Development and Validation of a Novel Prognostic Model for Acute Myeloid Leukemia Based on Immune-Related Genes

被引:10
|
作者
Li, Ran [1 ]
Ding, Zuoyou [2 ]
Jin, Peng [1 ]
Wu, Shishuang [1 ]
Jiang, Ge [1 ]
Xiang, Rufang [1 ]
Wang, Wenfang [1 ]
Jin, Zhen [1 ]
Li, Xiaoyang [1 ]
Xue, Kai [1 ]
Wu, Xiaolu [3 ]
Li, Junmin [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Med, Ruijin Hosp, Shanghai Inst Hematol,State Key Lab Med Genom,Nat, Shanghai, Peoples R China
[2] Zhongshan Hosp, Dept Gen Surg, Fudan Univ, Shanghai, Peoples R China
[3] Nanjing Med Univ, Nanjing Matern & Child Hlth Care Hosp, Dept Children Hlth Care, Womens Hosp, Nanjing, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2021年 / 12卷
关键词
acute myeloid leukemia; prognostic signature; immune-relate genes; The Cancer Genome Atlas; Least Absolute Shrinkage and Selection Operator;
D O I
10.3389/fimmu.2021.639634
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
The prognosis of acute myeloid leukemia (AML) is closely related to immune response changes. Further exploration of the pathobiology of AML focusing on immune-related genes would contribute to the development of more advanced evaluation and treatment strategies. In this study, we established a novel immune-17 signature based on transcriptome data from The Cancer Genome Atlas (TCGA) and The Genotype-Tissue Expression (GTEx) databases. We found that immune biology processes and transcriptional dysregulations are critical factors in the development of AML through enrichment analyses. We also formulated a prognostic model to predict the overall survival of AML patients by using LASSO (Least Absolute Shrinkage and Selection Operator) regression analysis. Furthermore, we incorporated the immune-17 signature to improve the prognostic accuracy of the ELN2017 risk stratification system. We concluded that the immune-17 signature represents a novel useful model for evaluating AML survival outcomes and may be implemented to optimize treatment selection in the next future.
引用
收藏
页数:8
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