Development of a microRNA Panel for Classification of Abnormal Mammograms for Breast Cancer.
abnormal mammograms
biomarkers
breast cancer
circulating microRNAs
qRT-PCR
Journal
Cancers
ISSN: 2072-6694
Titre abrégé: Cancers (Basel)
Pays: Switzerland
ID NLM: 101526829
Informations de publication
Date de publication:
28 Apr 2021
28 Apr 2021
Historique:
received:
24
03
2021
revised:
22
04
2021
accepted:
26
04
2021
entrez:
30
4
2021
pubmed:
1
5
2021
medline:
1
5
2021
Statut:
epublish
Résumé
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.
Identifiants
pubmed: 33925125
pii: cancers13092130
doi: 10.3390/cancers13092130
pmc: PMC8124944
pii:
doi:
Types de publication
Journal Article
Langues
eng
Subventions
Organisme : National Medical Research Council (NMRC) of Singapore
ID : NMRC/CBRG/0087/2015
Organisme : National Medical Research Council of Singapore
ID : NMRC/CBRG/0087/2015
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