Spatial CRISPR genomics identifies regulators of the tumor microenvironment

被引:160
作者
Dhainaut, Maxime [1 ,2 ,3 ,4 ]
Rose, Samuel A. [2 ,5 ]
Akturk, Guray [1 ,3 ]
Wroblewska, Aleksandra [1 ,2 ]
Nielsen, Sebastian R. [1 ,2 ]
Park, Eun Sook [2 ,4 ]
Buckup, Mark [1 ]
Roudko, Vladimir [1 ,3 ]
Pia, Luisanna [1 ,2 ]
Sweeney, Robert [1 ]
Le Berichel, Jessica [1 ]
Wilk, C. Matthias [1 ]
Bektesevic, Anela [1 ,2 ]
Lee, Brian H. [1 ]
Bhardwaj, Nina [1 ,3 ]
Rahman, Adeeb H. [1 ,3 ]
Baccarini, Alessia [1 ,2 ]
Gnjatic, Sacha [1 ,3 ]
Pe'er, Dana [5 ]
Merad, Miriam [1 ,3 ,6 ]
Brown, Brian D. [1 ,2 ,3 ,4 ]
机构
[1] Icahn Sch Med Mt Sinai, Precis Immunol Inst, New York, NY 10029 USA
[2] Icahn Sch Med Mt Sinai, Icahn Genom Inst, New York, NY 10029 USA
[3] Icahn Sch Med Mt Sinai, Tisch Canc Inst, New York, NY 10029 USA
[4] Icahn Sch Med Mt Sinai, Dept Genet & Genom Sci, New York, NY 10029 USA
[5] Mem Sloan Kettering Canc Ctr, Computat & Syst Biol Program, 1275 York Ave, New York, NY 10021 USA
[6] Icahn Sch Med Mt Sinai, Ctr Excellence Thorac Oncol, New York, NY 10029 USA
关键词
LUNG ADENOCARCINOMA; POOLED SCREENS; CANCER; RESISTANCE; RECEPTOR; ACTIVATION; EXPRESSION; PROTEINS; CIRCUITS; BLOCKADE;
D O I
10.1016/j.cell.2022.02.015
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
While CRISPR screens are helping uncover genes regulating many cell-intrinsic processes, existing approaches are suboptimal for identifying extracellular gene functions, particularly in the tissue context. Here, we developed an approach for spatial functional genomics called Perturb-map. We applied Perturb-map to knock out dozens of genes in parallel in a mouse model of lung cancer and simultaneously assessed how each knockout influenced tumor growth, histopathology, and immune composition. Moreover, we paired Perturb-map and spatial transcriptomics for unbiased analysis of CRISPR-edited tumors. We found that in Tgfbr2 knockout tumors, the tumor microenvironment (TME) was converted to a fibro-mucinous state, and T cells excluded, concomitant with upregulated TGF beta and TGF beta-mediated fibroblast activation, indicating that TGF beta-receptor loss on cancer cells increased TGFI bioavailability and its immunosuppressive effects on the TME. These studies establish Perturb-map for functional genomics within the tissue at single-cell resolution with spatial architecture preserved and provide insight into how TGF beta responsiveness of cancer cells can affect the TME.
引用
收藏
页码:1223 / +
页数:38
相关论文
共 71 条
[1]
A Multiplexed Single-Cell CRISPR Screening Platform Enables Systematic Dissection of the Unfolded Protein Response [J].
Adamson, Britt ;
Norman, Thomas M. ;
Jost, Marco ;
Cho, Min Y. ;
Nunez, James K. ;
Chen, Yuwen ;
Villalta, Jacqueline E. ;
Gilbert, Luke A. ;
Horlbeck, Max A. ;
Hein, Marco Y. ;
Pak, Ryan A. ;
Gray, Andrew N. ;
Gross, Carol A. ;
Dixit, Atray ;
Parnas, Oren ;
Regev, Aviv ;
Weissman, Jonathan S. .
CELL, 2016, 167 (07) :1867-+
[2]
Akturk G, 2020, METHODS MOL BIOL, V2055, P497, DOI 10.1007/978-1-4939-9773-2_23
[3]
QuPath: Open source software for digital pathology image analysis [J].
Bankhead, Peter ;
Loughrey, Maurice B. ;
Fernandez, Jose A. ;
Dombrowski, Yvonne ;
Mcart, Darragh G. ;
Dunne, Philip D. ;
McQuaid, Stephen ;
Gray, Ronan T. ;
Murray, Liam J. ;
Coleman, Helen G. ;
James, Jacqueline A. ;
Salto-Tellez, Manuel ;
Hamilton, Peter W. .
SCIENTIFIC REPORTS, 2017, 7
[4]
Transforming Growth Factor-β Signaling in Immunity and Cancer [J].
Batlle, Eduard ;
Massague, Joan .
IMMUNITY, 2019, 50 (04) :924-940
[5]
Opposing Functions of Interferon Coordinate Adaptive and Innate Immune Responses to Cancer Immune Checkpoint Blockade [J].
Benci, Joseph L. ;
Johnson, Lexus R. ;
Choa, Ruth ;
Xu, Yuanming ;
Qiu, Jingya ;
Zhou, Zilu ;
Xu, Bihui ;
Ye, Darwin ;
Nathanson, Katherine L. ;
June, Carl H. ;
Wherry, E. John ;
Zhang, Nancy R. ;
Ishwaran, Hemant ;
Hellmann, Matthew D. ;
Wolchok, Jedd D. ;
Kambayashi, Taku ;
Minn, Andy J. .
CELL, 2019, 178 (04) :933-+
[6]
Tumor Interferon Signaling Regulates a Multigenic Resistance Program to Immune Checkpoint Blockade [J].
Benci, Joseph L. ;
Xu, Bihui ;
Qiu, Yu ;
Wu, Tony J. ;
Dada, Hannah ;
Twyman-Saint Victor, Christina ;
Cucolo, Lisa ;
Lee, David S. M. ;
Pauken, Kristen E. ;
Huang, Alexander C. ;
Gangadhar, Tara C. ;
Amaravadi, Ravi K. ;
Schuchter, Lynn M. ;
Feldman, Michael D. ;
Ishwaran, Hemant ;
Vonderheide, Robert H. ;
Maity, Amit ;
Wherry, E. John ;
Minn, Andy J. .
CELL, 2016, 167 (06) :1540-+
[7]
CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[8]
Understanding the tumor immune microenvironment (TIME) for effective therapy [J].
Binnewies, Mikhail ;
Roberts, Edward W. ;
Kersten, Kelly ;
Chan, Vincent ;
Fearon, Douglas F. ;
Merad, Miriam ;
Coussens, Lisa M. ;
Gabrilovich, Dmitry I. ;
Ostrand-Rosenberg, Suzanne ;
Hedrick, Catherine C. ;
Vonderheide, Robert H. ;
Pittet, Mikael J. ;
Jain, Rakesh K. ;
Zou, Weiping ;
Howcroft, T. Kevin ;
Woodhouse, Elisa C. ;
Weinberg, Robert A. ;
Krummel, Matthew F. .
NATURE MEDICINE, 2018, 24 (05) :541-550
[9]
Lung adenocarcinoma global profiling identifies type II transforming growth factor-β receptor as a repressor of invasiveness [J].
Borczuk, AC ;
Kim, HK ;
Yegen, HA ;
Friedman, RA ;
Powell, CA .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2005, 172 (06) :729-737
[10]
Dependency of Colorectal Cancer on a TGF-β-Driven Program in Stromal Cells for Metastasis Initiation [J].
Calon, Alexandre ;
Espinet, Elisa ;
Palomo-Ponce, Sergio ;
Tauriello, Daniele V. F. ;
Iglesias, Mar ;
Virtudes Cespedes, Maria ;
Sevillano, Marta ;
Nadal, Cristina ;
Jung, Peter ;
Zhang, Xiang H. -F. ;
Byrom, Daniel ;
Riera, Antoni ;
Rossell, David ;
Mangues, Ramon ;
Massague, Joan ;
Sancho, Elena ;
Batlle, Eduard .
CANCER CELL, 2012, 22 (05) :571-584