Single-Cell Transcriptomic Analysis of Human Lung Reveals Complex Multicellular Changes During Pulmonary Fibrosis II
Download from source ↗Dataset overview
Single-Cell Transcriptomic Analysis of Human Lung Provides Insights into the Pathobiology of Pulmonary Fibrosis.
Abstract
<b>Rationale:</b> The contributions of diverse cell populations in the human lung to pulmonary fibrosis pathogenesis are poorly understood. Single-cell RNA sequencing can reveal changes within individual cell populations during pulmonary fibrosis that are important for disease pathogenesis. <b>Objectives:</b> To determine whether single-cell RNA sequencing can reveal disease-related heterogeneity within alveolar macrophages, epithelial cells, or other cell types in lung tissue from subjects with pulmonary fibrosis compared with control subjects. <b>Methods:</b> We performed single-cell RNA sequencing on lung tissue obtained from eight transplant donors and eight recipients with pulmonary fibrosis and on one bronchoscopic cryobiospy sample from a patient with idiopathic pulmonary fibrosis. We validated these data using <i>in situ</i> RNA hybridization, immunohistochemistry, and bulk RNA-sequencing on flow-sorted cells from 22 additional subjects. <b>Measurements and Main Results:</b> We identified a distinct, novel population of profibrotic alveolar macrophages exclusively in patients with fibrosis. Within epithelial cells, the expression of genes involved in Wnt secretion and response was restricted to nonoverlapping cells. We identified rare cell populations including airway stem cells and senescent cells emerging during pulmonary fibrosis. We developed a web-based tool to explore these data. <b>Conclusions:</b> We generated a single-cell atlas of pulmonary fibrosis. Using this atlas, we demonstrated heterogeneity within alveolar macrophages and epithelial cells from subjects with pulmonary fibrosis. These results support the feasibility of discovery-based approaches using next-generation sequencing technologies to identify signaling pathways for targeting in the development of personalized therapies for patients with pulmonary fibrosis.
doi:10.1164/rccm.201712-2410oc ↗ PMID 30554520 ↗ PMC6580683 ↗
Study facts
- Organism
- Homo sapiens
- Platform
- 10x Genomics Chromium Single Cell Controller; Illumina HiSeq 4000
- Age group
- —
- Disease groups
- —
- Anatomical sites
- —
Data availability
- Raw counts
- Processed matrix
File types
H5
Files and samples
- filelist.txt ↗
- GSE122960_RAW.tar ↗
- GSM3489182_Donor_01_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489182_Donor_01_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489183_IPF_01_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489183_IPF_01_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489184_IPF_02_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489184_IPF_02_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489185_Donor_02_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489185_Donor_02_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489186_Cryobiopsy_01_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489186_Cryobiopsy_01_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489187_Donor_03_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489187_Donor_03_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489188_IPF_03_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489188_IPF_03_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489189_Donor_04_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489189_Donor_04_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489190_IPF_04_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489190_IPF_04_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489191_Donor_05_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489191_Donor_05_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489192_HP_01_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489192_HP_01_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489193_Donor_06_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489193_Donor_06_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489194_SSc-ILD_01_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489194_SSc-ILD_01_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489195_Donor_07_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489195_Donor_07_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489196_Myositis-ILD_01_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489196_Myositis-ILD_01_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489197_Donor_08_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489197_Donor_08_raw_gene_bc_matrices_h5.h5 ↗
- GSM3489198_SSc-ILD_02_filtered_gene_bc_matrices_h5.h5 ↗
- GSM3489198_SSc-ILD_02_raw_gene_bc_matrices_h5.h5 ↗
- index.html ↗
- Lung17
| Accession | Sample | Tissue | Molecule |
|---|---|---|---|
GSM3489182 |
Donor_01 | Lung | total RNA |
GSM3489183 |
IPF_01 | Lung | total RNA |
GSM3489184 |
IPF_02 | Lung | total RNA |
GSM3489185 |
Donor_02 | Lung | total RNA |
GSM3489186 |
Cryobiopsy | Lung | total RNA |
GSM3489187 |
Donor_03 | Lung | total RNA |
GSM3489188 |
IPF_03 | Lung | total RNA |
GSM3489189 |
Donor_04 | Lung | total RNA |
GSM3489190 |
IPF_04 | Lung | total RNA |
GSM3489191 |
Donor_05 | Lung | total RNA |
GSM3489192 |
HP_01 | Lung | total RNA |
GSM3489193 |
Donor_06 | Lung | total RNA |
GSM3489194 |
SSc-ILD_01 | Lung | total RNA |
GSM3489195 |
Donor_07 | Lung | total RNA |
GSM3489196 |
Myositis_ILD_01 | Lung | total RNA |
GSM3489197 |
Donor_08 | Lung | total RNA |
GSM3489198 |
SSc-ILD_02 | Lung | total RNA |
Strengths & limitations for reuse
Strengths
- Raw reads are advertised
- Raw counts are advertised
- Processed matrices are advertised
- Participant counts are documented
Limitations
- Not documented: cell metadata are advertised
Extraction evidence & provenance
Each extracted field is shown with the source excerpt and location used to resolve it.
Assay
| Field | Value | Evidence |
|---|---|---|
assay.assay_type |
single-cell RNA sequencing |
single cell RNA-seq libraries were generated Section |
assay.library_chemistry |
10x Genomics 3' V2 chemistry |
10x Genomics, 3' single-cell RNA-seq, V2 chemistry (Protocol CG00052 Rev B). Section |
assay.platform |
10x Genomics Chromium Single Cell Controller; Illumina HiSeq 4000 |
using 3' V2 chemistry kit on Chromium Single cell controller (10x Genomics) Section |
assay.reference_genome |
GRCh38 |
Genome_build: GRCh38 Section |
assay.sequencing_type |
scrna_seq |
single cell RNA-seq libraries were generated Section |
Cohort
| Field | Value | Evidence |
|---|---|---|
cohort.total_participants |
17 |
Single-cell suspensions from eight donor lungs and nine lungs from patients with various forms of pulmonary fibrosis were prepared Section |
Data_Assets
| Field | Value | Evidence |
|---|---|---|
data_assets.processed_matrix |
True |
Supplementary_files_format_and_content: Raw and filtered matrices in HDF5 format. Section |
data_assets.raw_counts |
True |
This GEO submission contains only processed data (raw counts tables in HDF5 format) Section |
data_assets.raw_reads |
True |
raw data (FASTQ files) available from dbGaP/SRA (phs001750.v1.p1). Section |
Specimens
| Field | Value | Evidence |
|---|---|---|
specimens.number_of_samples |
17 |
"n_samples": 17 Section |