Pan‐Cancer landscape of protein activities identifies drivers of signalling dysregulation and patient survival

Author:

Sousa Abel1234,Dugourd Aurelien56,Memon Danish1,Petursson Borgthor1,Petsalaki Evangelia1ORCID,Saez‐Rodriguez Julio5ORCID,Beltrao Pedro17ORCID

Affiliation:

1. European Molecular Biology Laboratory European Bioinformatics Institute Cambridge UK

2. Instituto de Investigação e Inovação em Saúde da Universidade do Porto (i3s) Porto Portugal

3. Institute of Molecular Pathology and Immunology of the University of Porto (IPATIMUP) Porto Portugal

4. Graduate Program in Areas of Basic and Applied Biology (GABBA) Abel Salazar Biomedical Sciences Institute, University of Porto Porto Portugal

5. Faculty of Medicine, and Heidelberg University Hospital Institute for Computational Biomedicine, Heidelberg University Heidelberg Germany

6. Faculty of Medicine Institute of Experimental Medicine and Systems Biology, RWTH Aachen University Aachen Germany

7. Institute of Molecular Systems Biology ETH Zürich Zürich Switzerland

Abstract

AbstractGenetic alterations in cancer cells trigger oncogenic transformation, a process largely mediated by the dysregulation of kinase and transcription factor (TF) activities. While the mutational profiles of thousands of tumours have been extensively characterised, the measurements of protein activities have been technically limited until recently. We compiled public data of matched genomics and (phospho)proteomics measurements for 1,110 tumours and 77 cell lines that we used to estimate activity changes in 218 kinases and 292 TFs. Co‐regulation of kinase and TF activities reflects previously known regulatory relationships and allows us to dissect genetic drivers of signalling changes in cancer. We find that loss‐of‐function mutations are not often associated with the dysregulation of downstream targets, suggesting frequent compensatory mechanisms. Finally, we identified the activities most differentially regulated in cancer subtypes and showed how these can be linked to differences in patient survival. Our results provide broad insights into the dysregulation of protein activities in cancer and their contribution to disease severity.

Funder

Bundesministerium für Bildung und Forschung

European Molecular Biology Laboratory

Publisher

Springer Science and Business Media LLC

Subject

Applied Mathematics,Computational Theory and Mathematics,General Agricultural and Biological Sciences,General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,Information Systems

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