A single-cell and single-nucleus RNA-Seq toolbox for fresh and frozen human tumors

被引:462
作者
Slyper, Michal [1 ]
Porter, Caroline B. M. [1 ]
Ashenberg, Orr [1 ]
Waldman, Julia [1 ]
Drokhlyansky, Eugene [1 ]
Wakiro, Isaac [2 ,3 ,4 ]
Smillie, Christopher [1 ]
Smith-Rosario, Gabriela [1 ]
Wu, Jingyi [2 ,3 ,4 ]
Dionne, Danielle [1 ]
Vigneau, Sebastien [2 ,3 ,4 ]
Jane-Valbuena, Judit [1 ]
Tickle, Timothy L. [1 ]
Napolitano, Sara [2 ,3 ,4 ]
Su, Mei-Ju [2 ,3 ,4 ]
Patel, Anand G. [5 ,6 ]
Karlstrom, Asa [5 ]
Gritsch, Simon [7 ,8 ,9 ]
Nomura, Masashi [7 ,8 ,9 ]
Waghray, Avinash [10 ]
Gohil, Satyen H. [2 ,3 ]
Tsankov, Alexander M. [1 ,25 ]
Jerby-Arnon, Livnat [1 ]
Cohen, Ofir [2 ,3 ,4 ]
Klughammer, Johanna [1 ]
Rosen, Yanay [1 ]
Gould, Joshua [1 ]
Lan Nguyen [1 ]
Hofree, Matan [1 ]
Tramontozzi, Peter J. [11 ]
Li, Bo [2 ,8 ,12 ]
Wu, Catherine J. [2 ,3 ,8 ,13 ]
Izar, Benjamin [2 ,3 ,4 ,8 ,14 ,15 ,16 ,17 ,26 ,27 ]
Haq, Rizwan [2 ,3 ]
Hodi, F. Stephen [3 ,17 ]
Yoon, Charles H. [3 ,18 ]
Hata, Aaron N. [8 ,13 ,18 ,19 ]
Baker, Suzanne J. [5 ]
Suva, Mario L. [2 ,7 ,8 ,9 ]
Bueno, Raphael [11 ]
Stover, Elizabeth H. [2 ,3 ]
Clay, Michael R. [20 ]
Dyer, Michael A. [5 ,21 ]
Collins, Natalie B. [2 ,22 ,23 ]
Matulonis, Ursula A. [3 ]
Wagle, Nikhil [2 ,3 ,4 ,8 ,13 ]
Johnson, Bruce E. [3 ,4 ]
Rotem, Asaf [2 ,3 ,4 ]
Rozenblatt-Rosen, Orit [1 ]
Regev, Aviv [1 ,21 ,24 ]
机构
[1] Broad Inst MIT & Harvard, Klarman Cell Observ, Cambridge, MA 02142 USA
[2] Broad Inst MIT & Harvard, Cambridge, MA 02142 USA
[3] Dana Farber Canc Inst, Dept Med Oncol, Boston, MA 02115 USA
[4] Dana Farber Canc Inst, Ctr Canc Precis Med, Boston, MA 02115 USA
[5] St Jude Childrens Res Hosp, Dept Dev Neurobiol, 332 N Lauderdale St, Memphis, TN 38105 USA
[6] St Jude Childrens Res Hosp, Dept Oncol, 332 N Lauderdale St, Memphis, TN 38105 USA
[7] Massachusetts Gen Hosp, Dept Pathol, Boston, MA 02114 USA
[8] Harvard Med Sch, Boston, MA 02115 USA
[9] Massachusetts Gen Hosp, Canc Res Ctr, Boston, MA 02114 USA
[10] Massachusetts Gen Hosp, Ctr Regenerat Med, Boston, MA 02114 USA
[11] Brigham & Womens Hosp, Div Thorac Surg, 75 Francis St, Boston, MA 02115 USA
[12] Massachusetts Gen Hosp, Div Rheumatol Allergy & Immunol, Ctr Immunol & Inflammatory Dis, Boston, MA 02114 USA
[13] Brigham & Womens Hosp, Dept Internal Med, 75 Francis St, Boston, MA 02115 USA
[14] Harvard Med Sch, Lab Syst Pharmacol, Boston, MA 02115 USA
[15] Dana Farber Canc Inst, Ctr Immunol & Virol, Boston, MA 02115 USA
[16] Ludwig Ctr Canc Res Harvard, Boston, MA USA
[17] Dana Farber Canc Inst, Melanoma Dis Ctr, Boston, MA 02115 USA
[18] Brigham & Womens Hosp, Dept Surg Oncol, 75 Francis St, Boston, MA 02115 USA
[19] Massachusetts Gen Hosp, Dept Med, Boston, MA 02114 USA
[20] St Jude Childrens Res Hosp, Dept Pathol, 332 N Lauderdale St, Memphis, TN 38105 USA
[21] Howard Hughes Med Inst, Chevy Chase, MD 20815 USA
[22] Dana Farber Canc Inst, Dept Pediat Oncol, Boston, MA 02115 USA
[23] Boston Childrens Hosp, Div Pediat Hematol & Oncol, Boston, MA USA
[24] MIT, Dept Biol, Koch Inst Integrat Canc Res, Cambridge, MA 02139 USA
[25] Icahn Sch Med Mt Sinai, New York, NY 10029 USA
[26] Columbia Univ, Med Ctr, Columbia Ctr Translat Immunol, New York, NY USA
[27] Columbia Univ, Med Ctr, Div Hematol & Oncol, New York, NY USA
基金
美国国家卫生研究院;
关键词
CANCER; DISSOCIATION; EXPRESSION;
D O I
10.1038/s41591-020-0844-1
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
070307 [化学生物学]; 071010 [生物化学与分子生物学];
摘要
Single-cell genomics is essential to chart tumor ecosystems. Although single-cell RNA-Seq (scRNA-Seq) profiles RNA from cells dissociated from fresh tumors, single-nucleus RNA-Seq (snRNA-Seq) is needed to profile frozen or hard-to-dissociate tumors. Each requires customization to different tissue and tumor types, posing a barrier to adoption. Here, we have developed a systematic toolbox for profiling fresh and frozen clinical tumor samples using scRNA-Seq and snRNA-Seq, respectively. We analyzed 216,490 cells and nuclei from 40 samples across 23 specimens spanning eight tumor types of varying tissue and sample characteristics. We evaluated protocols by cell and nucleus quality, recovery rate and cellular composition. scRNA-Seq and snRNA-Seq from matched samples recovered the same cell types, but at different proportions. Our work provides guidance for studies in a broad range of tumors, including criteria for testing and selecting methods from the toolbox for other tumors, thus paving the way for charting tumor atlases.
引用
收藏
页码:792 / +
页数:28
相关论文
共 45 条
[41]
Single-Cell RNA-Seq Reveals AML Hierarchies Relevant to Disease Progression and Immunity [J].
van Galen, Peter ;
Hovestadt, Volker ;
Wadsworth, Marc H., II ;
Hughes, Travis K. ;
Griffin, Gabriel K. ;
Battaglia, Sofia ;
Verga, Julia A. ;
Stephansky, Jason ;
Pastika, Timothy J. ;
Story, Jennifer Lombardi ;
Pinkus, Geraldine S. ;
Pozdnyakova, Olga ;
Galinsky, Ilene ;
Stone, Richard M. ;
Graubert, Timothy A. ;
Shalek, Alex K. ;
Aster, Jon C. ;
Lane, Andrew A. ;
Bernstein, Bradley E. .
CELL, 2019, 176 (06) :1265-+
[42]
Decoupling genetics, lineages, and microenvironment in IDH-mutant gliomas by single-cell RNA-seq [J].
Venteicher, Andrew S. ;
Tirosh, Itay ;
Hebert, Christine ;
Yizhak, Keren ;
Neftel, Cyril ;
Filbin, Mariella G. ;
Hovestadt, Volker ;
Escalante, Leah E. ;
Shaw, McKenzie L. ;
Rodman, Christopher ;
Gillespie, Shawn M. ;
Dionne, Danielle ;
Luo, Christina C. ;
Ravichandran, Hiranmayi ;
Mylvaganam, Ravindra ;
Mount, Christopher ;
Onozato, Maristela L. ;
Nahed, Brian V. ;
Wakimoto, Hiroaki ;
Curry, William T. ;
Iafrate, A. John ;
Rivera, Miguel N. ;
Frosch, Matthew P. ;
Golub, Todd R. ;
Brastianos, Priscilla K. ;
Getz, Gad ;
Patel, Anoop P. ;
Monje, Michelle ;
Cahill, Daniel P. ;
Rozenblatt-Rosen, Orit ;
Louis, David N. ;
Bernstein, Bradley E. ;
Regev, Aviv ;
Suva, Mario L. .
SCIENCE, 2017, 355 (6332)
[43]
SCANPY: large-scale single-cell gene expression data analysis [J].
Wolf, F. Alexander ;
Angerer, Philipp ;
Theis, Fabian J. .
GENOME BIOLOGY, 2018, 19
[44]
Scrublet: Computational Identification of Cell Doublets in Single-Cell Transcriptomic Data [J].
Wolock, Samuel L. ;
Lopez, Romain ;
Klein, Allon M. .
CELL SYSTEMS, 2019, 8 (04) :281-+
[45]
Young M. D., 2018, SOUPX REMOVES AMBIEN, DOI [10.1101/303727V1, DOI 10.1101/303727V1]