Spatial interplay of tissue hypoxia and T-cell regulation in ductal carcinoma in situ by Faranak Sobhani, Sathya Muralidhar, Azam Hamidinekoo, Allison H. Hall, Lorraine M. King, Jeffrey R. Marks, Carlo Maley, Hugo M. Horlings, E. Shelley Hwang, Yinyin Yuan

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Unmasking the immune microecology of ductal carcinoma in situ with deep learning by Priya Lakshmi Narayanan, Shan E. Ahmed Raza, Allison H. Hall, Jeffrey R. Marks, Lorraine King, Robert B. West, Lucia Hernandez, Naomi Guppy, Mitch Dowsett, Barry Gusterson, Carlo Maley, E. Shelley Hwang, Yinyin Yuan

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Bridging clinic and wildlife care with AI-powered pan-species computational pathology by Khalid AbdulJabbar, Simon P. Castillo, Katherine Hughes, Hannah Davidson, Amy M. Boddy, Lisa M. Abegglen, Lucia Minoli, Selina Iussich, Elizabeth P. Murchison, Trevor A. Graham, Simon Spiro, Carlo C. Maley, Luca Aresu, Chiara Palmieri, Yinyin Yuan

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Self-supervised deep learning for highly efficient spatial immunophenotypingResearch in context by Hanyun Zhang, Khalid AbdulJabbar, Tami Grunewald, Ayse U. Akarca, Yeman Hagos, Faranak Sobhani, Catherine S.Y. Lecat, Dominic Patel, Lydia Lee, Manuel Rodriguez-Justo, Kwee Yong, Jonathan A. Ledermann, John Le Quesne, E. Shelley Hwang, Teresa Marafioti, Yinyin Yuan

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Glioblastoma cell fate is differentially regulated by the microenvironments of the tumor bulk and infiltrative margin by Claudia Garcia-Diaz, Anni Pöysti, Elisabetta Mereu, Melanie P. Clements, Lucy J. Brooks, Felipe Galvez-Cancino, Simon P. Castillo, Wenhao Tang, Gordon Beattie, Lilas Courtot, Sara Ruiz, Federico Roncaroli, Yinyin Yuan, Samuel Marguerat, Sergio A. Quezada, Holger Heyn, Simona Parrinello

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A morphometric signature to identify ductal carcinoma in situ with a low risk of progression by Marcelo Sobral-Leite, Simon P. Castillo, Shiva Vonk, Hendrik A. Messal, Xenia Melillo, Noomie Lam, Brandi de Bruijn, Yeman B. Hagos, Myrna van den Bos, Joyce Sanders, Mathilde Almekinders, Lindy L. Visser, Emma J. Groen, Petra Kristel, Caner Ercan, Leyla Azarang, Jacco van Rheenen, E. Shelley Hwang, Yinyin Yuan, Grand Challenge PRECISION Consortium, Renee Menezes, Esther H. Lips, Jelle Wesseling

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