IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-024-54654-8.html
   My bibliography  Save this article

Functional proteoform group deconvolution reveals a broader spectrum of ibrutinib off-targets

Author

Listed:
  • Isabelle Rose Leo

    (Science for Life Laboratory)

  • Elena Kunold

    (Science for Life Laboratory
    Evotec International GmbH)

  • Anastasia Audrey

    (University Medical Center Groningen)

  • Marianna Tampere

    (Science for Life Laboratory)

  • Jürgen Eirich

    (University of Münster)

  • Janne Lehtiö

    (Science for Life Laboratory)

  • Rozbeh Jafari

    (Science for Life Laboratory)

Abstract

Proteome-wide profiling has revealed that targeted drugs can have complex protein interaction landscapes. However, it’s a challenge to profile drug targets while systematically accounting for the dynamic protein variations that produce populations of multiple proteoforms. We address this problem by combining thermal proteome profiling (TPP) with functional proteoform group detection to refine the target landscape of ibrutinib. In addition to known targets, we implicate additional specific functional proteoform groups linking ibrutinib to mechanisms in immunomodulation and cellular processes like Golgi trafficking, endosomal trafficking, and glycosylation. Further, we identify variability in functional proteoform group profiles in a CLL cohort, linked to treatment status and ex vivo response and resistance. This offers deeper insights into the impacts of functional proteoform groups in a clinical treatment setting and suggests complex biological effects linked to off-target engagement. These results provide a framework for interpreting clinically observed off-target processes and adverse events, highlighting the importance of functional proteoform group-level deconvolution in understanding drug interactions and their functional impacts with potential applications in precision medicine.

Suggested Citation

  • Isabelle Rose Leo & Elena Kunold & Anastasia Audrey & Marianna Tampere & Jürgen Eirich & Janne Lehtiö & Rozbeh Jafari, 2025. "Functional proteoform group deconvolution reveals a broader spectrum of ibrutinib off-targets," Nature Communications, Nature, vol. 16(1), pages 1-17, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-024-54654-8
    DOI: 10.1038/s41467-024-54654-8
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-024-54654-8
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-024-54654-8?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. Megan J. Bywater & Deborah L. Burkhart & Jasmin Straube & Arianna Sabò & Vera Pendino & James E. Hudson & Gregory A. Quaife-Ryan & Enzo R. Porrello & James Rae & Robert G. Parton & Theresia R. Kress &, 2020. "Reactivation of Myc transcription in the mouse heart unlocks its proliferative capacity," Nature Communications, Nature, vol. 11(1), pages 1-17, December.
    2. Ruedi Aebersold & Matthias Mann, 2016. "Mass-spectrometric exploration of proteome structure and function," Nature, Nature, vol. 537(7620), pages 347-355, September.
    3. Poulikos I. Poulikakos & Yogindra Persaud & Manickam Janakiraman & Xiangju Kong & Charles Ng & Gatien Moriceau & Hubing Shi & Mohammad Atefi & Bjoern Titz & May Tal Gabay & Maayan Salton & Kimberly B., 2011. "RAF inhibitor resistance is mediated by dimerization of aberrantly spliced BRAF(V600E)," Nature, Nature, vol. 480(7377), pages 387-390, December.
    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. Casimir Bamberger & Salvador Martínez-Bartolomé & Miranda Montgomery & Sandra Pankow & John D. Hulleman & Jeffery W. Kelly & John R. Yates, 2018. "Deducing the presence of proteins and proteoforms in quantitative proteomics," Nature Communications, Nature, vol. 9(1), pages 1-12, December.
    6. John C. Tran & Leonid Zamdborg & Dorothy R. Ahlf & Ji Eun Lee & Adam D. Catherman & Kenneth R. Durbin & Jeremiah D. Tipton & Adaikkalam Vellaichamy & John F. Kellie & Mingxi Li & Cong Wu & Steve M. M., 2011. "Mapping intact protein isoforms in discovery mode using top-down proteomics," Nature, Nature, vol. 480(7376), pages 254-258, December.
    7. Kenichi Yoshida & Masashi Sanada & Yuichi Shiraishi & Daniel Nowak & Yasunobu Nagata & Ryo Yamamoto & Yusuke Sato & Aiko Sato-Otsubo & Ayana Kon & Masao Nagasaki & George Chalkidis & Yutaka Suzuki & M, 2011. "Frequent pathway mutations of splicing machinery in myelodysplasia," Nature, Nature, vol. 478(7367), pages 64-69, October.
    8. Isabell Bludau & Max Frank & Christian Dörig & Yujia Cai & Moritz Heusel & George Rosenberger & Paola Picotti & Ben C. Collins & Hannes Röst & Ruedi Aebersold, 2021. "Systematic detection of functional proteoform groups from bottom-up proteomic datasets," Nature Communications, Nature, vol. 12(1), pages 1-18, December.
    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. Gaopeng Hou & Wandy Beatty & Lili Ren & Yaw Shin Ooi & Juhee Son & Yinxing Zhu & Qingyu Sheng & Wanyi Huang & Dian Li & Constin Liu & Olivia L. Welsh & Danica M. Sutherland & Terence S. Dermody & Chen, 2025. "SAMD9 senses cytosolic double-stranded nucleic acids in epithelial and mesenchymal cells to induce antiviral immunity," Nature Communications, Nature, vol. 16(1), pages 1-22, December.
    2. Henry Webel & Lili Niu & Annelaura Bach Nielsen & Marie Locard-Paulet & Matthias Mann & Lars Juhl Jensen & Simon Rasmussen, 2024. "Imputation of label-free quantitative mass spectrometry-based proteomics data using self-supervised deep learning," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    3. Natalia Pardo-Lorente & Anestis Gkanogiannis & Luca Cozzuto & Antoni Gañez Zapater & Lorena Espinar & Ritobrata Ghose & Jacqueline Severino & Laura García-López & Rabia Gül Aydin & Laura Martin & Mari, 2024. "Nuclear localization of MTHFD2 is required for correct mitosis progression," Nature Communications, Nature, vol. 15(1), pages 1-23, December.
    4. Nadege Gitego & Bogos Agianian & Oi Wei Mak & Vasantha Kumar MV & Emily H. Cheng & Evripidis Gavathiotis, 2023. "Chemical modulation of cytosolic BAX homodimer potentiates BAX activation and apoptosis," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    5. Manish Kumar & David Molkentine & Jessica Molkentine & Kathleen Bridges & Tongxin Xie & Liangpeng Yang & Andrew Hefner & Meng Gao & Reshub Bahri & Annika Dhawan & Mitchell J. Frederick & Sahil Seth & , 2021. "Inhibition of histone acetyltransferase function radiosensitizes CREBBP/EP300 mutants via repression of homologous recombination, potentially targeting a gain of function," Nature Communications, Nature, vol. 12(1), pages 1-16, December.
    6. Feng Wang & Yang Xu & Robert Wang & Beatrice Zhang & Noah Smith & Amber Notaro & Samantha Gaerlan & Eric Kutschera & Kathryn E. Kadash-Edmondson & Yi Xing & Lan Lin, 2023. "TEQUILA-seq: a versatile and low-cost method for targeted long-read RNA sequencing," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    7. Patricia González-Rodríguez & Daniel J. Klionsky & Bertrand Joseph, 2022. "Autophagy regulation by RNA alternative splicing and implications in human diseases," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    8. C. Megan Young & Laurent Beziaud & Pierre Dessen & Angela Madurga Alonso & Albert Santamaria-Martínez & Joerg Huelsken, 2023. "Metabolic dependencies of metastasis-initiating cells in female breast cancer," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    9. Gholamreza Safaee Ardekani & Seyed Mehdi Jafarnejad & Larry Tan & Ardavan Saeedi & Gang Li, 2012. "The Prognostic Value of BRAF Mutation in Colorectal Cancer and Melanoma: A Systematic Review and Meta-Analysis," PLOS ONE, Public Library of Science, vol. 7(10), pages 1-10, October.
    10. Christopher Tosh & Mauricio Tec & Jessica B. White & Jeffrey F. Quinn & Glorymar Ibanez Sanchez & Paul Calder & Andrew L. Kung & Filemon S. Dela Cruz & Wesley Tansey, 2025. "A Bayesian active learning platform for scalable combination drug screens," Nature Communications, Nature, vol. 16(1), pages 1-18, December.
    11. Miquel Anglada-Girotto & Ludovica Ciampi & Sophie Bonnal & Sarah A. Head & Samuel Miravet-Verde & Luis Serrano, 2024. "In silico RNA isoform screening to identify potential cancer driver exons with therapeutic applications," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
    12. Yongqiang Zheng & Kai Yu & Jin-Fei Lin & Zhuoran Liang & Qingfeng Zhang & Junteng Li & Qi-Nian Wu & Cai-Yun He & Mei Lin & Qi Zhao & Zhi-Xiang Zuo & Huai-Qiang Ju & Rui-Hua Xu & Ze-Xian Liu, 2025. "Deep learning prioritizes cancer mutations that alter protein nucleocytoplasmic shuttling to drive tumorigenesis," Nature Communications, Nature, vol. 16(1), pages 1-19, December.
    13. Nicole M. Sodir & Luca Pellegrinet & Roderik M. Kortlever & Tania Campos & Yong-Won Kwon & Shinseog Kim & Daniel Garcia & Alessandra Perfetto & Panayiotis Anastasiou & Lamorna Brown Swigart & Mark J. , 2022. "Reversible Myc hypomorphism identifies a key Myc-dependency in early cancer evolution," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    14. Fei Li & Yizhe Wang & Inah Hwang & Ja-Young Jang & Libo Xu & Zhong Deng & Eun Young Yu & Yiming Cai & Caizhi Wu & Zhenbo Han & Yu-Han Huang & Xiangao Huang & Ling Zhang & Jun Yao & Neal F. Lue & Paul , 2023. "Histone demethylase KDM2A is a selective vulnerability of cancers relying on alternative telomere maintenance," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    15. Rebecca J. Austin & Jasmin Straube & Rohit Halder & Yashaswini Janardhanan & Claudia Bruedigam & Matthew Witkowski & Leanne Cooper & Amy Porter & Matthias Braun & Fernando Souza-Fonseca-Guimaraes & Si, 2023. "Oncogenic drivers dictate immune control of acute myeloid leukemia," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    16. Dohoon Lee & Bonil Koo & Seokhyeon Kim & Jamin Byun & Junshik Hong & Dong-Yeop Shin & Choong-Hyun Sun & Jaesung Kim & Ji-Joon Song & Siddhartha Jaiswal & Sung-Soo Yoon & Sun Kim & Youngil Koh, 2025. "Increased local DNA methylation disorder in AMLs with DNMT3A-destabilizing variants and its clinical implication," Nature Communications, Nature, vol. 16(1), pages 1-15, December.
    17. Veronica Rendo & Michael Schubert & Nicholas Khuu & Maria F. Suarez Peredo Rodriguez & Declan Whyte & Xiao Ling & Anouk Brink & Kaimeng Huang & Michelle Swift & Yizhou He & Johanna Zerbib & Ross Smith, 2025. "A compendium of Amplification-Related Gain Of Sensitivity genes in human cancer," Nature Communications, Nature, vol. 16(1), pages 1-18, December.
    18. Mariela Cortés-López & Laura Schulz & Mihaela Enculescu & Claudia Paret & Bea Spiekermann & Mathieu Quesnel-Vallières & Manuel Torres-Diz & Sebastian Unic & Anke Busch & Anna Orekhova & Monika Kuban &, 2022. "High-throughput mutagenesis identifies mutations and RNA-binding proteins controlling CD19 splicing and CART-19 therapy resistance," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
    19. Yanli Liu & Zhong Wu & Jin Zhou & Dinesh K. A. Ramadurai & Katelyn L. Mortenson & Estrella Aguilera-Jimenez & Yifei Yan & Xiaojun Yang & Alison M. Taylor & Katherine E. Varley & Jason Gertz & Peter S., 2021. "A predominant enhancer co-amplified with the SOX2 oncogene is necessary and sufficient for its expression in squamous cancer," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
    20. Sofani Tafesse Gebreyesus & Asad Ali Siyal & Reta Birhanu Kitata & Eric Sheng-Wen Chen & Bayarmaa Enkhbayar & Takashi Angata & Kuo-I Lin & Yu-Ju Chen & Hsiung-Lin Tu, 2022. "Streamlined single-cell proteomics by an integrated microfluidic chip and data-independent acquisition mass spectrometry," Nature Communications, Nature, vol. 13(1), pages 1-13, 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:16:y:2025:i:1:d:10.1038_s41467-024-54654-8. 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.