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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: nakaji p. PLoS One. 2024 Apr 3;19(4):e0299267. doi: 10.1371/journal.pone.0299267. eCollection 2024. PLoS One. 2024. PMID: 38568950 Free PMC article.
Multi-Parametric MRI and Texture Analysis to Visualize Spatial Histologic Heterogeneity and Tumor Extent in Glioblastoma.
Hu LS, Ning S, Eschbacher JM, Gaw N, Dueck AC, Smith KA, Nakaji P, Plasencia J, Ranjbar S, Price SJ, Tran N, Loftus J, Jenkins R, O'Neill BP, Elmquist W, Baxter LC, Gao F, Frakes D, Karis JP, Zwart C, Swanson KR, Sarkaria J, Wu T, Mitchell JR, Li J. Hu LS, et al. Among authors: nakaji p. PLoS One. 2015 Nov 24;10(11):e0141506. doi: 10.1371/journal.pone.0141506. eCollection 2015. PLoS One. 2015. PMID: 26599106 Free PMC article.
Radiogenomics to characterize regional genetic heterogeneity in glioblastoma.
Hu LS, Ning S, Eschbacher JM, Baxter LC, Gaw N, Ranjbar S, Plasencia J, Dueck AC, Peng S, Smith KA, Nakaji P, Karis JP, Quarles CC, Wu T, Loftus JC, Jenkins RB, Sicotte H, Kollmeyer TM, O'Neill BP, Elmquist W, Hoxworth JM, Frakes D, Sarkaria J, Swanson KR, Tran NL, Li J, Mitchell JR. Hu LS, et al. Among authors: nakaji p. Neuro Oncol. 2017 Jan;19(1):128-137. doi: 10.1093/neuonc/now135. Epub 2016 Aug 8. Neuro Oncol. 2017. PMID: 27502248 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: nakaji p. 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: nakaji p. Sci Rep. 2019 Jul 11;9(1):10063. doi: 10.1038/s41598-019-46296-4. Sci Rep. 2019. PMID: 31296889 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: nakaji p. Nat Commun. 2023 Sep 28;14(1):6066. doi: 10.1038/s41467-023-41559-1. Nat Commun. 2023. PMID: 37770427 Free PMC article.
Reevaluating the imaging definition of tumor progression: perfusion MRI quantifies recurrent glioblastoma tumor fraction, pseudoprogression, and radiation necrosis to predict survival.
Hu LS, Eschbacher JM, Heiserman JE, Dueck AC, Shapiro WR, Liu S, Karis JP, Smith KA, Coons SW, Nakaji P, Spetzler RF, Feuerstein BG, Debbins J, Baxter LC. Hu LS, et al. Among authors: nakaji p. Neuro Oncol. 2012 Jul;14(7):919-30. doi: 10.1093/neuonc/nos112. Epub 2012 May 3. Neuro Oncol. 2012. PMID: 22561797 Free PMC article.
Impact of Software Modeling on the Accuracy of Perfusion MRI in Glioma.
Hu LS, Kelm Z, Korfiatis P, Dueck AC, Elrod C, Ellingson BM, Kaufmann TJ, Eschbacher JM, Karis JP, Smith K, Nakaji P, Brinkman D, Pafundi D, Baxter LC, Erickson BJ. Hu LS, et al. Among authors: nakaji p. AJNR Am J Neuroradiol. 2015 Dec;36(12):2242-9. doi: 10.3174/ajnr.A4451. Epub 2015 Sep 10. AJNR Am J Neuroradiol. 2015. PMID: 26359151 Free PMC article.
Relative cerebral blood volume values to differentiate high-grade glioma recurrence from posttreatment radiation effect: direct correlation between image-guided tissue histopathology and localized dynamic susceptibility-weighted contrast-enhanced perfusion MR imaging measurements.
Hu LS, Baxter LC, Smith KA, Feuerstein BG, Karis JP, Eschbacher JM, Coons SW, Nakaji P, Yeh RF, Debbins J, Heiserman JE. Hu LS, et al. Among authors: nakaji p. AJNR Am J Neuroradiol. 2009 Mar;30(3):552-8. doi: 10.3174/ajnr.A1377. Epub 2008 Dec 4. AJNR Am J Neuroradiol. 2009. PMID: 19056837 Free PMC article. Clinical Trial.
370 results