Integrating multiomics longitudinal data to reconstruct networks underlying lung development

Am J Physiol Lung Cell Mol Physiol. 2019 Nov 1;317(5):L556-L568. doi: 10.1152/ajplung.00554.2018. Epub 2019 Aug 21.

Abstract

A comprehensive understanding of the dynamic regulatory networks that govern postnatal alveolar lung development is still lacking. To construct such a model, we profiled mRNA, microRNA, DNA methylation, and proteomics of developing murine alveoli isolated by laser capture microdissection at 14 predetermined time points. We developed a detailed comprehensive and interactive model that provides information about the major expression trajectories, the regulators of specific key events, and the impact of epigenetic changes. Intersecting the model with single-cell RNA-Seq data led to the identification of active pathways in multiple or individual cell types. We then constructed a similar model for human lung development by profiling time-series human omics data sets. Several key pathways and regulators are shared between the reconstructed models. We experimentally validated the activity of a number of predicted regulators, leading to new insights about the regulation of innate immunity during lung development.

Keywords: alveolar development; laser capture microdissection; time-series omics data.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Animals
  • Animals, Newborn
  • Child
  • Child, Preschool
  • DNA Methylation
  • Epigenesis, Genetic*
  • Female
  • Gene Expression Profiling
  • Gene Expression Regulation, Developmental*
  • Gene Regulatory Networks*
  • High-Throughput Nucleotide Sequencing
  • Humans
  • Immunity, Innate / genetics
  • Infant
  • Infant, Newborn
  • Lung / growth & development
  • Lung / immunology
  • Lung / metabolism*
  • Male
  • Mice
  • Mice, Inbred C57BL
  • MicroRNAs / classification
  • MicroRNAs / genetics
  • MicroRNAs / immunology
  • Organogenesis / genetics
  • Organogenesis / immunology
  • Proteomics / methods*
  • Pulmonary Alveoli / growth & development
  • Pulmonary Alveoli / immunology
  • Pulmonary Alveoli / metabolism*
  • RNA, Messenger / classification
  • RNA, Messenger / genetics
  • RNA, Messenger / immunology
  • Single-Cell Analysis
  • Transcriptome

Substances

  • MicroRNAs
  • RNA, Messenger