Mooney,Iddo Friedberg,Predrag Radivojac +145 more
TL;DR: The second Critical Assessment of Functional Annotation (CAFA) challenge as mentioned in this paper was the first attempt to assess computational methods that automatically assign protein function. And the results of CAFA2 showed that computational function prediction is improving.