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Updated: Jun 28, 2026

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Changes in Mammary Gland Morphology and Breast Cancer Risk in Rats
Published on: October 16, 2010
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Cell-type aware transcriptome-wide association study of mammographic density phenotypes.
Adriana Sistig1, Joseph H Rothstein2,3,4, Sinan Zhu5
1Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Medrxiv : the Preprint Server for Health Sciences
|December 8, 2025
Summary
This study used cell-type-aware transcriptome-wide association studies (TWAS) to identify novel genes associated with mammographic density (MD) and breast cancer risk. The new method found more genes than standard TWAS, including THBS2-AS1, linked to increased breast cancer risk.
Area of Science:
- Genetics
- Genomics
- Breast Cancer Research
Background:
- Mammographic density (MD) is highly heritable and a strong breast cancer risk factor.
- Genome-wide association studies (GWAS) have identified genetic variants for MD, but explain limited heritability.
- Transcriptome-wide association studies (TWAS) can identify genes linked to MD via genetically regulated gene expression (GReX), but bulk tissue analysis can obscure cell-type-specific effects.
Purpose of the Study:
- To conduct TWAS for MD phenotypes using standard and a novel cell-type-aware framework.
- To identify novel genes associated with MD and breast cancer risk.
- To improve the understanding of the genetic architecture of MD and its relationship with breast cancer.
Main Methods:
- A study population of 24,158 European ancestry women was analyzed.
- Mammographic density phenotypes (dense area, nondense area, percent density) were measured.
- Standard TWAS and a cell-type-aware TWAS (MiXcan2) were used to assess GReX associations with MD phenotypes.
Main Results:
- A total of 20 genes at 16 loci were significantly associated with MD phenotypes.
- Six novel genes at six loci, including THBS2-AS1, were identified.
- THBS2-AS1 was associated with decreased nondense area, increased percent density, and increased breast cancer risk.
Conclusions:
- Cell-type-aware TWAS identified novel genes for MD and breast cancer risk.
- The study highlights the importance of considering cell-type heterogeneity in genetic analyses of complex traits.
- This approach provides insights into the biological basis of dense versus nondense breast tissue and breast cancer susceptibility.

