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Transition to invasive breast cancer is associated with progressive changes in the structure and composition of tumor stroma.
Risom T, Glass DR, Averbukh I, Liu CC, Baranski A, Kagel A, McCaffrey EF, Greenwald NF, Rivero-Gutiérrez B, Strand SH, Varma S, Kong A, Keren L, Srivastava S, Zhu C, Khair Z, Veis DJ, Deschryver K, Vennam S, Maley C, Hwang ES, Marks JR, Bendall SC, Colditz GA, West RB, Angelo M. Risom T, et al. Among authors: kagel a. Cell. 2022 Jan 20;185(2):299-310.e18. doi: 10.1016/j.cell.2021.12.023. Cell. 2022. PMID: 35063072 Free PMC article.
Whole-cell segmentation of tissue images with human-level performance using large-scale data annotation and deep learning.
Greenwald NF, Miller G, Moen E, Kong A, Kagel A, Dougherty T, Fullaway CC, McIntosh BJ, Leow KX, Schwartz MS, Pavelchek C, Cui S, Camplisson I, Bar-Tal O, Singh J, Fong M, Chaudhry G, Abraham Z, Moseley J, Warshawsky S, Soon E, Greenbaum S, Risom T, Hollmann T, Bendall SC, Keren L, Graf W, Angelo M, Van Valen D. Greenwald NF, et al. Among authors: kagel a. Nat Biotechnol. 2022 Apr;40(4):555-565. doi: 10.1038/s41587-021-01094-0. Epub 2021 Nov 18. Nat Biotechnol. 2022. PMID: 34795433 Free PMC article.