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Quantifying intra-tumoral genetic heterogeneity of glioblastoma toward precision medicine using MRI and a data-inclusive machine learning algorithm.
Wang L, Wang H, D'Angelo F, Curtin L, Sereduk CP, Leon G, Singleton KW, Urcuyo J, Hawkins-Daarud A, Jackson PR, Krishna C, Zimmerman RS, Patra DP, Bendok BR, Smith KA, Nakaji P, Donev K, Baxter LC, Mrugała MM, Ceccarelli M, Iavarone A, Swanson KR, Tran NL, Hu LS, Li J. Wang L, et al. Among authors: singleton kw. PLoS One. 2024 Apr 3;19(4):e0299267. doi: 10.1371/journal.pone.0299267. eCollection 2024. PLoS One. 2024. PMID: 38568950 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.
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.
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.
Integrated molecular and multiparametric MRI mapping of high-grade glioma identifies regional biologic signatures.
Hu LS, D'Angelo F, Weiskittel TM, Caruso FP, Fortin Ensign SP, Blomquist MR, Flick MJ, Wang L, Sereduk CP, Meng-Lin K, De Leon G, Nespodzany A, Urcuyo JC, Gonzales AC, Curtin L, Lewis EM, Singleton KW, Dondlinger T, Anil A, Semmineh NB, Noviello T, Patel RA, Wang P, Wang J, Eschbacher JM, Hawkins-Daarud A, Jackson PR, Grunfeld IS, Elrod C, Mazza GL, McGee SC, Paulson L, Clark-Swanson K, Lassiter-Morris Y, Smith KA, Nakaji P, Bendok BR, Zimmerman RS, Krishna C, Patra DP, Patel NP, Lyons M, Neal M, Donev K, Mrugala MM, Porter AB, Beeman SC, Jensen TR, Schmainda KM, Zhou Y, Baxter LC, Plaisier CL, Li J, Li H, Lasorella A, Quarles CC, Swanson KR, Ceccarelli M, Iavarone A, Tran NL. Hu LS, et al. Among authors: singleton kw. Nat Commun. 2023 Sep 28;14(1):6066. doi: 10.1038/s41467-023-41559-1. Nat Commun. 2023. PMID: 37770427 Free PMC article.
Image-localized biopsy mapping of brain tumor heterogeneity: A single-center study protocol.
Urcuyo JC, Curtin L, Langworthy JM, De Leon G, Anderies B, Singleton KW, Hawkins-Daarud A, Jackson PR, Bond KM, Ranjbar S, Lassiter-Morris Y, Clark-Swanson KR, Paulson LE, Sereduk C, Mrugala MM, Porter AB, Baxter L, Salomao M, Donev K, Hudson M, Meyer J, Zeeshan Q, Sattur M, Patra DP, Jones BA, Rahme RJ, Neal MT, Patel N, Kouloumberis P, Turkmani AH, Lyons M, Krishna C, Zimmerman RS, Bendok BR, Tran NL, Hu LS, Swanson KR. Urcuyo JC, et al. Among authors: singleton kw. PLoS One. 2023 Dec 20;18(12):e0287767. doi: 10.1371/journal.pone.0287767. eCollection 2023. PLoS One. 2023. PMID: 38117803 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.
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