The pyroptosis-related gene signature predicts prognosis and reveals characterization of the tumor immune microenvironment in acute myeloid leukemia

被引:5
作者
Zhou, Tao [1 ,2 ]
Qian, Kai [1 ,2 ]
Li, Yun-Yun [3 ]
Cai, Wen-Ke [4 ]
Yin, Sun-Jun [1 ]
Wang, Ping [1 ]
He, Gong-Hao [1 ,5 ]
机构
[1] 920th Hosp Joint Logist Support Force Peoples Libe, Dept Clin Pharm, Kunming, Peoples R China
[2] Dali Univ, Coll Pharm, Dali, Peoples R China
[3] Second Peoples Hosp Quzhou Zhejiang, Dept Pharm, Quzhou, Peoples R China
[4] 920th Hosp Joint Logist Support Force Peoples Libe, Dept Cardiothorac Surg, Kunming, Peoples R China
[5] Yunnan Prov Hosp Tradit Chinese Med, Res Ctr Clin Pharmacol, Kunming, Peoples R China
基金
美国国家科学基金会;
关键词
pyroptosis; acute myeloid leukemia; prognosis; immune microenvironment; TCGA; CELL-DEATH; THERAPY; BLOCKADE;
D O I
10.3389/fphar.2022.951480
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
Background: Pyroptosis is a novel inflammatory form of programmed cell death and a prospective target for cancer therapy. Nevertheless, little is known about the association between pyroptosis-related genes (PRGs) and acute myeloid leukemia (AML) prognosis. Herein, we systematically investigated the specific functions and clinical prognostic value of multiple PRGs in AML.Methods: Univariate and LASSO Cox regression analyses based on TCGA and GTEx databases were used to generate the PRG signature, whose predictive efficacy of survival was evaluated using survival analysis, ROC, univariate and multivariate Cox analyses as well as subgroup analysis. The BeatAML cohort was used for data validation. The association between risk score and immune cell infiltration, HLA, immune checkpoints, cancer stem cell (CSC), tumor mutation burden (TMB), and therapeutic drug sensitivity were also analyzed.Results: Six -PRG signatures, namely, CASP3, ELANE, GSDMA, NOD1, PYCARD, and VDR were generated. The high-risk score represented a poorer prognosis and the PRG risk score was also validated as an independent predictor of prognosis. A nomogram including the cytogenetic risk, age, and risk score was constructed for accurate prediction of 1-, 3-, and 5-year survival probabilities. Meanwhile, this risk score was significantly associated with the tumor immune microenvironment (TIME). A high-risk score is characterized by high immune cell infiltration, HLA, and immune checkpoints, as well as low CSC and TMB. In addition, patients with low-risk scores presented significantly lower IC50 values for ATRA, cytarabine, midostaurin, doxorubicin, and etoposide.Conclusion: Our findings might contribute to further understanding of PRGs in the prognosis and development of AML and provide novel and reliable biomarkers for its precise prevention and treatment.
引用
收藏
页数:18
相关论文
共 59 条
[1]   Tumor Microenvironment [J].
Arneth, Borros .
MEDICINA-LITHUANIA, 2020, 56 (01)
[2]   Inflammation and Inflammasomes: Pros and Cons in Tumorigenesis [J].
Balahura, Liliana R. ;
Selaru, Aida ;
Dinescu, Sorina ;
Costache, Marieta .
JOURNAL OF IMMUNOLOGY RESEARCH, 2020, 2020
[3]   Which are the most promising targets for minimal residual disease-directed therapy in acute myeloid leukemia prior to allogeneic stem cell transplant? [J].
Ball, Brian ;
Stein, Eytan M. .
HAEMATOLOGICA, 2019, 104 (08) :1521-1531
[4]   Differential Requirement for Caspase-1 Autoproteolysis in Pathogen-Induced Cell Death and Cytokine Processing [J].
Broz, Petr ;
von Moltke, Jakob ;
Jones, Jonathan W. ;
Vance, Russell E. ;
Monack, Denise M. .
CELL HOST & MICROBE, 2010, 8 (06) :471-483
[5]   Molecular therapy for acute myeloid leukaemia [J].
Coombs, Catherine C. ;
Tallman, Martin S. ;
Levine, Ross L. .
NATURE REVIEWS CLINICAL ONCOLOGY, 2016, 13 (05) :305-318
[6]   The pyroptosis-related gene signature predicts prognosis and indicates immune activity in hepatocellular carcinoma [J].
Deng, Min ;
Sun, Shiquan ;
Zhao, Rongce ;
Guan, Renguo ;
Zhang, Zhen ;
Li, Shaohua ;
Wei, Wei ;
Guo, Rongping .
MOLECULAR MEDICINE, 2022, 28 (01)
[7]   Pore-forming activity and structural autoinhibition of the gasdermin family [J].
Ding, Jingjin ;
Wang, Kun ;
Liu, Wang ;
She, Yang ;
Sun, Qi ;
Shi, Jianjin ;
Sun, Hanzi ;
Wang, Da-Cheng ;
Shao, Feng .
NATURE, 2016, 535 (7610) :111-+
[8]   Stem cell gene expression programs influence clinical outcome in human leukemia [J].
Eppert, Kolja ;
Takenaka, Katsuto ;
Lechman, Eric R. ;
Waldron, Levi ;
Nilsson, Bjoern ;
van Galen, Peter ;
Metzeler, Klaus H. ;
Poeppl, Armando ;
Ling, Vicki ;
Beyene, Joseph ;
Canty, Angelo J. ;
Danska, Jayne S. ;
Bohlander, Stefan K. ;
Buske, Christian ;
Minden, Mark D. ;
Golub, Todd R. ;
Jurisica, Igor ;
Ebert, Benjamin L. ;
Dick, John E. .
NATURE MEDICINE, 2011, 17 (09) :1086-U91
[9]   Mutant BRAF and MEK Inhibitors Regulate the Tumor Immune Microenvironment via Pyroptosis [J].
Erkes, Dan A. ;
Cai, Weijia ;
Sanchez, Ileine M. ;
Purwin, Timothy J. ;
Rogers, Corey ;
Field, Conroy O. ;
Berger, Adam C. ;
Hartsough, Edward J. ;
Rodeck, Ulrich ;
Alnemri, Emad S. ;
Aplin, Andrew E. .
CANCER DISCOVERY, 2020, 10 (02) :254-269
[10]   NOD1 splenic activation confers ferroptosis protection and reduces macrophage recruitment under pro-atherogenic conditions [J].
Fernandez-Garcia, Victoria ;
Gonzalez-Ramos, Silvia ;
Avendano-Ortiz, Jose ;
Martin-Sanz, Paloma ;
Delgado, Carmen ;
Castrillo, Antonio ;
Bosca, Lisardo .
BIOMEDICINE & PHARMACOTHERAPY, 2022, 148