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PathoNet: Deep learning assisted evaluation of Ki-67 and tumor infiltrating lymphocytes (TILs) as prognostic factors in breast cancer; A large dataset and baseline

Farzin Negahbani, Rasool Sabzi, Bita Pakniyat Jahromi, Fateme Movahedi, Mahsa Kohandel Shirazi, Shayan Majidi, Dena Firouzabadi, Amirreza Dehghanian
<span title="2020-10-01">2020</span>
The nuclear protein Ki-67 and Tumor infiltrating lymphocytes (TILs) have been introduced as prognostic factors in predicting tumor progression and its treatment response.  ...  The value of the Ki-67 index and TILs in approach to heterogeneous tumors such as Breast cancer (BC), known as the most common cancer in women worldwide, has been highlighted in the literature.  ...  the use of artificial intelligence assisted methods with emphasis on deep learning in accurate detection of tumoral cells and Ki-67 scoring and TILs expression in breast cancer samples.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="">doi:10.48550/arxiv.2010.04713</a> <a target="_blank" rel="external noopener" href="">fatcat:tgwrgrx64jeybeu6h3mqbfixeq</a> </span>
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