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Development of a microRNA Panel for Classification of Abnormal Mammograms for Breast Cancer
- Source :
- Cancers, Vol 13, Iss 2130, p 2130 (2021), Cancers, Volume 13, Issue 9
- Publication Year :
- 2021
- Publisher :
- MDPI AG, 2021.
-
Abstract
- Simple Summary Breast cancer screening by mammography suffers from high rates of false positivity, resulting in unnecessary investigative imaging and biopsies. There is an unmet need for biomarkers that can distinguish between malignant and benign breast lesions. We performed miRNA profiling on 638 patients with abnormal mammograms and 100 healthy controls. A six-miRNA panel was identified and validated in an independent cohort that had an AUC of 0.881 when differentiating between cases versus those with benign lesions or healthy individuals with normal mammograms. In addition, biomarker panel scores increased with tumor size, stage and number of lymph nodes involved. This study demonstrates that circulating miRNAs can potentially be used in conjunction with mammography to differentiate between patients with malignant and benign breast lesions. Abstract Mammography is extensively used for breast cancer screening but has high false-positive rates. Here, prospectively collected blood samples were used to identify circulating microRNA (miRNA) biomarkers to discriminate between malignant and benign breast lesions among women with abnormal mammograms. The Discovery cohort comprised 72 patients with breast cancer and 197 patients with benign breast lesions, while the Validation cohort had 73 and 196 cancer and benign cases, respectively. Absolute expression levels of 324 miRNAs were determined using RT-qPCR. miRNA biomarker panels were identified by: (1) determining differential expression between malignant and benign breast lesions, (2) focusing on top differentially expressed miRNAs, and (3) building panels from an unbiased search among all expressed miRNAs. Two-fold cross-validation incorporating a feature selection algorithm and logistic regression was performed. A six-miRNA biomarker panel identified by the third strategy, had an area under the curve (AUC) of 0.785 and 0.774 in the Discovery and Validation cohorts, respectively, and an AUC of 0.881 when differentiating between cases versus those with benign lesions or healthy individuals with normal mammograms. Biomarker panel scores increased with tumor size, stage and number of lymph nodes involved. Our work demonstrates that circulating miRNA signatures can potentially be used with mammography to differentiate between patients with malignant and benign breast lesions.
- Subjects :
- 0301 basic medicine
Oncology
Cancer Research
medicine.medical_specialty
Article
03 medical and health sciences
Breast cancer screening
0302 clinical medicine
Breast cancer
breast cancer
Internal medicine
medicine
Mammography
Stage (cooking)
RC254-282
medicine.diagnostic_test
business.industry
Cancer
biomarkers
Neoplasms. Tumors. Oncology. Including cancer and carcinogens
qRT-PCR
abnormal mammograms
medicine.disease
Circulating MicroRNA
030104 developmental biology
030220 oncology & carcinogenesis
Cohort
circulating microRNAs
Biomarker (medicine)
business
Subjects
Details
- Language :
- English
- ISSN :
- 20726694
- Volume :
- 13
- Issue :
- 2130
- Database :
- OpenAIRE
- Journal :
- Cancers
- Accession number :
- edsair.doi.dedup.....b8628e8cd89c7eebb2e6c5665fa84eab