NanoString-based breast cancer risk prediction for women with sclerosing adenosis

Breast Cancer Research and Treatment
Stacey J WinhamDerek C Radisky

Abstract

Sclerosing adenosis (SA), found in ¼ of benign breast disease (BBD) biopsies, is a histological feature characterized by lobulocentric proliferation of acini and stromal fibrosis and confers a two-fold increase in breast cancer risk compared to women in the general population. We evaluated a NanoString-based gene expression assay to model breast cancer risk using RNA derived from formalin-fixed, paraffin-embedded (FFPE) biopsies with SA. The study group consisted of 151 women diagnosed with SA between 1967 and 2001 within the Mayo BBD cohort, of which 37 subsequently developed cancer within 10 years (cases) and 114 did not (controls). RNA was isolated from benign breast biopsies, and NanoString-based methods were used to assess expression levels of 61 genes, including 35 identified by previous array-based profiling experiments and 26 from biological insight. Diagonal linear discriminant analysis of these data was used to predict cancer within 10 years. Predictive performance was assessed with receiver operating characteristic area under the curve (ROC-AUC) values estimated from 5-fold cross-validation. Gene expression prediction models achieved cross-validated ROC-AUC estimates ranging from 0.66 to 0.70. Performing univariate a...Continue Reading

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Citations

Dec 12, 2019·Monoclonal Antibodies in Immunodiagnosis and Immunotherapy·Olesya ChornoguzSandra Santulli-Marotto

Related Concepts

Biological Markers
Biopsy
Malignant Neoplasm of Breast
Malignant Neoplasms
Fibrosis
Gene Expression
Genes
RNA
Woman
Paraffin Embedding

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