Publications Print Wang H, Argenziano MG, Yoon H, Boyett D, Save A, Petridis P, Savage W, Jackson P, Hawkins-Daarud A, Tran N, Hu L, Singleton KW, Paulson L, Dalahmah OA, Bruce JN, Grinband J, Swanson KR, Canoll P, Li J. Biologically informed deep neural networks provide quantitative assessment of intratumoral heterogeneity in post treatment glioblastoma. NPJ Digit Med. 2024 Oct 19; 7 (1):292 View PubMed Quinones-Hinojosa A, Basil A, Moniz-Garcia D, Suarez-Meade P, Ramos A, Jentoft M, Middlebrooks E, Grewal S, Abode-Iyamah K, Bydon M, Sarkaria J, Dickson D, Swanson K, Rosenfeld S, Schiapparelli P, Guerrero-Cazares H, Chaichana K, Meyer F. From the Operating Room to the Laboratory: Role of the Neuroscience Tissue Biorepository in the Clinical, Translational, and Basic Science Research Pipeline. Mayo Clin Proc. 2024 Feb; 99 (2):229-240 View PubMed von Reppert M, Ramakrishnan D, Bruningk SC, Memon F, Abi Fadel S, Maleki N, Bahar R, Avesta AE, Jekel L, Sala M, Lost J, Tillmanns N, Kaur M, Aneja S, Fathi Kazerooni A, Nabavizadeh A, Lin M, Hoffmann KT, Bousabarah K, Swanson KR, Haas-Kogan D, Mueller S, Aboian MS. Comparison of volumetric and 2D-based response methods in the PNOC-001 pediatric low-grade glioma clinical trial. Neurooncol Adv. 2024 Jan-Dec; 6 (1):vdad172 Epub 2023 Dec 27 View PubMed 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, Mrugala MM, Ceccarelli M, Iavarone A, Swanson KR, Tran NL, Hu LS#, Li J#. Quantifying intra-tumoral genetic heterogeneity of glioblastoma toward precision medicine using MRI and a data-inclusive machine learning algorithm. PLoS One. 2024; 19 (4):e0299267 Epub 2024 Apr 03 View PubMed 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. Integrated molecular and multiparametric MRI mapping of high-grade glioma identifies regional biologic signatures. Nat Commun. 2023 Sep 28; 14 (1):6066 Epub 2023 Sept 28 View PubMed Kulkarni P, Wiley HS, Levine H, Sauro H, Anderson A, Wong STC, Meyer AS, Iyengar P, Corlette K, Swanson K, Mohanty A, Bhattacharya S, Patel A, Jain V, Salgia R. Addressing the genetic/nongenetic duality in cancer with systems biology. Trends Cancer. 2023 Mar; 9 (3):185-187 Epub 2023 Jan 11 View PubMed 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. Image-localized biopsy mapping of brain tumor heterogeneity: A single-center study protocol. PLoS One. 2023; 18 (12):e0287767 Epub 2023 Dec 20 View PubMed Bond KM, Curtin L, Ranjbar S, Afshari AE, Hu LS, Rubin JB, Swanson KR. An image-based modeling framework for predicting spatiotemporal brain cancer biology within individual patients. Front Oncol. 2023; 13:1185738 Epub 2023 Oct 02 View PubMed Patel BK, Pepin K, Brandt KR, Mazza GL, Pockaj BA, Chen J, Zhou Y, Northfelt DW, Anderson K, Kling JM, Vachon CM, Swanson KR, Nikkhah M, Ehman R. Association of breast cancer risk, density, and stiffness: global tissue stiffness on breast MR elastography (MRE). Breast Cancer Res Treat. 2022 Jul; 194 (1):79-89 Epub 2022 Apr 30 View PubMed Wang L, Hawkins-Daarud A, Swanson KR, Hu LS, Li J. Knowledge-infused Global-Local Data Fusion for Spatial Predictive Modeling in Precision Medicine. IEEE Trans Autom Sci Eng. 2022 Jul; 19 (3):2203-2215 Epub 2021 May 13 View PubMed Tripathi S, Vivas-Buitrago T, Domingo RA, Biase G, Brown D, Akinduro OO, Ramos-Fresnedo A, Sherman W, Gupta V, Middlebrooks EH, Sabsevitz DS, Porter AB, Uhm JH, Bendok BR, Parney I, Meyer FB, Chaichana KL, Swanson KR, Quinones-Hinojosa A. IDH-wild-type glioblastoma cell density and infiltration distribution influence on supramarginal resection and its impact on overall survival: a mathematical model. J Neurosurg. 2022 Jun 1; 136 (6):1567-1575 Epub 2021 Oct 29 View PubMed Ranjbar S, Singleton KW, Curtin L, Rickertsen CR, Paulson LE, Hu LS, Mitchell JR, Swanson KR. Weakly Supervised Skull Stripping of Magnetic Resonance Imaging of Brain Tumor Patients. Front Neuroimaging. 2022; 1:832512 Epub 2022 Apr 25 View PubMed Malik DG, Rath TJ, Urcuyo Acevedo JC, Canoll PD, Swanson KR, Boxerman JL, Quarles CC, Schmainda KM, Burns TC, Hu LS. Advanced MRI Protocols to Discriminate Glioma From Treatment Effects: State of the Art and Future Directions. Front Radiol. 2022; 2:809373 Epub 2022 Apr 15 View PubMed Curtin L, Whitmire P, White H, Bond KM, Mrugala MM, Hu LS, Swanson KR. Shape matters: morphological metrics of glioblastoma imaging abnormalities as biomarkers of prognosis. Sci Rep. 2021 Dec 1; 11 (1):23202 Epub 2021 Dec 01 View PubMed Bond KM, McCarthy MM, Rubin JB, Swanson KR. Molecular omics resources should require sex annotation: a call for action. Nat Methods. 2021 Jun; 18 (6):585-588 View PubMed Bond K, McCarthy M, Rubin JB, Swanson KR. Molecular omics analyses should require sex-specific annotation: a call for action. Nature Communications (in press). 2021. 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. Uncertainty quantification in the radiogenomics modeling of EGFR amplification in glioblastoma. Sci Rep. 2021 Feb 16; 11 (1):3932 View PubMed Massey SC, Whitmire P, Doyle TE, Ippolito JE, Mrugala MM, Hu LS, Canoll P, Anderson ARA, Wilson MA, Fitzpatrick SM, McCarthy MM, Rubin JB, Swanson KR. Sex differences in health and disease: A review of biological sex differences relevant to cancer with a spotlight on glioma. Cancer Lett. 2021 Feb 1; 498:178-187 Epub 2020 Oct 29 View PubMed Walker SA, Pham A, Nizzero S, Kim M, Riter B, Bletz J, Judge S, Phillips B, Noble D, Murray D, Wetzel E, Samson S, McMahon M, Flink C, Couch J, Tomlin C, Swanson K, Anderson ARA, Odde D, Shen H, Hughes S, Zahir N, Enderling H, Wolfram J. Education and Outreach in Physical Sciences in Oncology. Trends Cancer. 2021 Jan; 7 (1):3-9 Epub 2020 Nov 07 View PubMed Curtin L, Hawkins-Daarud A, Porter AB, van der Zee KG, Owen MR, Swanson KR. A Mechanistic Investigation into Ischemia-Driven Distal Recurrence of Glioblastoma. Bull Math Biol. 2020 Nov 7; 82 (11):143 Epub 2020 Nov 07 View PubMed Nardini JT, Lagergren JH, Hawkins-Daarud A, Curtin L, Morris B, Rutter EM, Swanson KR, Flores KB. Learning Equations from Biological Data with Limited Time Samples. Bull Math Biol. 2020 Sep 9; 82 (9):119 Epub 2020 Sept 09 View PubMed 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. Deep neural network to locate and segment brain tumors outperformed the expert technicians who created the training data. J Med Imaging (Bellingham). 2020 Sep; 7 (5):055501 Epub 2020 Oct 16 View PubMed Morris B, Curtin L, Hawkins-Daarud A, Hubbard ME, Rahman R, Smith SJ, Auer D, Tran NL, Hu LS, Eschbacher JM, Smith KA, Stokes A, Swanson KR, Owen MR. Identifying the spatial and temporal dynamics of molecularly-distinct glioblastoma sub-populations. Math Biosci Eng. 2020 Jul 16; 17 (5):4905-4941 View PubMed Hu LS, Swanson KR. Roadmap for the clinical integration of radiomics in neuro-oncology. Neuro Oncol 2020 Jun 9; 22 (6):743-745 View PubMed Whitmire P, Rickertsen CR, Hawkins-Daarud A, Carrasco E Jr, Lorence J, De Leon G, Curtin L, Bayless S, Clark-Swanson K, Peeri NC, Corpuz C, Lewis-de Los Angeles CP, Bendok BR, Gonzalez-Cuyar L, Vora S, Mrugala MM, Hu LS, Wang L, Porter A, Kumthekar P, Johnston SK, Egan KM, Gatenby R, Canoll P, Rubin JB, Swanson KR. Sex-specific impact of patterns of imageable tumor growth on survival of primary glioblastoma patients. BMC Cancer. 2020 May 19; 20 (1):447 View PubMed Hu LS, Hawkins-Daarud A, Wang L, Li J, Swanson KR. Imaging of intratumoral heterogeneity in high-grade glioma. Cancer Lett. 2020 May 1; 477:97-106 Epub 2020 Feb 27 View PubMed Bruno R, Bottino D, de Alwis DP, Fojo AT, Guedj J, Liu C, Swanson KR, Zheng J, Zheng Y, Jin JY. Progress and Opportunities to Advance Clinical Cancer Therapeutics Using Tumor Dynamic Models. Clin Cancer Res. 2020 Apr 15; 26 (8):1787-1795 Epub 2019 Dec 23 View PubMed Ranjbar S, Singleton KW, Jackson PR, Rickertsen CR, Whitmire SA, Clark-Swanson KR, Mitchell JR, Swanson KR, Hu LS. A Deep Convolutional Neural Network for Annotation of Magnetic Resonance Imaging Sequence Type. J Digit Imaging. 2020 Apr; 33 (2):439-446 View PubMed Curtin L, Hawkins-Daarud A, van der Zee KG, Swanson KR, Owen MR. Speed Switch in Glioblastoma Growth Rate due to Enhanced Hypoxia-Induced Migration. Bull Math Biol. 2020 Mar 16; 82 (3):43 View PubMed Harrison RL, Elston BF, Byrd DW, Alessio AM, Swanson KR, Kinahan PE. Technical Note: A digital reference object representing Hoffman's 3D brain phantom for PET scanner simulations. Med Phys. 2020 Mar; 47 (3):1174-1180 Epub 2020 Feb 05 View PubMed 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. 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. AJNR Am J Neuroradiol. 2020 Mar; 41 (3):408-415 Epub 2020 Mar 12 View PubMed Gallaher JA, Massey SC, Hawkins-Daarud A, Noticewala SS, Rockne RC, Johnston SK, Gonzalez-Cuyar L, Juliano J, Gil O, Swanson KR, Canoll P, Anderson ARA. From cells to tissue: How cell scale heterogeneity impacts glioblastoma growth and treatment response. PLoS Comput Biol. 2020 Feb; 16 (2):e1007672 Epub 2020 Feb 26 View PubMed 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. Image-based metric of invasiveness predicts response to adjuvant temozolomide for primary glioblastoma. PLoS One. 2020; 15 (3):e0230492 Epub 2020 Mar 27 View PubMed Massey SC, Urcuyo JC, Marin BM, Sarkaria JN, Swanson KR. Quantifying Glioblastoma Drug Response Dynamics Incorporating Treatment Sensitivity and Blood Brain Barrier Penetrance From Experimental Data. Front Physiol. 2020; 11:830 Epub 2020 Aug 21 View PubMed Singleton KW, Porter AB, Hu LS, Johnston SK, Bond KM, Rickertsen CR, De Leon G, Whitmire SA, Clark-Swanson KR, Mrugala MM, Swanson KR. Days gained response discriminates treatment response in patients with recurrent glioblastoma receiving bevacizumab-based therapies. Neurooncol Adv. 2020 Jan-Dec; 2 (1):vdaa085 Epub 2020 July 09 View PubMed Mackintosh C, Butterfield R, Zhang N, Lorence J, Zlomanczuk P, Bendok BR, Zimmerman RS, Swanson K, Porter A, Mrugala MM. Does location matter? Characterisation of the anatomic locations, molecular profiles, and clinical features of gliomas. Neurol Neurochir Pol. 2020; 54 (5):456-465 Epub 2020 Sept 11 View PubMed Curtin L, Whitmire P, Rickertsen CR, Mazza GL, Canoll P, Johnston SK, Mrugala MM, Swanson KR, Hu LS. Assessment of Prognostic Value of Cystic Features in Glioblastoma Relative to Sex and Treatment With Standard-of-Care. Front Oncol. 2020; 10:580750 Epub 2020 Nov 16 View PubMed Koohi-Moghadam M, Borad MJ, Tran NL, Swanson KR, Boardman LA, Sun H, Wang J. MetaMarker: a pipeline for de novo discovery of novel metagenomic biomarkers. Bioinformatics. 2019 Oct 1; 35 (19):3812-3814 View PubMed Johnston SK, Whitmire P, Massey SC, Kumthekar P, Porter AB, Raghunand N, Gonzalez-Cuyar LF, Mrugala MM, Hawkins-Daarud A, Jackson PR, Hu LS, Sarkaria JN, Wang L, Gatenby RA, Egan KM, Canoll P, Swanson KR, ENDURES consortium. ENvironmental Dynamics Underlying Responsive Extreme Survivors (ENDURES) of Glioblastoma: A Multidisciplinary Team-based, Multifactorial Analytical Approach. Am J Clin Oncol. 2019 Aug; 42 (8):655-661 View PubMed 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. Integration of machine learning and mechanistic models accurately predicts variation in cell density of glioblastoma using multiparametric MRI. Sci Rep. 2019 Jul 11; 9 (1):10063 Epub 2019 July 11 View PubMed Rockne RC, Hawkins-Daarud A, Swanson KR, Sluka JP, Glazier JA, Macklin P, Hormuth DA, Jarrett AM, Lima EABF, Tinsley Oden J, Biros G, Yankeelov TE, Curtius K, Al Bakir I, Wodarz D, Komarova N, Aparicio L, Bordyuh M, Rabadan R, Finley SD, Enderling H, Caudell J, Moros EG, Anderson ARA, Gatenby RA, Kaznatcheev A, Jeavons P, Krishnan N, Pelesko J, Wadhwa RR, Yoon N, Nichol D, Marusyk A, Hinczewski M, Scott JG. The 2019 mathematical oncology roadmap. Phys Biol. 2019 Jun 19; 16 (4):041005 Epub 2019 June 19 View PubMed Massey SC, Hawkins-Daarud A, Gallaher J, Anderson ARA, Canoll P, Swanson KR. Lesion Dynamics Under Varying Paracrine PDGF Signaling in Brain Tissue. Bull Math Biol. 2019 Jun; 81 (6):1645-1664 Epub 2019 Feb 22 View PubMed Jacobs J, Rockne RC, Hawkins-Daarud AJ, Jackson PR, Johnston SK, Kinahan P, Swanson KR. Improved model prediction of glioma growth utilizing tissue-specific boundary effects. Math Biosci. 2019 Jun; 312:59-66 Epub 2019 Apr 19 View PubMed Abdelmoula WM, Regan MS, Lopez BGC, Randall EC, Lawler S, Mladek AC, Nowicki MO, Marin BM, Agar JN, Swanson KR, Kapur T, Sarkaria JN, Wells W, Agar NYR. Automatic 3D Nonlinear Registration of Mass Spectrometry Imaging and Magnetic Resonance Imaging Data. Anal Chem. 2019 May 7; 91 (9):6206-6216 Epub 2019 Apr 22 View PubMed 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. Accurate Patient-Specific Machine Learning Models of Glioblastoma Invasion Using Transfer Learning. AJNR Am J Neuroradiol. 2019 Mar; 40 (3):418-425 Epub 2019 Feb 28 View PubMed Stringfield O, Arrington JA, Johnston SK, Rognin NG, Peeri NC, Balagurunathan Y, Jackson PR, Clark-Swanson KR, Swanson KR, Egan KM, Gatenby RA, Raghunand N. Multiparameter MRI Predictors of Long-Term Survival in Glioblastoma Multiforme. Tomography. 2019 Mar; 5 (1):135-144 View PubMed Storey K, Leder K, Hawkins-Daarud A, Swanson K, Ahmed AU, Rockne RC, Foo J. Glioblastoma Recurrence and the Role of O(6)-Methylguanine-DNA Methyltransferase Promoter Methylation. JCO Clin Cancer Inform. 2019 Feb; 3:1-12 View PubMed Hawkins-Daarud A, Johnston SK, Swanson KR. Quantifying Uncertainty and Robustness in a Biomathematical Model-Based Patient-Specific Response Metric for Glioblastoma. JCO Clin Cancer Inform. 2019 Feb; 3:1-8 View PubMed Yang W, Warrington NM, Taylor SJ, Whitmire P, Carrasco E, Singleton KW, Wu N, Lathia JD, Berens ME, Kim AH, Barnholtz-Sloan JS, Swanson KR, Luo J, Rubin JB. Sex differences in GBM revealed by analysis of patient imaging, transcriptome, and survival data. Sci Transl Med. 2019 Jan 2; 11 (473) View PubMed 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. Distinct Phenotypic Clusters of Glioblastoma Growth and Response Kinetics Predict Survival. JCO Clin Cancer Inform. 2018 Dec; 2:1-14. View PubMed Randall EC, Emdal KB, Laramy JK, Kim M, Roos A, Calligaris D, Regan MS, Gupta SK, Mladek AC, Carlson BL, Johnson AJ, Lu FK, Xie XS, Joughin BA, Reddy RJ, Peng S, Abdelmoula WM, Jackson PR, Kolluri A, Kellersberger KA, Agar JN, Lauffenburger DA, Swanson KR, Tran NL, Elmquist WF, White FM, Sarkaria JN, Agar NYR. Integrated mapping of pharmacokinetics and pharmacodynamics in a patient-derived xenograft model of glioblastoma. Nat Commun. 2018 Nov 21; 9 (1):4904 View PubMed Massey SC, Rockne RC, Hawkins-Daarud A, Gallaher J, Anderson ARA, Canoll P, Swanson KR. Simulating PDGF-Driven Glioma Growth and Invasion in an Anatomically Accurate Brain Domain. Bull Math Biol. 2018 May; 80 (5):1292-1309 Epub 2017 Aug 25 View PubMed Jacobs JJ, Capek S, Spinner RJ, Swanson KR. Mathematical model of perineural tumor spread: a pilot study. Acta Neurochir (Wien). 2018 Mar; 160 (3):655-661 Epub 2017 Dec 21 View PubMed Juliano J, Gil O, Hawkins-Daarud A, Noticewala S, Rockne RC, Gallaher J, Massey SC, Sims PA, Anderson ARA, Swanson KR, Canoll P. Comparative dynamics of microglial and glioma cell motility at the infiltrative margin of brain tumours. J R Soc Interface. 2018 Feb; 15 (139) View PubMed Sarkaria JN, Hu LS, Parney IF, Pafundi DH, Brinkmann DH, Laack NN, Giannini C, Burns TC, Kizilbash SH, Laramy JK, Swanson KR, Kaufmann TJ, Brown PD, Agar NYR, Galanis E, Buckner JC, Elmquist WF. Is the blood-brain barrier really disrupted in all glioblastomas? A critical assessment of existing clinical data. Neuro Oncol. 2018 Jan 22; 20 (2):184-191 View PubMed Sharma A, De G, Porter A, Grill MF, Rosenthal A, Brown CE, Swanson K, Mrugala MM. CAR-T cell therapy in neuro-oncology: applications and toxicity. Neuroimmunol Neuroinflammation. 2018; 5(43). Alfonso JCL, Talkenberger K, Seifert M, Klink B, Hawkins-Daarud A, Swanson KR, Hatzikirou H, Deutsch A. The biology and mathematical modelling of glioma invasion: a review. J R Soc Interface. 2017 Nov; 14 (136) View PubMed Kumthekar P, Patel V, Bridge C, Rademaker A, Helenowski I, Mrugala MM, Rockhill JK, Grimm S, Swanson KR, Raizer J. Prognosis of older patients with low-grade glioma: A retrospective study. Integr Cancer Sci Ther. 2017 Oct; 4 (5) Epub 2017 Oct 23 View PubMed Aoun RJN, Sattur MG, Krishna C, Gupta A, Welz ME, Nanney AD 3rd, Koht AH, Tate MC, Noe KH, Sirven JI, Anderies BJ, Bolton PB, Trentman TL, Zimmerman RS, Swanson KR, Bendok BR. Awake Surgery for Brain Vascular Malformations and Moyamoya Disease. World Neurosurg. 2017 Sep; 105:659-671 Epub 2017 Apr 02 View PubMed Gupta A, Sattur MG, Aoun RJN, Krishna C, Bolton PB, Chong BW, Demaerschalk BM, Lyons MK, McClendon J Jr, Patel N, Sen A, Swanson K, Zimmerman RS, Bendok BR. Hemicraniectomy for Ischemic and Hemorrhagic Stroke: Facts and Controversies. Neurosurg Clin N Am. 2017 Jul; 28 (3):349-360 View PubMed Sonabend AM, Zacharia BE, Cloney MB, Sonabend A, Showers C, Ebiana V, Nazarian M, Swanson KR, Baldock A, Brem H, Bruce JN, Butler W, Cahill DP, Carter B, Orringer DA, Roberts DW, Sagher O, Sanai N, Schwartz TH, Silbergeld DL, Sisti MB, Thompson RC, Waziri AE, Ghogawala Z, McKhann G 2nd. Defining Glioblastoma Resectability Through the Wisdom of the Crowd: A Proof-of-Principle Study. Neurosurgery. 2017 Apr 1; 80 (4):590-601 View PubMed 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. Radiogenomics to characterize regional genetic heterogeneity in glioblastoma. Neuro Oncol. 2017 Jan; 19 (1):128-137 Epub 2016 Aug 08 View PubMed Fleming A, Chapman J, Massey S, Jackson P, Gupta S, Tuma A, He L, Jin F, Johnson A, Sarkaria J, Swanson KR. Math Model of Brain Tumor Growth Facilitates Tumor Cell Quantification from Bioluminescence Imaging. Biomedical Engineering Society 2017 Annual Meeting, Phoenix, AZ.. 2017. Rahme RJ, Aoun RJ, Pines AR, Swanson KR, Bendok BR. Defining the Immune Phenotype for Glioblastoma Multiforme: One Step Closer to Understanding Our Enemy. World Neurosurg 2016 Nov; 95:576-577 Epub 2016 Aug 23 View PubMed Rockne RC, Trister AD, Jacobs J, Hawkins-Daarud AJ, Neal ML, Hendrickson K, Mrugala MM, Rockhill JK, Kinahan P, Krohn KA, Swanson KR. Addendum to 'A patient-specific computational model of hypoxia-modulated radiation resistance in glioblastoma using 18F-FMISO-PET'. J R Soc Interface. 2015 Nov 06; 12 (112) View PubMed Hawkins-Daarud A, Rockne R, Corwin D, Anderson AR, Kinahan P, Swanson KR. In silico analysis suggests differential response to bevacizumab and radiation combination therapy in newly diagnosed glioblastoma. J R Soc Interface. 2015 Aug 6; 12 (109):20150388 View PubMed Jackson PR, Juliano J, Hawkins-Daarud A, Rockne RC, Swanson KR. Patient-specific mathematical neuro-oncology: using a simple proliferation and invasion tumor model to inform clinical practice. Bull Math Biol. 2015 May; 77 (5):846-56 Epub 2015 Mar 21 View PubMed Rockne RC, Trister AD, Jacobs J, Hawkins-Daarud AJ, Neal ML, Hendrickson K, Mrugala MM, Rockhill JK, Kinahan P, Krohn KA, Swanson KR. A patient-specific computational model of hypoxia-modulated radiation resistance in glioblastoma using 18F-FMISO-PET. J R Soc Interface. 2015 Feb 06; 12: (103). View PubMed 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. Multi-Parametric MRI and Texture Analysis to Visualize Spatial Histologic Heterogeneity and Tumor Extent in Glioblastoma. PLoS One. 2015; 10 (11):e0141506 Epub 2015 Nov 24 View PubMed Morshed RA, Gutova M, Juliano J, Barish ME, Hawkins-Daarud A, Oganesyan D, Vazgen K, Yang T, Annala A, Ahmed AU, Aboody KS, Swanson KR, Moats RA, Lesniak MS. Analysis of glioblastoma tumor coverage by oncolytic virus-loaded neural stem cells using MRI-based tracking and histological reconstruction. Cancer Gene Ther. 2015 Jan; 22(1):55-61. Epub 2014 Dec 19. View PubMed Zammar SG, Hamade YJ, Aoun RJ, El Tecle NE, Aoun RJ, El Ahmadieh TY, Lall RR, Taub ZD, Swanson KR, Chandler JP, Bendok BR. Precision medicine in brain arteriovenous malformation management: arteries steal the show but veins may hold the crystal ball. Neurosurgery 2014 Dec; 75 (6):N13-4 View PubMed Jackson T, Komarova N, Swanson KR. Mathematical oncology: Using mathematics to enable cancer discoveries. American Mathematical Monthly. 2014 Nov; 121(9). Smith TR, Lall RR, Lall RR, Abecassis IJ, Arnaout OM, Marymont MH, Swanson KR, Chandler JP. Survival after surgery and stereotactic radiosurgery for patients with multiple intracranial metastases: results of a single-center retrospective study. J Neurosurg. 2014 Oct; 121 (4):839-45 Epub 2014 May 23 View PubMed Adair JE, Johnston SK, Mrugala MM, Beard BC, Guyman LA, Baldock AL, Bridge CA, Hawkins-Daarud A, Gori JL, Born DE, Gonzalez-Cuyar LF, Silbergeld DL, Rockne RC, Storer BE, Rockhill JK, Swanson KR, Kiem HP. Gene therapy enhances chemotherapy tolerance and efficacy in glioblastoma patients. J Clin Invest. 2014 Sep; 124(9):4082-92. Epub 2014 Aug 08. View PubMed Baldock AL, Yagle K, Born DE, Ahn S, Trister AD, Neal M, Johnston SK, Bridge CA, Basanta D, Scott J, Malone H, Sonabend AM, Canoll P, Mrugala MM, Rockhill JK, Rockne RC, Swanson KR. Invasion and proliferation kinetics in enhancing gliomas predict IDH1 mutation status. Neuro Oncol. 2014 Jun; 16(6):779-86. View PubMed Baldock AL, Ahn S, Rockne R, Johnston S, Neal M, Corwin D, Clark-Swanson K, Sterin G, Trister AD, Malone H, Ebiana V, Sonabend AM, Mrugala M, Rockhill JK, Silbergeld DL, Lai A, Cloughesy T, McKhann GM 2nd, Bruce JN, Rostomily RC, Canoll P, Swanson KR. Patient-specific metrics of invasiveness reveal significant prognostic benefit of resection in a predictable subset of gliomas. PLoS One. 2014; 9(10):e99057. Epub 2014 Oct 28. View PubMed Neal ML, Trister AD, Ahn S, Baldock A, Bridge CA, Guyman L, Lange J, Sodt R, Cloke T, Lai A, Cloughesy TF, Mrugala MM, Rockhill JK, Rockne RC, Swanson KR. Response classification based on a minimal model of glioblastoma growth is prognostic for clinical outcomes and distinguishes progression from pseudoprogression. Cancer Res. 2013 May 15; 73(10):2976-86. Epub 2013 Feb 11. View PubMed Neal ML, Trister AD, Cloke T, Sodt R, Ahn S, Baldock AL, Bridge CA, Lai A, Cloughesy TF, Mrugala MM, Rockhill JK, Rockne RC, Swanson KR. Discriminating survival outcomes in patients with glioblastoma using a simulation-based, patient-specific response metric. PLoS One. 2013; 8(1):e51951. Epub 2013 Jan 23. View PubMed Baldock AL, Rockne RC, Boone AD, Neal ML, Hawkins-Daarud A, Corwin DM, Bridge CA, Guyman LA, Trister AD, Mrugala MM, Rockhill JK, Swanson KR. From patient-specific mathematical neuro-oncology to precision medicine. Front Oncol. 2013; 3:62. Epub 2013 Apr 02. View PubMed Hawkins-Daarud A, Rockne RC, Anderson ARA, Swanson KR. Modeling tumor-associated edema in gliomas during anti-angiogenic therapy and its impact on imageable tumor Front Oncol. 2013; 3:66. Corwin D, Holdsworth C, Rockne RC, Trister AD, Mrugala MM, Rockhill JK, Stewart RD, Phillips M, Swanson KR. Toward patient-specific, biologically optimized radiation therapy plans for the treatment of glioblastoma. PLoS One. 2013; 8: (11)e79115. View PubMed Holdsworth CH, Corwin D, Stewart RD, Rockne R, Trister AD, Swanson KR, Phillips M. Adaptive IMRT using a multiobjective evolutionary algorithm integrated with a diffusion-invasion model of glioblastoma. Phys Med Biol. 2012 Dec 21; 57(24):8271-83. Epub 2012 Nov 29. View PubMed Massey SC, Assanah MC, Lopez KA, Canoll P, Swanson KR. Glial progenitor cell recruitment drives aggressive glioma growth: mathematical and experimental modelling. J R Soc Interface. 2012 Aug 7; 9(73):1757-66. Epub 2012 Feb 07. View PubMed Gu S, Chakraborty G, Champley K, Alessio AM, Claridge J, Rockne R, Muzi M, Krohn KA, Spence AM, Alvord EC Jr, Anderson AR, Kinahan PE, Swanson KR. Applying a patient-specific bio-mathematical model of glioma growth to develop virtual [18F]-FMISO-PET images. Math Med Biol. 2012 Mar; 29(1):31-48. Epub 2011 May 11. View PubMed Ivkovic S, Beadle C, Noticewala S, Massey SC, Swanson KR, Toro LN, Bresnick AR, Canoll P, Rosenfeld SS. Direct inhibition of myosin II effectively blocks glioma invasion in the presence of multiple motogens. Mol Biol Cell. 2012 Feb; 23: (4)533-42. View PubMed Swanson KR, Rockne RC, Claridge J, Chaplain MA, Alvord EC Jr, Anderson AR. Quantifying the role of angiogenesis in malignant progression of gliomas: in silico modeling integrates imaging and histology. Cancer Res. 2011 Dec 15; 71(24):7366-75. Epub 2011 Sep 07. View PubMed Stoll EA, Habibi BA, Mikheev AM, Lasiene J, Massey SC, Swanson KR, Rostomily RC, Horner PJ. Increased re-entry into cell cycle mitigates age-related neurogenic decline in the murine subventricular zone. Stem Cells. 2011 Dec; 29(12):2005-17. View PubMed Basanta D, Scott JG, Rockne R, Swanson KR, Anderson AR. The role of IDH1 mutated tumour cells in secondary glioblastomas: an evolutionary game theoretical view. Phys Biol. 2011 Feb; 8(1):015016. Epub 2011 Feb 07. View PubMed Bohman LE, Swanson KR, Moore JL, Rockne R, Mandigo C, Hankinson T, Assanah M, Canoll P, Bruce JN. Magnetic resonance imaging characteristics of glioblastoma multiforme: implications for understanding glioma ontogeny. Neurosurgery. 2010 Nov; 67(5):1319-27; discussion 1327-8. View PubMed Rockne R, Rockhill JK, Mrugala M, Spence AM, Kalet I, Hendrickson K, Lai A, Cloughesy T, Alvord EC Jr, Swanson KR. Predicting the efficacy of radiotherapy in individual glioblastoma patients in vivo: a mathematical modeling approach. Phys Med Biol. 2010 Jun 21; 55(12):3271-85. Epub 2010 May 18. View PubMed Wang CH, Rockhill JK, Mrugala M, Peacock DL, Lai A, Jusenius K, Wardlaw JM, Cloughesy T, Spence AM, Rockne R, Alvord EC Jr, Swanson KR. Prognostic significance of growth kinetics in newly diagnosed glioblastomas revealed by combining serial imaging with a novel biomathematical model. Cancer Res. 2009 Dec 01; 69: (23)9133-40. View PubMed Hinow P, Gerlee P, McCawley LJ, Quaranta V, Ciobanu M, Wang S, Graham JM, Ayati BP, Claridge J, Swanson KR, Loveless M, Anderson AR. A spatial model of tumor-host interaction: application of chemotherapy. Math Biosci Eng. 2009 Jul; 6(3):521-46. View PubMed Szeto MD, Chakraborty G, Hadley J, Rockne R, Muzi M, Alvord EC Jr, Krohn KA, Spence AM, Swanson KR. Quantitative metrics of net proliferation and invasion link biological aggressiveness assessed by MRI with hypoxia assessed by FMISO-PET in newly diagnosed glioblastomas. Cancer Res. 2009 May 15; 69(10):4502-9. Epub 2009 Apr 14. View PubMed Rockne R, Alvord EC Jr, Rockhill JK, Swanson KR. A mathematical model for brain tumor response to radiation therapy. J Math Biol. 2009 Apr; 58(4-5):561-78. Epub 2008 Sep 25. View PubMed Swanson KR, Chakraborty G, Wang CH, Rockne R, Harpold HL, Muzi M, Adamsen TC, Krohn KA, Spence AM. Complementary but distinct roles for MRI and 18F-fluoromisonidazole PET in the assessment of human glioblastomas. J Nucl Med. 2009 Jan; 50(1):36-44. Epub 2008 Dec 17. View PubMed Assefa M, Rockne R, Szeto M, Swanson KR. Mathematical Modeling of Glioma Proliferation and Diffusion Ethnicity & Disease. 2009; 19(2 Suppl 3):60-1. Swanson KR, Harpold HL, Peacock DL, Rockne R, Pennington C, Kilbride L, Grant R, Wardlaw JM, Alvord EC Jr. Velocity of radial expansion of contrast-enhancing gliomas and the effectiveness of radiotherapy in individual patients: a proof of principle. Clin Oncol (R Coll Radiol). 2008 May; 20(4):301-8. Epub 2008 Mar 04. View PubMed Spence AM, Muzi M, Swanson KR, O'Sullivan F, Rockhill JK, Rajendran JG, Adamsen TC, Link JM, Swanson PE, Yagle KJ, Rostomily RC, Silbergeld DL, Krohn KA. Regional hypoxia in glioblastoma multiforme quantified with [18F]fluoromisonidazole positron emission tomography before radiotherapy: correlation with time to progression and survival. Clin Cancer Res. 2008 May 1; 14(9):2623-30. View PubMed Swanson KR, Rostomily RC, Alvord EC Jr. A mathematical modelling tool for predicting survival of individual patients following resection of glioblastoma: a proof of principle. Br J Cancer. 2008 Jan 15; 98(1):113-9. Epub 2007 Dec 04. View PubMed Swanson KR. Quantifying glioma cell growth and invasion In vitro. Mathematical and Computer Modeling. 2008; 47(5-6):638-48. Krohn KA, O'Sullivan F, Crowley J, Eary JF, Linden HM, Link JM, Mankoff DA, Muzi M, Rajendran JG, Spence AM, Swanson KR. Challenges in clinical studies with multiple imaging probes. Nucl Med Biol. 2007 Oct; 34(7):879-85. View PubMed Harpold HL, Alvord EC Jr, Swanson KR. The evolution of mathematical modeling of glioma proliferation and invasion. J Neuropathol Exp Neurol. 2007 Jan; 66(1):1-9. View PubMed Harpold HLP Vicini P, Swanson KR. Kinetic Modeling of FLT-PET to Generate Parametric Maps of Proliferation. Journal of Undergraduate Research In Bioengineering. 2006; 66(1):49-68. Hatzikirou H, Deutsch A, Schaller C, Simon M, Swanson KR. Mathematical Modeling of Glioblastoma Tumour Development: A review. Mathematical Models and Methods in Applied Sciences. 2005 Nov; 15(11):1779-94. Jbabdi S, Mandonnet E, Duffau H, Capelle L, Swanson KR, Pelegrini-Issac M, Guillevin R, Benali H. Simulation of anisotropic growth of low-grade gliomas using diffusion tensor imaging. Magn Reson Med. 2005 Sep; 54(3):616-24. View PubMed Gottman JM, Ryan K, Swanson C, Swanson KR. Proximal change experiments with couples: a methodology for empirically building a science of effective interventions for changing couples' interaction. Journal of Family Communication. 2005; 5(3):163-190. Spence AM, Muzi M, Mankoff DA, O'Sullivan SF, Link JM, Lewellen TK, Lewellen B, Pham P, Minoshima S, Swanson K, Krohn KA. 18F-FDG PET of gliomas at delayed intervals: improved distinction between tumor and normal gray matter. J Nucl Med. 2004 Oct; 45(10):1653-9. View PubMed Palfi S, Swanson KR, De Bouard S, Chretien F, Oliveira R, Gherardi RK, Kros JM, Peschanski M, Christov C. Correlation of in vitro infiltration with glioma histological type in organotypic brain slices. Br J Cancer. 2004 Aug 16; 91(4):745-52. View PubMed Swanson KR, Alvord EC, Murray JD. Dynamics of a Model for Brain Tumors Reveals a Small Window for Therapeutic Intervention. Discrete and Continuous Dynamical Systems-Series B. 2004; 4(1):289-295. Swanson KR, Bridge C, Murray JD, Alvord EC Jr. Virtual and real brain tumors: using mathematical modeling to quantify glioma growth and invasion. J Neurol Sci. 2003 Dec 15; 216(1):1-10. View PubMed Mandonnet E, Delattre JY, Tanguy ML, Swanson KR, Carpentier AF, Duffau H, Cornu P, Van Effenterre R, Alvord EC Jr, Capelle L. Continuous growth of mean tumor diameter in a subset of grade II gliomas. Ann Neurol. 2003 Apr; 53(4):524-8. View PubMed Gottman JM, Levenson RW, Swanson C, Swanson K, Tyson R, Yoshimoto D. Observing gay, lesbian and heterosexual couples' relationships: mathematical modeling of conflict interaction. J Homosex. 2003; 45(1):65-91. View PubMed Swanson KR, Alvord EC Jr, Murray JD. Virtual Resection of Gliomas: Effect of Extent of Resection on Recurrence. Mathematical and Computer Modelling. 2003; 37(11):1177-1190. Swanson KR, Alvord EC Jr, Murray JD. Virtual brain tumours (gliomas) enhance the reality of medical imaging and highlight inadequacies of current therapy. Br J Cancer. 2002 Jan 7; 86(1):14-8. View PubMed Gottman JM, Swanson C, Swanson KR. A General Systems Theory of Marriage: Nonlinear Difference Equation Modeling of Marital interactions. Personality and Social Psychology Review. 2002; 6(4):326-40. Swanson KR, Alvord EC Jr, Murray JD. Quantifying efficacy of chemotherapy of brain tumors with homogeneous and heterogeneous drug delivery. Acta Biotheor. 2002; 50(4):223-37. Swanson KR, True LD, Lin DW, Buhler KR, Vessella R, Murray JD. A quantitative model for the dynamics of serum prostate-specific antigen as a marker for cancerous growth: an explanation for a medical anomaly. Am J Pathol. 2001 Jun; 158(6):2195-9. View PubMed Swanson KR, Alvord EC Jr, Murray JD. A quantitative model for differential motility of gliomas in grey and white matter. Cell Prolif. 2000 Oct; 33(5):317-29. View PubMed PST-20216754 Home Publications