An EMT-based risk score thoroughly predicts the clinical prognosis, tumor immune microenvironment and molecular subtypes of bladder cancer

被引:8
作者
Xiao, Zicheng [1 ,2 ]
Cai, Zhiyong [1 ,2 ]
Deng, Dingshan [1 ,2 ]
Tong, Shiyu [1 ,2 ]
Zu, Xiongbing [1 ,2 ]
机构
[1] Cent South Univ, Xiangya Hosp, Dept Urol, Changsha, Peoples R China
[2] Cent South Univ, Xiangya Hosp, Natl Clin Res Ctr Geriatr Disorders, Changsha, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2022年 / 13卷
基金
湖南省自然科学基金; 中国国家自然科学基金;
关键词
bladder cancer; prognosis; tumor microenvironment; molecular subtype; immunotherapy; INFLAMMATION; FIBROBLASTS; SIGNATURE; IMPACT;
D O I
10.3389/fimmu.2022.1000321
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
BackgroundEpithelial mesenchymal transition (EMT) is closely related to the occurrence, development, metastasis and antitumor immunity of tumors. However, comprehensive studies correlating EMT and prognosis, tumor microenvironment (TME) and molecular subtypes of bladder cancer (BLCA) are lacking. MethodsTCGA-BLCA was chosen as our training cohort, while Xiangya cohort, GSE13507, GSE48075 were selected as our validation cohorts. Prognostic genes were screened out using univariate Cox analysis and the least absolute shrinkage and selection operator (LASSO) algorithm. Then we developed an EMT risk score based on these prognostic genes and systematically correlated the risk score with prognosis, TME and molecular subtypes of BLCA. ResultsBased on EMT related genes, we developed two different EMT patterns, named EMT cluster 1 and cluster 2, and found that cluster 2 showed a worse prognosis and an inflammatory TME phenotype. For personalized prognosis and TME phenotypes predicting, we developed and validated an EMT-based risk score by 7 candidate genes (ANXA10, CNTN1, FAM180A, FN1, IGFL2, KANK4 and TOX3). Patients with high EMT risk scores had lower overall survival (OS) with high predictive accuracy both in the training cohort and validation cohort. In addition, we comprehensively correlated the EMT risk score with TME and molecular subtype, and found that high EMT risk score suggested higher levels of immune cell infiltration and more inclined to present the basal molecular subtype. It was noteworthy that the same results also appeared in the validation of Xiangya cohort. ConclusionsEMT related genes play an important role in tumor progression and immunity in BLCA. Our EMT risk score could accurately predict prognosis and immunophenotype of a single patient, which could guide more effective precision medical strategies.
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页数:14
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共 53 条
  • [1] The tumor microenvironment at a glance
    Balkwill, Frances R.
    Capasso, Melania
    Hagemann, Thorsten
    [J]. JOURNAL OF CELL SCIENCE, 2012, 125 (23) : 5591 - 5596
  • [2] Molecular subtyping reveals immune alterations associated with progression of bronchial premalignant lesions
    Beane, Jennifer E.
    Mazzilli, Sarah A.
    Campbell, Joshua D.
    Duclos, Grant
    Krysan, Kostyantyn
    Moy, Christopher
    Perdomo, Catalina
    Schaffer, Michael
    Liu, Gang
    Zhang, Sherry
    Liu, Handiao
    Vick, Jessica
    Dhillon, Samjot S.
    Platero, Suso J.
    Dubinett, Steven M.
    Stevenson, Christopher
    Reid, Mary E.
    Lenburg, Marc E.
    Spira, Avrum E.
    [J]. NATURE COMMUNICATIONS, 2019, 10 (1)
  • [3] Understanding the tumor immune microenvironment (TIME) for effective therapy
    Binnewies, Mikhail
    Roberts, Edward W.
    Kersten, Kelly
    Chan, Vincent
    Fearon, Douglas F.
    Merad, Miriam
    Coussens, Lisa M.
    Gabrilovich, Dmitry I.
    Ostrand-Rosenberg, Suzanne
    Hedrick, Catherine C.
    Vonderheide, Robert H.
    Pittet, Mikael J.
    Jain, Rakesh K.
    Zou, Weiping
    Howcroft, T. Kevin
    Woodhouse, Elisa C.
    Weinberg, Robert A.
    Krummel, Matthew F.
    [J]. NATURE MEDICINE, 2018, 24 (05) : 541 - 550
  • [4] EMT in cancer
    Brabletz, Thomas
    Kalluri, Raghu
    Angela Nieto, M.
    Weinberg, Robert A.
    [J]. NATURE REVIEWS CANCER, 2018, 18 (02) : 128 - +
  • [5] The Role of Tumor Stroma in Cancer Progression and Prognosis Emphasis on Carcinoma-Associated Fibroblasts and Non-small Cell Lung Cancer
    Bremnes, Roy M.
    Donnem, Tom
    Al-Saad, Samer
    Al-Shibli, Khalid
    Andersen, Sigve
    Sirera, Rafael
    Camps, Carlos
    Marinez, Inigo
    Busund, Lill-Tove
    [J]. JOURNAL OF THORACIC ONCOLOGY, 2011, 6 (01) : 209 - 217
  • [6] An EMT-related gene signature for the prognosis of human bladder cancer
    Cao, Rui
    Yuan, Lushun
    Ma, Bo
    Wang, Gang
    Qiu, Wei
    Tian, Ye
    [J]. JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2020, 24 (01) : 605 - 617
  • [7] Pan-cancer Immunogenomic Analyses Reveal Genotype-Immunophenotype Relationships and Predictors of Response to Checkpoint Blockade
    Charoentong, Pornpimol
    Finotello, Francesca
    Angelova, Mihaela
    Mayer, Clemens
    Efremova, Mirjana
    Rieder, Dietmar
    Hackl, Hubert
    Trajanoski, Zlatko
    [J]. CELL REPORTS, 2017, 18 (01): : 248 - 262
  • [8] Elements of cancer immunity and the cancer-immune set point
    Chen, Daniel S.
    Mellman, Ira
    [J]. NATURE, 2017, 541 (7637) : 321 - 330
  • [9] Oncology Meets Immunology: The Cancer-Immunity Cycle
    Chen, Daniel S.
    Mellman, Ira
    [J]. IMMUNITY, 2013, 39 (01) : 1 - 10
  • [10] Identification of Distinct Basal and Luminal Subtypes of Muscle-Invasive Bladder Cancer with Different Sensitivities to Frontline Chemotherapy
    Choi, Woonyoung
    Porten, Sima
    Kim, Seungchan
    Willis, Daniel
    Plimack, Elizabeth R.
    Hoffman-Censits, Jean
    Roth, Beat
    Cheng, Tiewei
    Mai Tran
    Lee, I-Ling
    Melquist, Jonathan
    Bondaruk, Jolanta
    Majewski, Tadeusz
    Zhang, Shizhen
    Pretzsch, Shanna
    Baggerly, Keith
    Siefker-Radtke, Arlene
    Czerniak, Bogdan
    Dinney, Colin P. N.
    McConkey, David J.
    [J]. CANCER CELL, 2014, 25 (02) : 152 - 165