Construction of an m5Cscore based on m5C modification patterns to predict prognosis and personalized treatment outcomes in breast cancer

Accumulating evidence links 5-methylcytosine (m 5 C) modifications to tumor progression and gene regulation. This study aimed to systematically characterize m 5 C modification patterns in breast cancer, elucidate their associations with prognosis and tumor heterogeneity, and provide references for prognostic stratification and immune microenvironment evaluation. We comprehensively profiled m 5 C regulator expression using multi-omics data from The Cancer Genome Atlas and Gene Expression Omnibus datasets. Unsupervised clustering was performed to identify distinct m 5 C modification subtypes. Meanwhile, we construct an m 5 Cscore to quantify the m 5 C modification patterns of individual samples. Correlations between the m 5 Cscore, tumor mutation burden, survival outcomes, and tumor immune microenvironment features were systematically evaluated. Distinct m 5 C modification subtypes (m 5 C cluster A and B) exhibiting significant prognostic differences were identified. m 5 C cluster A displayed elevated cell cycle activation, abundant activated T/B cell infiltration, high PD-1/PD-L1 expression, and inferior overall survival, whereas m 5 C cluster B featured suppressed proliferative signaling, enriched mast cells and plasmacytoid dendritic cells, low immune checkpoint levels, and favorable prognosis. The m 5 Cscore demonstrated significant associations with tumor mutation burden and overall survival, with higher scores correlating with favorable survival trend. Importantly, distinct m 5 C modification patterns were characterized by divergent immune cell infiltration profiles and immune checkpoint expression, and the m 5 Cscore was correlated with the expression of immune checkpoints, tumor mutational burden, and immune-related scores, indicating m 5 C-mediated immunomodulatory effects. m 5 C modification patterns are associated with breast cancer prognosis and anti-tumor immunity. The m 5 Cscore may aid in prognostic stratification and immune-related evaluation.

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Publication Details

Journal
Discover Oncology
Published
2026-09-18
DOI
https://doi.org/10.1007/s12672-026-05934-w
Primary Topic
RNA modifications and cancer
Type
article
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article

Construction of an m5Cscore based on m5C modification patterns to predict prognosis and personalized treatment outcomes in breast cancer

Jinsheng Zeng, Yaxiong Liu, Mei Huang, Ting He et al.
Discover Oncology
RNA modifications and cancer
article

Construction of an m5Cscore based on m5C modification patterns to predict prognosis and personalized treatment outcomes in breast cancer

Jinsheng Zeng, Yaxiong Liu, Mei Huang, Ting He, Ting Chen
article en

Abstract

Accumulating evidence links 5-methylcytosine (m 5 C) modifications to tumor progression and gene regulation. This study aimed to systematically characterize m 5 C modification patterns in breast cancer, elucidate their associations with prognosis and tumor heterogeneity, and provide references for prognostic stratification and immune microenvironment evaluation. We comprehensively profiled m 5 C regulator expression using multi-omics data from The Cancer Genome Atlas and Gene Expression Omnibus datasets. Unsupervised clustering was performed to identify distinct m 5 C modification subtypes. Meanwhile, we construct an m 5 Cscore to quantify the m 5 C modification patterns of individual samples. Correlations between the m 5 Cscore, tumor mutation burden, survival outcomes, and tumor immune microenvironment features were systematically evaluated. Distinct m 5 C modification subtypes (m 5 C cluster A and B) exhibiting significant prognostic differences were identified. m 5 C cluster A displayed elevated cell cycle activation, abundant activated T/B cell infiltration, high PD-1/PD-L1 expression, and inferior overall survival, whereas m 5 C cluster B featured suppressed proliferative signaling, enriched mast cells and plasmacytoid dendritic cells, low immune checkpoint levels, and favorable prognosis. The m 5 Cscore demonstrated significant associations with tumor mutation burden and overall survival, with higher scores correlating with favorable survival trend. Importantly, distinct m 5 C modification patterns were characterized by divergent immune cell infiltration profiles and immune checkpoint expression, and the m 5 Cscore was correlated with the expression of immune checkpoints, tumor mutational burden, and immune-related scores, indicating m 5 C-mediated immunomodulatory effects. m 5 C modification patterns are associated with breast cancer prognosis and anti-tumor immunity. The m 5 Cscore may aid in prognostic stratification and immune-related evaluation.

Discover Oncology
Nanchang University (CN), First Affiliated Hospital of Jiangxi Medical College (CN), First Affiliated Hospital of Nanchang University (CN)
Good health and well-being
Openalex Percentile: Top 18%
RNA modifications and cancer
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