IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-025-56659-3.html
   My bibliography  Save this article

APMAT analysis reveals the association between CD8 T cell receptors, cognate antigen, and T cell phenotype and persistence

Author

Listed:
  • Jingyi Xie

    (Institute for Systems Biology
    University of Washington)

  • Daniel G. Chen

    (Institute for Systems Biology
    Fred Hutchinson Cancer Center)

  • William Chour

    (Institute for Systems Biology)

  • Rachel H. Ng

    (Institute for Systems Biology
    University of Washington)

  • Rongyu Zhang

    (Institute for Systems Biology
    University of Washington)

  • Dan Yuan

    (Institute for Systems Biology
    University of Washington)

  • Jongchan Choi

    (Institute for Systems Biology)

  • Michaela McKasson

    (Institute for Systems Biology)

  • Pamela Troisch

    (Institute for Systems Biology)

  • Brett Smith

    (Institute for Systems Biology)

  • Lesley Jones

    (Institute for Systems Biology)

  • Andrew Webster

    (Institute for Systems Biology)

  • Yusuf Rasheed

    (Institute for Systems Biology)

  • Sarah Li

    (Institute for Systems Biology)

  • Rick Edmark

    (Institute for Systems Biology)

  • Sunga Hong

    (Institute for Systems Biology)

  • Kim M. Murray

    (Institute for Systems Biology)

  • Jennifer K. Logue

    (University of Washington)

  • Nicholas M. Franko

    (University of Washington)

  • Christopher G. Lausted

    (Institute for Systems Biology)

  • Brian Piening

    (Providence Health & Services)

  • Heather Algren

    (Providence Health & Services
    Providence Swedish Medical Center)

  • Julie Wallick

    (Providence Health & Services
    Providence Swedish Medical Center)

  • Andrew T. Magis

    (Institute for Systems Biology)

  • Kino Watanabe

    (University of Washington)

  • Phil Mease

    (Providence Swedish Medical Center)

  • Philip D. Greenberg

    (Fred Hutchinson Cancer Center
    University of Washington
    University of Washington)

  • Helen Chu

    (University of Washington)

  • Jason D. Goldman

    (Fred Hutchinson Cancer Center
    University of Washington
    Providence Health & Services
    Providence Swedish Medical Center)

  • Yapeng Su

    (Institute for Systems Biology
    Fred Hutchinson Cancer Center)

  • James R. Heath

    (Institute for Systems Biology)

Abstract

Elucidating the relationships between a class I peptide antigen, a CD8 T cell receptor (TCR) specific to that antigen, and the T cell phenotype that emerges following antigen stimulation, remains a mostly unsolved problem, largely due to the lack of large data sets that can be mined to resolve such relationships. Here, we describe Antigen-TCR Pairing and Multiomic Analysis of T-cells (APMAT), an integrated experimental-computational framework designed for the high-throughput capture and analysis of CD8 T cells, with paired antigen, TCR sequence, and single-cell transcriptome. Starting with 951 putative antigens representing a comprehensive survey of the SARS-CoV-2 viral proteome, we utilize APMAT for the capture and single cell analysis of CD8 T cells from 62 HLA A*02:01 COVID-19 participants. We leverage this comprehensive dataset to integrate with peptide antigen properties, TCR CDR3 sequences, and T cell phenotypes to show that distinct physicochemical features of the antigen-TCR pairs strongly associate with both T cell phenotype and T cell persistence. This analysis suggests that CD8 T cell phenotype following antigen stimulation is at least partially deterministic, rather than the result of stochastic biological properties.

Suggested Citation

  • Jingyi Xie & Daniel G. Chen & William Chour & Rachel H. Ng & Rongyu Zhang & Dan Yuan & Jongchan Choi & Michaela McKasson & Pamela Troisch & Brett Smith & Lesley Jones & Andrew Webster & Yusuf Rasheed , 2025. "APMAT analysis reveals the association between CD8 T cell receptors, cognate antigen, and T cell phenotype and persistence," Nature Communications, Nature, vol. 16(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-56659-3
    DOI: 10.1038/s41467-025-56659-3
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-025-56659-3
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-025-56659-3?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. Daichao Wu & Alexander Kolesnikov & Rui Yin & Johnathan D. Guest & Ragul Gowthaman & Anton Shmelev & Yana Serdyuk & Dmitry V. Dianov & Grigory A. Efimov & Brian G. Pierce & Roy A. Mariuzza, 2022. "Structural assessment of HLA-A2-restricted SARS-CoV-2 spike epitopes recognized by public and private T-cell receptors," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    2. Sarah Adamo & Jan Michler & Yves Zurbuchen & Carlo Cervia & Patrick Taeschler & Miro E. Raeber & Simona Baghai Sain & Jakob Nilsson & Andreas E. Moor & Onur Boyman, 2022. "Signature of long-lived memory CD8+ T cells in acute SARS-CoV-2 infection," Nature, Nature, vol. 602(7895), pages 148-155, February.
    3. David S. Fischer & Meshal Ansari & Karolin I. Wagner & Sebastian Jarosch & Yiqi Huang & Christoph H. Mayr & Maximilian Strunz & Niklas J. Lang & Elvira D’Ippolito & Monika Hammel & Laura Mateyka & Sim, 2021. "Single-cell RNA sequencing reveals ex vivo signatures of SARS-CoV-2-reactive T cells through ‘reverse phenotyping’," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
    4. Peter A. Szabo & Hanna Mendes Levitin & Michelle Miron & Mark E. Snyder & Takashi Senda & Jinzhou Yuan & Yim Ling Cheng & Erin C. Bush & Pranay Dogra & Puspa Thapa & Donna L. Farber & Peter A. Sims, 2019. "Single-cell transcriptomics of human T cells reveals tissue and activation signatures in health and disease," Nature Communications, Nature, vol. 10(1), pages 1-16, December.
    5. Cristina Puig-Saus & Barbara Sennino & Songming Peng & Clifford L. Wang & Zheng Pan & Benjamin Yuen & Bhamini Purandare & Duo An & Boi B. Quach & Diana Nguyen & Huiming Xia & Sameeha Jilani & Kevin Sh, 2023. "Neoantigen-targeted CD8+ T cell responses with PD-1 blockade therapy," Nature, Nature, vol. 615(7953), pages 697-704, March.
    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. Felix Drost & Yang An & Irene Bonafonte-Pardàs & Lisa M. Dratva & Rik G. H. Lindeboom & Muzlifah Haniffa & Sarah A. Teichmann & Fabian Theis & Mohammad Lotfollahi & Benjamin Schubert, 2024. "Multi-modal generative modeling for joint analysis of single-cell T cell receptor and gene expression data," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    2. Cecily Choy & Joseph Chen & Jiangyuan Li & D. Travis Gallagher & Jian Lu & Daichao Wu & Ainslee Zou & Humza Hemani & Beverly A. Baptiste & Emily Wichmann & Qian Yang & Jeffrey Ciffelo & Rui Yin & Juli, 2023. "SARS-CoV-2 infection establishes a stable and age-independent CD8+ T cell response against a dominant nucleocapsid epitope using restricted T cell receptors," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
    3. Xiaojian Lu & Yanwei Luo & Xichen Nie & Bailing Zhang & Xiaoyan Wang & Ran Li & Guangmin Liu & Qianyin Zhou & Zhizhong Liu & Liqing Fan & James M. Hotaling & Zhe Zhang & Hao Bo & Jingtao Guo, 2023. "Single-cell multi-omics analysis of human testicular germ cell tumor reveals its molecular features and microenvironment," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    4. Jeff DeMartino & Michael T. Meister & Lindy L. Visser & Mariël Brok & Marian J. A. Groot Koerkamp & Amber K. L. Wezenaar & Laura S. Hiemcke-Jiwa & Terezinha Souza & Johannes H. M. Merks & Anne C. Rios, 2023. "Single-cell transcriptomics reveals immune suppression and cell states predictive of patient outcomes in rhabdomyosarcoma," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    5. Osama Al-Dalahmah & Michael G. Argenziano & Adithya Kannan & Aayushi Mahajan & Julia Furnari & Fahad Paryani & Deborah Boyett & Akshay Save & Nelson Humala & Fatima Khan & Juncheng Li & Hong Lu & Yu S, 2023. "Re-convolving the compositional landscape of primary and recurrent glioblastoma reveals prognostic and targetable tissue states," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    6. Nader Atlasy & Anna Bujko & Espen S. Bækkevold & Peter Brazda & Eva Janssen-Megens & Knut E. A. Lundin & Jørgen Jahnsen & Frode L. Jahnsen & Hendrik G. Stunnenberg, 2022. "Single cell transcriptomic analysis of the immune cell compartment in the human small intestine and in Celiac disease," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    7. Anja Fischer & Thomas K. Albert & Natalia Moreno & Marta Interlandi & Jana Mormann & Selina Glaser & Paurnima Patil & Flavia W. Faria & Mathis Richter & Archana Verma & Sebastian T. Balbach & Rabea Wa, 2024. "Lack of SMARCB1 expression characterizes a subset of human and murine peripheral T-cell lymphomas," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    8. Tabea M. Eser & Olga Baranov & Manuel Huth & Mohammed I. M. Ahmed & Flora Deák & Kathrin Held & Luming Lin & Kami Pekayvaz & Alexander Leunig & Leo Nicolai & Georgios Pollakis & Marcus Buggert & David, 2023. "Nucleocapsid-specific T cell responses associate with control of SARS-CoV-2 in the upper airways before seroconversion," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    9. Kaitlyn A. Lagattuta & Hannah L. Park & Laurie Rumker & Kazuyoshi Ishigaki & Aparna Nathan & Soumya Raychaudhuri, 2024. "The genetic basis of autoimmunity seen through the lens of T cell functional traits," Nature Communications, Nature, vol. 15(1), pages 1-6, December.
    10. E. Koncina & M. Nurmik & V. I. Pozdeev & C. Gilson & M. Tsenkova & R. Begaj & S. Stang & A. Gaigneaux & C. Weindorfer & F. Rodriguez & M. Schmoetten & E. Klein & J. Karta & V. S. Atanasova & K. Grzyb , 2023. "IL1R1+ cancer-associated fibroblasts drive tumor development and immunosuppression in colorectal cancer," Nature Communications, Nature, vol. 14(1), pages 1-17, December.
    11. Julia Paczkowska & Ming Tang & Kyle T. Wright & Li Song & Kelsey Luu & Vignesh Shanmugam & Emma L. Welsh & Jason L. Weirather & Naomi Besson & Harrison Olszewski & Billie A. Porter & Kathleen L. Pfaff, 2024. "Cancer-specific innate and adaptive immune rewiring drives resistance to PD-1 blockade in classic Hodgkin lymphoma," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    12. Matthew P. Morrow & Elisabeth Gillespie & Albert Sylvester & Milan R. Amin & Peter C. Belafsky & Simon R. Best & Aaron D. Friedman & Adam M. Klein & David G. Lott & Ted Mau & Randal C. Paniello & Seth, 2025. "DNA immunotherapy for recurrent respiratory papillomatosis (RRP): phase 1/2 study assessing efficacy, safety, and immunogenicity of INO-3107," Nature Communications, Nature, vol. 16(1), pages 1-16, December.
    13. Augusto Faria Andrade & Alva Annett & Elham Karimi & Danai Georgia Topouza & Morteza Rezanejad & Yitong Liu & Michael McNicholas & Eduardo G. Gonzalez Santiago & Dhana Llivichuzhca-Loja & Arne Gehlhaa, 2024. "Immune landscape of oncohistone-mutant gliomas reveals diverse myeloid populations and tumor-promoting function," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    14. Siwei Luo & Amber Notaro & Lan Lin, 2025. "ATLAS-seq: a microfluidic single-cell TCR screen for antigen-reactive TCRs," Nature Communications, Nature, vol. 16(1), pages 1-17, December.
    15. Qi Zhang & Rober Abdo & Cristiana Iosef & Tomonori Kaneko & Matthew Cecchini & Victor K. Han & Shawn Shun-Cheng Li, 2022. "The spatial transcriptomic landscape of non-small cell lung cancer brain metastasis," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    16. Alexandra Argyriou & Marc H. Wadsworth & Adrian Lendvai & Stephen M. Christensen & Aase H. Hensvold & Christina Gerstner & Annika Vollenhoven & Kellie Kravarik & Aaron Winkler & Vivianne Malmström & K, 2022. "Single cell sequencing identifies clonally expanded synovial CD4+ TPH cells expressing GPR56 in rheumatoid arthritis," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    17. Yingyi Huang & Xiang Liu & Shuo Li & Chen Li & Hong-Yan Wang & Qun Liu & Jian-Yang Chen & Yingying Zhang & Yanan Li & Xianghui Zhang & Qian Wang & Kaiqiang Liu & Yu-Yan Liu & Yue Pang & Shanshan Liu &, 2024. "Discovery of an unconventional lamprey lymphocyte lineage highlights divergent features in vertebrate adaptive immune system evolution," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    18. Dhiraj K. Singh & Mushtaq Ahmed & Sadia Akter & Vinay Shivanna & Allison N. Bucşan & Abhishek Mishra & Nadia A. Golden & Peter J. Didier & Lara A. Doyle & Shannan Hall-Ursone & Chad J. Roy & Garima Ar, 2025. "Prevention of tuberculosis in cynomolgus macaques by an attenuated Mycobacterium tuberculosis vaccine candidate," Nature Communications, Nature, vol. 16(1), pages 1-20, 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_s41467-025-56659-3. 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.