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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: van treeck m. 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.
Adversarial attacks and adversarial robustness in computational pathology.
Ghaffari Laleh N, Truhn D, Veldhuizen GP, Han T, van Treeck M, Buelow RD, Langer R, Dislich B, Boor P, Schulz V, Kather JN. Ghaffari Laleh N, et al. Among authors: van treeck m. Nat Commun. 2022 Sep 29;13(1):5711. doi: 10.1038/s41467-022-33266-0. Nat Commun. 2022. PMID: 36175413 Free PMC article.
Predicting Mutational Status of Driver and Suppressor Genes Directly from Histopathology With Deep Learning: A Systematic Study Across 23 Solid Tumor Types.
Loeffler CML, Gaisa NT, Muti HS, van Treeck M, Echle A, Ghaffari Laleh N, Trautwein C, Heij LR, Grabsch HI, Ortiz Bruechle N, Kather JN. Loeffler CML, et al. Among authors: van treeck m. Front Genet. 2022 Feb 16;12:806386. doi: 10.3389/fgene.2021.806386. eCollection 2021. Front Genet. 2022. PMID: 35251119 Free PMC article.
Direct prediction of genetic aberrations from pathology images in gastric cancer with swarm learning.
Saldanha OL, Muti HS, Grabsch HI, Langer R, Dislich B, Kohlruss M, Keller G, van Treeck M, Hewitt KJ, Kolbinger FR, Veldhuizen GP, Boor P, Foersch S, Truhn D, Kather JN. Saldanha OL, et al. Among authors: van treeck m. Gastric Cancer. 2023 Mar;26(2):264-274. doi: 10.1007/s10120-022-01347-0. Epub 2022 Oct 20. Gastric Cancer. 2023. PMID: 36264524 Free PMC article.
Author Correction: Regression-based Deep-Learning predicts molecular biomarkers from pathology slides.
El Nahhas OSM, Loeffler CML, Carrero ZI, van Treeck M, Kolbinger FR, Hewitt KJ, Muti HS, Graziani M, Zeng Q, Calderaro J, Ortiz-Brüchle N, Yuan T, Hoffmeister M, Brenner H, Brobeil A, Reis-Filho JS, Kather JN. El Nahhas OSM, et al. Among authors: van treeck m. Nat Commun. 2024 Feb 29;15(1):1868. doi: 10.1038/s41467-024-46298-5. Nat Commun. 2024. PMID: 38424093 Free PMC article. No abstract available.
Regression-based Deep-Learning predicts molecular biomarkers from pathology slides.
El Nahhas OSM, Loeffler CML, Carrero ZI, van Treeck M, Kolbinger FR, Hewitt KJ, Muti HS, Graziani M, Zeng Q, Calderaro J, Ortiz-Brüchle N, Yuan T, Hoffmeister M, Brenner H, Brobeil A, Reis-Filho JS, Kather JN. El Nahhas OSM, et al. Among authors: van treeck m. Nat Commun. 2024 Feb 10;15(1):1253. doi: 10.1038/s41467-024-45589-1. Nat Commun. 2024. PMID: 38341402 Free PMC article.
Direct image to subtype prediction for brain tumors using deep learning.
Hewitt KJ, Löffler CML, Muti HS, Berghoff AS, Eisenlöffel C, van Treeck M, Carrero ZI, El Nahhas OSM, Veldhuizen GP, Weil S, Saldanha OL, Bejan L, Millner TO, Brandner S, Brückmann S, Kather JN. Hewitt KJ, et al. Among authors: van treeck m. Neurooncol Adv. 2023 Nov 1;5(1):vdad139. doi: 10.1093/noajnl/vdad139. eCollection 2023 Jan-Dec. Neurooncol Adv. 2023. PMID: 38106649 Free PMC article.
Prediction models for hormone receptor status in female breast cancer do not extend to males: further evidence of sex-based disparity in breast cancer.
Chatterji S, Niehues JM, van Treeck M, Loeffler CML, Saldanha OL, Veldhuizen GP, Cifci D, Carrero ZI, Abu-Eid R, Speirs V, Kather JN. Chatterji S, et al. Among authors: van treeck m. NPJ Breast Cancer. 2023 Nov 8;9(1):91. doi: 10.1038/s41523-023-00599-y. NPJ Breast Cancer. 2023. PMID: 37940649 Free PMC article.
Prediction of heart transplant rejection from routine pathology slides with self-supervised deep learning.
Seraphin TP, Luedde M, Roderburg C, van Treeck M, Scheider P, Buelow RD, Boor P, Loosen SH, Provaznik Z, Mendelsohn D, Berisha F, Magnussen C, Westermann D, Luedde T, Brochhausen C, Sossalla S, Kather JN. Seraphin TP, et al. Among authors: van treeck m. Eur Heart J Digit Health. 2023 Mar 2;4(3):265-274. doi: 10.1093/ehjdh/ztad016. eCollection 2023 May. Eur Heart J Digit Health. 2023. PMID: 37265858 Free PMC article.
13 results