The current landscape of machine learning-based radiomics in arteriovenous malformations: a systematic review and radiomics quality score assessment.

Background: Arteriovenous malformations (AVMs) are rare vascular anomalies involving a disorganization of arteries and veins with no intervening capillaries. In the past 10 years, radiomics and machine learning (ML) models became increasingly popular for analyzing diagnostic medical images. The goal of this review was to provide a comprehensive summary of current radiomic models being employed for the diagnostic, therapeutic, prognostic, and predictive outcomes in AVM management. Methods: A systematic literature review was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) 2020 guidelines, in which the PubMed and Embase databases were searched using the following terms: (cerebral OR brain OR intracranial OR central nervous system OR spine OR spinal) AND (AVM OR arteriovenous malformation OR arteriovenous malformations) AND (radiomics OR radiogenomics OR machine learning OR artificial intelligence OR deep learning OR computer-aided detection OR computer-aided prediction OR computer-aided treatment decision). A radiomics quality score (RQS) was calculated for all included studies. Results: Thirteen studies were included, which were all retrospective in nature. Three studies (23%) dealt with AVM diagnosis and grading, 1 study (8%) gauged treatment response, 8 (62%) predicted outcomes, and the last one (8%) addressed prognosis. No radiomics model had undergone external validation. The mean RQS was 15.92 (range: 10-18). Conclusion: We demonstrated that radiomics is currently being studied in different facets of AVM management. While not ready for clinical use, radiomics is a rapidly emerging field expected to play a significant future role in medical imaging. More prospective studies are warranted to determine the role of radiomics in the diagnosis, prediction of comorbidities, and treatment selection in AVM management.

Treatment of pediatric trigeminal neuralgia with microvascular decompression: a case series and systematic review.

OBJECTIVE: Trigeminal neuralgia (TN) is a rare disorder, affecting 4-13 per 100,000 people annually. Only 1%-1.5% of these cases are reported before the age of 18 years. The initial management of pediatric TN is based on symptomatic treatment, using first-line medications including carbamazepine, based on data from adult treatment studies. Many of these children are refractory to medication and undergo excessive workup and ineffective therapies before neurosurgical referral. The objective of this study was to perform a comprehensive review of literature-reported pediatric-onset TN, analyzing demographics, diagnostic practices, and complications in this population. METHODS: An institutional, retrospective chart review was performed to identify patients younger than 18 years old who were diagnosed with classic TN and referred for surgical evaluation at Oklahoma Children's Hospital (OCH). A systematic review of all pediatric patients undergoing microvascular decompression (MVD) for pediatric-onset TN was also performed. RESULTS: Three patients from OCH were identified, ranging in age from 3 to 11 years. All 3 patients had received multiple ineffective medical therapies before referral for neurosurgical evaluation. In 2 cases, imaging demonstrated potential vascular compression of the trigeminal nerve. In the final case, imaging demonstrated no vascular compression, but compression was found at the time of MVD. All cases were successfully treated using MVD. The literature review identified 49 cases of pediatric TN treated using MVD. All 49 cases were identified as classic TN with neurovascular compression demonstrated either on imaging or found at the time of surgery. The average age at symptom onset was 11.72 years, while the average age at MVD was 19.6 years. The average duration of symptoms before undergoing MVD was 8.2 years. There was a female predominance in the literature review, with a female-to-male ratio of 1.88:1. The right side was involved in 56% of cases, the left side in 40%, and bilateral involvement occurred in 4% of cases. The most common distribution of TN was both V2/3 branches (38%) of the trigeminal nerve, followed by solely the V2 branch (22%). A successful outcome (Barrow Neurological Institute pain intensity score of I or II) was reported in 79% of patients at the last follow-up (mean 69.1 months). CONCLUSIONS: There are currently no guidelines for diagnosing or treating pediatric TN. MVD is a safe and effective option in this patient population. Early evaluation for surgical intervention could be critical for early pain relief and reduced disease morbidity.

Delayed hemorrhage following deep brain stimulation device placement in a patient with Parkinson's disease and lupus anticoagulant syndrome: illustrative case.

BACKGROUND: Treatment options for Parkinson's disease (PD) include both medical and surgical approaches. Deep brain stimulation (DBS) is a surgical procedure that aims to improve motor symptomatology. OBSERVATIONS: A 66-year-old White male with a 9-year history of PD presented to the neurosurgery clinic for DBS consideration. On the morning of scheduled surgery, preoperative laboratory test results revealed a prolonged prothrombin time of 50 seconds. Surgery was postponed, and further work-up revealed that the patient had a positive test result for lupus anticoagulant (LA). DBS implantation was performed 2 months later. The first stage of surgery was uneventful. The patient returned 1 week later for the second stage. Postoperatively, the patient exhibited a diminished level of consciousness. Computed tomography revealed left frontal intraparenchymal hemorrhage with surrounding edema, trace subarachnoid hemorrhage, intraventricular hemorrhage, and midline shift. LESSONS: The authors suspect that the hemorrhage occurred secondary to venous infarct, because LA is associated with a paradoxically increased risk of thrombosis. Although there is no documented association between LA and acute or delayed hemorrhage, this case demonstrates a possible relationship in a patient following DBS placement. More research is needed to confirm an association with coexisting LA with PD and an increased hemorrhage risk in neurosurgical interventions.

Platelet-Rich Plasma Injections: Pharmacological and Clinical Considerations in Pain Management.

PURPOSE OF REVIEW: Regenerative medicine through interventional pain procedures is evolving with data demonstrating efficacy for a number of pain states in recent years. Platelet-rich plasma (PRP), defined as a sample of plasma with a platelet concentration 3 to 5 times greater than the physiologic platelet concentration found in healthy whole blood, releases bioactive proteins which can restore anatomical function in degenerative states. PRP is dense in growth factors, such as platelet-derived growth factor, transforming growth factor-beta1, basic fibroblastic growth factor, vascular endothelial growth factor, and epidermal growth factors. RECENT FINDINGS: To date, well-designed case-control or cohort studies for the use of PRP have demonstrated efficacy in lumbar facet joint, lumbar epidural, and sacroiliac joint injections. At present, there is only level IV evidence indicating the need for larger and more carefully controlled prospective studies. PRP is utilized autogenously in order to facilitate healing and injection and has been studied in the long-term management of discogenic low back pain. In this regard, numerous studies have evaluated PRP to steroid injections in chronic pain states with favorable results. PRP represents an opportunity for a new strategy in the therapeutic treatment of degenerative states of spines, joints, and other locations throughout the body with evolving data demonstrating both safety and long-term efficacy.

Impact of Obesity and Diabetes on Postoperative Outcomes Following Surgical Treatment of Nontraumatic Subarachnoid Hemorrhage: Analysis of the ACS-NSQIP Database.

BACKGROUND: Nontraumatic subarachnoid hemorrhage (SAH) refers to high pressure extravasation of blood into the subarachnoid space that typically occurs spontaneously from rupture of cerebral aneurysm. The purpose of this study was to identify postoperative complications requiring increased surveillance in obese, diabetic, and hypertensive patients. METHODS: Patients who underwent surgical treatment for nontraumatic SAH were queried in the American College of Surgeons National Surgical Quality Improvement Program database from the years 2012-2018. Cases were identified using International Classification of Diseases codes and then classified independently by 3 dichotomous diagnoses: obesity, diabetes, and hypertension. RESULTS: Among 1002 patients meeting inclusion criteria, 311 (31%) were obese (body mass index >30), 86 (9%) had diabetes treated with insulin or noninsulin agents, and 409 (41%) required medication for hypertension. There was a statistically significant association between diabetes and postoperative pneumonia (odds ratio [OR] = 1.694; 95% confidence interval [CI] = 0.995-2.883; P = 0.050), prolonged ventilator dependence (OR = 1.700; 95% CI = 1.087-2.661; P = 0.019), and death (OR = 1.846; 95% CI = 1.071-3.179; P = 0.025). Medication-dependent hypertension was statistically associated with incidence of stroke/cerebrovascular accident (OR = 1.763; 95% CI = 1.056-2.943; P = 0.023). Obesity was not associated with adverse outcomes in this population. CONCLUSIONS: In patients undergoing surgical management of SAH, hypertensive and diabetic patients had poorer outcomes, including prolonged ventilator dependence, pneumonia, stroke/cerebrovascular accident, and death. Surprisingly, preexisting obesity was not associated with poor outcomes. In fact, overweight body mass index, class I obesity, and class II obesity had decreased need for transfusion in the 30-day postoperative period.

Update on intrathecal management of cerebral vasospasm: a systematic review and meta-analysis.

OBJECTIVE: Aneurysmal subarachnoid hemorrhage (aSAH) accounts for a relatively small portion of strokes but has the potential to cause permanent neurological deficits. Vasospasm with delayed ischemic neurological deficit is thought to be responsible for much of the morbidity associated with aSAH. This has illuminated some treatment options that have the potential to target specific components of the vasospasm cascade. Intrathecal management via lumbar drain (LD) or external ventricular drain (EVD) offers unique advantages in this patient population. The aim of this review was to provide an update on intrathecal vasospasm treatments, emphasizing the need for larger-scale trials and updated protocols using data-driven evidence. METHODS: A search of PubMed, Ovid MEDLINE, and Cochrane databases included the search terms (subarachnoid hemorrhage) AND (vasospasm OR delayed cerebral ischemia) AND (intrathecal OR intraventricular OR lumbar drain OR lumbar catheter) for 2010 to the present. Next, a meta-analysis was performed of select therapeutic regimens. The primary endpoints of analysis were vasospasm, delayed cerebral ischemia (DCI), cerebral infarction, and functional outcome. RESULTS: Twenty-nine studies were included in the analysis. There were 10 studies in which CSF drainage was the primary experimental group. Calcium channel antagonists were the focus of 7 studies. Fibrinolytics and other vasodilators were each examined in 6 studies. The meta-analysis included studies examining CSF drainage via LD (n = 4), tissue plasminogen activator in addition to EVD (n = 3), intraventricular nimodipine (n = 2), and cisternal magnesium (n = 2). Results showed that intraventricular nimodipine decreased vasospasm (OR 0.59, 95% CI 0.37-0.94; p = 0.03). Therapies that significantly reduced DCI were CSF drainage via LD (OR 0.47, 95% CI 0.25-0.88; p = 0.02) and cisternal magnesium (OR 0.27, 95% CI 0.07-1.02; p = 0.05). CSF drainage via LD was also found to significantly reduce the incidence of cerebral infarction (OR 0.35, 95% 0.24-0.51; p < 0.001). Lastly, functional outcome was significantly better in patients who received CSF drainage via LD (OR 2.42, 95% CI 1.39-4.21; p = 0.002). CONCLUSIONS: The authors' results showed that intrathecal therapy is a safe and feasible option following aSAH. It has been shown to attenuate cerebral vasospasm, reduce the incidence of DCI, and improve clinical outcome. The authors support the use of intrathecal management in the prevention and rescue management of cerebral vasospasm. More randomized controlled trials are warranted to determine the best combination of pharmaceutical agents and administration route in order to formulate a standardized treatment approach.