Towards a data-integrated cell

Integration of omics data remains a challenge. Here, the authors introduce iCell, a framework to integrate tissue-specific protein–protein interaction, co-expression and genetic interaction data, enabling identification of the most rewired genes in cancer, unidentifiable in individual data layers.

Bibliographic Details
Main Authors: Noël Malod-Dognin, Julia Petschnigg, Sam F. L. Windels, Janez Povh, Harry Hemingway, Robin Ketteler, Nataša Pržulj
Format: Article
Language:English
Published: Nature Portfolio 2019-02-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-019-08797-8
_version_ 1818992797310517248
author Noël Malod-Dognin
Julia Petschnigg
Sam F. L. Windels
Janez Povh
Harry Hemingway
Robin Ketteler
Nataša Pržulj
author_facet Noël Malod-Dognin
Julia Petschnigg
Sam F. L. Windels
Janez Povh
Harry Hemingway
Robin Ketteler
Nataša Pržulj
author_sort Noël Malod-Dognin
collection DOAJ
description Integration of omics data remains a challenge. Here, the authors introduce iCell, a framework to integrate tissue-specific protein–protein interaction, co-expression and genetic interaction data, enabling identification of the most rewired genes in cancer, unidentifiable in individual data layers.
first_indexed 2024-12-20T20:31:52Z
format Article
id doaj.art-f16ba5ea82984765ad79c0f292ce025e
institution Directory Open Access Journal
issn 2041-1723
language English
last_indexed 2024-12-20T20:31:52Z
publishDate 2019-02-01
publisher Nature Portfolio
record_format Article
series Nature Communications
spelling doaj.art-f16ba5ea82984765ad79c0f292ce025e2022-12-21T19:27:20ZengNature PortfolioNature Communications2041-17232019-02-0110111310.1038/s41467-019-08797-8Towards a data-integrated cellNoël Malod-Dognin0Julia Petschnigg1Sam F. L. Windels2Janez Povh3Harry Hemingway4Robin Ketteler5Nataša Pržulj6Department of Computer Science, University College LondonDepartment of Computer Science, University College LondonDepartment of Computer Science, University College LondonFaculty of Mechanical Engineering, University of LjubljanaHealth Data Research UK London, University College LondonMRC Laboratory for Molecular Cell Biology, University College LondonDepartment of Computer Science, University College LondonIntegration of omics data remains a challenge. Here, the authors introduce iCell, a framework to integrate tissue-specific protein–protein interaction, co-expression and genetic interaction data, enabling identification of the most rewired genes in cancer, unidentifiable in individual data layers.https://doi.org/10.1038/s41467-019-08797-8
spellingShingle Noël Malod-Dognin
Julia Petschnigg
Sam F. L. Windels
Janez Povh
Harry Hemingway
Robin Ketteler
Nataša Pržulj
Towards a data-integrated cell
Nature Communications
title Towards a data-integrated cell
title_full Towards a data-integrated cell
title_fullStr Towards a data-integrated cell
title_full_unstemmed Towards a data-integrated cell
title_short Towards a data-integrated cell
title_sort towards a data integrated cell
url https://doi.org/10.1038/s41467-019-08797-8
work_keys_str_mv AT noelmaloddognin towardsadataintegratedcell
AT juliapetschnigg towardsadataintegratedcell
AT samflwindels towardsadataintegratedcell
AT janezpovh towardsadataintegratedcell
AT harryhemingway towardsadataintegratedcell
AT robinketteler towardsadataintegratedcell
AT natasaprzulj towardsadataintegratedcell