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
相关论文
共 47 条
[1]   Ensembl 2017 [J].
Aken, Bronwen L. ;
Achuthan, Premanand ;
Akanni, Wasiu ;
Amode, M. Ridwan ;
Bernsdorff, Friederike ;
Bhai, Jyothish ;
Billis, Konstantinos ;
Carvalho-Silva, Denise ;
Cummins, Carla ;
Clapham, Peter ;
Gil, Laurent ;
Giron, Carlos Garcia ;
Gordon, Leo ;
Hourlier, Thibaut ;
Hunt, Sarah E. ;
Janacek, Sophie H. ;
Juettemann, Thomas ;
Keenan, Stephen ;
Laird, Matthew R. ;
Lavidas, Ilias ;
Maurel, Thomas ;
McLaren, William ;
Moore, Benjamin ;
Murphy, Daniel N. ;
Nag, Rishi ;
Newman, Victoria ;
Nuhn, Michael ;
Ong, Chuang Kee ;
Parker, Anne ;
Patricio, Mateus ;
Riat, Harpreet Singh ;
Sheppard, Daniel ;
Sparrow, Helen ;
Taylor, Kieron ;
Thormann, Anja ;
Vullo, Alessandro ;
Walts, Brandon ;
Wilder, Steven P. ;
Zadissa, Amonida ;
Kostadima, Myrto ;
Martin, Fergal J. ;
Muffato, Matthieu ;
Perry, Emily ;
Ruffier, Magali ;
Staines, Daniel M. ;
Trevanion, Stephen J. ;
Cunningham, Fiona ;
Yates, Andrew ;
Zerbino, Daniel R. ;
Flicek, Paul .
NUCLEIC ACIDS RESEARCH, 2017, 45 (D1) :D635-D642
[2]   Creb1 regulates late stage mammalian lung development via respiratory epithelial and mesenchymal-independent mechanisms [J].
Antony, N. ;
McDougall, A. R. ;
Mantamadiotis, T. ;
Cole, T. J. ;
Bird, A. D. .
SCIENTIFIC REPORTS, 2016, 6
[3]   Multiple Roles and Interactions of Tbx4 and Tbx5 in Development of the Respiratory System [J].
Arora, Ripla ;
Metzger, Ross J. ;
Papaioannou, Virginia E. .
PLOS GENETICS, 2012, 8 (08)
[4]   STUDY DESIGNS Studying and modelling dynamic biological processes using time-series gene expression data [J].
Bar-Joseph, Ziv ;
Gitter, Anthony ;
Simon, Itamar .
NATURE REVIEWS GENETICS, 2012, 13 (08) :552-564
[5]   Temporal dynamics of the developing lung transcriptome in three common inbred strains of laboratory mice reveals multiple stages of postnatal alveolar development [J].
Beauchemin, Kyle J. ;
Wells, Julie M. ;
Kho, Alvin T. ;
Philip, Vivek M. ;
Kamir, Daniela ;
Kohane, Isaac S. ;
Graben, Joel H. ;
Bult, Carol J. .
PEERJ, 2016, 4
[6]   Control mechanisms of lung alveolar development and their disorders in bronchopulmonary dysplasia [J].
Bourbon, J ;
Boucherat, O ;
Chailley-Heu, B ;
Delacourt, C .
PEDIATRIC RESEARCH, 2005, 57 (05) :38R-46R
[7]   The extracellular calcium-sensing receptor regulates human fetal lung development via CFTR [J].
Brennan, Sarah C. ;
Wilkinson, William J. ;
Tseng, Hsiu-Er ;
Finney, Brenda ;
Monk, Bethan ;
Dibble, Holly ;
Quilliam, Samantha ;
Warburton, David ;
Galietta, Luis J. ;
Kemp, Paul J. ;
Riccardi, Daniela .
SCIENTIFIC REPORTS, 2016, 6
[8]   Integrated proteomic and transcriptomic profiling of mouse lung development and Nmyc target genes [J].
Cox, Brian ;
Kislinger, Thomas ;
Wigle, Dennis A. ;
Kannan, Anitha ;
Brown, Kevin ;
Okubo, Tadashi ;
Hogan, Brigid ;
Jurisica, Igor ;
Frey, Brendan ;
Rossant, Janet ;
Emili, Andrew .
MOLECULAR SYSTEMS BIOLOGY, 2007, 3 (1)
[9]   Alterations in Gene Expression and DNA Methylation during Murine and Human Lung Alveolar Septation [J].
Cuna, Alain ;
Halloran, Brian ;
Faye-Petersen, Ona ;
Kelly, David ;
Crossman, David K. ;
Cui, Xiangqin ;
Pandit, Kusum ;
Kaminski, Naftali ;
Bhattacharya, Soumyaroop ;
Ahmad, Ausaf ;
Mariani, Thomas J. ;
Ambalavanan, Namasivayam .
AMERICAN JOURNAL OF RESPIRATORY CELL AND MOLECULAR BIOLOGY, 2015, 53 (01) :60-73
[10]   iDREM: Interactive visualization of dynamic regulatory networks [J].
Ding, Jun ;
Hagood, James S. ;
Ambalavanan, Namasivayam ;
Kaminski, Naftali ;
Bar-Joseph, Ziv .
PLOS COMPUTATIONAL BIOLOGY, 2018, 14 (03)