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Interpretable deep learning model to predict the molecular classification of endometrial cancer from haematoxylin and eosin-stained whole-slide images: a combined analysis of the PORTEC randomised trials and clinical cohorts.
Fremond S, Andani S, Barkey Wolf J, Dijkstra J, Melsbach S, Jobsen JJ, Brinkhuis M, Roothaan S, Jurgenliemk-Schulz I, Lutgens LCHW, Nout RA, van der Steen-Banasik EM, de Boer SM, Powell ME, Singh N, Mileshkin LR, Mackay HJ, Leary A, Nijman HW, Smit VTHBM, Creutzberg CL, Horeweg N, Koelzer VH, Bosse T. Fremond S, et al. Among authors: andani s. Lancet Digit Health. 2023 Feb;5(2):e71-e82. doi: 10.1016/S2589-7500(22)00210-2. Epub 2022 Dec 7. Lancet Digit Health. 2023. PMID: 36496303 Free article. Clinical Trial.
scROSHI: robust supervised hierarchical identification of single cells.
Prummer M, Bertolini A, Bosshard L, Barkmann F, Yates J, Boeva V; Tumor Profiler Consortium; Stekhoven D, Singer F. Prummer M, et al. NAR Genom Bioinform. 2023 Jun 16;5(2):lqad058. doi: 10.1093/nargab/lqad058. eCollection 2023 Jun. NAR Genom Bioinform. 2023. PMID: 37332656 Free PMC article.
SCIM: universal single-cell matching with unpaired feature sets.
Stark SG, Ficek J, Locatello F, Bonilla X, Chevrier S, Singer F; Tumor Profiler Consortium; Rätsch G, Lehmann KV. Stark SG, et al. Bioinformatics. 2020 Dec 30;36(Suppl_2):i919-i927. doi: 10.1093/bioinformatics/btaa843. Bioinformatics. 2020. PMID: 33381818 Free PMC article.
The Tumor Profiler Study: integrated, multi-omic, functional tumor profiling for clinical decision support.
Irmisch A, Bonilla X, Chevrier S, Lehmann KV, Singer F, Toussaint NC, Esposito C, Mena J, Milani ES, Casanova R, Stekhoven DJ, Wegmann R, Jacob F, Sobottka B, Goetze S, Kuipers J, Sarabia Del Castillo J, Prummer M, Tuncel MA, Menzel U, Jacobs A, Engler S, Sivapatham S, Frei AL, Gut G, Ficek J, Miglino N; Tumor Profiler Consortium; Aebersold R, Bacac M, Beerenwinkel N, Beisel C, Bodenmiller B, Dummer R, Heinzelmann-Schwarz V, Koelzer VH, Manz MG, Moch H, Pelkmans L, Snijder B, Theocharides APA, Tolnay M, Wicki A, Wollscheid B, Rätsch G, Levesque MP. Irmisch A, et al. Cancer Cell. 2021 Mar 8;39(3):288-293. doi: 10.1016/j.ccell.2021.01.004. Epub 2021 Jan 21. Cancer Cell. 2021. PMID: 33482122 Free article.
HistoPlexer: Histopathology-based Protein Multiplex Generation using Deep Learning.
Andani S, Chen B, Ficek-Pascual J, Heinke S, Casanova R, Hild B, Sobottka B, Bodenmiller B; Tumor Profiler Consortium; Koelzer VH, Rätsch G. Andani S, et al. medRxiv [Preprint]. 2024 Dec 7:2024.01.26.24301803. doi: 10.1101/2024.01.26.24301803. medRxiv. 2024. PMID: 39677425 Free PMC article. Preprint.
Single-cell landscape of innate and acquired drug resistance in acute myeloid leukemia.
Wegmann R, Bonilla X, Casanova R, Chevrier S, Coelho R, Esposito C, Ficek-Pascual J, Goetze S, Gut G, Jacob F, Jacobs A, Kuipers J, Lischetti U, Mena J, Milani ES, Prummer M, Del Castillo JS, Singer F, Sivapatham S, Toussaint NC, Vilinovszki O, Wildschut MHE, Thavayogarajah T, Malani D; TumorProfiler Consortium; Aebersold R, Bacac M, Beerenwinkel N, Beisel C, Bodenmiller B, Heinzelmann-Schwarz V, Koelzer VH, Levesque MP, Moch H, Pelkmans L, Rätsch G, Tolnay M, Wicki A, Wollscheid B, Manz MG, Snijder B, Theocharides APA. Wegmann R, et al. Nat Commun. 2024 Oct 30;15(1):9402. doi: 10.1038/s41467-024-53535-4. Nat Commun. 2024. PMID: 39477946 Free PMC article.
Author Correction: Prediction of recurrence risk in endometrial cancer with multimodal deep learning.
Volinsky-Fremond S, Horeweg N, Andani S, Barkey Wolf J, Lafarge MW, de Kroon CD, Ørtoft G, Høgdall E, Dijkstra J, Jobsen JJ, Lutgens LCHW, Powell ME, Mileshkin LR, Mackay H, Leary A, Katsaros D, Nijman HW, de Boer SM, Nout RA, de Bruyn M, Church D, Smit VTHBM, Creutzberg CL, Koelzer VH, Bosse T. Volinsky-Fremond S, et al. Among authors: andani s. Nat Med. 2024 Jul;30(7):2092. doi: 10.1038/s41591-024-03126-z. Nat Med. 2024. PMID: 38951637 Free PMC article. No abstract available.
Probabilistic pathway-based multimodal factor analysis.
Immer A, Stark SG, Jacob F, Bonilla X, Thomas T, Kahles A, Goetze S, Milani ES, Wollscheid B; Tumor Profiler Consortium; Rätsch G, Lehmann KV. Immer A, et al. Bioinformatics. 2024 Jun 28;40(Suppl 1):i189-i198. doi: 10.1093/bioinformatics/btae216. Bioinformatics. 2024. PMID: 38940152 Free PMC article.
20 results