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Integrative multi-omics and drug response profiling of childhood acute lymphoblastic leukemia cell lines

Author

Listed:
  • Isabelle Rose Leo

    (Karolinska Institutet, Science for Life Laboratory)

  • Luay Aswad

    (Karolinska Institutet, Science for Life Laboratory)

  • Matthias Stahl

    (Karolinska Institutet, Science for Life Laboratory)

  • Elena Kunold

    (Karolinska Institutet, Science for Life Laboratory)

  • Frederik Post

    (Karolinska Institutet, Science for Life Laboratory
    University of Muenster)

  • Tom Erkers

    (Karolinska Institutet, Science for Life Laboratory)

  • Nona Struyf

    (Karolinska Institutet, Science for Life Laboratory)

  • Georgios Mermelekas

    (Karolinska Institutet, Science for Life Laboratory)

  • Rubin Narayan Joshi

    (Karolinska Institutet, Science for Life Laboratory)

  • Eva Gracia-Villacampa

    (Biotechnology and Health, KTH, Science for Life Laboratory)

  • Päivi Östling

    (Karolinska Institutet, Science for Life Laboratory)

  • Olli P. Kallioniemi

    (Karolinska Institutet, Science for Life Laboratory)

  • Katja Pokrovskaja Tamm

    (Karolinska Institutet, J6:140 BioClinicum)

  • Ioannis Siavelis

    (Karolinska Institutet, Science for Life Laboratory)

  • Janne Lehtiö

    (Karolinska Institutet, Science for Life Laboratory)

  • Mattias Vesterlund

    (Karolinska Institutet, Science for Life Laboratory)

  • Rozbeh Jafari

    (Karolinska Institutet, Science for Life Laboratory)

Abstract

Acute lymphoblastic leukemia (ALL) is the most common childhood cancer. Although standard-of-care chemotherapeutics are sufficient for most ALL cases, there are subsets of patients with poor response who relapse in disease. The biology underlying differences between subtypes and their response to therapy has only partially been explained by genetic and transcriptomic profiling. Here, we perform comprehensive multi-omic analyses of 49 readily available childhood ALL cell lines, using proteomics, transcriptomics, and pharmacoproteomic characterization. We connect the molecular phenotypes with drug responses to 528 oncology drugs, identifying drug correlations as well as lineage-dependent correlations. We also identify the diacylglycerol-analog bryostatin-1 as a therapeutic candidate in the MEF2D-HNRNPUL1 fusion high-risk subtype, for which this drug activates pro-apoptotic ERK signaling associated with molecular mediators of pre-B cell negative selection. Our data is the foundation for the interactive online Functional Omics Resource of ALL (FORALL) with navigable proteomics, transcriptomics, and drug sensitivity profiles at https://proteomics.se/forall .

Suggested Citation

  • Isabelle Rose Leo & Luay Aswad & Matthias Stahl & Elena Kunold & Frederik Post & Tom Erkers & Nona Struyf & Georgios Mermelekas & Rubin Narayan Joshi & Eva Gracia-Villacampa & Päivi Östling & Olli P. , 2022. "Integrative multi-omics and drug response profiling of childhood acute lymphoblastic leukemia cell lines," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-29224-5
    DOI: 10.1038/s41467-022-29224-5
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    as
    1. Jean Hausser & Avi Mayo & Leeat Keren & Uri Alon, 2019. "Central dogma rates and the trade-off between precision and economy in gene expression," Nature Communications, Nature, vol. 10(1), pages 1-15, December.
    2. Philipp Mertins & D. R. Mani & Kelly V. Ruggles & Michael A. Gillette & Karl R. Clauser & Pei Wang & Xianlong Wang & Jana W. Qiao & Song Cao & Francesca Petralia & Emily Kawaler & Filip Mundt & Karste, 2016. "Proteogenomics connects somatic mutations to signalling in breast cancer," Nature, Nature, vol. 534(7605), pages 55-62, June.
    3. Linfeng Wu & Sophie I. Candille & Yoonha Choi & Dan Xie & Lihua Jiang & Jennifer Li-Pook-Than & Hua Tang & Michael Snyder, 2013. "Variation and genetic control of protein abundance in humans," Nature, Nature, vol. 499(7456), pages 79-82, July.
    4. Mahmoud Ghandi & Franklin W. Huang & Judit Jané-Valbuena & Gregory V. Kryukov & Christopher C. Lo & E. Robert McDonald & Jordi Barretina & Ellen T. Gelfand & Craig M. Bielski & Haoxin Li & Kevin Hu & , 2019. "Next-generation characterization of the Cancer Cell Line Encyclopedia," Nature, Nature, vol. 569(7757), pages 503-508, May.
    5. Sangtae Kim & Pavel A. Pevzner, 2014. "MS-GF+ makes progress towards a universal database search tool for proteomics," Nature Communications, Nature, vol. 5(1), pages 1-10, December.
    6. Henrik J. Johansson & Fabio Socciarelli & Nathaniel M. Vacanti & Mads H. Haugen & Yafeng Zhu & Ioannis Siavelis & Alejandro Fernandez-Woodbridge & Miriam R. Aure & Bengt Sennblad & Mattias Vesterlund , 2019. "Breast cancer quantitative proteome and proteogenomic landscape," Nature Communications, Nature, vol. 10(1), pages 1-14, December.
    7. Bing Zhang & Jing Wang & Xiaojing Wang & Jing Zhu & Qi Liu & Zhiao Shi & Matthew C. Chambers & Lisa J. Zimmerman & Kent F. Shaddox & Sangtae Kim & Sherri R. Davies & Sean Wang & Pei Wang & Christopher, 2014. "Proteogenomic characterization of human colon and rectal cancer," Nature, Nature, vol. 513(7518), pages 382-387, September.
    8. Charles G. Mullighan & Salil Goorha & Ina Radtke & Christopher B. Miller & Elaine Coustan-Smith & James D. Dalton & Kevin Girtman & Susan Mathew & Jing Ma & Stanley B. Pounds & Xiaoping Su & Ching-Hon, 2007. "Genome-wide analysis of genetic alterations in acute lymphoblastic leukaemia," Nature, Nature, vol. 446(7137), pages 758-764, April.
    9. Yu-Hwa Huang & Chen Zhu & Yasuyuki Kondo & Ana C. Anderson & Amit Gandhi & Andrew Russell & Stephanie K. Dougan & Britt-Sabina Petersen & Espen Melum & Thomas Pertel & Kiera L. Clayton & Monika Raab &, 2015. "CEACAM1 regulates TIM-3-mediated tolerance and exhaustion," Nature, Nature, vol. 517(7534), pages 386-390, January.
    10. Zhaohui Gu & Michelle Churchman & Kathryn Roberts & Yongjin Li & Yu Liu & Richard C. Harvey & Kelly McCastlain & Shalini C. Reshmi & Debbie Payne-Turner & Ilaria Iacobucci & Ying Shao & I-Ming Chen & , 2016. "Genomic analyses identify recurrent MEF2D fusions in acute lymphoblastic leukaemia," Nature Communications, Nature, vol. 7(1), pages 1-10, December.
    11. Zhengshan Chen & Seyedmehdi Shojaee & Maike Buchner & Huimin Geng & Jae Woong Lee & Lars Klemm & Björn Titz & Thomas G. Graeber & Eugene Park & Ying Xim Tan & Anne Satterthwaite & Elisabeth Paietta & , 2015. "Signalling thresholds and negative B-cell selection in acute lymphoblastic leukaemia," Nature, Nature, vol. 521(7552), pages 357-361, May.
    12. Minjun Yang & Mattias Vesterlund & Ioannis Siavelis & Larissa H. Moura-Castro & Anders Castor & Thoas Fioretos & Rozbeh Jafari & Henrik Lilljebjörn & Duncan T. Odom & Linda Olsson & Naveen Ravi & Elea, 2019. "Proteogenomics and Hi-C reveal transcriptional dysregulation in high hyperdiploid childhood acute lymphoblastic leukemia," Nature Communications, Nature, vol. 10(1), pages 1-15, December.
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