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Updated: Jan 19, 2026
Epigenetic Regulation: DNA Methylation and Histone Modification
Subtype-specific transcriptional regulators in breast tumors subjected to genetic and epigenetic alterations
Qian Zhu1, Xavier Tekpli2,3, Olga G Troyanskaya4,5,6
1Department of Biostatistics and Computational Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.
Motivation:
Breast cancer consists of multiple distinct tumor subtypes, and results from epigenetic and genetic aberrations that give rise to distinct transcriptional profiles. Despite previous efforts to understand transcriptional deregulation through transcription factor networks, the transcriptional mechanisms leading to subtypes of the disease remain poorly understood.
Results:
We used a sophisticated computational search of thousands of expression datasets to define extended signatures of distinct breast cancer subtypes. Using ENCODE ChIP-seq data of surrogate cell lines and motif analysis we observed that these subtypes are determined by a distinct repertoire of lineage-specific transcription factors. Furthermore, specific pattern and abundance of copy number and DNA methylation changes at these TFs and targets, compared to other genes and to normal cells were observed. Overall, distinct transcriptional profiles are linked to genetic and epigenetic alterations at lineage-specific transcriptional regulators in breast cancer subtypes.
Availability And Implementation:
The analysis code and data are deposited at https://bitbucket.org/qzhu/breast.cancer.tf/.
Supplementary Information:
Supplementary data are available at Bioinformatics online.
Insights
Breast cancer subtypes are driven by specific transcription factors (TFs) and their associated genetic/epigenetic changes. Understanding these lineage-specific TFs is key to deciphering breast cancer transcriptional profiles.
Area of Science:
- Oncology
- Genomics
- Epigenetics
Background:
- Breast cancer comprises diverse subtypes with distinct transcriptional profiles.
- Transcriptional deregulation mechanisms underlying these subtypes are not fully understood.
- Previous research on transcription factor networks has limitations.
Purpose of the Study:
- To identify extended molecular signatures of distinct breast cancer subtypes.
- To elucidate the role of transcription factors in driving subtype-specific transcriptional profiles.
- To investigate the genetic and epigenetic alterations associated with these transcription factors.
Main Methods:
- Computational analysis of thousands of gene expression datasets.
- Utilized ENCODE ChIP-seq data and motif analysis.
- Examined copy number and DNA methylation patterns of transcription factors and their targets.
Main Results:
- Defined distinct molecular signatures for breast cancer subtypes.
- Identified lineage-specific transcription factor repertoires determining these subtypes.
- Observed specific patterns of genetic and epigenetic alterations at transcription factor loci.
Conclusions:
- Distinct transcriptional profiles in breast cancer subtypes are linked to alterations in lineage-specific transcriptional regulators.
- Genetic and epigenetic changes at transcription factors and their targets play a crucial role in breast cancer subtyping.
- The findings provide insights into the molecular mechanisms driving breast cancer heterogeneity.
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