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Single cell RNA sequencing identifies IGFBP5 and QKI as ciliated epithelial cell genes associated with severe COPD
BACKGROUND: Whole lung tissue transcriptomic profiling studies in chronic obstructive pulmonary disease (COPD) have led to the identification of several genes associated with the severity of airflow limitation and/or the presence of emphysema, however, the cell types driving these gene expression si...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8022543/ https://www.ncbi.nlm.nih.gov/pubmed/33823868 http://dx.doi.org/10.1186/s12931-021-01675-2 |
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author | Li, Xiuying Noell, Guillaume Tabib, Tracy Gregory, Alyssa D. Trejo Bittar, Humberto E. Vats, Ravi Kaminski, Tomasz W. Sembrat, John Snyder, Mark E. Chandra, Divay Chen, Kong Zou, Chunbin Zhang, Yingze Sundd, Prithu McDyer, John F. Sciurba, Frank Rojas, Mauricio Lafyatis, Robert Shapiro, Steve D. Faner, Rosa Nyunoya, Toru |
author_facet | Li, Xiuying Noell, Guillaume Tabib, Tracy Gregory, Alyssa D. Trejo Bittar, Humberto E. Vats, Ravi Kaminski, Tomasz W. Sembrat, John Snyder, Mark E. Chandra, Divay Chen, Kong Zou, Chunbin Zhang, Yingze Sundd, Prithu McDyer, John F. Sciurba, Frank Rojas, Mauricio Lafyatis, Robert Shapiro, Steve D. Faner, Rosa Nyunoya, Toru |
author_sort | Li, Xiuying |
collection | PubMed |
description | BACKGROUND: Whole lung tissue transcriptomic profiling studies in chronic obstructive pulmonary disease (COPD) have led to the identification of several genes associated with the severity of airflow limitation and/or the presence of emphysema, however, the cell types driving these gene expression signatures remain unidentified. METHODS: To determine cell specific transcriptomic changes in severe COPD, we conducted single-cell RNA sequencing (scRNA seq) on n = 29,961 cells from the peripheral lung parenchymal tissue of nonsmoking subjects without underlying lung disease (n = 3) and patients with severe COPD (n = 3). The cell type composition and cell specific gene expression signature was assessed. Gene set enrichment analysis (GSEA) was used to identify the specific cell types contributing to the previously reported transcriptomic signatures. RESULTS: T-distributed stochastic neighbor embedding and clustering of scRNA seq data revealed a total of 17 distinct populations. Among them, the populations with more differentially expressed genes in cases vs. controls (log fold change >|0.4| and FDR = 0.05) were: monocytes (n = 1499); macrophages (n = 868) and ciliated epithelial cells (n = 590), respectively. Using GSEA, we found that only ciliated and cytotoxic T cells manifested a trend towards enrichment of the previously reported 127 regional emphysema gene signatures (normalized enrichment score [NES] = 1.28 and = 1.33, FDR = 0.085 and = 0.092 respectively). Among the significantly altered genes present in ciliated epithelial cells of the COPD lungs, QKI and IGFBP5 protein levels were also found to be altered in the COPD lungs. CONCLUSIONS: scRNA seq is useful for identifying transcriptional changes and possibly individual protein levels that may contribute to the development of emphysema in a cell-type specific manner. [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12931-021-01675-2. |
format | Online Article Text |
id | pubmed-8022543 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-80225432021-04-07 Single cell RNA sequencing identifies IGFBP5 and QKI as ciliated epithelial cell genes associated with severe COPD Li, Xiuying Noell, Guillaume Tabib, Tracy Gregory, Alyssa D. Trejo Bittar, Humberto E. Vats, Ravi Kaminski, Tomasz W. Sembrat, John Snyder, Mark E. Chandra, Divay Chen, Kong Zou, Chunbin Zhang, Yingze Sundd, Prithu McDyer, John F. Sciurba, Frank Rojas, Mauricio Lafyatis, Robert Shapiro, Steve D. Faner, Rosa Nyunoya, Toru Respir Res Research BACKGROUND: Whole lung tissue transcriptomic profiling studies in chronic obstructive pulmonary disease (COPD) have led to the identification of several genes associated with the severity of airflow limitation and/or the presence of emphysema, however, the cell types driving these gene expression signatures remain unidentified. METHODS: To determine cell specific transcriptomic changes in severe COPD, we conducted single-cell RNA sequencing (scRNA seq) on n = 29,961 cells from the peripheral lung parenchymal tissue of nonsmoking subjects without underlying lung disease (n = 3) and patients with severe COPD (n = 3). The cell type composition and cell specific gene expression signature was assessed. Gene set enrichment analysis (GSEA) was used to identify the specific cell types contributing to the previously reported transcriptomic signatures. RESULTS: T-distributed stochastic neighbor embedding and clustering of scRNA seq data revealed a total of 17 distinct populations. Among them, the populations with more differentially expressed genes in cases vs. controls (log fold change >|0.4| and FDR = 0.05) were: monocytes (n = 1499); macrophages (n = 868) and ciliated epithelial cells (n = 590), respectively. Using GSEA, we found that only ciliated and cytotoxic T cells manifested a trend towards enrichment of the previously reported 127 regional emphysema gene signatures (normalized enrichment score [NES] = 1.28 and = 1.33, FDR = 0.085 and = 0.092 respectively). Among the significantly altered genes present in ciliated epithelial cells of the COPD lungs, QKI and IGFBP5 protein levels were also found to be altered in the COPD lungs. CONCLUSIONS: scRNA seq is useful for identifying transcriptional changes and possibly individual protein levels that may contribute to the development of emphysema in a cell-type specific manner. [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12931-021-01675-2. BioMed Central 2021-04-06 2021 /pmc/articles/PMC8022543/ /pubmed/33823868 http://dx.doi.org/10.1186/s12931-021-01675-2 Text en © The Author(s) 2021 Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Li, Xiuying Noell, Guillaume Tabib, Tracy Gregory, Alyssa D. Trejo Bittar, Humberto E. Vats, Ravi Kaminski, Tomasz W. Sembrat, John Snyder, Mark E. Chandra, Divay Chen, Kong Zou, Chunbin Zhang, Yingze Sundd, Prithu McDyer, John F. Sciurba, Frank Rojas, Mauricio Lafyatis, Robert Shapiro, Steve D. Faner, Rosa Nyunoya, Toru Single cell RNA sequencing identifies IGFBP5 and QKI as ciliated epithelial cell genes associated with severe COPD |
title | Single cell RNA sequencing identifies IGFBP5 and QKI as ciliated epithelial cell genes associated with severe COPD |
title_full | Single cell RNA sequencing identifies IGFBP5 and QKI as ciliated epithelial cell genes associated with severe COPD |
title_fullStr | Single cell RNA sequencing identifies IGFBP5 and QKI as ciliated epithelial cell genes associated with severe COPD |
title_full_unstemmed | Single cell RNA sequencing identifies IGFBP5 and QKI as ciliated epithelial cell genes associated with severe COPD |
title_short | Single cell RNA sequencing identifies IGFBP5 and QKI as ciliated epithelial cell genes associated with severe COPD |
title_sort | single cell rna sequencing identifies igfbp5 and qki as ciliated epithelial cell genes associated with severe copd |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8022543/ https://www.ncbi.nlm.nih.gov/pubmed/33823868 http://dx.doi.org/10.1186/s12931-021-01675-2 |
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