The Unmixing Problem: A Guide to Applying Single-Cell RNA Sequencing to Bone

被引:40
作者
Greenblatt, Matthew B. [1 ,2 ]
Ono, Noriaki [3 ]
Ayturk, Ugur M. [4 ]
Debnath, Shawon [1 ]
Lalani, Sarfaraz [1 ]
机构
[1] Weill Cornell Med, Dept Pathol & Lab Med, LC929a,1300 York Ave, New York, NY 10065 USA
[2] Hosp Special Surg, Res Div, 535 E 70th St, New York, NY 10021 USA
[3] Univ Michigan, Sch Dent, Ann Arbor, MI 48109 USA
[4] Hosp Special Surg, Musculoskeletal Integr Program, 535 E 70th St, New York, NY 10021 USA
关键词
SINGLE-CELL RNA SEQUENCING; MESENCHYMAL STEM CELLS; OSTEOBLASTS; GENOME-WIDE EXPRESSION; GENE-EXPRESSION; RESTING ZONE; SEQ; DIFFERENTIATION; TISSUES; SOX9; RECONSTRUCTION; IDENTIFICATION; SECTIONS;
D O I
10.1002/jbmr.3802
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Bone is composed of a complex mixture of many dynamic cell types. Flow cytometry and in vivo lineage tracing have offered early progress toward deconvoluting this heterogeneous mixture of cells into functionally well-defined populations suitable for further studies. Single-cell sequencing is poised as a key complementary technique to better understand the cellular basis of bone metabolism and development. However, single-cell sequencing approaches still have important limitations, including transcriptional effects of cell isolation and sparse sampling of the transcriptome, that must be considered during experimental design and analysis to harness the power of this approach. Accounting for these limitations requires a deep knowledge of the tissue under study. Therefore, with the emergence of accessible tools for conducting and analyzing single-cell RNA sequencing (scRNA-seq) experiments, bone biologists will be ideal leaders in the application of scRNA-seq to the skeleton. Here we provide an overview of the steps involved with a single-cell sequencing analysis of bone, focusing on practical considerations needed for a successful study. (c) 2019 American Society for Bone and Mineral Research.
引用
收藏
页码:1207 / 1219
页数:13
相关论文
共 100 条
[21]  
Freytag Saskia, 2018, F1000Res, V7, P1297, DOI 10.12688/f1000research.15809.1
[22]   Cellular immunology in a historical perspective [J].
Good, RA .
IMMUNOLOGICAL REVIEWS, 2002, 185 :136-158
[23]   In Vivo Fate Mapping Identifies Mesenchymal Progenitor Cells [J].
Grcevic, Danka ;
Pejda, Slavica ;
Matthews, Brya G. ;
Repic, Dario ;
Wang, Liping ;
Li, Haitao ;
Kronenberg, Mark S. ;
Jiang, Xi ;
Maye, Peter ;
Adams, Douglas J. ;
Rowe, David W. ;
Aguila, Hector L. ;
Kalajzic, Ivo .
STEM CELLS, 2012, 30 (02) :187-196
[24]   RNA-sequencing from single nuclei [J].
Grindberg, Rashel V. ;
Yee-Greenbaum, Joyclyn L. ;
McConnell, Michael J. ;
Novotny, Mark ;
O'Shaughnessy, Andy L. ;
Lambert, Georgina M. ;
Arauzo-Bravo, Marcos J. ;
Lee, Jun ;
Fishman, Max ;
Robbins, Gillian E. ;
Lin, Xiaoying ;
Venepally, Pratap ;
Badger, Jonathan H. ;
Galbraith, David W. ;
Gage, Fred H. ;
Lasken, Roger S. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2013, 110 (49) :19802-19807
[25]   De Novo Prediction of Stem Cell Identity using Single-Cell Transcriptome Data [J].
Grun, Dominic ;
Muraro, Mauro J. ;
Boisset, Jean-Charles ;
Wiebrands, Kay ;
Lyubimova, Anna ;
Dharmadhikari, Gitanjali ;
van den Born, Maaike ;
van Es, Johan ;
Jansen, Erik ;
Clevers, Hans ;
de Koning, Eelco J. P. ;
van Oudenaarden, Alexander .
CELL STEM CELL, 2016, 19 (02) :266-277
[26]   Single-cell messenger RNA sequencing reveals rare intestinal cell types [J].
Grun, Dominic ;
Lyubimova, Anna ;
Kester, Lennart ;
Wiebrands, Kay ;
Basak, Onur ;
Sasaki, Nobuo ;
Clevers, Hans ;
van Oudenaarden, Alexander .
NATURE, 2015, 525 (7568) :251-+
[27]  
Habib N, 2017, NAT METHODS, V14, P955, DOI [10.1038/NMETH.4407, 10.1038/nmeth.4407]
[28]   Div-Seq: Single-nucleus RNA-Seq reveals dynamics of rare adult newborn neurons [J].
Habib, Naomi ;
Li, Yinqing ;
Heidenreich, Matthias ;
Swiech, Lukasz ;
Avraham-Davidi, Inbal ;
Trombetta, John J. ;
Hession, Cynthia ;
Zhang, Feng ;
Regev, Aviv .
SCIENCE, 2016, 353 (6302) :925-928
[29]   Bursty Gene Expression in the Intact Mammalian Liver [J].
Halpern, Keren Bahar ;
Tanami, Sivan ;
Landen, Shanie ;
Chapal, Michal ;
Szlak, Liran ;
Hutzler, Anat ;
Nizhberg, Anna ;
Itzkovitz, Shalev .
MOLECULAR CELL, 2015, 58 (01) :147-156
[30]   CEL-Seq2: sensitive highly-multiplexed single-cell RNA-Seq [J].
Hashimshony, Tamar ;
Senderovich, Naftalie ;
Avital, Gal ;
Klochendler, Agnes ;
de Leeuw, Yaron ;
Anavy, Leon ;
Gennert, Dave ;
Li, Shuqiang ;
Livak, Kenneth J. ;
Rozenblatt-Rosen, Orit ;
Dor, Yuval ;
Regev, Aviv ;
Yanai, Itai .
GENOME BIOLOGY, 2016, 17