Identification and validation of a novel CD8+T cell-associated prognostic model based on ferroptosis in acute myeloid leukemia

被引:6
作者
Jiang, Ge [1 ]
Jin, Peng [1 ]
Xiao, Xiao [2 ]
Shen, Jie [1 ]
Li, Ran [1 ]
Zhang, Yunxiang [1 ]
Li, Xiaoyang [1 ]
Xue, Kai [1 ]
Li, Junmin [1 ]
机构
[1] Shanghai Jiao Tong Univ, Shanghai Inst Hematol, Natl Res Ctr Translat Med Shanghai, State Key Lab Med Genom,Ruijin Hosp,Sch Med, Shanghai, Peoples R China
[2] Tongji Univ, Shanghai Peoples Hosp 10, Dept Orthoped, Sch Med, Shanghai, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2023年 / 14卷
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
CD8+T cell; acute myeloid leukemia (AML); prognosis; ferroptosis; European Leukemia Net (ELN) 2017; EXPRESSION SIGNATURE; GENE-EXPRESSION; IMMUNITY; SURVIVAL; AML; RECOMMENDATIONS; LYMPHOCYTES; MANAGEMENT; AUTOPHAGY; DIAGNOSIS;
D O I
10.3389/fimmu.2023.1149513
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Acute myeloid leukemia (AML) is a highly aggressive cancer with great heterogeneity and variability in prognosis. Though European Leukemia Net (ELN) 2017 risk classification has been widely used, nearly half of patients were stratified to "intermediate" risk and requires more accurate classification via excavating biological features. As new evidence showed that CD8+ T cell can kill cancer cells through ferroptosis pathway. We firstly use CIBERSORT algorithm to divide AMLs into CD8+ (high) and CD8+ (low) T cell groups, then 2789 differentially expressed genes (DEGs) between groups were identified, of which 46 ferroptosis-related genes associated with CD8+ T cell were sorted out. GO, KEGG analysis and PPI network were conducted based on these 46 DEGs. By jointly using LASSO algorithm and Cox univariate regression, we generated a 6-gene prognostic signature comprising VEGFA, KLHL24, ATG3, EIF2AK4, IDH1 and HSPB1. Low-risk group shows a longer overall survival. We then validated the prognostic value of this 6-gene signature using two independent external datasets and patient sample collection dataset. We also proved that incorporation of the 6-gene signature obviously enhanced the accuracy of ELN risk classification. Finally, gene mutation analysis, drug sensitive prediction, GSEA and GSVA analysis were conducted between high-risk and low-risk AML patients. Collectively, our findings suggested that the prognostic signature based on CD8+ T cell-related ferroptosis genes can optimize the risk stratification and prognostic prediction of AML patients.
引用
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页数:11
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共 57 条
[11]   Acute myeloid leukemia: a comprehensive review and 2016 update [J].
De Kouchkovsky, I. ;
Abdul-Hay, M. .
BLOOD CANCER JOURNAL, 2016, 6 :e441-e441
[12]   Ferroptosis: An Iron-Dependent Form of Nonapoptotic Cell Death [J].
Dixon, Scott J. ;
Lemberg, Kathryn M. ;
Lamprecht, Michael R. ;
Skouta, Rachid ;
Zaitsev, Eleina M. ;
Gleason, Caroline E. ;
Patel, Darpan N. ;
Bauer, Andras J. ;
Cantley, Alexandra M. ;
Yang, Wan Seok ;
Morrison, Barclay, III ;
Stockwell, Brent R. .
CELL, 2012, 149 (05) :1060-1072
[13]   Diagnosis and management of AML in adults: 2017 ELN recommendations from an international expert panel [J].
Doehner, Hartmut ;
Estey, Elihu ;
Grimwade, David ;
Amadori, Sergio ;
Appelbaum, Frederick R. ;
Buechner, Thomas ;
Dombret, Herve ;
Ebert, Benjamin L. ;
Fenaux, Pierre ;
Larson, Richard A. ;
Levine, Ross L. ;
Lo-Coco, Francesco ;
Naoe, Tomoki ;
Niederwieser, Dietger ;
Ossenkoppele, Gert J. ;
Sanz, Miguel ;
Sierra, Jorge ;
Tallman, Martin S. ;
Tien, Hwei-Fang ;
Wei, Andrew H. ;
Lowenberg, Bob ;
Bloomfield, Clara D. .
BLOOD, 2017, 129 (04) :424-447
[14]   Diagnosis and management of acute myeloid leukemia in adults: recommendations from an international expert panel, on behalf of the European LeukemiaNet [J].
Doehner, Hartmut ;
Estey, Elihu H. ;
Amadori, Sergio ;
Appelbaum, Frederick R. ;
Buechner, Thomas ;
Burnett, Alan K. ;
Dombret, Herve ;
Fenaux, Pierre ;
Grimwade, David ;
Larson, Richard A. ;
Lo-Coco, Francesco ;
Naoe, Tomoki ;
Niederwieser, Dietger ;
Ossenkoppele, Gert J. ;
Sanz, Miguel A. ;
Sierra, Jorge ;
Tallman, Martin S. ;
Loewenberg, Bob ;
Bloomfield, Clara D. .
BLOOD, 2010, 115 (03) :453-474
[15]   The eIF2α kinases: their structures and functions [J].
Donnelly, Neysan ;
Gorman, Adrienne M. ;
Gupta, Sanjeev ;
Samali, Afshin .
CELLULAR AND MOLECULAR LIFE SCIENCES, 2013, 70 (19) :3493-3511
[16]   Immunogenomic Landscape of Hematological Malignancies (vol 38, pg 380, 2020) [J].
Dufva, Olli ;
Polonen, Petri ;
Bruck, Oscar ;
Keranen, Mikko A. I. ;
Klievink, Jay ;
Mehtonen, Juha ;
Huuhtanen, Jani ;
Kumar, Ashwini ;
Malani, Disha ;
Siitonen, Sanna ;
Kankainen, Matti ;
Ghimire, Bishwa ;
Lahtela, Jenni ;
Mattila, Pirkko ;
Vaha-Koskela, Markus ;
Wennerberg, Krister ;
Granberg, Kirsi ;
Leivonen, Suvi-Katri ;
Meriranta, Leo ;
Heckman, Caroline ;
Leppa, Sirpa ;
Nykter, Matti ;
Lohi, Olli ;
Heinaniemi, Merja ;
Mustjoki, Satu .
CANCER CELL, 2020, 38 (03) :424-428
[17]   An early history of T cell-mediated cytotoxicity [J].
Golstein, Pierre ;
Griffiths, Gillian M. .
NATURE REVIEWS IMMUNOLOGY, 2018, 18 (08) :526-534
[18]   GCN2 drives macrophage and MDSC function and immunosuppression in the tumor microenvironment [J].
Halaby, Marie Jo ;
Hezaveh, Kebria ;
Lamorte, Sara ;
Ciudad, M. Teresa ;
Kloetgen, Andreas ;
MacLeod, Bethany L. ;
Guo, Mengdi ;
Chakravarthy, Ankur ;
Medina, Tiago Da Silva ;
Ugel, Stefano ;
Tsirigos, Aristotelis ;
Bronte, Vincenzo ;
Munn, David H. ;
Pugh, Trevor J. ;
De Carvalho, Daniel D. ;
Butler, Marcus O. ;
Ohashi, Pamela S. ;
Brooks, David G. ;
McGaha, Tracy L. .
SCIENCE IMMUNOLOGY, 2019, 4 (42)
[19]   Heterogeneity in refractory acute myeloid leukemia [J].
Horibata, Sachi ;
Gui, Gege ;
Lack, Justin ;
DeStefano, Christin B. ;
Gottesman, Michael M. ;
Hourigan, Christopher S. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2019, 116 (21) :10494-10503
[20]   A 29-gene signature associated with NOX2 discriminates acute myeloid leukemia prognosis and survival [J].
Ijurko, Carla ;
Gonzalez-Garcia, Nerea ;
Galindo-Villardon, Purificacion ;
Hernandez-Hernandez, Angel .
AMERICAN JOURNAL OF HEMATOLOGY, 2022, 97 (04) :448-457