Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

Abstract

Primary cutaneous squamous cell carcinoma (cSCC) is responsible for ~10,000 deaths annually in the United States. Stratification of risk of poor outcome at initial biopsy would significantly impact clinical decision-making during the initial post operative period where intervention has been shown to be most effective. Using whole-slide images (WSI) from 163 patients from 3 institutions, we developed a self supervised deep-learning model to predict poor outcomes in cSCC patients from histopathological features at initial diagnosis, and validated it using WSI from 563 patients, collected from two other academic institutions. For disease-free survival prediction, the model attained a concordance index of 0.73 in the development cohort and 0.84 in the Mayo cohort. The model’s interpretability revealed that features like poor differentiation and deep invasion were strongly associated with poor prognosis. Furthermore, the model is effective in stratifying risk among BWH T2a and AJCC T2, known for outcome heterogeneity.

People
Coudray, Nicolas
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

Quiros, Adalberto Claudio and Coudray, Nicolas and Yeaton, Anna and Yang, Xinyu and Liu, Bojing and Le, Hortense and Chiriboga, Luis and Karimkhan, Afreen and Narula, Navneet and Moore, David A. and Park, Christopher Y. and Pass, Harvey and Moreira, Andre L. and Le Quesne, John and Tsirigos, Aristotelis and Yuan, Ke (2024) Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unannotated pathology slides. Nature Communications, 15: 4596. ISSN 2041-1723

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Juarez, Michelle C.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Criscito, Maressa C.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Claudio Quiros, Adalberto
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

Liu, Dan and Young, Francesca and Lamb, Kieran D. and Claudio Quiros, Adalberto and Pancheva, Alexandrina and Miller, Crispin and Macdonald, Craig and Robertson, David L. and Yuan, Ke (2024) PLM-interact: extending protein language models to predict protein-protein interactions. bioRxiv.

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Wilken, Reason
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Jackson Cullison, Stephanie R.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Stevenson, Mary L.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Doudican, Nicole A.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Yuan, Ke
Author

Farndale, Lucas and Insall, Robert and Yuan, Ke (2025) TriDeNT: Triple deep network training for privileged knowledge distillation in histopathology. Medical Image Analysis, 102: 103479. ISSN 1361-8415

Ji, Yanni and Cutiongco, Marie F.A. and Jensen, Bjørn Sand and Yuan, Ke (2025) Generating realistic single-cell images from CellProfiler representations. Medical Image Analysis. ISSN 1361-8415 (In Press)

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Aquino, Jamie D.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Klufas, Daniel M.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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North, Jeffrey P.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Yu, Siegrid S.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Murad, Fadi
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Ruiz, Emily
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Schmults, Chrysalyne D.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Cardona Machado, Cristian D.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Cañueto, Javier
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Choudhary, Anirudh
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Hughes, Alysia N.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Stockard, Alyssa
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Leibovit-Reiben, Zachary
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Mangold, Aaron R.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Tsirigos, Aristotelis
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

Quiros, Adalberto Claudio and Coudray, Nicolas and Yeaton, Anna and Yang, Xinyu and Liu, Bojing and Le, Hortense and Chiriboga, Luis and Karimkhan, Afreen and Narula, Navneet and Moore, David A. and Park, Christopher Y. and Pass, Harvey and Moreira, Andre L. and Le Quesne, John and Tsirigos, Aristotelis and Yuan, Ke (2024) Mapping the landscape of histomorphological cancer phenotypes using self-supervised learning on unannotated pathology slides. Nature Communications, 15: 4596. ISSN 2041-1723

See full publications list
Carucci, John A.
Author

Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A. (2025) Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis. npj Digital Medicine, 8 (1): 105. ISSN 2398-6352

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Title:
Self supervised artificial intelligence predicts poor outcome from primary cutaneous squamous cell carcinoma at diagnosis
Creators:
Coudray, Nicolas and Juarez, Michelle C. and Criscito, Maressa C. and Claudio Quiros, Adalberto and Wilken, Reason and Jackson Cullison, Stephanie R. and Stevenson, Mary L. and Doudican, Nicole A. and Yuan, Ke and Aquino, Jamie D. and Klufas, Daniel M. and North, Jeffrey P. and Yu, Siegrid S. and Murad, Fadi and Ruiz, Emily and Schmults, Chrysalyne D. and Cardona Machado, Cristian D. and Cañueto, Javier and Choudhary, Anirudh and Hughes, Alysia N. and Stockard, Alyssa and Leibovit-Reiben, Zachary and Mangold, Aaron R. and Tsirigos, Aristotelis and Carucci, John A.
Identification Number:
10.1038/s41746-025-01496-3
Date:
15 February 2025
Divisions:
College of Medical Veterinary and Life Sciences > School of Cancer Sciences
Publisher:
Nature Research
Additional Information:
The Center of Biospecimen Research and Development, RRID:SCR_018304, is partially supported by the Cancer Center Support Grant P30CA016087 at the Laura and Isaac Perlmutter Cancer Center. GTC and ABL are shared resources partially supported by the Cancer Center Support Grant P30CA016087 at the Laura and Isaac Perlmutter Cancer Center. Other funding Sources include NCI/NIH Cancer Center Support Grant P30CA016087 (A.T.). A.C.Q. is supported by a scholarship from School of Computing Science, University of Glasgow.
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https://pub.demo35.eprints-hosting.org/id/eprint/48
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Article
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Unnamed user with email ejo1f20@soton.ac.uk
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Date Deposited:
11 Jun 2025 16:34
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Last Modified:
12 Jun 2025 12:17
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