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Updated: Aug 8, 2025

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Optimization of a Multiplex RNA-based Expression Assay Using Breast Cancer Archival Material
Published on: August 1, 2018
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Menstrual Phase and Menopausal Status Classification of Benign Breast Tissue Using Hormone-Regulated Gene Expression
Omid Hosseini1,2, Jun Wang1, Oukseub Lee1
1Department of Surgery, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
Annals of Surgical Oncology
|March 1, 2023
Summary
A five-gene set accurately predicts menopausal status and menstrual phase in benign breast samples. This finding aids in developing breast cancer risk biomarkers using archived samples.
Area of Science:
- Oncology
- Genomics
- Biomarker Discovery
Background:
- Validating breast cancer risk biomarkers in benign breast samples (BBS) is challenging due to menstrual phase (MP) and menopausal status (MS) variations.
- Previous work identified hormone-related gene expression and histomorphology for BBS classification by MS/MP.
- This study aimed to validate prior findings by evaluating both gene expression and histomorphology together.
Purpose of the Study:
- To validate the combined use of gene expression and histomorphology for classifying benign breast samples by menopausal status and menstrual phase.
- To assess the predictive accuracy of specific gene sets and histomorphological parameters for MS and MP.
- To facilitate the development of reliable breast cancer risk biomarkers.
Main Methods:
- Benign breast samples (BBS) from 131 women (86 premenopausal, 55 postmenopausal) were analyzed.
- Gene expression of luteal phase (LP) and menopausal genes was measured using RT-qPCR.
- Histomorphology parameters were used to classify premenopausal samples into LP or non-LP.
- Logistic regression and ROC analysis determined the predictive accuracy (AUC) for MP/MS.
Main Results:
- A five-gene set plus age > 50 accurately predicted menopausal status (MS) with an AUC of 0.93.
- In premenopausal women, high TNFSF11 expression predicted non-LP vs. LP (AUC 0.80).
- Adding histomorphology improved LP prediction in reduction mammoplasty (RM) samples (AUC 0.95) but not contralateral unaffected breast (CUB) samples (AUC 0.84).
Conclusions:
- A five-gene signature accurately predicts menopausal status and menstrual phase in benign breast samples.
- This predictive capability is crucial for developing breast cancer risk biomarkers.
- The findings support the use of archived sample repositories for biomarker development.
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