EpigeneticsGenomicsPeer-reviewed journal article
DNA methylome-based validation of induced sputum as an effective protocol to study lung immunity: construction of a classifier of pulmonary cell types
Jyotirmoy DasiD, Nina Idh, Liv Ingunn Bjoner SikkelandiD, Jakob PauesiD, Maria LermiD
Abstract
BackgroundFlow cytometry is a classical approach used to define cell types in peripheral blood. While DNA methylation signatures have been extensively employed in recent years as an alternative to flow cytometry to define cell populations in peripheral blood, this approach has not been tested in lung-derived samples. Here, we compared bronchoalveolar lavage with a more cost-effective and less invasive technique based on sputum induction and developed a DNA methylome-based algorithm that can be used to deconvolute the cell types in such samples. ResultsWe analyzed the DNA methylome profiles of alveolar macrophages and lymphocytes cells isolated from the pulmonary compartment. The cells were isolated using two different methods, sputum induction and bronchoalveolar lavage. A strong positive correlation between the DNA methylome profiles of cells obtained with the two isolation methods was observed, and in two of the donors, in which the correlation was best, a later analyses demonstrated that those subjects the samples were consistently derived from the lower part of the lungs. We also identified unique patterns of CpG methylation in DNA obtained from the two cell populations, which can be used as a signature to discriminate between the alveolar macrophages and lymphocytes by means of open-source algorithms. We validated our findings with external data and obtained results consistent with the previous findings. ConclusionsOur analysis opens up a new possibility to identify different cell populations from lung samples and promotes sputum induction as a tool to study immune cell populations from the lung.
- organism: human
- assay: DNA methylation
- research focus: cell type annotation
- approach: statistical model
- Citations
- 10
- FWCI
- 0.71
- Field percentile
- top 35%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Mass cytometry identifies characteristic immune cell subsets in bronchoalveolar lavage fluid from interstitial lung diseases
K. Hata, T. Yanagihara, … I. Okamoto·bioRxiv·Jan 12, 2023
- Application of high dimensional flow cytometry and unsupervised analysis to define the immune cell landscape of early childhood respiratory and blood compartments
S. Shanthikumar, S. C. Ranganathan, … M. R. Neeland·bioRxiv·Mar 21, 2021
- Differentiation of leukocytes in bronchoalveolar lavage fluid samples using higher harmonic generation microscopy and deep learning
L. M. G. van Huizen, M. Blokker, … M. L. Groot·bioRxiv·Dec 12, 2022
- A new tractable method for generating Human Alveolar Macrophage Like cells in vitro to study lung inflammatory processes and diseases
S. Pahari, E. Arnett, … L. S. Schlesinger·bioRxiv·Apr 5, 2023
- Distinct phenotypes and repertoires of bronchoalveolar and airway mucosal T cells in health and allergic asthma
Rod A. Rahimi, Neal Patrick Smith, … Andrew David Luster·Mucosal ImmunologyPeer-reviewed·Jan 9, 2026
- A 14-Color Blue-Violet Laser Restricted Full Spectrum Flow Cytometry Panel for Comprehensive Immunophenotyping of Pulmonary Inflammation in Mouse Bronchoalveolar Lavage Fluid
Arlind B. Mara, Jeremy M. Miller, … Steven J. Geary·bioRxiv·Jan 25, 2026