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Singleton, Kyle W

0000-0002-9969-8474

Mayo Clinic

Mathematical NeuroOncology Lab, Precision NeuroTherapeutics Innovation Program, Mayo Clinic, Phoenix, Arizona.

Citations 4

Weakly-Supervised Transfer Learning With Application in Precision Medicine

IEEE Transactions on Automation Science and Engineering | October 23, 2023 | Volume: 21 | Issue: 4 | Pages: 6250-6264

10.1109/tase.2023.3323773 | PMID 40757183

Deep neural network to locate and segment brain tumors outperformed the expert technicians who created the training data

Journal of Medical Imaging | October 16, 2020 | Volume: 7 | Issue: 05 | Pages: No page available

10.1117/1.jmi.7.5.055501 | PMID 33102623

Days gained response discriminates treatment response in patients with recurrent glioblastoma receiving bevacizumab-based therapies

Neuro-Oncology Advances | July 9, 2020 | Volume: 2 | Issue: 1 | Pages: No page available

10.1093/noajnl/vdaa085 | PMID 32864609

Abstract Background Accurate assessments of patient response to therapy are a critical component of personalized medicine. In glioblastoma (GBM), the most aggressive form of brain cancer, tumor growth dynamics are heterogenous across patients, complicating assessment of treatment response. This study aimed to analyze days gained (DG), a burgeoning model-based dynamic metric, for response assessment in patients with recurrent GBM who received bevacizumab-based therapies. Methods DG response scores were calculated using volumetric tumor segmentations for patients receiving bevacizumab with and without concurrent cytotoxic therapy (N = 62). Kaplan–Meier and Cox proportional hazards analyses were implemented to examine DG prognostic relationship to overall (OS) and progression-free survival (PFS) from the onset of treatment for recurrent GBM. Results In patients receiving concurrent bevacizumab and cytotoxic therapy, Kaplan–Meier analysis showed significant differences in OS and PFS at DG cutoffs consistent with previously identified values from newly diagnosed GBM using T1-weighted gadolinium-enhanced magnetic resonance imaging (T1Gd). DG scores for bevacizumab monotherapy patients only approached significance for PFS. Cox regression showed that increases of 25 DG on T1Gd imaging were significantly associated with a 12.5% reduction in OS hazard for concurrent therapy patients and a 4.4% reduction in PFS hazard for bevacizumab monotherapy patients. Conclusion DG has significant meaning in recurrent therapy as a metric of treatment response, even in the context of anti-angiogenic therapies. This provides further evidence supporting the use of DG as an adjunct response metric that quantitatively connects treatment response and clinical outcomes.
Sex differences in GBM revealed by analysis of patient imaging, transcriptome, and survival data

Science Translational Medicine | January 2, 2019 | Volume: 11 | Issue: 473 | Pages: No page available

10.1126/scitranslmed.aao5253 | PMID 30602536

Male and female glioblastomas are biologically distinct, and improving outcomes may require sex-specific approaches to treatment.