Mapping the functional interactions at the tumor-immune checkpoint interface

被引:7
|
作者
Bozorgui, Behnaz [1 ]
Kong, Elisabeth K. [2 ]
Luna, Augustin [3 ,4 ]
Korkut, Anil [1 ]
机构
[1] UT MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USA
[2] Rice Univ, Dept Stat, Houston, TX 77030 USA
[3] Dana Farber Canc Inst, Dept Data Sci, Boston, MA 02215 USA
[4] Harvard Med Sch, Dept Syst Biol, Boston, MA USA
关键词
CANCER; COMBINATION; CELLS; EXPRESSION; PATHWAY; DESIGN;
D O I
10.1038/s42003-023-04777-3
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The interactions between tumor intrinsic processes and immune checkpoints can mediate immune evasion by cancer cells and responses to immunotherapy. It is, however, challenging to identify functional interactions due to the prohibitively complex molecular landscape of the tumor-immune interfaces. We address this challenge with a statistical analysis framework, immuno-oncology gene interaction maps (ImogiMap). ImogiMap quantifies and statistically validates tumor-immune checkpoint interactions based on their co-associations with immune-associated phenotypes. The outcome is a catalog of tumor-immune checkpoint interaction maps for diverse immune-associated phenotypes. Applications of ImogiMap recapitulate the interaction of SERPINB9 and immune checkpoints with interferon gamma (IFN gamma) expression. Our analyses suggest that CD86-CD70 and CD274-CD70 immunoregulatory interactions are significantly associated with IFN gamma expression in uterine corpus endometrial carcinoma and basal-like breast cancer, respectively. The open-source ImogiMap software and user-friendly web application will enable future applications of ImogiMap. Such applications may guide the discovery of previously unknown tumor-immune interactions and immunotherapy targets. A statistical analysis framework, termed immuno-oncology gene interaction maps (ImogiMap) provides insights into the tumor immune environment.
引用
收藏
页数:9
相关论文
共 50 条
  • [21] A Dual-Aggressive Model of Tumor-Immune System Interactions
    Afolabi, Abdulkareem Ibrahim
    Maan, Normah
    INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING, 2019, 15 (10) : 154 - 161
  • [22] Qualitative and Computational Analysis of a Mathematical Model for Tumor-Immune Interactions
    Rihan, F. A.
    Safan, M.
    Abdeen, M. A.
    Rahman, D. Abdel
    JOURNAL OF APPLIED MATHEMATICS, 2012,
  • [23] A mixture-like model for tumor-immune system interactions
    Fotso, Christian Tayou
    Girel, Simon
    Anjuere, Fabienne
    Braud, Veronique M.
    Hubert, Florence
    Goudon, Thierry
    JOURNAL OF THEORETICAL BIOLOGY, 2024, 581
  • [25] Signatures of tumor-immune interactions as biomarkers for breast cancer prognosis
    Manjili, Masoud H.
    Najarian, Kayvan
    Wang, Xiang-Yang
    FUTURE ONCOLOGY, 2012, 8 (06) : 703 - 711
  • [26] CHARACTERIZING TUMOR-IMMUNE INTERACTIONS IN DIFFUSE INTRINSIC PONTINE GLIOMA
    Lieberman, Nicole
    Kovar, Heather
    DeGolier, Kole
    Davis, Amira
    Hoglund, Virginia
    Stevens, Jeffrey
    Winter, Conrad
    Deutsch, Gail
    Vitanza, Nicholas
    Leary, Sarah
    Crane, Courtney
    NEURO-ONCOLOGY, 2018, 20 : 102 - 102
  • [27] A model of tumor-immune system interactions with healthy cells and immunotherapies
    Yu, Jui-Ling
    Wei, Hsiu-Chuan
    Jang, Sophia R-J
    MATHEMATICAL METHODS IN THE APPLIED SCIENCES, 2022, 45 (05) : 2852 - 2870
  • [28] Matter of TIME: the tumor-immune microenvironment of mesothelioma and implications for checkpoint blockade efficacy
    Harber, James
    Kamata, Tamihiro
    Pritchard, Catrin
    Fennell, Dean
    JOURNAL FOR IMMUNOTHERAPY OF CANCER, 2021, 9 (09)
  • [29] A Mathematical Model of Tumor-Immune Interactions Incorporated with Danger Model
    Li, Xuefang
    Xu, Jian-Xin
    Ren, Qinyuan
    2015 10TH ASIAN CONTROL CONFERENCE (ASCC), 2015,
  • [30] TISIDB: an integrated repository portal for tumor-immune system interactions
    Ru, Beibei
    Wong, Ching Ngar
    Tong, Yin
    Zhong, Jia Yi
    Zhong, Sophia Shek Wa
    Wu, Wai Chung
    Chu, Ka Chi
    Wong, Choi Yiu
    Lau, Chit Ying
    Chen, Ian
    Chan, Nam Wai
    Zhang, Jiangwen
    BIOINFORMATICS, 2019, 35 (20) : 4200 - 4202