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Machine and deep learning methods for radiomics.
Avanzo M, Wei L, Stancanello J, Vallières M, Rao A, Morin O, Mattonen SA, El Naqa I. Avanzo M, et al. Among authors: vallieres m. Med Phys. 2020 Jun;47(5):e185-e202. doi: 10.1002/mp.13678. Med Phys. 2020. PMID: 32418336 Free PMC article. Review.
18F-FDG PET uptake characterization through texture analysis: investigating the complementary nature of heterogeneity and functional tumor volume in a multi-cancer site patient cohort.
Hatt M, Majdoub M, Vallières M, Tixier F, Le Rest CC, Groheux D, Hindié E, Martineau A, Pradier O, Hustinx R, Perdrisot R, Guillevin R, El Naqa I, Visvikis D. Hatt M, et al. Among authors: vallieres m. J Nucl Med. 2015 Jan;56(1):38-44. doi: 10.2967/jnumed.114.144055. Epub 2014 Dec 11. J Nucl Med. 2015. PMID: 25500829 Free article.
A Deep Look Into the Future of Quantitative Imaging in Oncology: A Statement of Working Principles and Proposal for Change.
Morin O, Vallières M, Jochems A, Woodruff HC, Valdes G, Braunstein SE, Wildberger JE, Villanueva-Meyer JE, Kearney V, Yom SS, Solberg TD, Lambin P. Morin O, et al. Among authors: vallieres m. Int J Radiat Oncol Biol Phys. 2018 Nov 15;102(4):1074-1082. doi: 10.1016/j.ijrobp.2018.08.032. Epub 2018 Aug 28. Int J Radiat Oncol Biol Phys. 2018. PMID: 30170101 Review.
External validation of a combined PET and MRI radiomics model for prediction of recurrence in cervical cancer patients treated with chemoradiotherapy.
Lucia F, Visvikis D, Vallières M, Desseroit MC, Miranda O, Robin P, Bonaffini PA, Alfieri J, Masson I, Mervoyer A, Reinhold C, Pradier O, Hatt M, Schick U. Lucia F, et al. Among authors: vallieres m. Eur J Nucl Med Mol Imaging. 2019 Apr;46(4):864-877. doi: 10.1007/s00259-018-4231-9. Epub 2018 Dec 7. Eur J Nucl Med Mol Imaging. 2019. PMID: 30535746
Deep learning in head & neck cancer outcome prediction.
Diamant A, Chatterjee A, Vallières M, Shenouda G, Seuntjens J. Diamant A, et al. Among authors: vallieres m. Sci Rep. 2019 Feb 26;9(1):2764. doi: 10.1038/s41598-019-39206-1. Sci Rep. 2019. PMID: 30809047 Free PMC article.
Radiomics Analysis for Clinical Decision Support in Nuclear Medicine.
Ibrahim A, Vallières M, Woodruff H, Primakov S, Beheshti M, Keek S, Refaee T, Sanduleanu S, Walsh S, Morin O, Lambin P, Hustinx R, Mottaghy FM. Ibrahim A, et al. Among authors: vallieres m. Semin Nucl Med. 2019 Sep;49(5):438-449. doi: 10.1053/j.semnuclmed.2019.06.005. Epub 2019 Jun 20. Semin Nucl Med. 2019. PMID: 31470936 Free article. Review.
Integrated models incorporating radiologic and radiomic features predict meningioma grade, local failure, and overall survival.
Morin O, Chen WC, Nassiri F, Susko M, Magill ST, Vasudevan HN, Wu A, Vallières M, Gennatas ED, Valdes G, Pekmezci M, Alcaide-Leon P, Choudhury A, Interian Y, Mortezavi S, Turgutlu K, Bush NAO, Solberg TD, Braunstein SE, Sneed PK, Perry A, Zadeh G, McDermott MW, Villanueva-Meyer JE, Raleigh DR. Morin O, et al. Among authors: vallieres m. Neurooncol Adv. 2019 May-Dec;1(1):vdz011. doi: 10.1093/noajnl/vdz011. Epub 2019 Aug 28. Neurooncol Adv. 2019. PMID: 31608329 Free PMC article.
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