Cargando…

Distinct Single Cell Gene Expression in Peripheral Blood Monocytes Correlates With Tumor Necrosis Factor Inhibitor Treatment Response Groups Defined by Type I Interferon in Rheumatoid Arthritis

Previously, we demonstrated in test and validation cohorts that type I IFN (T1IFN) activity can predict non-response to tumor necrosis factor inhibitors (TNFi) in rheumatoid arthritis (RA). In this study, we examine the biology of non-classical and classical monocytes from RA patients defined by the...

Descripción completa

Detalles Bibliográficos
Autores principales: Wampler Muskardin, Theresa L., Fan, Wei, Jin, Zhongbo, Jensen, Mark A., Dorschner, Jessica M., Ghodke-Puranik, Yogita, Dicke, Betty, Vsetecka, Danielle, Wright, Kerry, Mason, Thomas, Persellin, Scott, Michet, Clement J., Davis, John M., Matteson, Eric, Niewold, Timothy B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7378891/
https://www.ncbi.nlm.nih.gov/pubmed/32765497
http://dx.doi.org/10.3389/fimmu.2020.01384
_version_ 1783562519988666368
author Wampler Muskardin, Theresa L.
Fan, Wei
Jin, Zhongbo
Jensen, Mark A.
Dorschner, Jessica M.
Ghodke-Puranik, Yogita
Dicke, Betty
Vsetecka, Danielle
Wright, Kerry
Mason, Thomas
Persellin, Scott
Michet, Clement J.
Davis, John M.
Matteson, Eric
Niewold, Timothy B.
author_facet Wampler Muskardin, Theresa L.
Fan, Wei
Jin, Zhongbo
Jensen, Mark A.
Dorschner, Jessica M.
Ghodke-Puranik, Yogita
Dicke, Betty
Vsetecka, Danielle
Wright, Kerry
Mason, Thomas
Persellin, Scott
Michet, Clement J.
Davis, John M.
Matteson, Eric
Niewold, Timothy B.
author_sort Wampler Muskardin, Theresa L.
collection PubMed
description Previously, we demonstrated in test and validation cohorts that type I IFN (T1IFN) activity can predict non-response to tumor necrosis factor inhibitors (TNFi) in rheumatoid arthritis (RA). In this study, we examine the biology of non-classical and classical monocytes from RA patients defined by their pre-biologic treatment T1IFN activity. We compared single cell gene expression in purified classical (CL, n = 342) and non-classical (NC, n = 359) monocytes. In our previous work, RA patients who had either high IFNβ/α activity (>1.3) or undetectable T1IFN were likely to have EULAR non-response to TNFi. In this study comparisons were made among patients grouped according to their pre-biologic treatment T1IFN activity as clinically relevant: “T1IFN undetectable (T1IFN ND) or IFNβ/α >1.3” (n = 9) and “T1IFN detectable but IFNβ/α ≤ 1.3” (n = 6). In addition, comparisons were made among patients grouped according to their T1IFN activity itself: “T1IFN ND,” “T1IFN detected and IFNβ/α ≤ 1.3,” and “IFNβ/α >1.3.” Major differences in gene expression were apparent in principal component and unsupervised cluster analyses. CL monocytes from the T1IFN ND or IFNβ/α >1.3 group were unlikely to express JAK1 and IFI27 (p < 0.0001 and p 0.0005, respectively). In NC monocytes from the same group, expression of IFNAR1, IRF1, TNFA, TLR4 (p ≤ 0.0001 for each) and others was enriched. Interestingly, JAK1 expression was absent in CL and NC monocytes from nine patients. This pattern most strongly associated with the IFNβ/α>1.3 group. Differences in gene expression in monocytes among the groups suggest differential IFN pathway activation in RA patients who are either likely to respond or to have no response to TNFi. Additional transcripts enriched in NC cells of those in the T1IFN ND and IFNβ/α >1.3 groups included MYD88, CD86, IRF1, and IL8. This work could suggest key pathways active in biologically defined groups of patients, and potential therapeutic strategies for those patients unlikely to respond to TNFi.
format Online
Article
Text
id pubmed-7378891
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-73788912020-08-05 Distinct Single Cell Gene Expression in Peripheral Blood Monocytes Correlates With Tumor Necrosis Factor Inhibitor Treatment Response Groups Defined by Type I Interferon in Rheumatoid Arthritis Wampler Muskardin, Theresa L. Fan, Wei Jin, Zhongbo Jensen, Mark A. Dorschner, Jessica M. Ghodke-Puranik, Yogita Dicke, Betty Vsetecka, Danielle Wright, Kerry Mason, Thomas Persellin, Scott Michet, Clement J. Davis, John M. Matteson, Eric Niewold, Timothy B. Front Immunol Immunology Previously, we demonstrated in test and validation cohorts that type I IFN (T1IFN) activity can predict non-response to tumor necrosis factor inhibitors (TNFi) in rheumatoid arthritis (RA). In this study, we examine the biology of non-classical and classical monocytes from RA patients defined by their pre-biologic treatment T1IFN activity. We compared single cell gene expression in purified classical (CL, n = 342) and non-classical (NC, n = 359) monocytes. In our previous work, RA patients who had either high IFNβ/α activity (>1.3) or undetectable T1IFN were likely to have EULAR non-response to TNFi. In this study comparisons were made among patients grouped according to their pre-biologic treatment T1IFN activity as clinically relevant: “T1IFN undetectable (T1IFN ND) or IFNβ/α >1.3” (n = 9) and “T1IFN detectable but IFNβ/α ≤ 1.3” (n = 6). In addition, comparisons were made among patients grouped according to their T1IFN activity itself: “T1IFN ND,” “T1IFN detected and IFNβ/α ≤ 1.3,” and “IFNβ/α >1.3.” Major differences in gene expression were apparent in principal component and unsupervised cluster analyses. CL monocytes from the T1IFN ND or IFNβ/α >1.3 group were unlikely to express JAK1 and IFI27 (p < 0.0001 and p 0.0005, respectively). In NC monocytes from the same group, expression of IFNAR1, IRF1, TNFA, TLR4 (p ≤ 0.0001 for each) and others was enriched. Interestingly, JAK1 expression was absent in CL and NC monocytes from nine patients. This pattern most strongly associated with the IFNβ/α>1.3 group. Differences in gene expression in monocytes among the groups suggest differential IFN pathway activation in RA patients who are either likely to respond or to have no response to TNFi. Additional transcripts enriched in NC cells of those in the T1IFN ND and IFNβ/α >1.3 groups included MYD88, CD86, IRF1, and IL8. This work could suggest key pathways active in biologically defined groups of patients, and potential therapeutic strategies for those patients unlikely to respond to TNFi. Frontiers Media S.A. 2020-07-16 /pmc/articles/PMC7378891/ /pubmed/32765497 http://dx.doi.org/10.3389/fimmu.2020.01384 Text en Copyright © 2020 Wampler Muskardin, Fan, Jin, Jensen, Dorschner, Ghodke-Puranik, Dicke, Vsetecka, Wright, Mason, Persellin, Michet, Davis, Matteson and Niewold. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Immunology
Wampler Muskardin, Theresa L.
Fan, Wei
Jin, Zhongbo
Jensen, Mark A.
Dorschner, Jessica M.
Ghodke-Puranik, Yogita
Dicke, Betty
Vsetecka, Danielle
Wright, Kerry
Mason, Thomas
Persellin, Scott
Michet, Clement J.
Davis, John M.
Matteson, Eric
Niewold, Timothy B.
Distinct Single Cell Gene Expression in Peripheral Blood Monocytes Correlates With Tumor Necrosis Factor Inhibitor Treatment Response Groups Defined by Type I Interferon in Rheumatoid Arthritis
title Distinct Single Cell Gene Expression in Peripheral Blood Monocytes Correlates With Tumor Necrosis Factor Inhibitor Treatment Response Groups Defined by Type I Interferon in Rheumatoid Arthritis
title_full Distinct Single Cell Gene Expression in Peripheral Blood Monocytes Correlates With Tumor Necrosis Factor Inhibitor Treatment Response Groups Defined by Type I Interferon in Rheumatoid Arthritis
title_fullStr Distinct Single Cell Gene Expression in Peripheral Blood Monocytes Correlates With Tumor Necrosis Factor Inhibitor Treatment Response Groups Defined by Type I Interferon in Rheumatoid Arthritis
title_full_unstemmed Distinct Single Cell Gene Expression in Peripheral Blood Monocytes Correlates With Tumor Necrosis Factor Inhibitor Treatment Response Groups Defined by Type I Interferon in Rheumatoid Arthritis
title_short Distinct Single Cell Gene Expression in Peripheral Blood Monocytes Correlates With Tumor Necrosis Factor Inhibitor Treatment Response Groups Defined by Type I Interferon in Rheumatoid Arthritis
title_sort distinct single cell gene expression in peripheral blood monocytes correlates with tumor necrosis factor inhibitor treatment response groups defined by type i interferon in rheumatoid arthritis
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7378891/
https://www.ncbi.nlm.nih.gov/pubmed/32765497
http://dx.doi.org/10.3389/fimmu.2020.01384
work_keys_str_mv AT wamplermuskardintheresal distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT fanwei distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT jinzhongbo distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT jensenmarka distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT dorschnerjessicam distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT ghodkepuranikyogita distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT dickebetty distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT vseteckadanielle distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT wrightkerry distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT masonthomas distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT persellinscott distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT michetclementj distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT davisjohnm distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT mattesoneric distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis
AT niewoldtimothyb distinctsinglecellgeneexpressioninperipheralbloodmonocytescorrelateswithtumornecrosisfactorinhibitortreatmentresponsegroupsdefinedbytypeiinterferoninrheumatoidarthritis