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OmniPath: integrated knowledgebase for multi-omics analysis

delete2025-11-01
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OA
AI
D
Dénes Türei
J
Jonathan Schaul
N
Nicolàs Palacio‐Escat
B
Balázs Bohár
Y
Yunfan Bai
F
Francesco Ceccarelli
E
Elif Çevrim
M
Macabe Daley
M
Melih Darcan
D
Daniel Dimitrov
T
Tunca Doğan
D
Daniel Domingo‐Fernándéz
D
Dugourd, Aurelien
A
Attila Gábor
L
Lejla Potari-Gul
B
Benjamin A. Hall
C
Charles Tapley Hoyt
O
Olga Ivanova
M
Michal Klein
T
Toby Lawrence
D
Diego Mañanes
D
Dezső Módos
S
Sophia Müller‐Dott
M
Márton Ölbei
C
Christina Schmidt
B
Bünyamin Şen
F
Fabian J. Theis
A
Atabey Ünlü
E
Erva Ulusoy
A
Alberto Valdeolivas
T
Tamás Korcsmáros
G
Gao, Xinyi *
DOI:10.1093/nar/gkaf1126delete
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Abstract

Abstract

En 中文
Analysis and interpretation of omics data largely benefit from the use of prior knowledge. However, this knowledge is fragmented across resources and often is not directly accessible for analytical methods. We developed OmniPath (https://omnipathdb.org/), a database combining diverse molecular knowledge from 168 resources. It covers causal protein-protein, gene regulatory, microRNA, and enzyme-post-translational modification interactions, cell-cell communication, protein complexes, and information about the function, localization, structure, and many other aspects of biomolecules. It prioritizes literature curated data, and complements it with predictions and large scale databases. To enable interactive browsing of this large corpus of knowledge, we developed OmniPath Explorer, which also includes a large language model agent that has direct access to the database. Python and R/Bioconductor client packages and a Cytoscape plugin create easy access to customized prior knowledge for omics analysis environments, such as scverse. OmniPath can be broadly used for the analysis of bulk, single-cell, and spatial multi-omics data, especially for mechanistic and causal modeling.
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Journal

Nucleic Acids Research cover
Nucleic Acids Research
IF:
13.1
Papers:
3.6W
Citations:
29.0W

Organization

U
University of London
Scholars:
5.1K
Papers: 2.4K
Citations: 2.9W
R
RWTH Aachen University
Scholars:
3.5W
Papers: 2.6W
Citations: 3.6W
R
Ruprecht Karls University Heidelberg
Scholars:
5.6W
Papers: 4.3W
Citations: 66
European Bioinformatics Institute cover
European Bioinformatics Institute
Scholars:
1.2K
Papers: 605
Citations: 1.4W
H
hacettepe university
Scholars:
3.4K
Papers: 1.5K
Citations: 0
G
German Cancer Research Center (DKFZ)
Scholars:
1.5W
Papers: 1.1W
Citations: 17
U
University of Cambridge
Scholars:
7.7W
Papers: 7.1W
Citations: 13.7W
E
european molecular biology laboratory (embl)
Scholars:
8.3K
Papers: 5.1K
Citations: 31
I
Imperial College London
Scholars:
8.3W
Papers: 7.3W
Citations: 11.1W
F
fraunhofer gesellschaft
Scholars:
1.6W
Papers: 1.2W
Citations: 24
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Cited Papers

Cited Papers

Integrating single-cell multi-omics and prior biological knowledge for a functional characterization of the immune system
err2024-02-27
err3
PREAI
errSchaefer, Philipp Sven Lars; Dimitrov, Daniel; Villablanca, Eduardo J.; Saez-Rodriguez, Julio
errShare
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LIANA plus provides an all-in-one framework for cell-cell communication inference
err2024-09-02
err4
errOAAI
errDimitrov, Daniel; Schaefer, Philipp Sven Lars; Farr, Elias; Rodriguez-Mier, Pablo; Lobentanzer, Sebastian; Badia-i-Mompel, Pau; Dugourd, Aurelien; Tanevski, Jovan; Flores, Ricardo Omar Ramirez; Saez-Rodriguez, Julio
errShare
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The scverse project provides a computational ecosystem for single-cell omics data analysis
err2023-04-10
err60
PREAI
errVirshup, Isaac; Bredikhin, Danila; Heumos, Lukas; Palla, Giovanni; Sturm, Gregor; Gayoso, Adam; Kats, Ilia; Koutrouli, Mikaela; Berger, Bonnie; Pe'er, Dana; Regev, Aviv; Teichmann, Sarah; Finotello, Francesca; Wolf, F. Alexander; Yosef, Nir; Stegle, Oliver; Theis, Fabian; Angerer, Philipp; Bergen, Volker; Boyeau, Pierre D.; Buettner, Maren; Eraslan, Gokcen; Fischer, David; Frank, Max C.; Hong, Justin; Klein, Michal; Lange, Marius; Lopez, Romain; Lotfollahi, Mohammad; Luecken, Malte; Ramirez, Fidel A.; Regier, Jeffrey; Rybakov, Sergei; Schaar, Anna; Valiollah Pour Amiri, Valeh; Weiler, Philipp J.; Xing, Galen
errShare
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OMA orthology in 2021: website overhaul, conserved isoforms, ancestral gene order and more
err2020-11-11
err121
errOAAI
errAltenhoff, Adrian M.; Train, Clement-Marie; Gilbert, Kimberly J.; Mediratta, Ishita; de Farias, Tarcisio Mendes; Moi, David; Nevers, Yannis; Radoykova, Hale-Seda; Rossier, Victor; Vesztrocy, Alex Warwick; Glover, Natasha M.; Dessimoz, Christophe
errShare
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KEGG: biological systems database as a model of the real world
err2024-10-17
err4
errOAAI
errKanehisa, Minoru; Furumichi, Miho; Sato, Yoko; Matsuura, Yuriko; Ishiguro-Watanabe, Mari
errShare
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Bringing data from curated pathway resources to Cytoscape with OmniPath
err2019-12-30
err0
PREAI
errFrancesco Ceccarelli; Denes Turei; Attila Gabor; Julio Saez-Rodriguez
errShare
errSave
Molecular signatures database (MSigDB) 3.0
err2011-05-05
err0
errOAAI
errArthur Liberzon; Aravind Subramanian; Reid Pinchback; Helga Thorvaldsdóttir; Pablo Tamayo; Jill P. Mesirov
errShare
errSave
UniProt: the Universal Protein Knowledgebase in 2025
err2024-11-18
err0
errOAAI
errAlex Bateman; Maria-Jesus Martin; Sandra Orchard; Michele Magrane; Aduragbemi Adesina; Shadab Ahmad; Emily H Bowler-Barnett; Hema Bye-A-Jee; David Carpentier; Paul Denny; Jun Fan; Penelope Garmiri; Leonardo Jose da Costa Gonzales; Abdulrahman Hussein; Alexandr Ignatchenko; Giuseppe Insana; Rizwan Ishtiaq; Vishal Joshi; Dushyanth Jyothi; Swaathi Kandasaamy; Antonia Lock; Aurelien Luciani; Jie Luo; Yvonne Lussi; Juan Sebastian Martinez Marin; Pedro Raposo; Daniel L Rice; Rafael Santos; Elena Speretta; James Stephenson; Prabhat Totoo; Nidhi Tyagi; Nadya Urakova; Preethi Vasudev; Kate Warner; Supun Wijerathne; Conny Wing-Heng Yu; Rossana Zaru; Alan J Bridge; Lucila Aimo; Ghislaine Argoud-Puy; Andrea H Auchincloss; Kristian B Axelsen; Parit Bansal; Delphine Baratin; Teresa M Batista Neto; Marie-Claude Blatter; Jerven T Bolleman; Emmanuel Boutet; Lionel Breuza; Blanca Cabrera Gil; Cristina Casals-Casas; Kamal Chikh Echioukh; Elisabeth Coudert; Beatrice Cuche; Edouard de Castro; Anne Estreicher; Maria L Famiglietti; Marc Feuermann; Elisabeth Gasteiger; Pascale Gaudet; Sebastien Gehant; Vivienne Gerritsen; Arnaud Gos; Nadine Gruaz; Chantal Hulo; Nevila Hyka-Nouspikel; Florence Jungo; Arnaud Kerhornou; Philippe Le Mercier; Damien Lieberherr; Patrick Masson; Anne Morgat; Salvo Paesano; Ivo Pedruzzi; Sandrine Pilbout; Lucille Pourcel; Sylvain Poux; Monica Pozzato; Manuela Pruess; Nicole Redaschi; Catherine Rivoire; Christian J A Sigrist; Karin Sonesson; Shyamala Sundaram; Anastasia Sveshnikova; Cathy H Wu; Cecilia N Arighi; Chuming Chen; Yongxing Chen; Hongzhan Huang; Kati Laiho; Minna Lehvaslaiho; Peter McGarvey; Darren A Natale; Karen Ross; C R Vinayaka; Yuqi Wang; Jian Zhang
errShare
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SignaLink3: a multi-layered resource to uncover tissue-specific signaling networks
err2021-10-11
err18
errOAAI
errCsabai, Luca; Fazekas, David; Kadlecsik, Tamas; Szalay-Beko, Mate; Bohar, Balazs; Madgwick, Matthew; Modos, Dezso; Olbei, Marton; Gul, Lejla; Sudhakar, Padhmanand; Kubisch, Janos; Oyeyemi, Oyebode James; Liska, Orsolya; Ari, Eszter; Hotzi, Bernadette; Billes, Viktor A.; Molnar, Eszter; Foldvari-Nagy, Laszlo; Csalyi, Kitti; Demeter, Amanda; Papai, Nora; Koltai, Mihaly; Varga, Mate; Lenti, Katalin; Farkas, Illes J.; Tuerei, Denes; Csermely, Peter; Vellai, Tibor; Korcsmaros, Tamas
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Democratizing knowledge representation with BioCypher
err2023-06-19
err15
errOAAI
errLobentanzer, Sebastian; Aloy, Patrick; Baumbach, Jan; Bohar, Balazs; Carey, Vincent J.; Charoentong, Pornpimol; Danhauser, Katharina; Dogan, Tunca; Dreo, Johann; Dunham, Ian; Farr, Elias; Fernandez-Torras, Adria; Gyori, Benjamin M.; Hartung, Michael; Hoyt, Charles Tapley; Klein, Christoph; Korcsmaros, Tamas; Maier, Andreas; Mann, Matthias; Ochoa, David; Pareja-Lorente, Elena; Popp, Ferdinand; Preusse, Martin; Probul, Niklas; Schwikowski, Benno; Sen, Buenyamin; Strauss, Maximilian T.; Turei, Denes; Ulusoy, Erva; Waltemath, Dagmar; Wodke, Judith A. H.; Saez-Rodriguez, Julio
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researcher View more