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Deep neural network to locate and segment brain tumors outperformed the expert technicians who created the training data.
Mitchell JR, Kamnitsas K, Singleton KW, Whitmire SA, Clark-Swanson KR, Ranjbar S, Rickertsen CR, Johnston SK, Egan KM, Rollison DE, Arrington J, Krecke KN, Passe TJ, Verdoorn JT, Nagelschneider AA, Carr CM, Port JD, Patton A, Campeau NG, Liebo GB, Eckel LJ, Wood CP, Hunt CH, Vibhute P, Nelson KD, Hoxworth JM, Patel AC, Chong BW, Ross JS, Boxerman JL, Vogelbaum MA, Hu LS, Glocker B, Swanson KR. Mitchell JR, et al. Among authors: whitmire sa. J Med Imaging (Bellingham). 2020 Sep;7(5):055501. doi: 10.1117/1.JMI.7.5.055501. Epub 2020 Oct 16. J Med Imaging (Bellingham). 2020. PMID: 33102623 Free PMC article.
Days gained response discriminates treatment response in patients with recurrent glioblastoma receiving bevacizumab-based therapies.
Singleton KW, Porter AB, Hu LS, Johnston SK, Bond KM, Rickertsen CR, De Leon G, Whitmire SA, Clark-Swanson KR, Mrugala MM, Swanson KR. Singleton KW, et al. Among authors: whitmire sa. Neurooncol Adv. 2020 Jul 9;2(1):vdaa085. doi: 10.1093/noajnl/vdaa085. eCollection 2020 Jan-Dec. Neurooncol Adv. 2020. PMID: 32864609 Free PMC article.
Distinct Phenotypic Clusters of Glioblastoma Growth and Response Kinetics Predict Survival.
Rayfield CA, Grady F, De Leon G, Rockne R, Carrasco E, Jackson P, Vora M, Johnston SK, Hawkins-Daarud A, Clark-Swanson KR, Whitmire S, Gamez ME, Porter A, Hu L, Gonzalez-Cuyar L, Bendok B, Vora S, Swanson KR. Rayfield CA, et al. JCO Clin Cancer Inform. 2018 Dec;2:1-14. doi: 10.1200/CCI.17.00080. JCO Clin Cancer Inform. 2018. PMID: 30652553 Free PMC article.