Spatially resolved analysis of pancreatic cancer identifies therapy-associated remodeling of the tumor microenvironment

被引:4
作者
Shiau, Carina [1 ,2 ,3 ,4 ,5 ]
Cao, Jingyi [2 ,6 ]
Gong, Dennis [1 ,2 ,3 ,4 ,5 ,7 ]
Gregory, Mark T. [8 ]
Caldwell, Nicholas J. [9 ]
Yin, Xunqin [1 ,2 ,3 ,4 ,5 ]
Cho, Jae-Won [2 ,6 ]
Wang, Peter L. [1 ,2 ,3 ,4 ,5 ,10 ]
Su, Jennifer [1 ,2 ,3 ,4 ,5 ,10 ]
Wang, Steven [1 ,2 ,3 ,4 ,5 ,10 ]
Reeves, Jason W. [8 ]
Kim, Tae Kyung [8 ]
Kim, Youngmi [8 ]
Guo, Jimmy A. [1 ,2 ,3 ,4 ,5 ,11 ]
Lester, Nicole A. [1 ,2 ,3 ,4 ,5 ,10 ]
Bae, Jung Woo [1 ,2 ,3 ,4 ,5 ]
Zhao, Ryan [1 ,2 ,3 ,4 ,5 ]
Schurman, Nathan [8 ]
Barth, Jamie L. [9 ]
Ganci, Maria L. [9 ]
Weissleder, Ralph [1 ,2 ]
Jacks, Tyler [10 ]
Qadan, Motaz [12 ]
Hong, Theodore S. [2 ,3 ]
Wo, Jennifer Y. [2 ,3 ]
Roberts, Hannah [2 ,3 ]
Beechem, Joseph M. [8 ]
Fernandez-del Castillo, Carlos [12 ]
Mino-Kenudson, Mari [9 ]
Ting, David T. [4 ,13 ]
Hemberg, Martin [2 ,5 ,6 ]
Hwang, William L. [1 ,2 ,3 ,4 ,5 ,10 ]
机构
[1] Massachusetts Gen Hosp, Ctr Syst Biol, Boston, MA 02114 USA
[2] Harvard Med Sch, Boston, MA 02115 USA
[3] Brigham & Womens Hosp, Dept Radiat Oncol, Boston, MA 02114 USA
[4] Massachusetts Gen Hosp, Ctr Canc Res, Boston, MA 02114 USA
[5] Broad Inst MIT & Harvard, Cambridge, MA 02142 USA
[6] Massachusetts Gen Hosp, Brigham & Womens Hosp, Gene Lay Inst Immunol & Inflammat, Boston, MA 02114 USA
[7] Harvard MIT Hlth Sci & Technol Program, Cambridge, MA USA
[8] NanoString Technol, Seattle, WA USA
[9] Harvard Med Sch, Massachusetts Gen Hosp, Dept Pathol, Boston, MA USA
[10] MIT, Koch Inst Integrat Canc Res, Dept Biol, Cambridge, MA 02139 USA
[11] Harvard Med Sch, Biol & Biomed Sci Program, Boston, MA USA
[12] Harvard Med Sch, Massachusetts Gen Hosp, Dept Surg, Boston, MA USA
[13] Harvard Med Sch, Massachusetts Gen Hosp, Dept Med Oncol, Boston, MA USA
基金
美国国家卫生研究院;
关键词
FIBROBLASTS; RESISTANCE; CELL; PATHWAYS; TARGET; IL-6;
D O I
10.1038/s41588-024-01890-9
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
In combination with cell-intrinsic properties, interactions in the tumor microenvironment modulate therapeutic response. We leveraged single-cell spatial transcriptomics to dissect the remodeling of multicellular neighborhoods and cell-cell interactions in human pancreatic cancer associated with neoadjuvant chemotherapy and radiotherapy. We developed spatially constrained optimal transport interaction analysis (SCOTIA), an optimal transport model with a cost function that includes both spatial distance and ligand-receptor gene expression. Our results uncovered a marked change in ligand-receptor interactions between cancer-associated fibroblasts and malignant cells in response to treatment, which was supported by orthogonal datasets, including an ex vivo tumoroid coculture system. We identified enrichment in interleukin-6 family signaling that functionally confers resistance to chemotherapy. Overall, this study demonstrates that characterization of the tumor microenvironment using single-cell spatial transcriptomics allows for the identification of molecular interactions that may play a role in the emergence of therapeutic resistance and offers a spatially based analysis framework that can be broadly applied to other contexts. Spatial molecular imaging analysis of human pancreatic adenocarcinomas describes multicellular neighborhoods in the tumor microenvironment. Ligand-receptor analysis using optimal transport-based SCOTIA identifies interleukin-6 as a mediator of chemoresistance.
引用
收藏
页码:2466 / 2478
页数:32
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