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

被引:3
|
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
相关论文
共 50 条
  • [11] Therapeutic strategies focusing on metabolic remodeling for tumor microenvironment in pancreatic cancer
    Kitamura, Fumimasa
    Ishimoto, Takatsugu
    Akiyama, Takahiko
    Uemura, Norio
    Yasuda, Tadahito
    Matsumura, Kazuki
    Itoyama, Rumi
    Yusa, Toshihiko
    Imai, Katsunori
    Hayashi, Hiromitsu
    Yamashita, Yoichi
    Baba, Hideo
    CANCER SCIENCE, 2022, 113 : 433 - 433
  • [12] Profiling pancreatic cancer metabolism and tumor microenvironment for therapy
    Bose, Sminu
    Tsukamoto, Takashi
    Slusher, Barbara
    Royer, Robert E.
    Jagt, David L. Vander
    Le, Anne
    CANCER RESEARCH, 2012, 72
  • [13] Editorial: New advancement in tumor microenvironment remodeling and cancer therapy
    Yao, Yi
    Shen, Ying
    Yao, James C.
    Zuo, Xiangsheng
    FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2024, 12
  • [14] Cancer Therapy-Associated Thrombosis
    Grover, Steven P.
    Hisada, Yohei M.
    Kasthuri, Raj S.
    Reeves, Brandi N.
    Mackman, Nigel
    ARTERIOSCLEROSIS THROMBOSIS AND VASCULAR BIOLOGY, 2021, 41 (04) : 1291 - 1305
  • [15] Integrative analysis identifies activated anti-tumor immune microenvironment in lung metastasis of pancreatic cancer
    Toshihide Sasaki
    Satoshi Nishiwada
    Kenji Nakagawa
    Minako Nagai
    Taichi Terai
    Daisuke Hokuto
    Satoshi Yasuda
    Yasuko Matsuo
    Shunsuke Doi
    Masayuki Sho
    International Journal of Clinical Oncology, 2022, 27 : 948 - 957
  • [16] Integrative analysis identifies activated anti-tumor immune microenvironment in lung metastasis of pancreatic cancer
    Sasaki, Toshihide
    Nishiwada, Satoshi
    Nakagawa, Kenji
    Nagai, Minako
    Terai, Taichi
    Hokuto, Daisuke
    Yasuda, Satoshi
    Matsuo, Yasuko
    Doi, Shunsuke
    Sho, Masayuki
    INTERNATIONAL JOURNAL OF CLINICAL ONCOLOGY, 2022, 27 (05) : 948 - 957
  • [17] Tumor microenvironment and metabolic remodeling in gemcitabine-based chemoresistance of pancreatic cancer
    Gu, Zongting
    Du, Yongxing
    Zhao, Xueping
    Wang, Chengfeng
    CANCER LETTERS, 2021, 521 : 98 - 108
  • [18] Tumor Microenvironment Remodeling Enables Bypass of Oncogenic KRAS Dependency in Pancreatic Cancer
    Hou, Pingping
    Kapoor, Avnish
    Zhang, Qiang
    Li, Jiexi
    Wu, Chang-Jiun
    Li, Jun
    Lan, Zhengdao
    Tang, Ming
    Ma, Xingdi
    Ackroyd, Jeffrey J.
    Kalluri, Raghu
    Zhang, Jianhua
    Jiang, Shan
    Spring, Denise J.
    Wang, Y. Alan
    DePinho, Ronald A.
    CANCER DISCOVERY, 2020, 10 (07) : 1058 - 1077
  • [19] Advance of T regulatory cells in tumor microenvironment remodeling and immunotherapy in pancreatic cancer
    Gao, Zetian
    Zhang, Qiubo
    Zhang, Xie
    Song, Yufei
    EUROPEAN JOURNAL OF INFLAMMATION, 2022, 20
  • [20] Advance of T regulatory cells in tumor microenvironment remodeling and immunotherapy in pancreatic cancer
    Gao, Zetian
    Zhang, Qiubo
    Zhang, Xie
    Song, Yufei
    EUROPEAN JOURNAL OF INFLAMMATION, 2022, 20