Your browser doesn't support javascript.
loading
Mostrar: 20 | 50 | 100
Resultados 1 - 1 de 1
Filtrar
Más filtros

Banco de datos
País/Región como asunto
Tipo del documento
País de afiliación
Intervalo de año de publicación
1.
Commun Biol ; 4(1): 488, 2021 04 21.
Artículo en Inglés | MEDLINE | ID: mdl-33883687

RESUMEN

Systemic lupus erythematosus (SLE) is an autoimmune disease in which outcomes vary among different racial groups. We leverage cell-sorted RNA-seq data (CD14+ monocytes, B cells, CD4+ T cells, and NK cells) from 120 SLE patients (63 Asian and 57 White individuals) and apply a four-tier approach including unsupervised clustering, differential expression analyses, gene co-expression analyses, and machine learning to identify SLE subgroups within this multiethnic cohort. K-means clustering on each cell-type resulted in three clusters for CD4 and CD14, and two for B and NK cells. To understand the identified clusters, correlation analysis revealed significant positive associations between the clusters and clinical parameters including disease activity as well as ethnicity. We then explored differentially expressed genes between Asian and White groups for each cell-type. The shared differentially expressed genes across cells were involved in SLE or other autoimmune-related pathways. Co-expression analysis identified similarly regulated genes across samples and grouped these genes into modules. Finally, random forest classification of disease activity in the White and Asian cohorts showed the best classification in CD4+ T cells in White individuals. The results from these analyses will help stratify patients based on their gene expression signatures to enable SLE precision medicine.


Asunto(s)
Lupus Eritematoso Sistémico/etnología , Transcriptoma/inmunología , Asiático/genética , Linfocitos B/inmunología , California , Estudios de Cohortes , Etnicidad/genética , Femenino , Perfilación de la Expresión Génica , Humanos , Células Asesinas Naturales/inmunología , Lupus Eritematoso Sistémico/genética , Masculino , Monocitos/inmunología , Linfocitos T/inmunología , Población Blanca/genética
SELECCIÓN DE REFERENCIAS
DETALLE DE LA BÚSQUEDA