Back to Authors

Yun, Jonathan

https://orcid.org/0000-0002-9595-6448

Mayo Clinic

University of Virginia

Citations 2

Metastatic non-small cell lung cancer (NSCLC) and brain edema: a topographical and clinicopathological investigation utilizing deep learning-based artificial intelligence (DLBAI)
Yun, Jonathan , Kurker, Kristina P. , Kumar, Jeyan S. , Sutherland, Grant , Farzad, Faraz, Sukumar, Rohit , Yener, Ulaş, Patel, Sohil H. , Schiff, David , Lopes, Beatriz, Mut, Melike , Maragkos, Georgios Α. , Feng, Xue

No container title available | January 19, 2024 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-3851661/v1 Get It

Abstract Tumor-associated vasogenic brain edema is a well-known contributor of morbidity and mortality in patients with metastatic disease to the brain. It is widely accepted that brain metastases (BM) is associated with extensive edema and can cause increased symptomatology such as pain, neurologic deficit, and elevated intracranial pressure depending on extent and location. We present a proof-of-concept retrospective analysis utilizing DLBAI to segment and detect radiological and topographical patterns of peritumoral edema and assess for clinicopathological correlates in 84 patients with NSCLC and BM who underwent surgical resection and were not previously on steroids. We found that overall, tumors in all locations demonstrated a mean 10:1 edema to tumor ratio (ETR) and an occipital tumor location was associated with a significantly elevated ETR. Within our cohort there were no other factors that were significantly associated with ETR. This study demonstrates a proof-of-concept that DLBAI is an efficient and accurate method of radiographic analysis that can be applied to detect and potentially predict clinicopathological data and prognostic determinants. Clinically, we demonstrate that NSCLC is associated with significant peritumoral edema and that topographical factors may be associated with increased extent of edema.
Association of ≥ 12 months of delayed surgical treatment for cervical myelopathy with worsened postoperative outcomes: a multicenter analysis of the Quality Outcomes Database
Asuzu, David T. , Yun, Jonathan , Alvi, Mohammed Ali , Chan, Andrew K. , Upadhyaya, Cheerag D., Coric, Domagoj , Potts, Eric A. , Bisson, Erica F. , Turner, Jay D. , Knightly, Jack, Fu, Kai-Ming, Foley, Kevin T. , Tumialán, Luis M. , Shaffrey, Mark E., Bydon, Mohamad , Mummaneni, Praveen V. , Park, Paul , Meyer, Scott A., Asher, Anthony L. , Gottfried, Oren N., Than, Khoi D. , Wang, Michael Y. , Buchholz, Avery L., Alvi, Mohammed Ali

Journal of Neurosurgery: Spine | November 26, 2021 | Volume: 36 | Issue: 4 | Pages: 568-574

10.3171/2021.7.spine21590 Get It

OBJECTIVE Degenerative cervical myelopathy (DCM) results in significant morbidity. The duration of symptoms prior to surgical intervention may be associated with postoperative surgical outcomes and functional recovery. The authors’ objective was to investigate whether delayed surgical treatment for DCM is associated with worsened postoperative outcomes. METHODS Data from 1036 patients across 14 surgical centers in the Quality Outcomes Database were analyzed. Baseline demographic characteristics and findings of preoperative and postoperative symptom evaluations, including duration of symptoms, were assessed. Postoperative functional outcomes were measured using the Neck Disability Index (NDI) and modified Japanese Orthopaedic Association (mJOA) scale. Symptom duration was classified as either less than 12 months or 12 months or greater. Univariable and multivariable regression were used to evaluate for the associations between symptom duration and postoperative outcomes. RESULTS In this study, 513 patients (49.5%) presented with symptom duration < 12 months, and 523 (50.5%) had symptoms for 12 months or longer. Patients with longer symptom duration had higher BMI and higher prevalence of anxiety and diabetes (all p < 0.05). Symptom duration ≥ 12 months was associated with higher average baseline NDI score (41 vs 36, p < 0.01). However, improvements in NDI scores from baseline were not significantly different between groups at 3 months (p = 0.77) or 12 months (p = 0.51). Likewise, the authors found no significant differences between groups in changes in mJOA scores from baseline to 3 months or 12 months (both p > 0.05). CONCLUSIONS Surgical intervention resulted in improved mJOA and NDI scores at 3 months, and this improvement was sustained in both patients with short and longer initial symptom duration. Patients with DCM can still undergo successful surgical management despite delayed presentation.