IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v13y2022i1d10.1038_s41467-022-33385-8.html
   My bibliography  Save this article

Proteogenomics refines the molecular classification of chronic lymphocytic leukemia

Author

Listed:
  • Sophie A. Herbst

    (University of Heidelberg
    European Molecular Biology Laboratory (EMBL)
    Molecular Medicine Partnership Unit (MMPU)
    National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ))

  • Mattias Vesterlund

    (Karolinska Institute and Science for Life Laboratory)

  • Alexander J. Helmboldt

    (European Molecular Biology Laboratory (EMBL))

  • Rozbeh Jafari

    (Karolinska Institute and Science for Life Laboratory)

  • Ioannis Siavelis

    (Karolinska Institute and Science for Life Laboratory)

  • Matthias Stahl

    (Karolinska Institute and Science for Life Laboratory)

  • Eva C. Schitter

    (University of Heidelberg)

  • Nora Liebers

    (University of Heidelberg
    European Molecular Biology Laboratory (EMBL)
    Molecular Medicine Partnership Unit (MMPU)
    National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ))

  • Berit J. Brinkmann

    (University of Heidelberg
    European Molecular Biology Laboratory (EMBL)
    Molecular Medicine Partnership Unit (MMPU)
    University of Heidelberg)

  • Felix Czernilofsky

    (University of Heidelberg)

  • Tobias Roider

    (University of Heidelberg
    European Molecular Biology Laboratory (EMBL)
    Molecular Medicine Partnership Unit (MMPU))

  • Peter-Martin Bruch

    (University of Heidelberg
    European Molecular Biology Laboratory (EMBL)
    Molecular Medicine Partnership Unit (MMPU))

  • Murat Iskar

    (German Cancer Research Center (DKFZ))

  • Adam Kittai

    (The Ohio State University)

  • Ying Huang

    (The Ohio State University)

  • Junyan Lu

    (European Molecular Biology Laboratory (EMBL)
    Molecular Medicine Partnership Unit (MMPU))

  • Sarah Richter

    (University of Heidelberg)

  • Georgios Mermelekas

    (Karolinska Institute and Science for Life Laboratory)

  • Husen Muhammad Umer

    (Karolinska Institute and Science for Life Laboratory)

  • Mareike Knoll

    (University of Heidelberg)

  • Carolin Kolb

    (University of Heidelberg)

  • Angela Lenze

    (University of Heidelberg)

  • Xiaofang Cao

    (Karolinska Institute and Science for Life Laboratory)

  • Cecilia Österholm

    (Karolinska Institutet)

  • Linus Wahnschaffe

    (University of Cologne)

  • Carmen Herling

    (University of Cologne)

  • Sebastian Scheinost

    (National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ))

  • Matthias Ganzinger

    (Heidelberg University)

  • Larry Mansouri

    (Karolinska Institutet)

  • Katharina Kriegsmann

    (University of Heidelberg)

  • Mark Kriegsmann

    (University of Heidelberg)

  • Simon Anders

    (Center for Molecular Biology of the University of Heidelberg (ZMBH))

  • Marc Zapatka

    (German Cancer Research Center (DKFZ))

  • Giovanni Poeta

    (University of Tor Vergata)

  • Antonella Zucchetto

    (Clinical and Experimental Onco-Hematology Unit, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS)

  • Riccardo Bomben

    (Clinical and Experimental Onco-Hematology Unit, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS)

  • Valter Gattei

    (Clinical and Experimental Onco-Hematology Unit, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS)

  • Peter Dreger

    (University of Heidelberg)

  • Jennifer Woyach

    (The Ohio State University)

  • Marco Herling

    (University of Cologne)

  • Carsten Müller-Tidow

    (University of Heidelberg
    European Molecular Biology Laboratory (EMBL)
    Molecular Medicine Partnership Unit (MMPU))

  • Richard Rosenquist

    (Karolinska Institutet
    Karolinska University Hospital)

  • Stephan Stilgenbauer

    (University of Ulm)

  • Thorsten Zenz

    (National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ)
    University Hospital Zürich)

  • Wolfgang Huber

    (European Molecular Biology Laboratory (EMBL)
    Molecular Medicine Partnership Unit (MMPU))

  • Eugen Tausch

    (University of Ulm)

  • Janne Lehtiö

    (Karolinska Institute and Science for Life Laboratory)

  • Sascha Dietrich

    (University of Heidelberg
    European Molecular Biology Laboratory (EMBL)
    Molecular Medicine Partnership Unit (MMPU)
    National Center for Tumor Diseases (NCT) Heidelberg and German Cancer Research Center (DKFZ))

Abstract

Cancer heterogeneity at the proteome level may explain differences in therapy response and prognosis beyond the currently established genomic and transcriptomic-based diagnostics. The relevance of proteomics for disease classifications remains to be established in clinically heterogeneous cancer entities such as chronic lymphocytic leukemia (CLL). Here, we characterize the proteome and transcriptome alongside genetic and ex-vivo drug response profiling in a clinically annotated CLL discovery cohort (n = 68). Unsupervised clustering of the proteome data reveals six subgroups. Five of these proteomic groups are associated with genetic features, while one group is only detectable at the proteome level. This new group is characterized by accelerated disease progression, high spliceosomal protein abundances associated with aberrant splicing, and low B cell receptor signaling protein abundances (ASB-CLL). Classifiers developed to identify ASB-CLL based on its characteristic proteome or splicing signature in two independent cohorts (n = 165, n = 169) confirm that ASB-CLL comprises about 20% of CLL patients. The inferior overall survival in ASB-CLL is also independent of both TP53- and IGHV mutation status. Our multi-omics analysis refines the classification of CLL and highlights the potential of proteomics to improve cancer patient stratification beyond genetic and transcriptomic profiling.

Suggested Citation

  • Sophie A. Herbst & Mattias Vesterlund & Alexander J. Helmboldt & Rozbeh Jafari & Ioannis Siavelis & Matthias Stahl & Eva C. Schitter & Nora Liebers & Berit J. Brinkmann & Felix Czernilofsky & Tobias R, 2022. "Proteogenomics refines the molecular classification of chronic lymphocytic leukemia," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-33385-8
    DOI: 10.1038/s41467-022-33385-8
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-022-33385-8
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-022-33385-8?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
    ---><---

    References listed on IDEAS

    as
    1. Dan A. Landau & Eugen Tausch & Amaro N. Taylor-Weiner & Chip Stewart & Johannes G. Reiter & Jasmin Bahlo & Sandra Kluth & Ivana Bozic & Mike Lawrence & Sebastian Böttcher & Scott L. Carter & Kristian , 2015. "Mutations driving CLL and their evolution in progression and relapse," Nature, Nature, vol. 526(7574), pages 525-530, October.
    2. Xose S. Puente & Silvia Beà & Rafael Valdés-Mas & Neus Villamor & Jesús Gutiérrez-Abril & José I. Martín-Subero & Marta Munar & Carlota Rubio-Pérez & Pedro Jares & Marta Aymerich & Tycho Baumann & Ren, 2015. "Non-coding recurrent mutations in chronic lymphocytic leukaemia," Nature, Nature, vol. 526(7574), pages 519-524, October.
    3. Daichi Inoue & Guo-Liang Chew & Bo Liu & Brittany C. Michel & Joseph Pangallo & Andrew R. D’Avino & Tyler Hitchman & Khrystyna North & Stanley Chun-Wei Lee & Lillian Bitner & Ariele Block & Amanda R. , 2019. "Spliceosomal disruption of the non-canonical BAF complex in cancer," Nature, Nature, vol. 574(7778), pages 432-436, October.
    4. 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.
    5. 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.
    6. Rehan Akbani & Patrick Kwok Shing Ng & Henrica M. J. Werner & Maria Shahmoradgoli & Fan Zhang & Zhenlin Ju & Wenbin Liu & Ji-Yeon Yang & Kosuke Yoshihara & Jun Li & Shiyun Ling & Elena G. Seviour & Pr, 2014. "A pan-cancer proteomic perspective on The Cancer Genome Atlas," Nature Communications, Nature, vol. 5(1), pages 1-15, September.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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.
    2. Maurizio Mangolini & Alba Maiques-Diaz & Stella Charalampopoulou & Elena Gerhard-Hartmann & Johannes Bloehdorn & Andrew Moore & Giorgia Giachetti & Junyan Lu & Valar Nila Roamio Franklin & Chandra Sek, 2022. "Viral transduction of primary human lymphoma B cells reveals mechanisms of NOTCH-mediated immune escape," Nature Communications, Nature, vol. 13(1), pages 1-21, December.
    3. Masashi Fujita & Mei-Ju May Chen & Doris Rieko Siwak & Shota Sasagawa & Ayako Oosawa-Tatsuguchi & Koji Arihiro & Atsushi Ono & Ryoichi Miura & Kazuhiro Maejima & Hiroshi Aikata & Masaki Ueno & Shinya , 2022. "Proteo-genomic characterization of virus-associated liver cancers reveals potential subtypes and therapeutic targets," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    4. Jonathan P. Ling & Alexei M. Bygrave & Clayton P. Santiago & Rogger P. Carmen-Orozco & Vickie T. Trinh & Minzhong Yu & Yini Li & Ying Liu & Kyra D. Bowden & Leighton H. Duncan & Jeong Han & Kamil Tane, 2022. "Cell-specific regulation of gene expression using splicing-dependent frameshifting," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    5. Lishan Fang & Dane Ford-Roshon & Max Russo & Casey O’Brien & Xiaozhe Xiong & Carino Gurjao & Maximilien Grandclaudon & Srivatsan Raghavan & Steven M. Corsello & Steven A. Carr & Namrata D. Udeshi & Ja, 2022. "RNF43 G659fs is an oncogenic colorectal cancer mutation and sensitizes tumor cells to PI3K/mTOR inhibition," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    6. Jennifer G. Abelin & Erik J. Bergstrom & Keith D. Rivera & Hannah B. Taylor & Susan Klaeger & Charles Xu & Eva K. Verzani & C. Jackson White & Hilina B. Woldemichael & Maya Virshup & Meagan E. Olive &, 2023. "Workflow enabling deepscale immunopeptidome, proteome, ubiquitylome, phosphoproteome, and acetylome analyses of sample-limited tissues," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    7. Yiqun Zhang & Fengju Chen & Darshan S. Chandrashekar & Sooryanarayana Varambally & Chad J. Creighton, 2022. "Proteogenomic characterization of 2002 human cancers reveals pan-cancer molecular subtypes and associated pathways," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    8. Kakushadze, Zura & Yu, Willie, 2016. "Factor models for cancer signatures," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 462(C), pages 527-559.
    9. Roberta Esposito & Andrés Lanzós & Tina Uroda & Sunandini Ramnarayanan & Isabel Büchi & Taisia Polidori & Hugo Guillen-Ramirez & Ante Mihaljevic & Bernard Mefi Merlin & Lia Mela & Eugenio Zoni & Lusin, 2023. "Tumour mutations in long noncoding RNAs enhance cell fitness," Nature Communications, Nature, vol. 14(1), pages 1-21, December.
    10. Caroline Gubser Keller & Youngah Shin & Alex Mas Monteys & Nicole Renaud & Martin Beibel & Natalia Teider & Thomas Peters & Thomas Faller & Sophie St-Cyr & Judith Knehr & Guglielmo Roma & Alejandro Re, 2022. "An orally available, brain penetrant, small molecule lowers huntingtin levels by enhancing pseudoexon inclusion," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    11. Zixiang Wang & Shourong Wang & Junchao Qin & Xiyu Zhang & Gang Lu & Hongbin Liu & Haiyang Guo & Ligang Wu & Victoria O. Shender & Changshun Shao & Beihua Kong & Zhaojian Liu, 2022. "Splicing factor BUD31 promotes ovarian cancer progression through sustaining the expression of anti-apoptotic BCL2L12," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    12. Fengju Chen & Yiqun Zhang & Darshan S. Chandrashekar & Sooryanarayana Varambally & Chad J. Creighton, 2023. "Global impact of somatic structural variation on the cancer proteome," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    13. Gerard Llimos & Vincent Gardeux & Ute Koch & Judith F. Kribelbauer & Antonina Hafner & Daniel Alpern & Joern Pezoldt & Maria Litovchenko & Julie Russeil & Riccardo Dainese & Riccardo Moia & Abdurraouf, 2022. "A leukemia-protective germline variant mediates chromatin module formation via transcription factor nucleation," Nature Communications, Nature, vol. 13(1), pages 1-21, December.
    14. Kang Wang & Ioannis Zerdes & Henrik J. Johansson & Dhifaf Sarhan & Yizhe Sun & Dimitris C. Kanellis & Emmanouil G. Sifakis & Artur Mezheyeuski & Xingrong Liu & Niklas Loman & Ingrid Hedenfalk & Jonas , 2024. "Longitudinal molecular profiling elucidates immunometabolism dynamics in breast cancer," Nature Communications, Nature, vol. 15(1), pages 1-24, December.
    15. María Bueno Álvez & Fredrik Edfors & Kalle Feilitzen & Martin Zwahlen & Adil Mardinoglu & Per-Henrik Edqvist & Tobias Sjöblom & Emma Lundin & Natallia Rameika & Gunilla Enblad & Henrik Lindman & Marti, 2023. "Next generation pan-cancer blood proteome profiling using proximity extension assay," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    16. Othman Al-Sawaf & Can Zhang & Hyun Yong Jin & Sandra Robrecht & Yoonha Choi & Sandhya Balasubramanian & Alex Kotak & Yi Meng Chang & Anna Maria Fink & Eugen Tausch & Christof Schneider & Matthias Ritg, 2023. "Transcriptomic profiles and 5-year results from the randomized CLL14 study of venetoclax plus obinutuzumab versus chlorambucil plus obinutuzumab in chronic lymphocytic leukemia," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    17. Karama Asleh & Gian Luca Negri & Sandra E. Spencer Miko & Shane Colborne & Christopher S. Hughes & Xiu Q. Wang & Dongxia Gao & C. Blake Gilks & Stephen K. L. Chia & Torsten O. Nielsen & Gregg B. Morin, 2022. "Proteomic analysis of archival breast cancer clinical specimens identifies biological subtypes with distinct survival outcomes," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    18. Janek S. Walker & Zachary A. Hing & Steven Sher & James Cronin & Katie Williams & Bonnie Harrington & Jordan N. Skinner & Casey B. Cempre & Charles T. Gregory & Alexander Pan & Max Yano & Larry P. Bea, 2021. "Rare t(X;14)(q28;q32) translocation reveals link between MTCP1 and chronic lymphocytic leukemia," Nature Communications, Nature, vol. 12(1), pages 1-16, December.
    19. Muran Xiao & Shinji Kondo & Masaki Nomura & Shinichiro Kato & Koutarou Nishimura & Weijia Zang & Yifan Zhang & Tomohiro Akashi & Aaron Viny & Tsukasa Shigehiro & Tomokatsu Ikawa & Hiromi Yamazaki & Mi, 2023. "BRD9 determines the cell fate of hematopoietic stem cells by regulating chromatin state," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    20. Yuanyuan Qu & Jinwen Feng & Xiaohui Wu & Lin Bai & Wenhao Xu & Lingli Zhu & Yang Liu & Fujiang Xu & Xuan Zhang & Guojian Yang & Jiacheng Lv & Xiuping Chen & Guo-Hai Shi & Hong-Kai Wang & Da-Long Cao &, 2022. "A proteogenomic analysis of clear cell renal cell carcinoma in a Chinese population," Nature Communications, Nature, vol. 13(1), pages 1-21, 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:13:y:2022:i:1:d:10.1038_s41467-022-33385-8. 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.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with 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.