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Deep learning guided stroke management: a review of clinical applications

Feng, Rui; Badgeley, Marcus; Mocco, J; Oermann, Eric K
Stroke is a leading cause of long-term disability, and outcome is directly related to timely intervention. Not all patients benefit from rapid intervention, however. Thus a significant amount of attention has been paid to using neuroimaging to assess potential benefit by identifying areas of ischemia that have not yet experienced cellular death. The perfusion-diffusion mismatch, is used as a simple metric for potential benefit with timely intervention, yet penumbral patterns provide an inaccurate predictor of clinical outcome. Machine learning research in the form of deep learning (artificial intelligence) techniques using deep neural networks (DNNs) excel at working with complex inputs. The key areas where deep learning may be imminently applied to stroke management are image segmentation, automated featurization (radiomics), and multimodal prognostication. The application of convolutional neural networks, the family of DNN architectures designed to work with images, to stroke imaging data is a perfect match between a mature deep learning technique and a data type that is naturally suited to benefit from deep learning's strengths. These powerful tools have opened up exciting opportunities for data-driven stroke management for acute intervention and for guiding prognosis. Deep learning techniques are useful for the speed and power of results they can deliver and will become an increasingly standard tool in the modern stroke specialist's arsenal for delivering personalized medicine to patients with ischemic stroke.
PMID: 28954825
ISSN: 1759-8486
CID: 4491342

Coagulation Profile as a Risk Factor for 30-day Morbidity Following Cervical Laminectomy and Fusion

Bronheim, Rachel S; Oermann, Eric K; Cho, Samuel K; Caridi, John M
STUDY DESIGN:Retrospective analysis of prospectively collected data. OBJECTIVE:The aim of this study was to determine the ability of abnormal coagulation profile to predict adverse events following posterior cervical laminectomy and fusion (PCLF). SUMMARY OF BACKGROUND DATA:PCLF is an increasingly common procedure used to treat a variety of traumatic and degenerative spinal conditions. Abnormal coagulation profile is associated with postoperative adverse events, including blood transfusion. There is a paucity of literature that specifically addresses the relationship between coagulation profile and complications following PCLF. METHODS:ACS-NSQIP was utilized to identify patients undergoing PCLF between 2006 and 2013. A total of 3546 patients met inclusion criteria. Multivariate analysis was utilized to identify associations between abnormal coagulation profile and postoperative complications. RESULTS:Membership in the low-platelet cohort was an independent risk factor for myocardial infarction (Odds Ratio (OR) = 5.4 [1.0, 29.1], P = 0.049) and bleeding transfusion (OR = 2.0 [1.2, 3.4], P = 0.011). Membership in the high international normalized ratio group was an independent risk factor for pneumonia (OR = 6.3 [2.5, 16.1], P < 0.001), ventilation >48 hours (OR = 6.5 [2.3, 18.4], P < 0.001), organ space surgical site infection (OR = 11.1 [2.1, 57.3], P = 0.004), urinary tract infection (OR = 3.0 [1.2, 8.0], P = 0.024), bleeding transfusion (OR = 6.0 [3.4, 10.7], P < 0.001), sepsis (OR = 5.1 [1.6, 16.4], P = 0.006), and septic shock (OR = 6.8 [1.7, 27.4], P = 0.007). Membership in the bleeding disorders cohort was an independent predictor of unplanned intubation (OR = 3.2 [1.1, 9.5], P = 0.041), pneumonia (OR = 2.9 [1.2, 7.2], P = 0.023), ventilation >48 hours (OR = 4.8 [1.9, 12.4], P = 0.001), cerebrovascular accident/stroke with neurological deficit (OR = 24.8 [2.9, 210.6], P = 0.003), bleeding transfusion (OR = 2.1 [1.1, 4.1], P = 0.032), reoperation (OR = 3.6 [1.4, 9.3], P = 0.008), and sepsis (OR = 3.4 [1.1, 10.4], P = 0.031). CONCLUSION:This is the first large study to document abnormal coagulation profile as an independent predictor of outcomes following PCLF. Abnormal coagulation profile represents a predictor of complications that can be medically mitigated, and is therefore a valuable parameter to assess preoperatively. Coagulation profile should continue to play a role in targeting patients for risk stratification, preoperative optimization, and quality improvement initiatives. LEVEL OF EVIDENCE:3.
PMID: 28658042
ISSN: 1528-1159
CID: 4491322

Morbidity and Mortality of Meningioma Resection Increases in Octogenarians

Steinberger, Jeremy; Bronheim, Rachel S; Vempati, Prashant; Oermann, Eric K; Ladner, Travis R; Lee, Nathan J; Kothari, Parth; Caridi, John M; Shrivastava, Raj K
BACKGROUND:The incidence of meningioma has increased drastically recently, particularly in older adults. Surgical intervention has the potential to reduce neurologic symptoms and achieve favorable, long-term outcomes. There is considerable variability in the literature examining the relationship between age and outcomes after meningioma surgery. The objective of this study was to identify the relationship between age and postoperative complications after craniotomy for resection of meningioma. METHODS:The American College of Surgeons National Surgical Quality Improvement Program database was used to identify patients undergoing craniotomy for meningioma resection between 2005 and 2012. Multivariate analysis was used to identify associations between age and postoperative complications. RESULTS:Age >80 years is an independent risk factor for any complication (odds ratio [OR], 2.374; 95% confidence interval [CI], 1.3-4.4; P = 0.015), death within 30 days of surgery (OR, 15.7; 95% CI, 3.0-81.0; P < 0.001), and length of stay >5 days (OR, 3.2; 95% CI, 1.8-5.6; P < 0.001). CONCLUSIONS:Advanced age, particularly >80 years, is an independent predictor of morbidity and mortality in patients undergoing craniotomy for resection of meningioma. As such, it should be considered in preoperative optimization and risk stratification.
PMID: 28919230
ISSN: 1878-8769
CID: 4491332

Quantitative Computed Tomography Ventriculography for Assessment and Monitoring of Hydrocephalus: A Pilot Study and Description of Method in Subarachnoid Hemorrhage

Multani, Jasjit Singh; Oermann, Eric Karl; Titano, Joseph; Mascitelli, Justin; Nicol, Kelly; Feng, Rui; Skovrlj, Branko; Pain, Margaret; Mocco, J D; Bederson, Joshua B; Costa, Anthony; Shrivastava, Raj
BACKGROUND:There is no facile quantitative method for monitoring hydrocephalus (HCP). We propose quantitative computed tomography (CT) ventriculography (qCTV) as a novel computer vision tool for empirically assessing HCP in patients with subarachnoid hemorrhage (SAH). METHODS:Twenty patients with SAH who were evaluated for ventriculoperitoneal shunt (VPS) placement were selected for inclusion. Ten patients with normal head computed tomography (CTH) findings were analyzed as negative controls. CTH scans were segmented both manually and automatically (by qCTV) to generate measures of ventricular volume. RESULTS:identified all patients who went on to require VPS placement (10 of 10; P = 0.011). CONCLUSIONS:qCTV is a reliable means of quantifying ventricular volume and hydrocephalus. This technique offers a new tool for monitoring neurosurgical patients for hydrocephalus, and may be beneficial for use in future research studies, as well as in the routine care of patients with hydrocephalus.
PMID: 28456742
ISSN: 1878-8769
CID: 4491312

Factors associated with successful revascularization using the aspiration component of ADAPT in the treatment of acute ischemic stroke

Mascitelli, Justin R; Kellner, Christopher P; Oravec, Chesney S; De Leacy, Reade A; Oermann, Eric K; Yaeger, Kurt; Paramasivam, Srinivasan; Fifi, Johanna T; Mocco, J
INTRODUCTION/BACKGROUND:ADAPT (a direct aspiration first pass technique) has been shown to be fast, cost-effective, and associated with excellent angiographic and clinical outcomes in the treatment of acute ischemic stroke (AIS). OBJECTIVE:To identify any and all preoperative factors that are associated with successful revascularization using aspiration alone. METHODS:A retrospective review of 76 patients with AIS treated with thrombectomy was carried out. Cohort 1 included cases in which aspiration alone was successful (Thrombolysis in Cerebral Infarction 2b or 3). Cohort 2 included cases in which aspiration was unsuccessful or could not be performed despite an attempt. RESULTS:There was no difference between cohorts in gender, race, medications, National Institute of Health Stroke Scale score, IV tissue plasminogen activator, site or side of the occlusion, dense vessel sign, aortic arch type, severe stenosis, clot length, operator years of experience, and guide/aspiration catheters used. Patients in cohort 1 were on average younger (66.5 vs 74.1 years, p=0.025). There was a trend for more patients in cohort 2 to have atrial fibrillation/arrhythmias (62.5% vs 45.5%, p=0.168) and have a cardiogenic stroke etiology (78.1% vs 56.8%, p=0.086). There was also a trend for more reverse curves (2.3 vs 1.7, p=0.107), larger vessel diameter (3.26 mm vs 2.88 mm, p=0.184), larger vessel-to-catheter ratio (2.09 vs 1.87, p=0.192), and worse clot burden score (5.38 vs 6.68, p=0.104) in cohort 2. CONCLUSIONS:Aspiration success was associated with younger age. Our findings suggest that ADAPT can be used for the vast majority of patients but it may be beneficial to use a different method first in the elderly.
PMID: 27317700
ISSN: 1759-8486
CID: 4491272

Coagulation Profile as a Risk Factor for 30-Day Morbidity and Mortality Following Posterior Lumbar Fusion

Bronheim, Rachel S; Oermann, Eric K; Cho, Samuel K; Caridi, John M
STUDY DESIGN/METHODS:A retrospective cohort study. OBJECTIVE:The aim of this study was to identify associations between abnormal coagulation profile and postoperative morbidity and mortality in patients undergoing posterior lumbar fusion (PLF). SUMMARY OF BACKGROUND DATA/BACKGROUND:The literature suggests that abnormal coagulation profile is associated with postoperative complications, notably the need for blood transfusion. However, there is little research that directly addresses the influence of coagulation profile on postoperative complications following PLF. METHODS:The American College of Surgeons National Surgical Quality Improvement Program database (ACS-NSQIP) was utilized to identify patients undergoing PLF between 2006 and 2013. Nine thousand two hundred ninety-five patients met inclusion criteria. Multivariate analysis was utilized to identify associations between abnormal coagulation profile and postoperative complications. RESULTS:Low platelet count was an independent risk factor for organ space surgical site infections (SSIs) [odds ratio (OR) = 6.0, P < 0.001], ventilation >48 hours (OR = 4.5, P = 0.002), Acute renal failure (OR = 5.8, P = 0.007), transfusion (OR = 1.6, P < 0.001), sepsis (OR = 2.2, P = 0.037), reoperation (OR = 2.5, P = 0.001), and death (OR = 3.7, P = 0.049). High partial thromboplastin time (PTT) was an independent risk factor for ventilation >48 hours (OR = 5.6, P = 0.002), cerebrovascular accident (CVA)/stroke with neurological deficit (OR = 5.1, P = 0.011), cardiac arrest (OR = 5.4, P = 0.030), transfusion (OR = 1.5, P = 0.020), and death (OR = 4.5, P = 0.050). High International Normalized Ration (INR) was an independent risk factor for pneumonia (OR = 8.7, P = 0.001), pulmonary embolism (OR = 5.6, P = 0.021), deep venous thrombosis/Thrombophlebitis (OR = 4.8, P = 0.011), septic shock (OR = 8.4, P = 0.048), and death (OR = 9.8, P = 0.034). Bleeding disorder was an independent risk factor for organ space SSI (OR = 5.4, P = 0.01), pneumonia (OR = 3.0, P = 0.023), and sepsis (OR = 4.4, P < 0.001). CONCLUSION/CONCLUSIONS:Abnormal coagulation profile was an independent predictor of morbidity and mortality in patients undergoing PLF. As such, it should be considered in preoperative optimization and risk stratification.
PMID: 27755500
ISSN: 1528-1159
CID: 4491292

Academic Productivity of US Neurosurgery Residents as Measured by H-Index: Program Ranking with Correlation to Faculty Productivity

Sarkiss, Christopher A; Riley, Kyle J; Hernandez, Christopher M; Oermann, Eric K; Ladner, Travis R; Bederson, Joshua B; Shrivastava, Raj K
Engagement in research and academic productivity are crucial components in the training of a neurosurgeon. This process typically begins in residency training. In this study, we analyzed individual resident productivity as it correlated to publications across all Accreditation Council for Graduate Medical Education (ACGME)-accredited neurosurgery training programs in an attempt to identify how programs have developed and fostered a research culture and environment. We obtained a list of current neurosurgery residents in ACGME-accredited programs from the American Association of Neurological Surgeons database. An expanded PubMed and Scopus search was conducted for each resident through the present time. We tabulated all articles attributed to each resident. We then categorized the publications based on each neurosurgical subspecialty while in residency. A spreadsheet-based statistical analysis was performed. This formulated the average number of resident articles, h-indices, and most common subspecialty categories by training program. We analyzed 1352 current neurosurgery residents in 105 programs. There were a total of 10 645 publications, of which 3985 were resident first-author publications during the period of study. The most common subspecialties among all resident publications were vascular (24.9%), spine (16.9%), oncology (16.1%), pediatric (5.6%), functional (4.9%), and trauma (3.8%). The average resident published 2.9 first-author papers with average of 38.0 first-author publications by total residents at each program (range 0-241). The average h-index per resident is 2.47 ± 3.25. When comparing previously published faculty h-index program rankings against our resident h-index rankings, there is a strong correlation between the 2 datasets with a clear delineation between Top-20 productivity and that of other programs (average h-index 4.2 vs 1.7, respectively, P < .001). Increasing program size leads to a clear increase in academic productivity on both the resident and faculty level (average h-index 1.6, 1.9, 3.9 for 1, 2, and 3 resident per year programs, respectively, P < .001). Resident first-author publications correlated with recently described academic departmental productivity. Subspecialty resident publications are highest in cerebrovascular surgery. Resident research and publication is a key metric for assessing the productivity of academic neurosurgery programs and is consistent with one of the core foci of neurosurgical training.
PMID: 28368531
ISSN: 1524-4040
CID: 4491302

Stereotactic radiosurgery (SRS) for melanoma brain metastases: a comprehensive clinical case series

Feng, Rui; Oermann, Eric K; Shrivastava, Raj; Gold, Ariel; Collins, Brian T; Kondziolka, Douglas; Collins, Sean P
BACKGROUND: Melanoma has high propensity to metastasize to the brain. With recent gains in improving patient survival, stereotactic radiosurgery may offer an effective and less neurotoxic alternative to whole brain radiation. In the study, we report on the safety and efficacy of stereotactic radiosurgery (SRS) in treating melanoma brain metastases in 87 patients. METHODS: This retrospective, multicenter study examined 87 patients with 309 metastases underwent single-dose or multifractionated SRS for treatment of intracranial metastases from malignant melanoma. RESULTS: A total of eighty-seven patients with a median age of 62 years (26 to 85) were treated from 2007 to 2014. Eighty patients (92%) also had extracranial metastases at time of treatment, and sixty-nine patients (79%) had uncontrolled systemic disease. 79 patients (91%) underwent single-dose, 7 (8%) underwent 3 fractions, and 1 (1%) were treated in 5 fractions. Mean tumor volume (GTV) treated was 1.92 cc. Five patients developed symptoms of acute phase toxicity, and four developed late phase toxicity. None had radionecrosis. The median survival was 6 months. The Kaplan-Meier 1-year survival rate was 31%, and 1-year local control rate was 91%. 1-year survival rate for BRAF positive patients was 42%, and BRAF negative patients was 27%. Forty-two patients (48%) had distant intracranial recurrences, and 1-year distant control rate was 32%. CONCLUSIONS: SRS is a safe and effective treatment option for intracranial metastases from malignant melanoma. This paper serves as a reference for what is achievable in the absence of highly effective systemic therapy.
PMID: 28093345
ISSN: 1878-8769
CID: 2413782

Unique Extrancranial-to-Intracranial Neovascularization Found on Diagnostic Angiography Prior to Skull Base Atypical Grade 2 Meningioma Resection: A Case Report and Hypothesis [Case Report]

Feng, Rui; Oermann, Eric Karl; Oxley, Thomas; Shrivastava, Raj
Meningiomas are common intracranial tumors that can have a complex arterial supply. In a patient with a recurrent large left clinoid aypical grade 2 meningioma, diagnostic angiography revealed left proximal middle cerebral artery (MCA) occlusion and reconstitution of the MCA circulation from the left middle meningeal artery. Consequently, the planned surgical approach was adjusted to preserve the left external carotid artery circulation in a difficult meningioma resection. This case illustrates a role for preoperative angiography in surgical planning of patients with complex skull base tumors involving intracranial vascular structures and highlights the unique neovascularization that often occurs as meningiomas parasitize the exracranial blood supply.
PMID: 27576195
ISSN: 1878-8769
CID: 4491282

The impact of evidence: evolving therapy for acute ischemic stroke in a large healthcare system

Mascitelli, Justin R; Wilson, Natalie; Shoirah, Hazem; De Leacy, Reade A; Furtado, Sunil V; Paramasivam, Srinivasan; Oermann, Eric K; Mack, William J; Tuhrim, Stanley; Dangayach, Neha S; Meyer, Stephan A; Bederson, Joshua B; Mocco, J; Fifi, Johanna T
BACKGROUND:With a recent surge of clinical trials, the treatment of ischemic stroke has undergone dramatic changes. OBJECTIVE:To evaluate the impact of evidence and a revamped stroke protocol on a large healthcare system. METHODS:A retrospective review of 69 patients with ischemic stroke treated with intra-arterial therapy was carried out. Cohort 1 included patients treated before implementation of a new stroke protocol, and cohort 2 after implementation. Angiographic outcome was graded using the Thrombolysis in Cerebral Infarction (TICI) score. Clinical outcomes were assessed using the National Institute of Health Stroke Scale (NIHSS) and modified Rankin Scale (mRS). RESULTS:Primary outcomes comparing cohorts demonstrated decreased arrival-to-puncture time (cohort 2: 104 vs cohort 1: 181 min, p<0.001), similar TICI 2b/3 rates (86.5% vs 81.3%, p=0.5530), and similar percentage of patients with discharge mRS 0-2 (18.9% vs 21.9%, p=0.7740). Notable secondary outcomes for cohort 2 included decreased puncture-to-first pass time (34 vs 53 min, p <0.001), increased TICI 3 rates (37.8% vs 18.8%, p=0.0290), a trend toward greater improvements in NIHSS on postoperative day 1 (6.8 vs 2.6, p=0.0980) and discharge (9.5 vs 6.7, p=0.1130), and a trend toward increased percentage of patients discharged with mRS 0-3 (48.6% vs 34.4%, p=0.3280 NS). There were similar rates of symptomatic intracerebral hemorrhage (10.8% vs 9.4%, p=0.9570) and death (10.8% vs 15.6%, p=0.5530). CONCLUSIONS:An interdisciplinary and rapid response to the emergence of strong clinical evidence can result in dramatic changes in a large healthcare system.
PMID: 26747878
ISSN: 1759-8486
CID: 4491252