Development of a microRNA Panel for Classification of Abnormal Mammograms for Breast Cancer

被引:17
作者
Zou, Ruiyang [1 ]
Loke, Sau Yeen [2 ,3 ]
Tan, Veronique Kiak-Mien [4 ,5 ,6 ]
Quek, Swee Tian [7 ,8 ]
Jagmohan, Pooja [7 ,8 ]
Tang, Yew Chung [1 ]
Madhukumar, Preetha [3 ,4 ,5 ]
Tan, Benita Kiat-Tee [3 ,4 ,5 ,6 ,9 ]
Yong, Wei Sean [3 ,4 ,5 ,6 ]
Sim, Yirong [3 ,4 ,6 ]
Lim, Sue Zann [3 ,4 ,5 ,6 ]
Png, Eunice [10 ]
Lee, Shu Yun Sherylyn [11 ]
Chan, Mun Yew Patrick [11 ]
Ho, Teng Swan Juliana [3 ,12 ]
Khoo, Boon Kheng James [3 ,12 ]
Wong, Su Lin Jill [12 ]
Thng, Choon Hua [3 ,12 ]
Chong, Bee Kiang [13 ]
Teo, Yik Ying [14 ,15 ]
Too, Heng-Phon [16 ]
Hartman, Mikael [14 ,15 ,17 ]
Tan, Ngiap Chuan [10 ,18 ]
Tan, Ern Yu [11 ]
Lee, Soo Chin [15 ,19 ]
Zhou, Lihan [1 ]
Lee, Ann Siew Gek [2 ,3 ,20 ]
机构
[1] MiRXES Lab, Dept Res & Dev, Singapore 138623, Singapore
[2] Natl Canc Ctr Singapore, Humphrey Oei Inst Canc Res, Cellular & Mol Res, Singapore 169610, Singapore
[3] Duke NUS Med Sch, SingHlth Duke NUS Oncol Acad Clin Programme, Singapore 169857, Singapore
[4] Natl Canc Ctr Singapore, Div Surg & Surg Oncol, Singapore 169610, Singapore
[5] Singapore Gen Hosp, Dept Breast Surg, Singapore 169608, Singapore
[6] SingHlth Duke NUS Breast Ctr, Singapore 169610, Singapore
[7] Natl Univ Singapore, Natl Univ Hosp, Dept Diagnost Imaging, Singapore 119228, Singapore
[8] Natl Univ Singapore, Yong Loo Lin Sch Med, Singapore 119228, Singapore
[9] Sengkang Gen Hosp, Dept Gen Surg, Singapore 544886, Singapore
[10] SingHlth Polyclin, Singapore 150167, Singapore
[11] Tan Tock Seng Hosp, Dept Gen Surg, Singapore 308433, Singapore
[12] Natl Canc Ctr Singapore, Div Oncol Imaging, Singapore 169610, Singapore
[13] Tan Tock Seng Hosp, Dept Diagnost Radiol, Singapore 308433, Singapore
[14] Natl Univ Singapore, Saw Swee Hock Sch Publ Hlth, Singapore 117549, Singapore
[15] Natl Univ Hlth Syst, Singapore 117549, Singapore
[16] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Biochem, Singapore 119077, Singapore
[17] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Surg, Singapore 119228, Singapore
[18] Duke NUS Med Sch, SingHlth Duke NUS Family Med Acad Clin Programme, Singapore 169857, Singapore
[19] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Hematol Oncol, Singapore 119228, Singapore
[20] Natl Univ Singapore, Yong Loo Lin Sch Med, Dept Physiol, Singapore 117593, Singapore
基金
英国医学研究理事会;
关键词
breast cancer; abnormal mammograms; circulating microRNAs; biomarkers; qRT-PCR; CIRCULATING MICRORNAS; SERUM MICRORNA; IDENTIFICATION; BIOMARKER; BLOOD; SIGNATURES; MIRNAS;
D O I
10.3390/cancers13092130
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
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. 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.
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页数:12
相关论文
共 37 条
[21]  
Mar-Aguilar F, 2013, DIS MARKERS, V34, P163, DOI [10.1155/2013/259454, 10.3233/DMA-120957]
[22]   Circulating miRNAs revealed as surrogate molecular signatures for the early detection of breast cancer [J].
Mishra, Sanjay ;
Srivastava, Amit Kumar ;
Suman, Shankar ;
Kumar, Vijay ;
Shukla, Yogeshwer .
CANCER LETTERS, 2015, 369 (01) :67-75
[23]   Circulating microRNAs as stable blood-based markers for cancer detection [J].
Mitchell, Patrick S. ;
Parkin, Rachael K. ;
Kroh, Evan M. ;
Fritz, Brian R. ;
Wyman, Stacia K. ;
Pogosova-Agadjanyan, Era L. ;
Peterson, Amelia ;
Noteboom, Jennifer ;
O'Briant, Kathy C. ;
Allen, April ;
Lin, Daniel W. ;
Urban, Nicole ;
Drescher, Charles W. ;
Knudsen, Beatrice S. ;
Stirewalt, Derek L. ;
Gentleman, Robert ;
Vessella, Robert L. ;
Nelson, Peter S. ;
Martin, Daniel B. ;
Tewari, Muneesh .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (30) :10513-10518
[24]   National Expenditure For False-Positive Mammograms And Breast Cancer Overdiagnoses Estimated At $4 Billion A Year [J].
Ong, Mei-Sing ;
Mandl, Kenneth D. .
HEALTH AFFAIRS, 2015, 34 (04) :576-583
[25]   MicroRNA Profiling Implies New Markers of Chemoresistance of Triple-Negative Breast Cancer [J].
Ouyang, Mao ;
Li, Yongxin ;
Ye, Sheng ;
Ma, Jieyi ;
Lu, Liming ;
Lv, Weiming ;
Chang, Guangqi ;
Li, Xiaoxi ;
Li, Qing ;
Wang, Shenming ;
Wang, Wenjian .
PLOS ONE, 2014, 9 (05)
[26]   Dysregulation of microRNAs in triple-negative breast cancer [J].
Paszek, Sylwia ;
Gablo, Natalia ;
Barnas, Edyta ;
Szybka, Malgorzata ;
Morawiec, Jan ;
Kolacinska, Agnieszka ;
Zawlik, Izabela .
GINEKOLOGIA POLSKA, 2017, 88 (10) :530-536
[27]   Involvement of the Dysregulation of miR-23b-3p, miR-195-5p, miR-656-5p, and miR-340-5p in Trastuzumab Resistance of HER2-Positive Breast Cancer Cells and System Biology Approach to Predict Their Targets Involved in Resistance [J].
Rezaei, Zohreh ;
Sebzari, Ahmadreza ;
Kordi-Tamandani, Dor Mohammad ;
Dastjerdi, Kazem .
DNA AND CELL BIOLOGY, 2019, 38 (02) :184-192
[28]   Clinical relevance of circulating cell-free microRNAs in cancer [J].
Schwarzenbach, Heidi ;
Nishida, Naohiro ;
Calin, George A. ;
Pantel, Klaus .
NATURE REVIEWS CLINICAL ONCOLOGY, 2014, 11 (03) :145-156
[29]   Diagnostic potential of PTEN-targeting miR-214 in the blood of breast cancer patients [J].
Schwarzenbach, Heidi ;
Milde-Langosch, Karin ;
Steinbach, Bettina ;
Mueller, Volkmar ;
Pantel, Klaus .
BREAST CANCER RESEARCH AND TREATMENT, 2012, 134 (03) :933-941
[30]   Novel combination of serum microRNA for detecting breast cancer in the early stage [J].
Shimomura, Akihiko ;
Shiino, Sho ;
Kawauchi, Junpei ;
Takizawa, Satoko ;
Sakamoto, Hiromi ;
Matsuzaki, Juntaro ;
Ono, Makiko ;
Takeshita, Fumitaka ;
Niida, Shumpei ;
Shimizu, Chikako ;
Fujiwara, Yasuhiro ;
Kinoshita, Takayuki ;
Tamura, Kenji ;
Ochiya, Takahiro .
CANCER SCIENCE, 2016, 107 (03) :326-334