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Application of convolutional neural networks to breast biopsies to delineate tissue correlates of mammographic breast density

Breast density, a breast cancer risk factor, is a radiologic feature that reflects fibroglandular tissue content relative to breast area or volume. Its histology is incompletely characterized. Here we use deep learning approaches to identify histologic correlates in radiologically-guided biopsies th...

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書目詳細資料
發表在:NPJ Breast Cancer
Main Authors: Mullooly, Maeve, Ehteshami Bejnordi, Babak, Pfeiffer, Ruth M., Fan, Shaoqi, Palakal, Maya, Hada, Manila, Vacek, Pamela M., Weaver, Donald L., Shepherd, John A., Fan, Bo, Mahmoudzadeh, Amir Pasha, Wang, Jeff, Malkov, Serghei, Johnson, Jason M., Herschorn, Sally D., Sprague, Brian L., Hewitt, Stephen, Brinton, Louise A., Karssemeijer, Nico, van der Laak, Jeroen, Beck, Andrew, Sherman, Mark E., Gierach, Gretchen L.
格式: Artigo
語言:Inglês
出版: Nature Publishing Group UK 2019
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在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC6864056/
https://ncbi.nlm.nih.gov/pubmed/31754628
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41523-019-0134-6
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