Single-cell multi-omics analysis reveals IFN-driven alterations in T lymphocytes and natural killer cells in systemic lupus erythematosus [version 1; peer review: 1 approved, 2 approved with reservations]

Background: The characterisation of the peripheral immune system in the autoimmune disease systemic lupus erythematosus (SLE) at the single-cell level has been limited by the reduced sensitivity of current whole-transcriptomic technologies. Here we employ a targeted single-cell multi-omics approach,...

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Main Authors: Dominik Trzupek, Fiona Hamey, Mercede Lee, John A. Todd, Linda S. Wicker, Ricardo C. Ferreira
Format: Article
Language:English
Published: Wellcome 2021-06-01
Series:Wellcome Open Research
Subjects:
Online Access:https://wellcomeopenresearch.org/articles/6-149/v1
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author Dominik Trzupek
Fiona Hamey
Mercede Lee
John A. Todd
Linda S. Wicker
Ricardo C. Ferreira
author_facet Dominik Trzupek
Fiona Hamey
Mercede Lee
John A. Todd
Linda S. Wicker
Ricardo C. Ferreira
author_sort Dominik Trzupek
collection DOAJ
description Background: The characterisation of the peripheral immune system in the autoimmune disease systemic lupus erythematosus (SLE) at the single-cell level has been limited by the reduced sensitivity of current whole-transcriptomic technologies. Here we employ a targeted single-cell multi-omics approach, combining protein and mRNA quantification, to generate a high-resolution map of the T lymphocyte and natural killer (NK) cell populations in blood from SLE patients. Methods: We designed a custom panel to quantify the transcription of 534 genes in parallel with the expression of 51 surface protein targets using the BD Rhapsody AbSeq single-cell system. We applied this technology to profile 20,656 T and NK cells isolated from peripheral blood from an SLE patient with a type I interferon (IFN)-induced gene expression signature (IFNhi), and an age- and sex- matched IFNlow SLE patient and healthy donor. Results: We confirmed the presence of a rare cytotoxic CD4+ T cell (CTL) subset, which was exclusively present in the IFNhi patient. Furthermore, we identified additional alterations consistent with increased immune activation in this patient, most notably a shift towards terminally differentiated CD57+ CD8+ T cell and CD16+ NKdim phenotypes, and the presence of a subset of recently-activated naïve CD4+ T cells. Conclusions: Our results identify IFN-driven changes in the composition and phenotype of T and NK cells that are consistent with a systemic immune activation within the IFNhi patient, and underscore the added resolving power of this multi-omics approach to identify rare immune subsets. Consequently, we were able to find evidence for novel cellular peripheral biomarkers of SLE disease activity, including a subpopulation of CD57+ CD4+ CTLs.
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spelling doaj.art-6f7b8027351748d68ec660fd13021b072022-12-22T03:28:13ZengWellcomeWellcome Open Research2398-502X2021-06-01618624Single-cell multi-omics analysis reveals IFN-driven alterations in T lymphocytes and natural killer cells in systemic lupus erythematosus [version 1; peer review: 1 approved, 2 approved with reservations]Dominik Trzupek0Fiona Hamey1Mercede Lee2John A. Todd3https://orcid.org/0000-0003-2740-8148Linda S. Wicker4Ricardo C. Ferreira5https://orcid.org/0000-0001-5733-3285JDRF/Wellcome Diabetes and Inflammation Laboratory, Wellcome Centre for Human Genetics, Nuffield Department of Medicine, NIHR Oxford Biomedical Research Centre, University of Oxford, Oxford, UKJDRF/Wellcome Diabetes and Inflammation Laboratory, Wellcome Centre for Human Genetics, Nuffield Department of Medicine, NIHR Oxford Biomedical Research Centre, University of Oxford, Oxford, UKJDRF/Wellcome Diabetes and Inflammation Laboratory, Wellcome Centre for Human Genetics, Nuffield Department of Medicine, NIHR Oxford Biomedical Research Centre, University of Oxford, Oxford, UKJDRF/Wellcome Diabetes and Inflammation Laboratory, Wellcome Centre for Human Genetics, Nuffield Department of Medicine, NIHR Oxford Biomedical Research Centre, University of Oxford, Oxford, UKJDRF/Wellcome Diabetes and Inflammation Laboratory, Wellcome Centre for Human Genetics, Nuffield Department of Medicine, NIHR Oxford Biomedical Research Centre, University of Oxford, Oxford, UKJDRF/Wellcome Diabetes and Inflammation Laboratory, Wellcome Centre for Human Genetics, Nuffield Department of Medicine, NIHR Oxford Biomedical Research Centre, University of Oxford, Oxford, UKBackground: The characterisation of the peripheral immune system in the autoimmune disease systemic lupus erythematosus (SLE) at the single-cell level has been limited by the reduced sensitivity of current whole-transcriptomic technologies. Here we employ a targeted single-cell multi-omics approach, combining protein and mRNA quantification, to generate a high-resolution map of the T lymphocyte and natural killer (NK) cell populations in blood from SLE patients. Methods: We designed a custom panel to quantify the transcription of 534 genes in parallel with the expression of 51 surface protein targets using the BD Rhapsody AbSeq single-cell system. We applied this technology to profile 20,656 T and NK cells isolated from peripheral blood from an SLE patient with a type I interferon (IFN)-induced gene expression signature (IFNhi), and an age- and sex- matched IFNlow SLE patient and healthy donor. Results: We confirmed the presence of a rare cytotoxic CD4+ T cell (CTL) subset, which was exclusively present in the IFNhi patient. Furthermore, we identified additional alterations consistent with increased immune activation in this patient, most notably a shift towards terminally differentiated CD57+ CD8+ T cell and CD16+ NKdim phenotypes, and the presence of a subset of recently-activated naïve CD4+ T cells. Conclusions: Our results identify IFN-driven changes in the composition and phenotype of T and NK cells that are consistent with a systemic immune activation within the IFNhi patient, and underscore the added resolving power of this multi-omics approach to identify rare immune subsets. Consequently, we were able to find evidence for novel cellular peripheral biomarkers of SLE disease activity, including a subpopulation of CD57+ CD4+ CTLs.https://wellcomeopenresearch.org/articles/6-149/v1Single-cell RNA-sequencing (scRNA-seq) multi-omics BD Rhapsody AbSeq cytotoxic CD4+ T cells (CTLs) systemic lupus erythematosus (SLE)eng
spellingShingle Dominik Trzupek
Fiona Hamey
Mercede Lee
John A. Todd
Linda S. Wicker
Ricardo C. Ferreira
Single-cell multi-omics analysis reveals IFN-driven alterations in T lymphocytes and natural killer cells in systemic lupus erythematosus [version 1; peer review: 1 approved, 2 approved with reservations]
Wellcome Open Research
Single-cell RNA-sequencing (scRNA-seq)
multi-omics
BD Rhapsody
AbSeq
cytotoxic CD4+ T cells (CTLs)
systemic lupus erythematosus (SLE)
eng
title Single-cell multi-omics analysis reveals IFN-driven alterations in T lymphocytes and natural killer cells in systemic lupus erythematosus [version 1; peer review: 1 approved, 2 approved with reservations]
title_full Single-cell multi-omics analysis reveals IFN-driven alterations in T lymphocytes and natural killer cells in systemic lupus erythematosus [version 1; peer review: 1 approved, 2 approved with reservations]
title_fullStr Single-cell multi-omics analysis reveals IFN-driven alterations in T lymphocytes and natural killer cells in systemic lupus erythematosus [version 1; peer review: 1 approved, 2 approved with reservations]
title_full_unstemmed Single-cell multi-omics analysis reveals IFN-driven alterations in T lymphocytes and natural killer cells in systemic lupus erythematosus [version 1; peer review: 1 approved, 2 approved with reservations]
title_short Single-cell multi-omics analysis reveals IFN-driven alterations in T lymphocytes and natural killer cells in systemic lupus erythematosus [version 1; peer review: 1 approved, 2 approved with reservations]
title_sort single cell multi omics analysis reveals ifn driven alterations in t lymphocytes and natural killer cells in systemic lupus erythematosus version 1 peer review 1 approved 2 approved with reservations
topic Single-cell RNA-sequencing (scRNA-seq)
multi-omics
BD Rhapsody
AbSeq
cytotoxic CD4+ T cells (CTLs)
systemic lupus erythematosus (SLE)
eng
url https://wellcomeopenresearch.org/articles/6-149/v1
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