Open-ST: High-resolution spatial transcriptomics in 3D

被引:22
作者
Schott, Marie [1 ]
Leon-Perinan, Daniel [1 ]
Splendiani, Elena [1 ,2 ]
Strenger, Leon [1 ]
Licha, Jan Robin [1 ]
Pentimalli, Tancredi Massimo [1 ]
Schallenberg, Simon [3 ,4 ]
Alles, Jonathan [1 ]
Tagliaferro, Sarah Samut [1 ]
Boltengagen, Anastasiya [1 ]
Ehrig, Sebastian [1 ]
Abbiati, Stefano [1 ,5 ]
Dommerich, Steffen [6 ,7 ]
Pagani, Massimiliano [5 ,8 ]
Ferretti, Elisabetta [1 ,2 ]
Macino, Giuseppe [1 ,9 ]
Karaiskos, Nikos [1 ]
Rajewsky, Nikolaus [1 ,10 ,11 ,12 ,13 ,14 ]
机构
[1] Helmholtz Assoc MDC, Berlin Inst Med Syst Biol BIMSB, Lab Syst Biol Regulatory Elements, Max Delbruck Ctr Mol Med, Hannoversche Str 28, D-10115 Berlin, Germany
[2] Sapienza Univ, Dept Expt Med, Rome, Italy
[3] Free Univ Berlin, Charite Univ Med Berlin, Inst Pathol, D-10117 Berlin, Germany
[4] Humboldt Univ, D-10117 Berlin, Germany
[5] IFOM ETS AIRC Inst Mol Oncol, Milan, Italy
[6] Humboldt Univ, Freie Univ Berlin, Dept Otorhinolaryngol, Charite Univ Med Berlin, Charitepl 1, D-13353 Berlin, Germany
[7] Berlin Inst Hlth, Charitepl 1, D-13353 Berlin, Germany
[8] Univ Milan, Dept Med Biotechnol & Translat Med, Milan, Italy
[9] Univ Roma La Sapienza, Dept Cellular Biotechnol & Hematol, I-00161 Rome, Italy
[10] Charite, Charitepl 1, D-10117 Berlin, Germany
[11] German Ctr Cardiovasc Res DZHK, Site Berlin, Berlin, Germany
[12] NeuroCure Cluster Excellence, Berlin, Germany
[13] German Canc Consortium DKTK, Heidelberg, Germany
[14] Natl Ctr Tumor Dis NCT, Site Berlin, Berlin, Germany
关键词
CHEMOKINE RECEPTOR; ENDOTHELIAL-CELLS; GENE-EXPRESSION; RNA; NETWORK; TISSUE; ATLAS; HEAD; DARC;
D O I
10.1016/j.cell.2024.05.055
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Spatial transcriptomics (ST) methods unlock molecular mechanisms underlying tissue development, homeostasis, or disease. However, there is a need for easy-to-use, high-resolution, cost-efficient, and 3D-scalable methods. Here, we report Open-ST, a sequencing-based, open-source experimental and computational resource to address these challenges and to study the molecular organization of tissues in 2D and 3D. In mouse brain, Open-ST captured transcripts at subcellular resolution and reconstructed cell types. In primary head-and-neck tumors and patient-matched healthy/metastatic lymph nodes, Open-ST captured the diversity of immune, stromal, and tumor populations in space, validated by imaging-based ST. Distinct cell states were organized around cell-cell communication hotspots in the tumor but not the metastasis. Strikingly, the 3D reconstruction and multimodal analysis of the metastatic lymph node revealed spatially contiguous structures not visible in 2D and potential biomarkers precisely at the 3D tumor/lymph node boundary. All protocols and software are available at https://rajewsky-lab.github.io/openst.
引用
收藏
页码:3953 / 3972.e26
页数:47
相关论文
共 88 条
[1]   Pleiotropic effects of statins: A focus on cancer [J].
Ahmadi, Mazaher ;
Amiri, Shayan ;
Pecic, Stevan ;
Machaj, Filip ;
Rosik, Jakub ;
Los, Marek J. ;
Alizadeh, Javad ;
Mahdian, Reza ;
Rosa, Simone C. da Silva ;
Schaafsma, Dedmer ;
Shojaei, Shahla ;
Madrakian, Tayyebeh ;
Zeki, Amir A. ;
Ghavami, Saeid .
BIOCHIMICA ET BIOPHYSICA ACTA-MOLECULAR BASIS OF DISEASE, 2020, 1866 (12)
[2]  
Ahrens J., 2005, VISUALIZATION HDB, P717, DOI [10.1016/B978-012387582-2/50038-1, DOI 10.1016/B978-012387582-2/50038-1]
[3]  
Aibar S, 2017, NAT METHODS, V14, P1083, DOI [10.1038/nmeth.4463, 10.1038/NMETH.4463]
[4]  
Allen Brain Atlas, 2024, Allen Institute for Brain Science Allen Developing Mouse Brain Atlas
[5]   Spatial transcriptomics reveals distinct and conserved tumor core and edge architectures that predict survival and targeted therapy response [J].
Arora, Rohit ;
Cao, Christian ;
Kumar, Mehul ;
Sinha, Sarthak ;
Chanda, Ayan ;
McNeil, Reid ;
Samuel, Divya ;
Arora, Rahul K. ;
Matthews, T. Wayne ;
Chandarana, Shamir ;
Hart, Robert ;
Dort, Joseph C. ;
Biernaskie, Jeff ;
Neri, Paola ;
Hyrcza, Martin D. ;
Bose, Pinaki .
NATURE COMMUNICATIONS, 2023, 14 (01)
[6]   decoupleR: ensemble of computational methods to infer biological activities from omics data [J].
Badia-i-Mompel, Pau ;
Santiago, Jesus Velez ;
Braunger, Jana ;
Geiss, Celina ;
Dimitrov, Daniel ;
Mueller-Dott, Sophia ;
Taus, Petr ;
Dugourd, Aurelien ;
Holland, Christian H. ;
Flores, Ricardo O. Ramirez ;
Saez-Rodriguez, Julio .
BIOINFORMATICS ADVANCES, 2022, 2 (01)
[7]  
Bai Z, 2024, bioRxiv, V2024, DOI [10.1101/2024.02.06.579143, DOI 10.1101/2024.02.06.579143]
[8]   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
[9]   Sterol regulatory element binding protein 1 couples mechanical cues and lipid metabolism [J].
Bertolio, Rebecca ;
Napoletano, Francesco ;
Mano, Miguel ;
Maurer-Stroh, Sebastian ;
Fantuz, Marco ;
Zannini, Alessandro ;
Bicciato, Silvio ;
Sorrentino, Giovanni ;
Del Sal, Giannino .
NATURE COMMUNICATIONS, 2019, 10 (1)
[10]   CXCL9:SPP1 macrophage polarity identifies a network of cellular programs that control human cancers [J].
Bill, Ruben ;
Wirapati, Pratyaksha ;
Messemaker, Marius ;
Roh, Whijae ;
Zitti, Beatrice ;
Duval, Florent ;
Kiss, Mate ;
Park, Jong Chul ;
Saal, Talia M. ;
Hoelzl, Jan ;
Tarussio, David ;
Benedetti, Fabrizio ;
Tissot, Stephanie ;
Kandalaft, Lana ;
Varrone, Marco ;
Ciriello, Giovanni ;
McKee, Thomas A. ;
Monnier, Yan ;
Mermod, Maxime ;
Blaum, Emily M. ;
Gushterova, Irena ;
Gonye, Anna L. K. ;
Hacohen, Nir ;
Getz, Gad ;
Mempel, Thorsten R. ;
Klein, Allon M. ;
Weissleder, Ralph ;
Faquin, William C. ;
Sadow, Peter M. ;
Lin, Derrick ;
Pai, Sara I. ;
Sade-Feldman, Moshe ;
Pittet, Mikael J. .
SCIENCE, 2023, 381 (6657) :515-524