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Page 1
Building reliable radiomic models using image perturbation.
Teng X, Zhang J, Zwanenburg A, Sun J, Huang Y, Lam S, Zhang Y, Li B, Zhou T, Xiao H, Liu C, Li W, Han X, Ma Z, Li T, Cai J. Teng X, et al. Among authors: zwanenburg a. Sci Rep. 2022 Jun 16;12(1):10035. doi: 10.1038/s41598-022-14178-x. Sci Rep. 2022. PMID: 35710850 Free PMC article.
A comparative study of machine learning methods for time-to-event survival data for radiomics risk modelling.
Leger S, Zwanenburg A, Pilz K, Lohaus F, Linge A, Zöphel K, Kotzerke J, Schreiber A, Tinhofer I, Budach V, Sak A, Stuschke M, Balermpas P, Rödel C, Ganswindt U, Belka C, Pigorsch S, Combs SE, Mönnich D, Zips D, Krause M, Baumann M, Troost EGC, Löck S, Richter C. Leger S, et al. Among authors: zwanenburg a. Sci Rep. 2017 Oct 16;7(1):13206. doi: 10.1038/s41598-017-13448-3. Sci Rep. 2017. PMID: 29038455 Free PMC article.
2D and 3D convolutional neural networks for outcome modelling of locally advanced head and neck squamous cell carcinoma.
Starke S, Leger S, Zwanenburg A, Leger K, Lohaus F, Linge A, Schreiber A, Kalinauskaite G, Tinhofer I, Guberina N, Guberina M, Balermpas P, von der Grün J, Ganswindt U, Belka C, Peeken JC, Combs SE, Boeke S, Zips D, Richter C, Troost EGC, Krause M, Baumann M, Löck S. Starke S, et al. Among authors: zwanenburg a. Sci Rep. 2020 Sep 24;10(1):15625. doi: 10.1038/s41598-020-70542-9. Sci Rep. 2020. PMID: 32973220 Free PMC article.
Analysis of MRI and CT-based radiomics features for personalized treatment in locally advanced rectal cancer and external validation of published radiomics models.
Shahzadi I, Zwanenburg A, Lattermann A, Linge A, Baldus C, Peeken JC, Combs SE, Diefenhardt M, Rödel C, Kirste S, Grosu AL, Baumann M, Krause M, Troost EGC, Löck S. Shahzadi I, et al. Among authors: zwanenburg a. Sci Rep. 2022 Jun 17;12(1):10192. doi: 10.1038/s41598-022-13967-8. Sci Rep. 2022. PMID: 35715462 Free PMC article.
Integrated radiogenomics analyses allow for subtype classification and improved outcome prognosis of patients with locally advanced HNSCC.
Rabasco Meneghetti A, Zwanenburg A, Linge A, Lohaus F, Grosser M, Baretton GB, Kalinauskaite G, Tinhofer I, Guberina M, Stuschke M, Balermpas P, von der Grün J, Ganswindt U, Belka C, Peeken JC, Combs SE, Böke S, Zips D, Troost EGC, Krause M, Baumann M, Löck S. Rabasco Meneghetti A, et al. Among authors: zwanenburg a. Sci Rep. 2022 Oct 6;12(1):16755. doi: 10.1038/s41598-022-21159-7. Sci Rep. 2022. PMID: 36202941 Free PMC article.
Why validation of prognostic models matters?
Zwanenburg A, Löck S. Zwanenburg A, et al. Radiother Oncol. 2018 Jun;127(3):370-373. doi: 10.1016/j.radonc.2018.03.004. Epub 2018 Mar 26. Radiother Oncol. 2018. PMID: 29598835
The Image Biomarker Standardization Initiative: Standardized Quantitative Radiomics for High-Throughput Image-based Phenotyping.
Zwanenburg A, Vallières M, Abdalah MA, Aerts HJWL, Andrearczyk V, Apte A, Ashrafinia S, Bakas S, Beukinga RJ, Boellaard R, Bogowicz M, Boldrini L, Buvat I, Cook GJR, Davatzikos C, Depeursinge A, Desseroit MC, Dinapoli N, Dinh CV, Echegaray S, El Naqa I, Fedorov AY, Gatta R, Gillies RJ, Goh V, Götz M, Guckenberger M, Ha SM, Hatt M, Isensee F, Lambin P, Leger S, Leijenaar RTH, Lenkowicz J, Lippert F, Losnegård A, Maier-Hein KH, Morin O, Müller H, Napel S, Nioche C, Orlhac F, Pati S, Pfaehler EAG, Rahmim A, Rao AUK, Scherer J, Siddique MM, Sijtsema NM, Socarras Fernandez J, Spezi E, Steenbakkers RJHM, Tanadini-Lang S, Thorwarth D, Troost EGC, Upadhaya T, Valentini V, van Dijk LV, van Griethuysen J, van Velden FHP, Whybra P, Richter C, Löck S. Zwanenburg A, et al. Radiology. 2020 May;295(2):328-338. doi: 10.1148/radiol.2020191145. Epub 2020 Mar 10. Radiology. 2020. PMID: 32154773 Free PMC article.
51 results