Single-cell RNA-sequencing (scRNA-seq) is revolutionizing our understanding of the genomic, transcriptomic and epigenomic landscapes of cells within organs. The mammalian brain is composed of a complex network of millions to billions of diverse cells with either highly specialized functions or support functions. With scRNA-seq it is possible to comprehensively dissect the cellular heterogeneity of brain cells, and elucidate their specific functions and state. In this review, we describe the current experimental methods used for scRNA-seq. We also review bioinformatic tools and algorithms for data analyses and discuss critical challenges. Additionally, we summarized recent mouse brain scRNA-seq studies and systematically compared their main experimental approaches, computational tools implemented, and important findings. scRNA-seq has allowed researchers to identify diverse cell subpopulations within many brain regions, pinpointing gene signatures and novel cell markers, as well as addressing functional differences. Due to the complexity of the brain, a great deal of work remains to be accomplished. Defining specific brain cell types and functions is critical for understanding brain function as a whole in development, health, and diseases.
机构:
Houston Methodist Res Inst, Dept Nanomed, Houston, TX 77030 USA
Cornell Univ, Weill Med Coll, Dept Cell & Dev Biol, New York, NY 10065 USAHouston Methodist Res Inst, Dept Nanomed, Houston, TX 77030 USA
Zhang, Kai
Gao, Min
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Baylor Coll Med, Dept Mol & Human Genet, Human Genome Sequencing Ctr, Houston, TX 77030 USAHouston Methodist Res Inst, Dept Nanomed, Houston, TX 77030 USA
Gao, Min
Chong, Zechen
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机构:
Univ Texas MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USAHouston Methodist Res Inst, Dept Nanomed, Houston, TX 77030 USA
Chong, Zechen
Li, Ying
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机构:
Houston Methodist Res Inst, Dept Nanomed, Houston, TX 77030 USA
Cornell Univ, Weill Med Coll, Dept Cell & Dev Biol, New York, NY 10065 USAHouston Methodist Res Inst, Dept Nanomed, Houston, TX 77030 USA
Li, Ying
Han, Xin
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Houston Methodist Res Inst, Dept Nanomed, Houston, TX 77030 USA
Cornell Univ, Weill Med Coll, Dept Cell & Dev Biol, New York, NY 10065 USAHouston Methodist Res Inst, Dept Nanomed, Houston, TX 77030 USA
Han, Xin
Chen, Rui
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Baylor Coll Med, Dept Mol & Human Genet, Human Genome Sequencing Ctr, Houston, TX 77030 USAHouston Methodist Res Inst, Dept Nanomed, Houston, TX 77030 USA
Chen, Rui
Qin, Lidong
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机构:
Houston Methodist Res Inst, Dept Nanomed, Houston, TX 77030 USA
Cornell Univ, Weill Med Coll, Dept Cell & Dev Biol, New York, NY 10065 USA
Univ Texas MD Anderson Canc Ctr, Dept Mol & Cellular Oncol, Houston, TX 77030 USAHouston Methodist Res Inst, Dept Nanomed, Houston, TX 77030 USA
机构:
Karolinska Inst, Dept Med Biochem & Biophys, Div Mol Neurobiol, Solnavagen 9, S-17165 Stockholm, SwedenKarolinska Inst, Dept Med Biochem & Biophys, Div Mol Neurobiol, Solnavagen 9, S-17165 Stockholm, Sweden
Vinsland, Elin
Linnarsson, Sten
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Karolinska Inst, Dept Med Biochem & Biophys, Div Mol Neurobiol, Solnavagen 9, S-17165 Stockholm, SwedenKarolinska Inst, Dept Med Biochem & Biophys, Div Mol Neurobiol, Solnavagen 9, S-17165 Stockholm, Sweden