Integrated analysis of single-cell RNA-seq and bulk RNA-seq reveals RNA N6-methyladenosine modification associated with prognosis and drug resistance in acute myeloid leukemia
Acute myeloid leukemia (AML) is a type of blood cancer that is identified by the unrestricted growth of immature myeloid cells within the bone marrow. Despite therapeutic advances, AML prognosis remains highly variable, and there is a lack of biomarkers for customizing treatment. RNA N6-methyladenos...
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Veröffentlicht in: | Frontiers in immunology 2023, Vol.14, p.1281687-1281687 |
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Zusammenfassung: | Acute myeloid leukemia (AML) is a type of blood cancer that is identified by the unrestricted growth of immature myeloid cells within the bone marrow. Despite therapeutic advances, AML prognosis remains highly variable, and there is a lack of biomarkers for customizing treatment. RNA N6-methyladenosine (m
A) modification is a reversible and dynamic process that plays a critical role in cancer progression and drug resistance.
To investigate the m
A modification patterns in AML and their potential clinical significance, we used the AUCell method to describe the m
A modification activity of cells in AML patients based on 23 m
A modification enzymes and further integrated with bulk RNA-seq data.
We found that m
A modification was more effective in leukemic cells than in immune cells and induced significant changes in gene expression in leukemic cells rather than immune cells. Furthermore, network analysis revealed a correlation between transcription factor activation and the m
A modification status in leukemia cells, while active m
A-modified immune cells exhibited a higher interaction density in their gene regulatory networks. Hierarchical clustering based on m
A-related genes identified three distinct AML subtypes. The immune dysregulation subtype, characterized by
mutation and
copy number variation, was associated with a worse prognosis and exhibited a specific gene expression pattern with high expression level of
and
, and low expression level of
and
. Notably, patients with the immune dysregulation subtype were sensitive to immunotherapy and chemotherapy.
Collectively, our findings suggest that m
A modification could be a potential therapeutic target for AML, and the identified subtypes could guide personalized therapy. |
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ISSN: | 1664-3224 1664-3224 |
DOI: | 10.3389/fimmu.2023.1281687 |