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A phenotypic and genomics approach in a multi-ethnic cohort to subtype systemic lupus erythematosus

Systemic lupus erythematous (SLE) is a heterogeneous autoimmune disease in which outcomes vary among different racial groups. Here, we aim to identify SLE subgroups within a multiethnic cohort using an unsupervised clustering approach based on the American College of Rheumatology (ACR) classificatio...

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Autores principales: Lanata, Cristina M., Paranjpe, Ishan, Nititham, Joanne, Taylor, Kimberly E., Gianfrancesco, Milena, Paranjpe, Manish, Andrews, Shan, Chung, Sharon A., Rhead, Brooke, Barcellos, Lisa F., Trupin, Laura, Katz, Patricia, Dall’Era, Maria, Yazdany, Jinoos, Sirota, Marina, Criswell, Lindsey A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6715644/
https://www.ncbi.nlm.nih.gov/pubmed/31467281
http://dx.doi.org/10.1038/s41467-019-11845-y
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author Lanata, Cristina M.
Paranjpe, Ishan
Nititham, Joanne
Taylor, Kimberly E.
Gianfrancesco, Milena
Paranjpe, Manish
Andrews, Shan
Chung, Sharon A.
Rhead, Brooke
Barcellos, Lisa F.
Trupin, Laura
Katz, Patricia
Dall’Era, Maria
Yazdany, Jinoos
Sirota, Marina
Criswell, Lindsey A.
author_facet Lanata, Cristina M.
Paranjpe, Ishan
Nititham, Joanne
Taylor, Kimberly E.
Gianfrancesco, Milena
Paranjpe, Manish
Andrews, Shan
Chung, Sharon A.
Rhead, Brooke
Barcellos, Lisa F.
Trupin, Laura
Katz, Patricia
Dall’Era, Maria
Yazdany, Jinoos
Sirota, Marina
Criswell, Lindsey A.
author_sort Lanata, Cristina M.
collection PubMed
description Systemic lupus erythematous (SLE) is a heterogeneous autoimmune disease in which outcomes vary among different racial groups. Here, we aim to identify SLE subgroups within a multiethnic cohort using an unsupervised clustering approach based on the American College of Rheumatology (ACR) classification criteria. We identify three patient clusters that vary according to disease severity. Methylation association analysis identifies a set of 256 differentially methylated CpGs across clusters, including 101 CpGs in genes in the Type I Interferon pathway, and we validate these associations in an external cohort. A cis-methylation quantitative trait loci analysis identifies 744 significant CpG-SNP pairs. The methylation signature is enriched for ethnic-associated CpGs suggesting that genetic and non-genetic factors may drive outcomes and ethnic-associated methylation differences. Our computational approach highlights molecular differences associated with clusters rather than single outcome measures. This work demonstrates the utility of applying integrative methods to address clinical heterogeneity in multifactorial multi-ethnic disease settings.
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spelling pubmed-67156442019-09-03 A phenotypic and genomics approach in a multi-ethnic cohort to subtype systemic lupus erythematosus Lanata, Cristina M. Paranjpe, Ishan Nititham, Joanne Taylor, Kimberly E. Gianfrancesco, Milena Paranjpe, Manish Andrews, Shan Chung, Sharon A. Rhead, Brooke Barcellos, Lisa F. Trupin, Laura Katz, Patricia Dall’Era, Maria Yazdany, Jinoos Sirota, Marina Criswell, Lindsey A. Nat Commun Article Systemic lupus erythematous (SLE) is a heterogeneous autoimmune disease in which outcomes vary among different racial groups. Here, we aim to identify SLE subgroups within a multiethnic cohort using an unsupervised clustering approach based on the American College of Rheumatology (ACR) classification criteria. We identify three patient clusters that vary according to disease severity. Methylation association analysis identifies a set of 256 differentially methylated CpGs across clusters, including 101 CpGs in genes in the Type I Interferon pathway, and we validate these associations in an external cohort. A cis-methylation quantitative trait loci analysis identifies 744 significant CpG-SNP pairs. The methylation signature is enriched for ethnic-associated CpGs suggesting that genetic and non-genetic factors may drive outcomes and ethnic-associated methylation differences. Our computational approach highlights molecular differences associated with clusters rather than single outcome measures. This work demonstrates the utility of applying integrative methods to address clinical heterogeneity in multifactorial multi-ethnic disease settings. Nature Publishing Group UK 2019-08-29 /pmc/articles/PMC6715644/ /pubmed/31467281 http://dx.doi.org/10.1038/s41467-019-11845-y Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Lanata, Cristina M.
Paranjpe, Ishan
Nititham, Joanne
Taylor, Kimberly E.
Gianfrancesco, Milena
Paranjpe, Manish
Andrews, Shan
Chung, Sharon A.
Rhead, Brooke
Barcellos, Lisa F.
Trupin, Laura
Katz, Patricia
Dall’Era, Maria
Yazdany, Jinoos
Sirota, Marina
Criswell, Lindsey A.
A phenotypic and genomics approach in a multi-ethnic cohort to subtype systemic lupus erythematosus
title A phenotypic and genomics approach in a multi-ethnic cohort to subtype systemic lupus erythematosus
title_full A phenotypic and genomics approach in a multi-ethnic cohort to subtype systemic lupus erythematosus
title_fullStr A phenotypic and genomics approach in a multi-ethnic cohort to subtype systemic lupus erythematosus
title_full_unstemmed A phenotypic and genomics approach in a multi-ethnic cohort to subtype systemic lupus erythematosus
title_short A phenotypic and genomics approach in a multi-ethnic cohort to subtype systemic lupus erythematosus
title_sort phenotypic and genomics approach in a multi-ethnic cohort to subtype systemic lupus erythematosus
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6715644/
https://www.ncbi.nlm.nih.gov/pubmed/31467281
http://dx.doi.org/10.1038/s41467-019-11845-y
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