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CDK12 promotes tumorigenesis but induces vulnerability to therapies inhibiting folate one-carbon metabolism in breast cancer

Author

Listed:
  • M. G. Filippone

    (European Institute of Oncology IRCCS)

  • D. Gaglio

    (Institute of Molecular Bioimaging and Physiology (IBFM), National Research Council (CNR) Segrate
    ISBE.IT/Centre of Systems Biology)

  • R. Bonfanti

    (European Institute of Oncology IRCCS)

  • F. A. Tucci

    (University of Milan)

  • E. Ceccacci

    (European Institute of Oncology IRCCS)

  • R. Pennisi

    (European Institute of Oncology IRCCS)

  • M. Bonanomi

    (ISBE.IT/Centre of Systems Biology)

  • G. Jodice

    (European Institute of Oncology IRCCS)

  • M. Tillhon

    (European Institute of Oncology IRCCS)

  • F. Montani

    (European Institute of Oncology IRCCS)

  • G. Bertalot

    (European Institute of Oncology IRCCS)

  • S. Freddi

    (European Institute of Oncology IRCCS)

  • M. Vecchi

    (European Institute of Oncology IRCCS
    IFOM, The FIRC Institute for Molecular Oncology Foundation)

  • A. Taglialatela

    (Columbia University Irving Medical Center)

  • M. Romanenghi

    (European Institute of Oncology IRCCS)

  • F. Romeo

    (European Institute of Oncology IRCCS)

  • N. Bianco

    (European Institute of Oncology IRCCS)

  • E. Munzone

    (European Institute of Oncology IRCCS)

  • F. Sanguedolce

    (University of Foggia)

  • G. Vago

    (University of Milan
    Università degli Studi di Milano)

  • G. Viale

    (European Institute of Oncology IRCCS
    Università degli Studi di Milano)

  • P. P. Fiore

    (European Institute of Oncology IRCCS
    Università degli Studi di Milano)

  • S. Minucci

    (European Institute of Oncology IRCCS
    Università degli Studi di Milano)

  • L. Alberghina

    (ISBE.IT/Centre of Systems Biology
    Università di Milano-Bicocca)

  • M. Colleoni

    (European Institute of Oncology IRCCS)

  • P. Veronesi

    (European Institute of Oncology IRCCS
    Università degli Studi di Milano)

  • D. Tosoni

    (European Institute of Oncology IRCCS)

  • S. Pece

    (European Institute of Oncology IRCCS
    Università degli Studi di Milano)

Abstract

Cyclin-dependent kinase 12 (CDK12) overexpression is implicated in breast cancer, but whether it has a primary or only a cooperative tumorigenic role is unclear. Here, we show that transgenic CDK12 overexpression in the mouse mammary gland per se is sufficient to drive the emergence of multiple and multifocal tumors, while, in cooperation with known oncogenes, it promotes earlier tumor onset and metastasis. Integrative transcriptomic, metabolomic and functional data reveal that hyperactivation of the serine-glycine-one-carbon network is a metabolic hallmark inherent to CDK12-induced tumorigenesis. Consistently, in retrospective patient cohort studies and in patient-derived xenografts, CDK12-overexpressing breast tumors show positive response to methotrexate-based chemotherapy targeting CDK12-induced metabolic alterations, while being intrinsically refractory to other types of chemotherapy. In a retrospective analysis of hormone receptor-negative and lymph node-positive breast cancer patients randomized in an adjuvant phase III trial to 1-year low-dose metronomic methotrexate-based chemotherapy or no maintenance chemotherapy, a high CDK12 status predicts a dramatic reduction in distant metastasis rate in the chemotherapy-treated vs. not-treated arm. Thus, by coupling tumor progression with metabolic reprogramming, CDK12 creates an actionable vulnerability for breast cancer therapy and might represent a suitable companion biomarker for targeted antimetabolite therapies in human breast cancers.

Suggested Citation

  • M. G. Filippone & D. Gaglio & R. Bonfanti & F. A. Tucci & E. Ceccacci & R. Pennisi & M. Bonanomi & G. Jodice & M. Tillhon & F. Montani & G. Bertalot & S. Freddi & M. Vecchi & A. Taglialatela & M. Roma, 2022. "CDK12 promotes tumorigenesis but induces vulnerability to therapies inhibiting folate one-carbon metabolism in breast cancer," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-30375-8
    DOI: 10.1038/s41467-022-30375-8
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    References listed on IDEAS

    as
    1. Charles M. Perou & Therese Sørlie & Michael B. Eisen & Matt van de Rijn & Stefanie S. Jeffrey & Christian A. Rees & Jonathan R. Pollack & Douglas T. Ross & Hilde Johnsen & Lars A. Akslen & Øystein Flu, 2000. "Molecular portraits of human breast tumours," Nature, Nature, vol. 406(6797), pages 747-752, August.
    2. Christina Curtis & Sohrab P. Shah & Suet-Feung Chin & Gulisa Turashvili & Oscar M. Rueda & Mark J. Dunning & Doug Speed & Andy G. Lynch & Shamith Samarajiwa & Yinyin Yuan & Stefan Gräf & Gavin Ha & Gh, 2012. "The genomic and transcriptomic architecture of 2,000 breast tumours reveals novel subgroups," Nature, Nature, vol. 486(7403), pages 346-352, June.
    3. Cyriac Kandoth & Michael D. McLellan & Fabio Vandin & Kai Ye & Beifang Niu & Charles Lu & Mingchao Xie & Qunyuan Zhang & Joshua F. McMichael & Matthew A. Wyczalkowski & Mark D. M. Leiserson & Christop, 2013. "Mutational landscape and significance across 12 major cancer types," Nature, Nature, vol. 502(7471), pages 333-339, October.
    4. Lisanne F. Dessel & Job Riet & Minke Smits & Yanyun Zhu & Paul Hamberg & Michiel S. Heijden & Andries M. Bergman & Inge M. Oort & Ronald Wit & Emile E. Voest & Neeltje Steeghs & Takafumi N. Yamaguchi , 2019. "The genomic landscape of metastatic castration-resistant prostate cancers reveals multiple distinct genotypes with potential clinical impact," Nature Communications, Nature, vol. 10(1), pages 1-13, December.
    5. Sara J. Dubbury & Paul L. Boutz & Phillip A. Sharp, 2018. "CDK12 regulates DNA repair genes by suppressing intronic polyadenylation," Nature, Nature, vol. 564(7734), pages 141-145, December.
    6. Malgorzata Krajewska & Ruben Dries & Andrew V. Grassetti & Sofia Dust & Yang Gao & Hao Huang & Bandana Sharma & Daniel S. Day & Nicholas Kwiatkowski & Monica Pomaville & Oliver Dodd & Edmond Chipumuro, 2019. "CDK12 loss in cancer cells affects DNA damage response genes through premature cleavage and polyadenylation," Nature Communications, Nature, vol. 10(1), pages 1-16, December.
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