Elucidating the role of Pyroptosis in papillary thyroid cancer: prognostic, immunological, and therapeutic perspectives

被引:2
|
作者
Li, Fang [1 ]
Du, Rui [1 ]
Kou, Jiedong [1 ]
Li, Jingting [1 ]
Zhou, Le [1 ]
Zhang, Daqi [1 ]
Fu, Yantao [1 ]
Dionigi, Gianlorenzo [2 ]
Bertoli, Simona [3 ]
Sun, Hui [1 ]
Liang, Nan [1 ]
机构
[1] Jilin Univ, Jilin Prov Precis Med Lab Mol Biol & Translat Med, Jilin Prov Key Lab Surg Translat Med, Div Thyroid Surg,China Japan Union Hosp, Changchun 130031, Jilin, Peoples R China
[2] Univ Milan, Endocrine Surg Res Inst, Ist Auxol Italiano Capitanio IRCCS, Div Gen Surg,Endocrine Surg Unit, I-20122 Milan, Italy
[3] Univ Milan, Dept Food Environm & Nutr Sci DeFENS, I-20133 Milan, Italy
关键词
Pyroptosis; Thyroid cancer; Tumor immune microenvironment; Prognosis; Therapy; CELL-DEATH;
D O I
10.1186/s12935-024-03229-0
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BackgroundPyroptosis, an inflammatory form of programmed cell death, has been implicated in the pathogenesis and progression of several cancers. However, the significance of pyroptosis-related genes (PRGs) in papillary thyroid cancer (PTC) remains unclear.MethodsTranscriptome and clinical data of PTC patients were obtained from The Cancer Genome Atlas. The expression patterns of PRGs were identified by consensus clustering. A prognostic model for predicting the thyroid cancer-free interval (TCFi) employed five machine learning methods. Enrichment and immune-related analyses were performed to elucidate the role of pyroptosis. The responses to radioactive iodine (RAI), immune checkpoint inhibitors (ICIs), molecular targeted therapy (MTT), and chemotherapy (CTx) were predicted based on pyroptosis-derived features. Additionally, the expression of prognostic PRGs was validated via six external datasets, 16 cell lines, and 20 pairs of clinical samples.ResultsPTC patients were classified into three PyroClusters, C1 exhibited BRFA-like tumors with the highest invasiveness and the worst prognosis, C2 presented RAS-like tumors, and C3 was characterized by gene fusion. Nine PRGs (CXCL8, GJA1, H2BC8, IFI27, PRDM1, PYCARD, SEZ6L2, SIGLEC15, TRAF6) were filtered out to construct a PyroScore prognostic model. A derived nomogram demonstrated superior predictive performance than four clinical staging systems. A strong correlation between pyroptosis and tumor immune microenvironment (TIME) remodeling was observed in mechanistic analyses. Patients with a high PyroScore exhibited "hot" tumor immunophenotypes and had a poorer prognosis but could benefit more from ICIs and CTx (such as paclitaxel). Patients with a low PyroScore were more sensitive to RAI and MTT (such as pazopanib and sorafenib).ConclusionsPyroScore model can effectively predict TCFi in patients with PTC. Dysregulated expression of PRGs is associated with the TIME modeling. Pyroptosis features have potential significance for developing novel therapeutic strategies for PTC patients.
引用
收藏
页数:17
相关论文
共 50 条
  • [1] Elucidating the role of Pyroptosis in papillary thyroid cancer: prognostic, immunological, and therapeutic perspectives
    Fang Li
    Rui Du
    Jiedong Kou
    Jingting Li
    Le Zhou
    Daqi Zhang
    Yantao Fu
    Gianlorenzo Dionigi
    Simona Bertoli
    Hui Sun
    Nan Liang
    [J]. Cancer Cell International, 24
  • [2] The Role of Vitamin D as a Prognostic Marker in Papillary Thyroid Cancer
    Bains, Ashank
    Mur, Taha
    Wallace, Nathan
    Noordzij, Jacob Pieter
    [J]. CANCERS, 2021, 13 (14)
  • [3] Prognostic and Therapeutic Role of Angiogenic Microenvironment in Thyroid Cancer
    Melaccio, Assunta
    Sgaramella, Lucia Ilaria
    Pasculli, Alessandro
    Di Meo, Giovanna
    Gurrado, Angela
    Prete, Francesco Paolo
    Vacca, Angelo
    Ria, Roberto
    Testini, Mario
    [J]. CANCERS, 2021, 13 (11)
  • [4] The role of matrix metalloproteinase-9 as a prognostic biomarker in papillary thyroid cancer
    Maryam Zarkesh
    Azita Zadeh-Vakili
    Mahdi Akbarzadeh
    S. Ahmad Fanaei
    Mehdi Hedayati
    Fereidoun Azizi
    [J]. BMC Cancer, 18
  • [5] The role of matrix metalloproteinase-9 as a prognostic biomarker in papillary thyroid cancer
    Zarkesh, Maryam
    Zadeh-Vakili, Azita
    Akbarzadeh, Mahdi
    Fanaei, S. Ahmad
    Hedayati, Mehdi
    Azizi, Fereidoun
    [J]. BMC CANCER, 2018, 18
  • [6] Aggressive Papillary Thyroid Microcarcinoma Prognostic Factors and Therapeutic Strategy
    Ardito, Guglielmo
    Revelli, Luca
    Giustozzi, Erika
    Salvatori, Massimo
    Fadda, Guido
    Ardito, Francesco
    Avenia, Nicola
    Ferretti, Alice
    Rampin, Lucia
    Chondrogiannis, Sotirios
    Colletti, Patrick M.
    Rubello, Domenico
    [J]. CLINICAL NUCLEAR MEDICINE, 2013, 38 (01) : 25 - 28
  • [7] Role of pyroptosis in cancer and its therapeutic regulation
    Al Mamun, Abdullah
    Mimi, Anjuman Ara
    Aziz, Md. Abdul
    Zaeem, Muhammad
    Ahmed, Tanvir
    Munir, Fahad
    Xiao, Jian
    [J]. EUROPEAN JOURNAL OF PHARMACOLOGY, 2021, 910
  • [8] Coexisting Papillary and Anaplastic Thyroid Cancer: Elucidating the Spectrum of Aggressive Behavior
    Greenberg, Jacques A.
    Moore, Maureen D.
    Thiesmeyer, Jessica W.
    Egan, Caitlin E.
    Lee, Yeon Joo
    Christos, Paul
    Zarnegar, Rasa
    Beninato, Toni
    Fahey, Thomas J., III
    Finnerty, Brendan M.
    [J]. ANNALS OF SURGICAL ONCOLOGY, 2023, 30 (01) : 137 - 145
  • [9] Immunological aspects of ovarian cancer: Therapeutic perspectives
    Nayama, M.
    Collinet, P.
    Salzet, M.
    Vinatier, D.
    [J]. JOURNAL DE GYNECOLOGIE OBSTETRIQUE ET BIOLOGIE DE LA REPRODUCTION, 2016, 45 (09): : 1020 - 1036
  • [10] Papillary thyroid carcinoma: prognostic significance of cancer presentation
    Choi, Heywood
    Kasaian, Katayoon
    Melck, Adrienne
    Ong, Kaye
    Jones, Steven J. M.
    White, Adam
    Wiseman, Sam M.
    [J]. AMERICAN JOURNAL OF SURGERY, 2015, 210 (02): : 298 - 301