The transcriptome of CD14
Summary
Single-cell profiling identified a CD14+ monocyte-derived 230-gene score that consistently predicted outcomes in IPF and was validated across PBMC, BAL, and lung tissue cohorts (overall n=1054). The study traced cellular origin, explored function, and used connectivity mapping and LASSO to propose drug candidates and a parsimonious gene subset.
Key Findings
- A CD14+ monocyte 230-gene up-score predicted IPF outcomes across PBMC, BAL, and lung tissue cohorts (overall n=1054).
- Validation included flow cytometry, independent scRNA-seq datasets, and deconvolution analyses to confirm cellular origin and function.
- Connectivity Map and LASSO identified potential drug candidates and a reduced gene set with prognostic utility.
Clinical Implications
Supports development of blood-based prognostic assays and stratified clinical trials in IPF; may inform selection of patients for aggressive therapy or transplant evaluation.
Why It Matters
Provides a robust, cell-type–specific prognostic signature for IPF spanning blood and lung compartments, enabling risk stratification and therapeutic hypothesis generation.
Limitations
- Observational design; causal mechanisms not directly tested
- Abstract truncation limits access to full quantitative performance metrics in this summary
Future Directions
Prospective clinical validation of a blood-based assay, integration into prognostic models, and interventional trials using the signature for risk stratification.
Study Information
- Study Type
- Cohort
- Research Domain
- Prognosis
- Evidence Level
- III - Observational multi-cohort prognostic study with single-cell and bulk transcriptomics
- Study Design
- OTHER