Comprehensive analyses of m1A regulator-mediated modification patterns determining prognosis in lower-grade glioma (running title: m1A in LGG)
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Summary
This summary is machine-generated.This study identifies a novel prognostic indicator for lower-grade gliomas (LGG) based on N1-methyladenosine (m1A) modification regulators. The developed m1A-related immune gene signature (m1A-RIGS) effectively predicts patient survival and informs potential immune-based therapies.
Area Of Science
- Oncology
- Molecular Biology
- Immunology
Background
- N1-methyladenosine (m1A) modification is a key post-transcriptional regulator of mRNA.
- Research on m1A regulators in lower-grade gliomas (LGG) is limited.
- Understanding m1A's role in LGG can reveal new therapeutic targets.
Purpose Of The Study
- To investigate m1A regulators in LGG.
- To develop a prognostic signature for LGG patients.
- To explore potential therapeutic targets for LGG.
Main Methods
- Nonnegative Matrix Factorization (NMF) applied to TCGA dataset to stratify LGG patients.
- LASSO regression to identify m1A-related immune genes and establish m1A-RIGS.
- Univariate/multivariate Cox regression and ssGSEA to validate prognostic and immune cell infiltration significance.
- Edu assay and flow cytometry to assess the impact of MSR1 and BIRC5 modulation.
Main Results
- NMF identified two LGG patient groups with distinct overall survival (OS) and immune cell infiltration.
- The m1A-RIGS was established and demonstrated significant predictive value for LGG prognosis.
- High- and low-risk subgroups showed significant variations in immune cell composition and function.
- MSR1 and BIRC5 were identified as potential therapeutic targets, with their modulation affecting LGG cell behavior.
Conclusions
- The m1A-RIGS serves as a robust prognostic indicator for LGG.
- This signature may facilitate the development of novel immune-based treatment strategies for LGG.
- BIRC5 and MSR1 represent promising therapeutic targets for LGG treatment.

