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Uncertainty quantification in the radiogenomics modeling of EGFR amplification in glioblastoma.
Hu LS, Wang L, Hawkins-Daarud A, Eschbacher JM, Singleton KW, Jackson PR, Clark-Swanson K, Sereduk CP, Peng S, Wang P, Wang J, Baxter LC, Smith KA, Mazza GL, Stokes AM, Bendok BR, Zimmerman RS, Krishna C, Porter AB, Mrugala MM, Hoxworth JM, Wu T, Tran NL, Swanson KR, Li J. Hu LS, et al. Among authors: singleton kw. Sci Rep. 2021 Feb 16;11(1):3932. doi: 10.1038/s41598-021-83141-z. Sci Rep. 2021. PMID: 33594116 Free PMC article.
Accurate Patient-Specific Machine Learning Models of Glioblastoma Invasion Using Transfer Learning.
Hu LS, Yoon H, Eschbacher JM, Baxter LC, Dueck AC, Nespodzany A, Smith KA, Nakaji P, Xu Y, Wang L, Karis JP, Hawkins-Daarud AJ, Singleton KW, Jackson PR, Anderies BJ, Bendok BR, Zimmerman RS, Quarles C, Porter-Umphrey AB, Mrugala MM, Sharma A, Hoxworth JM, Sattur MG, Sanai N, Koulemberis PE, Krishna C, Mitchell JR, Wu T, Tran NL, Swanson KR, Li J. Hu LS, et al. Among authors: singleton kw. AJNR Am J Neuroradiol. 2019 Mar;40(3):418-425. doi: 10.3174/ajnr.A5981. Epub 2019 Feb 28. AJNR Am J Neuroradiol. 2019. PMID: 30819771 Free PMC article.
Integration of machine learning and mechanistic models accurately predicts variation in cell density of glioblastoma using multiparametric MRI.
Gaw N, Hawkins-Daarud A, Hu LS, Yoon H, Wang L, Xu Y, Jackson PR, Singleton KW, Baxter LC, Eschbacher J, Gonzales A, Nespodzany A, Smith K, Nakaji P, Mitchell JR, Wu T, Swanson KR, Li J. Gaw N, et al. Among authors: singleton kw. Sci Rep. 2019 Jul 11;9(1):10063. doi: 10.1038/s41598-019-46296-4. Sci Rep. 2019. PMID: 31296889 Free PMC article.
Performance of Standardized Relative CBV for Quantifying Regional Histologic Tumor Burden in Recurrent High-Grade Glioma: Comparison against Normalized Relative CBV Using Image-Localized Stereotactic Biopsies.
Hoxworth JM, Eschbacher JM, Gonzales AC, Singleton KW, Leon GD, Smith KA, Stokes AM, Zhou Y, Mazza GL, Porter AB, Mrugala MM, Zimmerman RS, Bendok BR, Patra DP, Krishna C, Boxerman JL, Baxter LC, Swanson KR, Quarles CC, Schmainda KM, Hu LS. Hoxworth JM, et al. Among authors: singleton kw. AJNR Am J Neuroradiol. 2020 Mar;41(3):408-415. doi: 10.3174/ajnr.A6486. Epub 2020 Mar 12. AJNR Am J Neuroradiol. 2020. PMID: 32165359 Free PMC article.
Image-based metric of invasiveness predicts response to adjuvant temozolomide for primary glioblastoma.
Massey SC, White H, Whitmire P, Doyle T, Johnston SK, Singleton KW, Jackson PR, Hawkins-Daarud A, Bendok BR, Porter AB, Vora S, Sarkaria JN, Hu LS, Mrugala MM, Swanson KR. Massey SC, et al. Among authors: singleton kw. PLoS One. 2020 Mar 27;15(3):e0230492. doi: 10.1371/journal.pone.0230492. eCollection 2020. PLoS One. 2020. PMID: 32218600 Free PMC article. Clinical Trial.
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: singleton kw. 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.
Towards Longitudinal Glioma Segmentation: Evaluating combined pre- and post-treatment MRI training data for automated tumor segmentation using nnU-Net.
Ranjbar S, Singleton KW, Curtin L, Paulson L, Clark-Swanson K, Hawkins-Daarud A, Mitchell JR, Jackson PR, Swanson AKR. Ranjbar S, et al. Among authors: singleton kw. medRxiv [Preprint]. 2023 Jun 5:2023.05.31.23290537. doi: 10.1101/2023.05.31.23290537. medRxiv. 2023. PMID: 37333148 Free PMC article. Preprint.
21 results