Deciphering colorectal cancer radioresistance and immune microrenvironment: unraveling the role of EIF5A through single-cell RNA sequencing and machine learning

被引:1
作者
Zhong, Yaqi [1 ]
Chen, Xingte [1 ]
Wu, Shiji [1 ]
Fang, Huipeng [2 ]
Hong, Liang [1 ]
Shao, Lingdong [1 ]
Wang, Lei [3 ]
Wu, Junxin [1 ]
机构
[1] Fujian Med Univ, Fudan Univ, Fujian Canc Hosp, Dept Radiat Oncol,Clin Oncol Sch,Fujian Branch,Sha, Fuzhou, Peoples R China
[2] Fujian Med Univ, Fudan Univ, Dept Hepatopancreatobiliary Surg,Fujian Branch, Clin Oncol Sch,Shanghai Canc Ctr, Fuzhou, Peoples R China
[3] Nanchang Med Coll, Jiangxi Canc Hosp, Affiliated Hosp 2, Jiangxi Clin Res Ctr Canc,Dept Radiat Oncol, Nanchang, Jiangxi, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2024年 / 15卷
关键词
colorectal cancer; radiotherapy; eIF5A; cancer stem cells; tumor immune micorenvironment; ADVANCED RECTAL-CANCER; DNA-DAMAGE RESPONSE; STEM-CELLS; RESISTANCE; EXPRESSION;
D O I
10.3389/fimmu.2024.1466226
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background Radiotherapy (RT) is a critical component of treatment for locally advanced rectal cancer (LARC), though patient response varies significantly. The variability in treatment outcomes is partly due to the resistance conferred by cancer stem cells (CSCs) and tumor immune microenvironment (TiME). This study investigates the role of EIF5A in radiotherapy response and its impact on the CSCs and TiME.Methods Predictive models for preoperative radiotherapy (preRT) response were developed using machine learning, identifying EIF5A as a key gene associated with radioresistance. EIF5A expression was analyzed via bulk RNA-seq and single-cell RNA-seq (scRNA-seq). Functional assays and in vivo experiments validated EIF5A's role in radioresistance and TiME modulation.Results EIF5A was significantly upregulated in radioresistant colorectal cancer (CRC) tissues. EIF5A knockdown in CRC cell lines reduced cell viability, migration, and invasion after radiation, and increased radiation-induced apoptosis. Mechanistically, EIF5A promoted cancer stem cell (CSC) characteristics through the Hedgehog signaling pathway. Analysis of the TiME revealed that the radiation-resistant group had an immune-desert phenotype, characterized by low immune cell infiltration. In vivo experiments showed that EIF5A knockdown led to increased infiltration of CD8+ T cells and M1 macrophages, and decreased M2 macrophages and Tregs following radiation therapy, thereby enhancing the radiotherapy response.Conclusion EIF5A contributes to CRC radioresistance by promoting CSC traits via the Hedgehog pathway and modulating the TiME to an immune-suppressive state. Targeting EIF5A could enhance radiation sensitivity and improve immune responses, offering a potential therapeutic strategy to optimize radiotherapy outcomes in CRC patients.
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页数:17
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共 54 条
  • [1] DNA damage response and resistance of cancer stem cells
    Abad, Etna
    Graifer, Dmitry
    Lyakhovich, Alex
    [J]. CANCER LETTERS, 2020, 474 : 106 - 117
  • [2] Cancer stem cells revisited
    Batlle, Eduard
    Clevers, Hans
    [J]. NATURE MEDICINE, 2017, 23 (10) : 1124 - 1134
  • [3] Rectal Cancer, Version 2.2022
    Benson, Al B., III
    Venook, Alan P.
    Al-Hawary, Mahmoud M.
    Azad, Nilofer
    Chen, Yi-Jen
    Ciombor, Kristen K.
    Cohen, Stacey
    Cooper, Harry S.
    Deming, Dustin
    Garrido-Laguna, Ignacio
    Grem, Jean L.
    Gunn, Andrew
    Hecht, J. Randolph
    Hoffe, Sarah
    Hubbard, Joleen
    Hunt, Steven
    Jeck, William
    Johung, Kimberly L.
    Kirilcuk, Natalie
    Krishnamurthi, Smitha
    Maratt, Jennifer K.
    Messersmith, Wells A.
    Meyerhardt, Jeffrey
    Miller, Eric D.
    Mulcahy, Mary F.
    Nurkin, Steven
    Overman, Michael J.
    Parikh, Aparna
    Patel, Hitendra
    Pedersen, Katrina
    Saltz, Leonard
    Schneider, Charles
    Shibata, David
    Skibber, John M.
    Sofocleous, Constantinos T.
    Stotsky-Himelfarb, Eden
    Tavakkoli, Anna
    Willett, Christopher G.
    Gregory, Kristina
    Gurski, Lisa
    [J]. JOURNAL OF THE NATIONAL COMPREHENSIVE CANCER NETWORK, 2022, 20 (10): : 1139 - 1167
  • [4] Radiation Therapy and Myeloid-Derived Suppressor Cells: Breaking Down Their Cancerous Partnership
    Bergerud, Kyra M. Boorsma
    Berkseth, Matthew
    Pardoll, Drew M.
    Ganguly, Sudipto
    Kleinberg, Lawrence R.
    Lawrence, Jessica
    Odde, David J.
    Largaespada, David A.
    Terezakis, Stephanie A.
    Sloan, Lindsey
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2024, 119 (01): : 42 - 55
  • [5] A Review of Machine Learning Algorithms for Biomedical Applications
    Binson, V. A.
    Thomas, Sania
    Subramoniam, M.
    Arun, J.
    Naveen, S.
    Madhu, S.
    [J]. ANNALS OF BIOMEDICAL ENGINEERING, 2024, 52 (04) : 1051 - 1066
  • [6] Integrating single-cell transcriptomic data across different conditions, technologies, and species
    Butler, Andrew
    Hoffman, Paul
    Smibert, Peter
    Papalexi, Efthymia
    Satija, Rahul
    [J]. NATURE BIOTECHNOLOGY, 2018, 36 (05) : 411 - +
  • [7] Cancer stem cells and signaling pathways in radioresistance
    Chang, Lei
    Graham, Peter
    Hao, Jingli
    Ni, Jie
    Deng, Junli
    Bucci, Joseph
    Malouf, David
    Gillatt, David
    Li, Yong
    [J]. ONCOTARGET, 2016, 7 (10) : 11002 - 11017
  • [8] Sonic Hedgehog Dependent Phosphorylation by CK1α and GRK2 Is Required for Ciliary Accumulation and Activation of Smoothened
    Chen, Yongbin
    Sasai, Noriaki
    Ma, Guoqiang
    Yue, Tao
    Jia, Jianhang
    Briscoe, James
    Jiang, Jin
    [J]. PLOS BIOLOGY, 2011, 9 (06):
  • [9] G protein-coupled receptor kinase 2 promotes high-level Hedgehog signaling by regulating the active state of Smo through kinase-dependent and kinase-independent mechanisms in Drosophila
    Chen, Yongbin
    Li, Shuang
    Tong, Chao
    Zhao, Yun
    Wang, Bing
    Liu, Yajuan
    Jia, Jianhang
    Jiang, Jin
    [J]. GENES & DEVELOPMENT, 2010, 24 (18) : 2054 - 2067
  • [10] Antioxidant Mechanisms and ROS-Related MicroRNAs in Cancer Stem Cells
    Dando, Ilaria
    Cordani, Marco
    Dalla Pozza, Elisa
    Biondani, Giulia
    Donadelli, Massimo
    Palmieri, Marta
    [J]. OXIDATIVE MEDICINE AND CELLULAR LONGEVITY, 2015, 2015