When a naive CD8+ T cell encounters an antigen, it proliferates into descendants with identical T cell receptors (TCRs), termed clones. Whether their differentiation toward effector or memory fates is stochastic or TCR-dependent has remained unclear, largely because the vast diversity of TCRs makes individual clones difficult to trace over time. Using single-cell RNA and TCR sequencing in acute LCMV Armstrong infection, we found that clonal distributions in blood reflect those in lymphoid organs, enabling nonlethal longitudinal tracking of clonal evolution. Tracing hundreds of clones, we found that memory clonal distribution is surprisingly uncoupled from early dominance; instead, early central memory precursor frequency predicts memory dominance. Leveraging convergent recombination, we identified clones with identical CDR3 amino acid sequences in mice and found that these natural biological replicates were more likely than chance to adopt similar fates, although substantial clone-to-clone variation remained. Applying the TCR distance algorithm, we further identified dominant motifs associated with enhanced expansion and effector-biased transcriptional programs, extending the TCR’s role in shaping clonal differentiation.
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November 11 2026
Early fate bias and TCR sequence shape CD8+ T cell differentiation and expansion
Ryan J. Brown
,
Ryan J. Brown
*
(Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing - original draft, Writing - review & editing)
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
2Department of Pathology,
Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
3
Center for Human Immunobiology, Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
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Yao Chen
,
Yao Chen
*
(Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing - original draft, Writing - review & editing)
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
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Siying Lin
,
Siying Lin
(Investigation, Resources, Writing - review & editing)
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
2Department of Pathology,
Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
3
Center for Human Immunobiology, Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
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Jian Shen
,
Jian Shen
(Formal analysis, Investigation)
2Department of Pathology,
Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
3
Center for Human Immunobiology, Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
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Moujtaba Y. Kasmani
,
Moujtaba Y. Kasmani
(Formal analysis, Software, Writing - review & editing)
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
4Department of Medicine,
Loyola University Medical Center
, Maywood, IL, USA
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John Attanasio
,
John Attanasio
(Data curation)
5Department of Immunobiology,
Yale School of Medicine
, New Haven, CT, USA
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Maria N. de Menezes
,
Maria N. de Menezes
(Conceptualization, Writing - review & editing)
6
Peter MacCallum Cancer Centre
,Melbourne, Australia
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Achia Khatun
,
Achia Khatun
(Data curation)
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
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Ashley Zhu
,
Ashley Zhu
(Data curation, Software, Visualization, Writing - review & editing)
2Department of Pathology,
Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
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Ian A. Parish
,
Ian A. Parish
(Conceptualization, Methodology, Validation, Writing - review & editing)
6
Peter MacCallum Cancer Centre
,Melbourne, Australia
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Nikhil S. Joshi
,
Nikhil S. Joshi
(Supervision)
5Department of Immunobiology,
Yale School of Medicine
, New Haven, CT, USA
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Anthony E. Zamora
,
Anthony E. Zamora
(Data curation, Formal analysis, Investigation, Resources)
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
7Department of Hematology and Oncology,
Medical College of Wisconsin
, Milwaukee, WI, USA
8Department of Internal Medicine,
University of California Davis
, Sacramento, CA, USA
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Weiguo Cui
(Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Writing - review & editing)
2Department of Pathology,
Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
3
Center for Human Immunobiology, Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
9
Robert H. Lurie Comprehensive Cancer Center of Northwestern University
, Chicago, IL, USA
Correspondence to Weiguo Cui: [email protected]
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Ryan J. Brown
https://orcid.org/0000-0001-9609-3990
Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing - original draft, Writing - review & editing
*
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
2Department of Pathology,
Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
3
Center for Human Immunobiology, Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
Yao Chen
https://orcid.org/0000-0003-1409-5293
Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing - original draft, Writing - review & editing
*
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
Siying Lin
https://orcid.org/0000-0002-9993-7957
Investigation, Resources, Writing - review & editing
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
2Department of Pathology,
Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
3
Center for Human Immunobiology, Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
Jian Shen
https://orcid.org/0000-0001-8398-2318
Formal analysis, Investigation
2Department of Pathology,
Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
3
Center for Human Immunobiology, Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
Moujtaba Y. Kasmani
https://orcid.org/0000-0002-5753-5335
Formal analysis, Software, Writing - review & editing
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
4Department of Medicine,
Loyola University Medical Center
, Maywood, IL, USA
John Attanasio
https://orcid.org/0000-0001-7498-1452
Data curation
5Department of Immunobiology,
Yale School of Medicine
, New Haven, CT, USA
Maria N. de Menezes
https://orcid.org/0000-0003-3231-0620
Conceptualization, Writing - review & editing
6
Peter MacCallum Cancer Centre
,Melbourne, Australia
Achia Khatun
https://orcid.org/0000-0003-0525-4774
Data curation
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
Ashley Zhu
https://orcid.org/0009-0002-9697-6173
Data curation, Software, Visualization, Writing - review & editing
2Department of Pathology,
Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
Ian A. Parish
https://orcid.org/0000-0003-3528-478X
Conceptualization, Methodology, Validation, Writing - review & editing
6
Peter MacCallum Cancer Centre
,Melbourne, Australia
Nikhil S. Joshi
https://orcid.org/0000-0002-7045-7837
Supervision
5Department of Immunobiology,
Yale School of Medicine
, New Haven, CT, USA
Anthony E. Zamora
https://orcid.org/0000-0001-5712-5339
Data curation, Formal analysis, Investigation, Resources
1Department of Microbiology and Immunology,
Medical College of Wisconsin
, Milwaukee, WI, USA
7Department of Hematology and Oncology,
Medical College of Wisconsin
, Milwaukee, WI, USA
8Department of Internal Medicine,
University of California Davis
, Sacramento, CA, USA
Weiguo Cui
https://orcid.org/0000-0003-1562-9218
Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Writing - review & editing
2Department of Pathology,
Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
3
Center for Human Immunobiology, Northwestern University Feinberg School of Medicine
, Chicago, IL, USA
9
Robert H. Lurie Comprehensive Cancer Center of Northwestern University
, Chicago, IL, USA
Correspondence to Weiguo Cui: [email protected]
*
R.J. Brown and Y. Chen contributed equally to this paper.
Disclosures: I. Parish reported grants from AstraZeneca and grants from Roche-Genentech during the conduct of the study. No other disclosures were reported.
Received:
June 16 2026
Revision Received:
August 14 2026
Accepted:
September 28 2026
Online ISSN: 1540-9538
Print ISSN: 0022-1007
Funding
Funder(s):
National Institutes of Health
- Award Id(s): R01AI148403,R21AI180877,R56AI176611
Funder(s):
National Institute of General Medical Sciences
- Award Id(s): T32GM080202
Funder(s):
National Institute of Diabetes and Digestive and Kidney Diseases
- Award Id(s): F30DK127526,F30CA298427
© 2026 Brown et al.
2026
Brown et al.
This article is distributed under the terms as described at https://rupress.org/pages/terms102024/.
J Exp Med (2026) 223 (12): e20261099.
Article history
Received:
June 16 2026
Revision Received:
August 14 2026
Accepted:
September 28 2026
Citation
Ryan J. Brown, Yao Chen, Siying Lin, Jian Shen, Moujtaba Y. Kasmani, John Attanasio, Maria N. de Menezes, Achia Khatun, Ashley Zhu, Ian A. Parish, Nikhil S. Joshi, Anthony E. Zamora, Weiguo Cui; Early fate bias and TCR sequence shape CD8+ T cell differentiation and expansion. J Exp Med 7 December 2026; 223 (12): e20261099. doi: https://doi.org/10.1084/jem.20261099
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