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Identification and experimental validation of mitochondria pathway related genes in acute myeloid leukemia
1Institute of Hematology, Henan Key Laboratory of Stem Cell Differentiation and Modification, Henan Provincial People's Hospital, People's Hospital of Zhengzhou University, Zhengzhou, China.
Background:
Acute myeloid leukemia (AML) is a hematologic malignancy characterized by heterogeneity, poor prognosis, and limited biomarkers for risk prediction. Mitochondria pathway related genes (MPRGs), as central regulators of cellular metabolism and immune microenvironment dynamics, may provide useful information for prognostic assessment and biological characterization in AML.
Methods:
MPRGs were obtained from the MitoCarta3.0 database. Univariate Cox and Kaplan-Meier methods were conducted to analyze their prognostic relevance. LASSO penalized regression followed by stepwise multivariate Cox analysis yielded an optimal gene panel in the TCGA-LAML dataset. External validation was performed across three GEO datasets (GSE10358, GSE106291, GSE71014). Finally, the role of UCP2 was examined in vitro by assessing UCP2 knockdown effects on MOLM-13 cell behavior.
Results:
A prognostic signature comprising seven MPRGs (UCP2, FAM162A, ACCS, HSD1, ACSF2, PPIF, and SDHA) was established. High-risk patients exhibited significantly shorter survival. The MPRGs risk score served as an independent predictor of prognosis. Moreover, elevated risk scores correlated with heightened immune checkpoint molecule expression and an immunosuppressive tumor microenvironment. UCP2 knockdown attenuated both proliferative capacity and migratory potential in MOLM-13 AML cells.
Conclusion:
In summary, the MPRG-based signature provides independent prognostic value in AML and reflects its association with an immunosuppressive microenvironment. These findings provide additional evidence that mitochondrial pathway-related genes are associated with AML prognosis and immune microenvironment features. UCP2 may represent a biologically relevant candidate gene in AML, although further mechanistic and clinical validation is required.
Insights
A new seven-gene signature derived from mitochondria pathway related genes (MPRGs) accurately predicts prognosis in acute myeloid leukemia (AML). This MPRG signature also correlates with an immunosuppressive tumor microenvironment, highlighting UCP2 as a potential therapeutic target.
Area of Science:
- Hematologic Malignancies
- Molecular Biology
- Cancer Genomics
Background:
- Acute myeloid leukemia (AML) presents significant challenges due to its heterogeneity, poor prognosis, and lack of reliable biomarkers for risk stratification.
- Mitochondria pathway related genes (MPRGs) play crucial roles in cellular metabolism and immune microenvironment regulation, offering potential for prognostic assessment in AML.
Purpose of the Study:
- To identify and validate a prognostic gene signature based on MPRGs for acute myeloid leukemia (AML).
- To investigate the association between the MPRG-based signature and the tumor immune microenvironment in AML.
- To explore the functional role of UCP2 in AML cell behavior.
Main Methods:
- MPRGs were sourced from the MitoCarta3.0 database.
- Prognostic relevance was assessed using univariate Cox and Kaplan-Meier analyses.
- A seven-gene prognostic signature was developed using LASSO and stepwise multivariate Cox regression in the TCGA-LAML dataset and validated on three GEO datasets.
- The in vitro role of UCP2 was evaluated by assessing knockdown effects on MOLM-13 cell proliferation and migration.
Main Results:
- A seven-MPRG prognostic signature (UCP2, FAM162A, ACCS, HSD1, ACSF2, PPIF, SDHA) was established, with high-risk patients showing significantly shorter survival.
- The MPRG risk score independently predicted prognosis and correlated with increased immune checkpoint molecule expression and an immunosuppressive tumor microenvironment.
- Knockdown of UCP2 in MOLM-13 cells reduced their proliferative and migratory capacities.
Conclusions:
- The MPRG-based signature offers independent prognostic value in AML and is linked to an immunosuppressive microenvironment.
- These findings reinforce the association between MPRGs, AML prognosis, and immune microenvironment characteristics.
- UCP2 emerges as a potential biologically relevant candidate gene for AML, warranting further investigation and clinical validation.
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