Integrating multiomics longitudinal data to reconstruct networks underlying lung development

被引:18
作者
Ding, Jun [1 ]
Ahangari, Farida [2 ]
Espinoza, Celia R. [3 ]
Chhabra, Divya [3 ,4 ]
Nicola, Teodora [5 ]
Yan, Xiting [2 ]
Lal, Charitharth V. [5 ]
Hagood, James S. [3 ,4 ]
Kaminski, Naftali [2 ]
Bar-Joseph, Ziv [1 ]
Ambalavanan, Namasivayam [5 ]
机构
[1] Carnegie Mellon Univ, Computat Biol Dept, 5000 Forbes Ave, Pittsburgh, PA 15213 USA
[2] Yale Sch Med, Sect Pulm Crit Care & Sleep Med, New Haven, CT USA
[3] Univ Calif San Diego, Dept Pediat, Div Resp Med, La Jolla, CA 92093 USA
[4] Rady Childrens Hosp San Diego, San Diego, CA USA
[5] Univ Alabama Birmingham, Dept Pediat, Div Neonatol, Birmingham, AL USA
关键词
alveolar development; laser capture microdissection; time-series omics data; GENE-EXPRESSION; DNA METHYLATION; CELL; MECHANISMS; REGULATOR; MURINE;
D O I
10.1152/ajplung.00554.2018
中图分类号
Q4 [生理学];
学科分类号
071003 ;
摘要
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.
引用
收藏
页码:L556 / L568
页数:13
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