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Development of a microRNA Panel for Classification of Abnormal Mammograms for Breast Cancer
Ruiyang Zou1, Sau Yeen Loke2, Veronique Kiak-Mien Tan3,4,5,6
1Department of Research and Development, MiRXES Lab, Singapore 138623, Singapore.
Cancers
|April 30, 2021
Summary
This study identifies a six-microRNA (miRNA) signature in blood to help distinguish malignant from benign breast lesions, potentially improving mammogram accuracy. This blood-based biomarker panel shows promise for breast cancer diagnosis.
Area of Science:
- Biochemistry
- Oncology
- Molecular Biology
Background:
- Mammography is a primary breast cancer screening tool but suffers from high false-positive rates.
- Accurate differentiation between malignant and benign breast lesions in women with abnormal mammograms remains a clinical challenge.
Purpose of the Study:
- To identify circulating microRNA (miRNA) biomarkers in blood for discriminating malignant from benign breast lesions.
- To evaluate the diagnostic performance of a miRNA biomarker panel in conjunction with mammography.
Main Methods:
- Prospective collection of blood samples from women with abnormal mammograms.
- Quantitative reverse transcription polymerase chain reaction (RT-qPCR) to measure 324 miRNA expression levels.
- Development and validation of a six-miRNA biomarker panel using cross-validation, feature selection, and logistic regression.
Main Results:
- A six-miRNA panel achieved an area under the curve (AUC) of 0.785 (Discovery) and 0.774 (Validation) for differentiating malignant from benign lesions.
- The panel demonstrated an AUC of 0.881 when distinguishing cancer cases from benign lesions or healthy controls.
- Biomarker panel scores correlated positively with tumor size, stage, and lymph node involvement.
Conclusions:
- Circulating miRNA signatures hold potential as supplementary biomarkers to mammography for improved breast lesion characterization.
- This blood-based approach may enhance diagnostic accuracy and reduce unnecessary biopsies in breast cancer screening.
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