Single-cell RNA-seq reveals transcriptomic heterogeneity mediated by host–pathogen dynamics in lymphoblastoid cell lines

Lymphoblastoid cell lines (LCLs) are generated by transforming primary B cells with Epstein–Barr virus (EBV) and are used extensively as model systems in viral oncology, immunology, and human genetics research. In this study, we characterized single-cell transcriptomic profiles of five LCLs and pres...

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Main Authors: Elliott D SoRelle, Joanne Dai, Emmanuela N Bonglack, Emma M Heckenberg, Jeffrey Y Zhou, Stephanie N Giamberardino, Jeffrey A Bailey, Simon G Gregory, Cliburn Chan, Micah A Luftig
Format: Article
Language:English
Published: eLife Sciences Publications Ltd 2021-01-01
Series:eLife
Subjects:
Online Access:https://elifesciences.org/articles/62586
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author Elliott D SoRelle
Joanne Dai
Emmanuela N Bonglack
Emma M Heckenberg
Jeffrey Y Zhou
Stephanie N Giamberardino
Jeffrey A Bailey
Simon G Gregory
Cliburn Chan
Micah A Luftig
author_facet Elliott D SoRelle
Joanne Dai
Emmanuela N Bonglack
Emma M Heckenberg
Jeffrey Y Zhou
Stephanie N Giamberardino
Jeffrey A Bailey
Simon G Gregory
Cliburn Chan
Micah A Luftig
author_sort Elliott D SoRelle
collection DOAJ
description Lymphoblastoid cell lines (LCLs) are generated by transforming primary B cells with Epstein–Barr virus (EBV) and are used extensively as model systems in viral oncology, immunology, and human genetics research. In this study, we characterized single-cell transcriptomic profiles of five LCLs and present a simple discrete-time simulation to explore the influence of stochasticity on LCL clonal evolution. Single-cell RNA sequencing (scRNA-seq) revealed substantial phenotypic heterogeneity within and across LCLs with respect to immunoglobulin isotype; virus-modulated host pathways involved in survival, activation, and differentiation; viral replication state; and oxidative stress. This heterogeneity is likely attributable to intrinsic variance in primary B cells and host–pathogen dynamics. Stochastic simulations demonstrate that initial primary cell heterogeneity, random sampling, time in culture, and even mild differences in phenotype-specific fitness can contribute substantially to dynamic diversity in populations of nominally clonal cells.
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spelling doaj.art-b49ae641f8704cfbb9d4caceb9a133452022-12-22T03:24:18ZengeLife Sciences Publications LtdeLife2050-084X2021-01-011010.7554/eLife.62586Single-cell RNA-seq reveals transcriptomic heterogeneity mediated by host–pathogen dynamics in lymphoblastoid cell linesElliott D SoRelle0https://orcid.org/0000-0002-3362-1028Joanne Dai1https://orcid.org/0000-0002-9879-4704Emmanuela N Bonglack2Emma M Heckenberg3Jeffrey Y Zhou4Stephanie N Giamberardino5Jeffrey A Bailey6Simon G Gregory7Cliburn Chan8Micah A Luftig9https://orcid.org/0000-0002-2964-1907Department of Molecular Genetics and Microbiology, Center for Virology, Duke University School of Medicine, Durham, United States; Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, United StatesDepartment of Molecular Genetics and Microbiology, Center for Virology, Duke University School of Medicine, Durham, United StatesDepartment of Molecular Genetics and Microbiology, Center for Virology, Duke University School of Medicine, Durham, United States; Department of Pharmacology and Cancer Biology, Duke University School of Medicine, Durham, United StatesDepartment of Molecular Genetics and Microbiology, Center for Virology, Duke University School of Medicine, Durham, United StatesDepartment of Medicine, University of Massachusetts Medical School, Worcester, United StatesDuke Molecular Physiology Institute and Department of Neurology, Duke University School of Medicine, Durham, United StatesDepartment of Pathology and Laboratory Medicine, Warren Alpert Medical School, Brown University, Providence, United StatesDuke Molecular Physiology Institute and Department of Neurology, Duke University School of Medicine, Durham, United StatesDepartment of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, United StatesDepartment of Molecular Genetics and Microbiology, Center for Virology, Duke University School of Medicine, Durham, United StatesLymphoblastoid cell lines (LCLs) are generated by transforming primary B cells with Epstein–Barr virus (EBV) and are used extensively as model systems in viral oncology, immunology, and human genetics research. In this study, we characterized single-cell transcriptomic profiles of five LCLs and present a simple discrete-time simulation to explore the influence of stochasticity on LCL clonal evolution. Single-cell RNA sequencing (scRNA-seq) revealed substantial phenotypic heterogeneity within and across LCLs with respect to immunoglobulin isotype; virus-modulated host pathways involved in survival, activation, and differentiation; viral replication state; and oxidative stress. This heterogeneity is likely attributable to intrinsic variance in primary B cells and host–pathogen dynamics. Stochastic simulations demonstrate that initial primary cell heterogeneity, random sampling, time in culture, and even mild differences in phenotype-specific fitness can contribute substantially to dynamic diversity in populations of nominally clonal cells.https://elifesciences.org/articles/62586Epstein-Barr viruslymphoblastoid cell linesvirus infectionNFkappaBB-cell differentiationsystems modeling
spellingShingle Elliott D SoRelle
Joanne Dai
Emmanuela N Bonglack
Emma M Heckenberg
Jeffrey Y Zhou
Stephanie N Giamberardino
Jeffrey A Bailey
Simon G Gregory
Cliburn Chan
Micah A Luftig
Single-cell RNA-seq reveals transcriptomic heterogeneity mediated by host–pathogen dynamics in lymphoblastoid cell lines
eLife
Epstein-Barr virus
lymphoblastoid cell lines
virus infection
NFkappaB
B-cell differentiation
systems modeling
title Single-cell RNA-seq reveals transcriptomic heterogeneity mediated by host–pathogen dynamics in lymphoblastoid cell lines
title_full Single-cell RNA-seq reveals transcriptomic heterogeneity mediated by host–pathogen dynamics in lymphoblastoid cell lines
title_fullStr Single-cell RNA-seq reveals transcriptomic heterogeneity mediated by host–pathogen dynamics in lymphoblastoid cell lines
title_full_unstemmed Single-cell RNA-seq reveals transcriptomic heterogeneity mediated by host–pathogen dynamics in lymphoblastoid cell lines
title_short Single-cell RNA-seq reveals transcriptomic heterogeneity mediated by host–pathogen dynamics in lymphoblastoid cell lines
title_sort single cell rna seq reveals transcriptomic heterogeneity mediated by host pathogen dynamics in lymphoblastoid cell lines
topic Epstein-Barr virus
lymphoblastoid cell lines
virus infection
NFkappaB
B-cell differentiation
systems modeling
url https://elifesciences.org/articles/62586
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