Identification and validation of BATF as a prognostic biomarker and regulator of immune cell infiltration in acute myeloid leukemia

被引:0
作者
Zhao, Zhe [1 ]
Wang, Dongmei [1 ,2 ]
Sheng, Xue [1 ]
Li, Shuying [1 ]
Liu, Tingting [1 ]
Chang, Mengyuan [1 ]
Feng, Lei [1 ]
Zhang, Di [1 ]
Ji, Chunyan [1 ,2 ]
Lu, Fei [1 ]
Ye, Jingjing [1 ]
机构
[1] Shandong Univ, Qilu Hosp, Dept Hematol, Jinan, Peoples R China
[2] Shandong Univ, Qilu Hosp, Shandong Key Lab Hematol Dis & Immune Microenviron, Jinan, Shandong, Peoples R China
基金
中国国家自然科学基金;
关键词
BATF; immune cell infiltration; prognosis; proliferation; drug sensitivity; AML; TRANSCRIPTION FACTOR; DIFFERENTIATION;
D O I
10.3389/fimmu.2024.1429855
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background Basic leucine zipper ATF-like transcription factor (BATF) is a nuclear basic leucine zipper protein affiliated with the AP-1/ATF superfamily. Previous research has confirmed that BATF expression plays a significant role in the tumour microenvironment. However, the associations between BATF expression and prognoses in acute myeloid leukaemia (AML) patients and their immunological effects remain unclear.Methods Genomic and clinical AML data were got from the TCGA (TCGA-LAML) and GEO (GSE37642) databases for the subsequent analysis. The expression levels of BATF in AML patients were assessed using GEPIA, and the results were verified by qRT-PCR and Western blotting. In the meantime, the prognostic value of BATF was evaluated using univariate and multivariate analyses, receiver operating characteristic (ROC) curve (AUC) analysis, and Kaplan-Meier (KM) survival analysis. EdU, colony formation, and CCK-8 assays were employed to evaluate the proliferation of cells. Moreover, we detected the association of BATF expression with drug sensitivity through database analysis and in vivo experiments. To further investigate the mechanism of action of BATF in AML, RNA sequencing (RNA-seq) analysis was performed, followed by pathway enrichment analysis using Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis. Meanwhile, we detected the connection between BATF expression and the proportions of immune cells via flow cytometry in C1498 mouse model of AML. Finally, we investigated the association between BATF expression and cell-cell communication within the AML cell population using single-cell sequencing.Results In this study, we thoroughly investigated the role of BATF in AML. First, we observed a significant elevation in the expression of BATF in patients and cells in AML. Further analysis revealed an association between high BATF expression and poor prognosis in AML. Additionally, BATF expression was found to promote the proliferative capacity of AML cells. Moreover, the results showed that the expression level of BATF dramatically affected the effect of chemotherapy in AML patients. We also discovered that BATF expression could activate multiple immune-related pathways, altering the proportions of CD8+T cells and NK cells, suggesting that BATF may be a regulator of immune cell infiltration. Finally, there were differences in receptor ligand pairs between AML cells with high and low expression of BATF and immune cells.Conclusion Bioinformatics analysis and experimental verification revealed that BATF expression could alter the proportions of CD8+T cells and NK cells in AML and affect drug sensitivity, making it a potential treatment target for AML.
引用
收藏
页数:15
相关论文
共 50 条
[41]   Identification and validation of obesity-related gene LEP methylation as a prognostic indicator in patients with acute myeloid leukemia [J].
Zhang, Ting-juan ;
Xu, Zi-jun ;
Gu, Yu ;
Ma, Ji-chun ;
Wen, Xiang-mei ;
Zhang, Wei ;
Deng, Zhao-qun ;
Qian, Jun ;
Lin, Jiang ;
Zhou, Jing-dong .
CLINICAL EPIGENETICS, 2021, 13 (01)
[42]   Identification of prognostic genes in the acute myeloid leukemia microenvironment [J].
Huang, Shaoxin ;
Zhang, Biyu ;
Fan, Wenyan ;
Zhao, Qihan ;
Yang, Lei ;
Xin, Wang ;
Fu, Denggang .
AGING-US, 2019, 11 (22) :10557-10580
[43]   The Identification of APOBEC3G as a Potential Prognostic Biomarker in Acute Myeloid Leukemia and a Possible Drug Target for Crotonoside [J].
Ma, Chenchen ;
Liu, Peng ;
Cui, Siyuan ;
Gao, Chang ;
Tan, Xing ;
Liu, Zhaopeng ;
Xu, Ruirong .
MOLECULES, 2022, 27 (18)
[44]   MELK is a prognostic biomarker and correlated with immune infiltration in glioma [J].
Yang, Haiyan ;
Zhou, Huandi ;
Wang, Guohui ;
Tian, Lei ;
Li, Haonan ;
Zhang, Yufeng ;
Xue, Xiaoying .
FRONTIERS IN NEUROLOGY, 2022, 13
[45]   Identification and validation of DPY30 as a prognostic biomarker and tumor immune microenvironment infiltration characterization in esophageal cancer [J].
Mei, Pei-Yuan ;
Xiao, Han ;
Guo, Qiang ;
Meng, Wang-Yang ;
Wang, Ming-Liang ;
Huang, Quan-Fu ;
Liao, Yong-De .
ONCOLOGY LETTERS, 2023, 25 (02)
[46]   Identification of Immune Cell Infiltration Landscape and Their Prognostic Significance in Uveal Melanoma [J].
Zhao, Han ;
Chen, Yun ;
Shen, Peijun ;
Gong, Lan .
FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2021, 9
[47]   Identification of serum miR-34a as a potential biomarker in acute myeloid leukemia [J].
Huang, Yiqun ;
Zou, Yong ;
Lin, Luhui ;
Ma, Xudong ;
Chen, Hongpu .
CANCER BIOMARKERS, 2018, 22 (04) :799-805
[48]   Identification and validation of potential prognostic gene biomarkers for predicting survival in patients with acute myeloid leukemia [J].
Huang, Rui ;
Liao, Xiwen ;
Li, Qiaochuan .
ONCOTARGETS AND THERAPY, 2017, 10 :5243-5254
[49]   Comprehensive analysis of SPAG1 expression as a prognostic and predictive biomarker in acute myeloid leukemia by integrative bioinformatics and clinical validation [J].
Yu Gu ;
Ming-qiang Chu ;
Zi-jun Xu ;
Qian Yuan ;
Ting-juan Zhang ;
Jiang Lin ;
Jing-dong Zhou .
BMC Medical Genomics, 15
[50]   MicroRNA: an important regulator in acute myeloid leukemia [J].
Wang, Xiaman ;
Chen, Hongli ;
Bai, Ju ;
He, Aili .
CELL BIOLOGY INTERNATIONAL, 2017, 41 (09) :936-945