Unsupervised learning techniques reveal heterogeneity in memory CD8+ T cell differentiation following acute, chronic and latent viral infections.

Abstract:

:CD8+ T lymphocytes are critical for the control of gammaherpesvirus latency. To determine how memory CD8+ T cells generated during latency differ from those primed during acute or chronic viral infection, we adoptively transferred naive P14 CD8+ T cells into uninfected recipients, and examined surface proteins, cytokines and transcription factors following infection with the Armstrong (acute) or Clone 13 (chronic) strains of lymphocytic choriomeningitis virus (LCMV), or murine gammaherpesvirus 68 (MHV68) expressing the LCMV epitope DbGP33-41. By performing k-means clustering and generating self organizing maps (SOM), we observed increased short-lived effector-like, CD27lo CD62Llo and Bcl-6lo CD8+ T cells following latent infection. In addition, we found that memory CD8+ T cells from latent primed mice underwent less expansion following adoptive transfer and antigen rechallenge. Data from cluster models were combined and visualized by principal component analysis (PCA) demonstrating memory CD8+ T cells from latent infection occupy an intermediate differentiation space.

journal_name

Virology

journal_title

Virology

authors

Liu M,Barton ES,Jennings RN,Oldenburg DG,Whirry JM,White DW,Grayson JM

doi

10.1016/j.virol.2017.06.018

subject

Has Abstract

pub_date

2017-09-01 00:00:00

pages

266-279

eissn

0042-6822

issn

1096-0341

pii

S0042-6822(17)30195-2

journal_volume

509

pub_type

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