Robust inference of kinase activity using functional networks
Kinases drive fundamental changes in cell state, but predicting kinase activity based on substrate-level changes can be challenging. Here the authors introduce a computational framework that utilizes similarities between substrates to robustly infer kinase activity.
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Nature Portfolio
2021
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oai:doaj.org-article:91396e4de4ab46f3a89cbb70ee6231942021-12-02T14:03:51ZRobust inference of kinase activity using functional networks10.1038/s41467-021-21211-62041-1723https://doaj.org/article/91396e4de4ab46f3a89cbb70ee6231942021-02-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-21211-6https://doaj.org/toc/2041-1723Kinases drive fundamental changes in cell state, but predicting kinase activity based on substrate-level changes can be challenging. Here the authors introduce a computational framework that utilizes similarities between substrates to robustly infer kinase activity.Serhan YılmazMarzieh AyatiDaniela SchlatzerA. Ercüment ÇiçekMark R. ChanceMehmet KoyutürkNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-12 (2021) |
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Science Q Serhan Yılmaz Marzieh Ayati Daniela Schlatzer A. Ercüment Çiçek Mark R. Chance Mehmet Koyutürk Robust inference of kinase activity using functional networks |
description |
Kinases drive fundamental changes in cell state, but predicting kinase activity based on substrate-level changes can be challenging. Here the authors introduce a computational framework that utilizes similarities between substrates to robustly infer kinase activity. |
format |
article |
author |
Serhan Yılmaz Marzieh Ayati Daniela Schlatzer A. Ercüment Çiçek Mark R. Chance Mehmet Koyutürk |
author_facet |
Serhan Yılmaz Marzieh Ayati Daniela Schlatzer A. Ercüment Çiçek Mark R. Chance Mehmet Koyutürk |
author_sort |
Serhan Yılmaz |
title |
Robust inference of kinase activity using functional networks |
title_short |
Robust inference of kinase activity using functional networks |
title_full |
Robust inference of kinase activity using functional networks |
title_fullStr |
Robust inference of kinase activity using functional networks |
title_full_unstemmed |
Robust inference of kinase activity using functional networks |
title_sort |
robust inference of kinase activity using functional networks |
publisher |
Nature Portfolio |
publishDate |
2021 |
url |
https://doaj.org/article/91396e4de4ab46f3a89cbb70ee623194 |
work_keys_str_mv |
AT serhanyılmaz robustinferenceofkinaseactivityusingfunctionalnetworks AT marziehayati robustinferenceofkinaseactivityusingfunctionalnetworks AT danielaschlatzer robustinferenceofkinaseactivityusingfunctionalnetworks AT aercumentcicek robustinferenceofkinaseactivityusingfunctionalnetworks AT markrchance robustinferenceofkinaseactivityusingfunctionalnetworks AT mehmetkoyuturk robustinferenceofkinaseactivityusingfunctionalnetworks |
_version_ |
1718392095020941312 |