An exploratory radiomics analysis on digital breast tomosynthesis in women with mammographically negative dense breasts

Alberto Stefano Tagliafico, Francesca Valdora, Giovanna Mariscotti, Maunela Durando, Jacopo Nori, Daniele La Forgia, Ilan Rosenberg, Francesca Caumo, Nicoletta Gandolfo, Nehmat Houssami, Massimo Calabrese

Research output: Contribution to journalArticlepeer-review

Abstract

Purpose: To compare Digital Breast Tomosynthesis (DBT) for cancers and normal screens in women with dense breasts and negative mammography using a Radiomics approach. Materials and Methods: A substudy (N = 40) of the ‘Adjunct Screening With Tomosynthesis or Ultrasound in Women With Mammography-Negative Dense Breasts (ASTOUND)’ trial was done based on 20 women who had DBT-detected, histology-proven, breast cancer and 20 controls matched for age and density. Using a Radiomics approach normal and pathological breast parenchyma were evaluated, and correlations among Radiomics features and clinical and prognostic parameters were investigated. Results: The median age of the patients was 50 years (range 39–70 years). After Radiomics feature number reduction, 3 of 6 (50%) selected features differed between controls and cancers (Skewness (0.002); Entropy (p.004); 90percentile (p.006)). Three Radiomics features (Energy, Entropy and Dissimilarity) significantly correlated to tumor size (r = −0.15,r = 0.49,r = 0.51), but not with prognostic factors. Entropy correlated with Estrogen Receptor status (r = −0,46; p.004). Conclusion: Radiomics features in patients with dense breasts and negative mammography appear to differ between cancerous and normal breast tissue, with evidence of correlation with tumor size and estrogen receptors. This new information warrants further evaluation in larger studies and could contribute to improved understanding of breast cancer through imaging, and may support tailored screening and treatments.

Original languageEnglish
Pages (from-to)92-96
Number of pages5
JournalBreast
Volume40
DOIs
Publication statusPublished - Aug 1 2018

Keywords

  • Breast density
  • Mammography
  • Tomosynthesis

ASJC Scopus subject areas

  • Surgery

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