Transcriptomics

Dataset Information

0

The influence of CLEC5A on early macrophage-mediated inflammation in COPD progression.


ABSTRACT: Methods: This study analyzed lung tissue sequencing data from early-stage COPD patients (GSE47460) and smoke-exposed mice. We employed Weighted Gene Co-Expression Network Analysis (WGCNA) and machine learning to identify potential pathogenic genes. Further analyses included single-cell sequencing from mice and COPD patients to identify gene expression in specific cell subgroups. Cell-chat and pseudo-temporal analyses were conducted, with findings validated in smoke-exposed mice. Additionally, Mendelian randomization (MR) was utilized to verify the relationship between candidate genes and lung function/COPD. Lastly, functional validation was performed in vitro in cell cultures. Results: "Machine learning analysis of 30 differentially expressed genes pinpointed 8 key genes, with CLEC5A identified as a potential pathogenic factor in early COPD. Bioinformatics suggested CLEC5A's role in macrophage-mediated inflammation in COPD. Two-sample Mendelian randomization linked CLEC5A SNPs with FEV1, FEV1/FVC, and emphysema/chronic bronchitis. In vitro, CLEC5A knockdown reduced inflammatory markers in macrophages. Conclusion: Our study identifies CLEC5A as a pivotal gene in early-stage COPD, contributing to its pathogenesis through pro-inflammatory mechanisms. This discovery offers insights for early diagnosis and treatment strategies in COPD, highlighting CLEC5A as a target for further research.

ORGANISM(S): Homo sapiens

PROVIDER: GSE255319 | GEO | 2024/07/21

REPOSITORIES: GEO

Dataset's files

Source:
Action DRS
Other
Items per page:
1 - 1 of 1

Similar Datasets

2024-10-14 | GSE277533 | GEO
2022-10-17 | PXD035120 | Pride
2020-01-22 | E-MTAB-7992 | biostudies-arrayexpress
2008-05-31 | GSE8581 | GEO
2008-06-18 | E-GEOD-8581 | biostudies-arrayexpress
2014-02-28 | E-GEOD-55454 | biostudies-arrayexpress
| PRJNA1074671 | ENA
2023-06-12 | MTBLS6894 | MetaboLights
2024-08-06 | GSE254089 | GEO
2024-08-06 | GSE254088 | GEO