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Encrypted federated learning for secure decentralized collaboration in cancer image analysis.
Truhn D, Tayebi Arasteh S, Saldanha OL, Müller-Franzes G, Khader F, Quirke P, West NP, Gray R, Hutchins GGA, James JA, Loughrey MB, Salto-Tellez M, Brenner H, Brobeil A, Yuan T, Chang-Claude J, Hoffmeister M, Foersch S, Han T, Keil S, Schulze-Hagen M, Isfort P, Bruners P, Kaissis G, Kuhl C, Nebelung S, Kather JN. Truhn D, et al. Among authors: hutchins gga. Med Image Anal. 2024 Feb;92:103059. doi: 10.1016/j.media.2023.103059. Epub 2023 Dec 7. Med Image Anal. 2024. PMID: 38104402 Free PMC article.
Swarm learning for decentralized artificial intelligence in cancer histopathology.
Saldanha OL, Quirke P, West NP, James JA, Loughrey MB, Grabsch HI, Salto-Tellez M, Alwers E, Cifci D, Ghaffari Laleh N, Seibel T, Gray R, Hutchins GGA, Brenner H, van Treeck M, Yuan T, Brinker TJ, Chang-Claude J, Khader F, Schuppert A, Luedde T, Trautwein C, Muti HS, Foersch S, Hoffmeister M, Truhn D, Kather JN. Saldanha OL, et al. Among authors: hutchins gga. Nat Med. 2022 Jun;28(6):1232-1239. doi: 10.1038/s41591-022-01768-5. Epub 2022 Apr 25. Nat Med. 2022. PMID: 35469069 Free PMC article.
Generalizable biomarker prediction from cancer pathology slides with self-supervised deep learning: A retrospective multi-centric study.
Niehues JM, Quirke P, West NP, Grabsch HI, van Treeck M, Schirris Y, Veldhuizen GP, Hutchins GGA, Richman SD, Foersch S, Brinker TJ, Fukuoka J, Bychkov A, Uegami W, Truhn D, Brenner H, Brobeil A, Hoffmeister M, Kather JN. Niehues JM, et al. Among authors: hutchins gga. Cell Rep Med. 2023 Apr 18;4(4):100980. doi: 10.1016/j.xcrm.2023.100980. Epub 2023 Mar 22. Cell Rep Med. 2023. PMID: 36958327 Free PMC article.
Transformer-based biomarker prediction from colorectal cancer histology: A large-scale multicentric study.
Wagner SJ, Reisenbüchler D, West NP, Niehues JM, Zhu J, Foersch S, Veldhuizen GP, Quirke P, Grabsch HI, van den Brandt PA, Hutchins GGA, Richman SD, Yuan T, Langer R, Jenniskens JCA, Offermans K, Mueller W, Gray R, Gruber SB, Greenson JK, Rennert G, Bonner JD, Schmolze D, Jonnagaddala J, Hawkins NJ, Ward RL, Morton D, Seymour M, Magill L, Nowak M, Hay J, Koelzer VH, Church DN; TransSCOT consortium; Matek C, Geppert C, Peng C, Zhi C, Ouyang X, James JA, Loughrey MB, Salto-Tellez M, Brenner H, Hoffmeister M, Truhn D, Schnabel JA, Boxberg M, Peng T, Kather JN. Wagner SJ, et al. Among authors: hutchins gga. Cancer Cell. 2023 Sep 11;41(9):1650-1661.e4. doi: 10.1016/j.ccell.2023.08.002. Epub 2023 Aug 30. Cancer Cell. 2023. PMID: 37652006 Free PMC article.
Clinical-Grade Detection of Microsatellite Instability in Colorectal Tumors by Deep Learning.
Echle A, Grabsch HI, Quirke P, van den Brandt PA, West NP, Hutchins GGA, Heij LR, Tan X, Richman SD, Krause J, Alwers E, Jenniskens J, Offermans K, Gray R, Brenner H, Chang-Claude J, Trautwein C, Pearson AT, Boor P, Luedde T, Gaisa NT, Hoffmeister M, Kather JN. Echle A, et al. Among authors: hutchins gga. Gastroenterology. 2020 Oct;159(4):1406-1416.e11. doi: 10.1053/j.gastro.2020.06.021. Epub 2020 Jun 17. Gastroenterology. 2020. PMID: 32562722 Free PMC article.
Artificial intelligence for detection of microsatellite instability in colorectal cancer-a multicentric analysis of a pre-screening tool for clinical application.
Echle A, Ghaffari Laleh N, Quirke P, Grabsch HI, Muti HS, Saldanha OL, Brockmoeller SF, van den Brandt PA, Hutchins GGA, Richman SD, Horisberger K, Galata C, Ebert MP, Eckardt M, Boutros M, Horst D, Reissfelder C, Alwers E, Brinker TJ, Langer R, Jenniskens JCA, Offermans K, Mueller W, Gray R, Gruber SB, Greenson JK, Rennert G, Bonner JD, Schmolze D, Chang-Claude J, Brenner H, Trautwein C, Boor P, Jaeger D, Gaisa NT, Hoffmeister M, West NP, Kather JN. Echle A, et al. Among authors: hutchins gga. ESMO Open. 2022 Apr;7(2):100400. doi: 10.1016/j.esmoop.2022.100400. Epub 2022 Mar 2. ESMO Open. 2022. PMID: 35247870 Free PMC article.
Commentary on Demetter et al.
Quirke P, Hutchins GG, West NP. Quirke P, et al. Colorectal Dis. 2013 Nov;15(11):1358-60. doi: 10.1111/codi.12433. Colorectal Dis. 2013. PMID: 24192257 No abstract available.
Lynch syndrome screening in colorectal cancer: results of a prospective 2-year regional programme validating the NICE diagnostics guidance pathway throughout a 5.2-million population.
West NP, Gallop N, Kaye D, Glover A, Young C, Hutchins GGA, Brockmoeller SF, Westwood AC, Rossington H, Quirke P; Yorkshire Cancer Research Bowel Cancer Improvement Programme Group. West NP, et al. Among authors: hutchins gga. Histopathology. 2021 Nov;79(5):690-699. doi: 10.1111/his.14390. Epub 2021 Jun 21. Histopathology. 2021. PMID: 33872400 Free article.
31 results