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21 results

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Using histopathology latent diffusion models as privacy-preserving dataset augmenters improves downstream classification performance.
Niehues JM, Müller-Franzes G, Schirris Y, Wagner SJ, Jendrusch M, Kloor M, Pearson AT, Muti HS, Hewitt KJ, Veldhuizen GP, Zigutyte L, Truhn D, Kather JN. Niehues JM, et al. Among authors: muti hs. Comput Biol Med. 2024 Jun;175:108410. doi: 10.1016/j.compbiomed.2024.108410. Epub 2024 Apr 4. Comput Biol Med. 2024. PMID: 38678938
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: muti hs. 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.
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: muti hs. 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.
Deep learning-based subtyping of gastric cancer histology predicts clinical outcome: a multi-institutional retrospective study.
Veldhuizen GP, Röcken C, Behrens HM, Cifci D, Muti HS, Yoshikawa T, Arai T, Oshima T, Tan P, Ebert MP, Pearson AT, Calderaro J, Grabsch HI, Kather JN. Veldhuizen GP, et al. Among authors: muti hs. Gastric Cancer. 2023 Sep;26(5):708-720. doi: 10.1007/s10120-023-01398-x. Epub 2023 Jun 3. Gastric Cancer. 2023. PMID: 37269416 Free PMC article.
The future landscape of large language models in medicine.
Clusmann J, Kolbinger FR, Muti HS, Carrero ZI, Eckardt JN, Laleh NG, Löffler CML, Schwarzkopf SC, Unger M, Veldhuizen GP, Wagner SJ, Kather JN. Clusmann J, et al. Among authors: muti hs. Commun Med (Lond). 2023 Oct 10;3(1):141. doi: 10.1038/s43856-023-00370-1. Commun Med (Lond). 2023. PMID: 37816837 Free PMC article. Review.
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: muti hs. 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.
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: muti hs. Nat Commun. 2024 Feb 10;15(1):1253. doi: 10.1038/s41467-024-45589-1. Nat Commun. 2024. PMID: 38341402 Free PMC article.
Pan-cancer image-based detection of clinically actionable genetic alterations.
Kather JN, Heij LR, Grabsch HI, Loeffler C, Echle A, Muti HS, Krause J, Niehues JM, Sommer KAJ, Bankhead P, Kooreman LFS, Schulte JJ, Cipriani NA, Buelow RD, Boor P, Ortiz-Brüchle NN, Hanby AM, Speirs V, Kochanny S, Patnaik A, Srisuwananukorn A, Brenner H, Hoffmeister M, van den Brandt PA, Jäger D, Trautwein C, Pearson AT, Luedde T. Kather JN, et al. Among authors: muti hs. Nat Cancer. 2020 Aug;1(8):789-799. doi: 10.1038/s43018-020-0087-6. Epub 2020 Jul 27. Nat Cancer. 2020. PMID: 33763651 Free PMC article.
Classical mathematical models for prediction of response to chemotherapy and immunotherapy.
Ghaffari Laleh N, Loeffler CML, Grajek J, Staňková K, Pearson AT, Muti HS, Trautwein C, Enderling H, Poleszczuk J, Kather JN. Ghaffari Laleh N, et al. Among authors: muti hs. PLoS Comput Biol. 2022 Feb 4;18(2):e1009822. doi: 10.1371/journal.pcbi.1009822. eCollection 2022 Feb. PLoS Comput Biol. 2022. PMID: 35120124 Free PMC article.
Author Correction: Pan-cancer image-based detection of clinically actionable genetic alterations.
Kather JN, Heij LR, Grabsch HI, Loeffler C, Echle A, Muti HS, Krause J, Niehues JM, Sommer KAJ, Bankhead P, Kooreman LFS, Schulte JJ, Cipriani NA, Buelow RD, Boor P, Ortiz-Brüchle N, Hanby AM, Speirs V, Kochanny S, Patnaik A, Srisuwananukorn A, Brenner H, Hoffmeister M, van den Brandt PA, Jäger D, Trautwein C, Pearson AT, Luedde T. Kather JN, et al. Among authors: muti hs. Nat Cancer. 2020 Nov;1(11):1129. doi: 10.1038/s43018-020-00149-6. Nat Cancer. 2020. PMID: 35122072 No abstract available.
21 results