» Articles » PMID: 37787611

Diagnosing Viral Infections Through T-Cell Receptor Sequencing of Activated CD8+ T Cells

Abstract

T-cell-based diagnostic tools identify pathogen exposure but lack differentiation between recent and historical exposures in acute infectious diseases. Here, T-cell receptor (TCR) RNA sequencing was performed on HLA-DR+/CD38+CD8+ T-cell subsets of hospitalized coronavirus disease 2019 (COVID-19) patients (n = 30) and healthy controls (n = 30; 10 of whom had previously been exposed to severe acute respiratory syndrome coronavirus 2 [SARS-CoV-2]). CDR3α and CDR3β TCR regions were clustered separately before epitope specificity annotation using a database of SARS-CoV-2-associated CDR3α and CDR3β sequences corresponding to >1000 SARS-CoV-2 epitopes. The depth of the SARS-CoV-2-associated CDR3α/β sequences differentiated COVID-19 patients from the healthy controls with a receiver operating characteristic area under the curve of 0.84 ± 0.10. Hence, annotating TCR sequences of activated CD8+ T cells can be used to diagnose an acute viral infection and discriminate it from historical exposure. In essence, this work presents a new paradigm for applying the T-cell repertoire to accomplish TCR-based diagnostics.

Citing Articles

Simulation of adaptive immune receptors and repertoires with complex immune information to guide the development and benchmarking of AIRR machine learning.

Chernigovskaya M, Pavlovic M, Kanduri C, Gielis S, Robert P, Scheffer L Nucleic Acids Res. 2025; 53(3).

PMID: 39873270 PMC: 11773363. DOI: 10.1093/nar/gkaf025.

References
1.
Hassert M, Wolf K, Rajeh A, Schiebout C, Hoft S, Ahn T . Diagnostic differentiation of Zika and dengue virus exposure by analyzing T cell receptor sequences from peripheral blood of infected HLA-A2 transgenic mice. PLoS Negl Trop Dis. 2020; 14(12):e0008896. PMC: 7738164. DOI: 10.1371/journal.pntd.0008896. View

2.
Davis M, Bjorkman P . T-cell antigen receptor genes and T-cell recognition. Nature. 1988; 334(6181):395-402. DOI: 10.1038/334395a0. View

3.
Grifoni A, Weiskopf D, Ramirez S, Mateus J, Dan J, Rydyznski Moderbacher C . Targets of T Cell Responses to SARS-CoV-2 Coronavirus in Humans with COVID-19 Disease and Unexposed Individuals. Cell. 2020; 181(7):1489-1501.e15. PMC: 7237901. DOI: 10.1016/j.cell.2020.05.015. View

4.
Elyanow R, Snyder T, Dalai S, Gittelman R, Boonyaratanakornkit J, Wald A . T cell receptor sequencing identifies prior SARS-CoV-2 infection and correlates with neutralizing antibodies and disease severity. JCI Insight. 2022; 7(10). PMC: 9220924. DOI: 10.1172/jci.insight.150070. View

5.
Eren M, Chao A, Hwang W, Colwell R . Estimating the richness of a population when the maximum number of classes is fixed: a nonparametric solution to an archaeological problem. PLoS One. 2012; 7(5):e34179. PMC: 3362599. DOI: 10.1371/journal.pone.0034179. View