IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v9y2018i1d10.1038_s41467-017-02391-6.html
   My bibliography  Save this article

Perturbation-response genes reveal signaling footprints in cancer gene expression

Author

Listed:
  • Michael Schubert

    (Wellcome Genome Campus)

  • Bertram Klinger

    (Charité Universitätsmedizin Berlin
    Humboldt University Berlin)

  • Martina Klünemann

    (Charité Universitätsmedizin Berlin
    Humboldt University Berlin)

  • Anja Sieber

    (Charité Universitätsmedizin Berlin
    Humboldt University Berlin)

  • Florian Uhlitz

    (Charité Universitätsmedizin Berlin
    Humboldt University Berlin)

  • Sascha Sauer

    (Berlin Institute for Medical Systems Biology/Berlin Institute of Health)

  • Mathew J. Garnett

    (Wellcome Genome Campus)

  • Nils Blüthgen

    (Charité Universitätsmedizin Berlin
    Humboldt University Berlin)

  • Julio Saez-Rodriguez

    (Wellcome Genome Campus
    RWTH Aachen University, Faculty of Medicine, Joint Research Centre for Computational Biomedicine)

Abstract

Aberrant cell signaling can cause cancer and other diseases and is a focal point of drug research. A common approach is to infer signaling activity of pathways from gene expression. However, mapping gene expression to pathway components disregards the effect of post-translational modifications, and downstream signatures represent very specific experimental conditions. Here we present PROGENy, a method that overcomes both limitations by leveraging a large compendium of publicly available perturbation experiments to yield a common core of Pathway RespOnsive GENes. Unlike pathway mapping methods, PROGENy can (i) recover the effect of known driver mutations, (ii) provide or improve strong markers for drug indications, and (iii) distinguish between oncogenic and tumor suppressor pathways for patient survival. Collectively, these results show that PROGENy accurately infers pathway activity from gene expression in a wide range of conditions.

Suggested Citation

  • Michael Schubert & Bertram Klinger & Martina Klünemann & Anja Sieber & Florian Uhlitz & Sascha Sauer & Mathew J. Garnett & Nils Blüthgen & Julio Saez-Rodriguez, 2018. "Perturbation-response genes reveal signaling footprints in cancer gene expression," Nature Communications, Nature, vol. 9(1), pages 1-11, December.
  • Handle: RePEc:nat:natcom:v:9:y:2018:i:1:d:10.1038_s41467-017-02391-6
    DOI: 10.1038/s41467-017-02391-6
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-017-02391-6
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-017-02391-6?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Franz F. Dressler & Falk Diedrichs & Deema Sabtan & Sofie Hinrichs & Christoph Krisp & Timo Gemoll & Martin Hennig & Paulina Mackedanz & Mareile Schlotfeldt & Hannah Voß & Anne Offermann & Jutta Kirfe, 2024. "Proteomic analysis of the urothelial cancer landscape," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
    2. Qilin Zhang & Ziyan Xu & Rui Han & Yunzhi Wang & Zhen Ye & Jiajun Zhu & Yixin Cai & Fan Zhang & Jiangyan Zhao & Boyuan Yao & Zhaoyu Qin & Nidan Qiao & Ruofan Huang & Jinwen Feng & Yongfei Wang & Wenti, 2024. "Proteogenomic characterization of skull-base chordoma," Nature Communications, Nature, vol. 15(1), pages 1-32, December.
    3. Ashley Byrne & Daniel Le & Kostianna Sereti & Hari Menon & Samir Vaidya & Neha Patel & Jessica Lund & Ana Xavier-Magalhães & Minyi Shi & Yuxin Liang & Timothy Sterne-Weiler & Zora Modrusan & William S, 2024. "Single-cell long-read targeted sequencing reveals transcriptional variation in ovarian cancer," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    4. Leila R. Martins & Lina Sieverling & Michelle Michelhans & Chiara Schiller & Cihan Erkut & Thomas G. P. Grünewald & Sergio Triana & Stefan Fröhling & Lars Velten & Hanno Glimm & Claudia Scholl, 2024. "Single-cell division tracing and transcriptomics reveal cell types and differentiation paths in the regenerating lung," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    5. Kai Markus Schneider & Antje Mohs & Wenfang Gui & Eric J. C. Galvez & Lena Susanna Candels & Lisa Hoenicke & Uthayakumar Muthukumarasamy & Christian H. Holland & Carsten Elfers & Konrad Kilic & Caroli, 2022. "Imbalanced gut microbiota fuels hepatocellular carcinoma development by shaping the hepatic inflammatory microenvironment," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    6. Han Jin & Cheng Zhang & Martin Zwahlen & Kalle Feilitzen & Max Karlsson & Mengnan Shi & Meng Yuan & Xiya Song & Xiangyu Li & Hong Yang & Hasan Turkez & Linn Fagerberg & Mathias Uhlén & Adil Mardinoglu, 2023. "Systematic transcriptional analysis of human cell lines for gene expression landscape and tumor representation," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    7. Kaja Kostyrko & Marta Román & Alex G. Lee & David R. Simpson & Phuong T. Dinh & Stanley G. Leung & Kieren D. Marini & Marcus R. Kelly & Joshua Broyde & Andrea Califano & Peter K. Jackson & E. Alejandr, 2023. "UHRF1 is a mediator of KRAS driven oncogenesis in lung adenocarcinoma," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    8. Adrian B. Levine & Liana Nobre & Anirban Das & Scott Milos & Vanessa Bianchi & Monique Johnson & Nicholas R. Fernandez & Lucie Stengs & Scott Ryall & Michelle Ku & Mansuba Rana & Benjamin Laxer & Java, 2024. "Immuno-oncologic profiling of pediatric brain tumors reveals major clinical significance of the tumor immune microenvironment," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    9. Yuvarani Masarapu & Egle Cekanaviciute & Zaneta Andrusivova & Jakub O. Westholm & Åsa Björklund & Robin Fallegger & Pau Badia-i-Mompel & Valery Boyko & Shubha Vasisht & Amanda Saravia-Butler & Samrawi, 2024. "Spatially resolved multiomics on the neuronal effects induced by spaceflight in mice," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    10. Chen Ni & Xiaohan Lou & Xiaohan Yao & Linlin Wang & Jiajia Wan & Xixi Duan & Jialu Liang & Kaili Zhang & Yuanyuan Yang & Li Zhang & Chanjun Sun & Zhenzhen Li & Ming Wang & Linyu Zhu & Dekang Lv & Zhih, 2022. "ZIP1+ fibroblasts protect lung cancer against chemotherapy via connexin-43 mediated intercellular Zn2+ transfer," Nature Communications, Nature, vol. 13(1), pages 1-20, December.
    11. Sara M. Parigi & Ludvig Larsson & Srustidhar Das & Ricardo O. Ramirez Flores & Annika Frede & Kumar P. Tripathi & Oscar E. Diaz & Katja Selin & Rodrigo A. Morales & Xinxin Luo & Gustavo Monasterio & C, 2022. "The spatial transcriptomic landscape of the healing mouse intestine following damage," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    12. Andrew Gibson & Ramesh Ram & Rama Gangula & Yueran Li & Eric Mukherjee & Amy M. Palubinsky & Chelsea N. Campbell & Michael Thorne & Katherine C. Konvinse & Phuti Choshi & Pooja Deshpande & Sarah Pedre, 2024. "Multiomic single-cell sequencing defines tissue-specific responses in Stevens-Johnson syndrome and toxic epidermal necrolysis," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    13. L. Mathur & B. Szalai & N. H. Du & R. Utharala & M. Ballinger & J. J. M. Landry & M. Ryckelynck & V. Benes & J. Saez-Rodriguez & C. A. Merten, 2022. "Combi-seq for multiplexed transcriptome-based profiling of drug combinations using deterministic barcoding in single-cell droplets," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    14. Erick Armingol & Hratch M. Baghdassarian & Cameron Martino & Araceli Perez-Lopez & Caitlin Aamodt & Rob Knight & Nathan E. Lewis, 2022. "Context-aware deconvolution of cell–cell communication with Tensor-cell2cell," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    15. Fabian Peisker & Maurice Halder & James Nagai & Susanne Ziegler & Nadine Kaesler & Konrad Hoeft & Ronghui Li & Eric M. J. Bindels & Christoph Kuppe & Julia Moellmann & Michael Lehrke & Christian Stopp, 2022. "Mapping the cardiac vascular niche in heart failure," Nature Communications, Nature, vol. 13(1), pages 1-20, December.
    16. Yoshiharu Muto & Eryn E. Dixon & Yasuhiro Yoshimura & Haojia Wu & Kohei Omachi & Nicolas Ledru & Parker C. Wilson & Andrew J. King & N. Eric Olson & Marvin G. Gunawan & Jay J. Kuo & Jennifer H. Cox & , 2022. "Defining cellular complexity in human autosomal dominant polycystic kidney disease by multimodal single cell analysis," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    17. Oliver J. Ziff & Jacob Neeves & Jamie Mitchell & Giulia Tyzack & Carlos Martinez-Ruiz & Raphaelle Luisier & Anob M. Chakrabarti & Nicholas McGranahan & Kevin Litchfield & Simon J. Boulton & Ammar Al-C, 2023. "Integrated transcriptome landscape of ALS identifies genome instability linked to TDP-43 pathology," Nature Communications, Nature, vol. 14(1), pages 1-16, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:9:y:2018:i:1:d:10.1038_s41467-017-02391-6. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.