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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...
Autores principales: | , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2019
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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. |
format | Online Article Text |
id | pubmed-6715644 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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