Science Advances · 2019 · 242 citations · 42 references
Life SciencesCell BiologyPhysiologyMolecular Cell BiologyNetwork BiologySingle-cell BioinformaticsCell-cell Communication AnalysisSingle-cell AnalysisSingle-cell ClusteringSingle-cell GenomicsSingle-cell Rna Sequencing AnalysisSingle-cell TranscriptomicsSingle-cell Functional GenomicsSingle-cell Network InferenceSingle-cell Network Visualization
Efforts to decipher chronic lung disease and to reconstitute functional lung tissue through regenerative medicine have been hampered by an incomplete understanding of cell-cell interactions governing tissue homeostasis. Because the structure of mammalian lungs is highly conserved at the histologic level, we hypothesized that there are evolutionarily conserved homeostatic mechanisms that keep the fine architecture of the lung in balance. We have leveraged single-cell RNA sequencing techniques to identify conserved patterns of cell-cell cross-talk in adult mammalian lungs, analyzing mouse, rat, pig, and human pulmonary tissues. Specific stereotyped functional roles for each cell type in the distal lung are observed, with alveolar type I cells having a major role in the regulation of tissue homeostasis. This paper provides a systems-level portrait of signaling between alveolar cell populations. These methods may be applicable to other organs, providing a roadmap for identifying key pathways governing pathophysiology and informing regenerative efforts.
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STAR: ultrafast universal RNA-seq aligner
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Tissue-based map of the human proteome
Mathias Uhlén, Linn Fagerberg, Björn M. Hallström et al. · Science · 2015 · 15.9K citations · Full text
Complex network measures of brain connectivity: Uses and interpretations
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