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9 citation(s) found for "Greco, Elena".

A proof‐of‐concept study of multitask learning for cranial synthetic CT generation across heterogeneous MRI field strengths
Xin, Zhuoyao, Zhang, Yiren, Wu, Christopher , Dong, Li , Gu, Chunming , Middlebrooks, Erik H. , Hua, Jun , Guo, Jia, Greco, Elena , Middlebrooks, Erik H , Liu, Dong, Greco, Elena, Hua, Jun

Mayo Clinic

Medical Physics | April 24, 2026 | Volume: 53 | Issue: 5 | Pages: No page available

10.1002/mp.70429 | PMID 42027157 Get It

Abstract Background Accurate synthesis of computed tomography (CT) images from magnetic resonance imaging (MRI) is clinically valuable for cranial applications such as attenuation correction, radiotherapy planning, and image‐guided interventions. However, the heterogeneity of MRI data across magnetic field strengths and pulse sequences limits the generalizability of existing methods, posing a barrier to clinical translation. Purpose This study aims to reformulate cranial CT synthesis as a modular, structurally coupled problem using a deep learning approach, enhancing adaptability across heterogeneous MRI conditions, including different field strengths and sequence protocols. Methods We implemented a cascaded multitask pipeline that jointly models skull segmentation and Hounsfield Unit (HU) regression in anatomically targeted regions. A 3D patch‐based training paradigm shifts the modeling focus from global image translation to localized bone feature extraction. The backbone leverages a residual Mamba‐based state space model within a 3D U‐Net structure to improve spatial representation, while a Transformer U‐Net serves as a widely recognized reference baseline comparison. The model was trained and evaluated in terms of multi‐modal (T1‐weighted and T2‐FLAIR) and cross‐domain transferability from a public 1.5 Tesla brain dataset ( n = 37) to an independent 7 Tesla clinical brain dataset ( n = 44). Performance was assessed using Dice and Jaccard indices for segmentation accuracy and mean absolute error (MAE) for HU regression. Results Quantitative analysis showed that our multitask pipeline, incorporating both morphological and HU map prediction stages, significantly outperformed conventional direct MRI‐to‐CT mapping across all metrics on the public 1.5T dataset (p < 0.05). Consistent performance on an external 7T clinical dataset (p < 0.001) further demonstrated the method's robustness and adaptability across field strengths. Conclusion These findings support that task‐structured training for modality transformation markedly improves both accuracy and generalizability of cranial CT synthesis across heterogeneous MRI conditions. The observed consistency across field strengths validates the robustness of the proposed methodology.
The Safety and Feasibility of a Care Hotel Model in Elective Neuroendovascular Interventions: A Pilot Study
Ríos-Zermeño, Jorge , Perez‐Vega, Carlos , Awad, Al-Wala A., Dholakia, Ruchita, Dean, Jacqueline C., Bojaxhi, Elird , Greco, Elena , Rios Zermeno, Jorge , Perez-Vega, Carlos, Ghaith, Abdul K, Tawk, Rabih G , Greco, Elena, Freeman, William D. , Ghaith, Abdul Karim , Kashyap, Samir , Borah, Bijan J. , Chadha, Ryan , Tawk, Rabih G.

Mayo Clinic

Neurosurgery | March 30, 2025 | Volume: 97 | Issue: 3 | Pages: 580-587

10.1227/neu.0000000000003413 | PMID 40145758 Get It

BACKGROUND AND OBJECTIVES: Rising US healthcare costs and the COVID-19 pandemic put increased pressure on hospitals to reduce patient length of stay (LOS) while maintaining high-quality care. We aimed to determine if implementing a pathway for same-day discharge after elective neuroendovascular procedures to a monitored hotel setting is safe, feasible, and cost-effective. METHODS: We evaluated patient outcomes after elective neuroendovascular procedures and same-day discharge to an on-campus Care Hotel. The study enrolled patients aged ≥18 years from October 1, 2020, to February 28, 2023. Exclusion criteria comprised major comorbidities, additional care necessitating hospitalization, absence of a caregiver, insurer-mandated hospitalization, or patient refusal of the Care Hotel model. Primary outcomes were readmission rate or prolonged LOS, new ischemic or hemorrhagic complications rate, and death rate from vascular causes within 6 months. Secondary outcomes included adverse events and deaths related to causes other than vascular complications within 6 months and changes in modified Rankin Scale score by 1 or more points at last follow-up. Healthcare cost savings associated with same-day discharge were analyzed using a control group. RESULTS: The study included 42 patients discharged to the Care Hotel and 84 controls. The average age was 61 years in the Care Hotel group and 64 years in the control group, and aneurysm treatment was the most frequent neuroendovascular procedure (83.3% and 79.8%, respectively). The readmission and extended LOS rates were 4.8% for the Care Hotel group. The rate of new ischemic or hemorrhagic complications was 4.8%. Cost analysis estimated savings of $7730.12 per procedure. CONCLUSION: This study suggests that the Care Hotel model is a safe, feasible, and cost-effective option for carefully selected patients undergoing elective neuroendovascular interventions. Adherence to discharge readiness criteria and meticulous patient selection are critical to minimizing complications and readmissions.
Surgical versus conservative management of spinal cord cavernous malformations: a systematic review and comparative meta-analysis
Llano, Juan P Navarro-Garcia de , Ortega-Ruiz, Omar R. , Ravindran, Krishnan , Kumar, Jeyan S. , Williams, Lindsy N., Bydon, Mohamad , Ríos-Zermeño, Jorge , Ghaith, Abdul Karim , El-Hajj, Victor Gabriel , Greco, Elena, Goyal, Anshit , Tawk, Rabih G.

Mayo Clinic

Journal of Neurosurgery: Spine | January 31, 2025 | Volume: 42 | Issue: 4 | Pages: 509-519

10.3171/2024.10.spine24432 | PMID 39889295 Get It

OBJECTIVE Spinal cord cavernous malformations (SCCMs) are rare vascular malformations with a capricious prognosis. Given the eloquent nature of the spinal cord, considerable surgical morbidity may be encountered. Therefore, conservative management has emerged as a valid alternative, especially for incidental lesions diagnosed on ubiquitous imaging. The aim of this systematic review and meta-analysis was to evaluate the safety and efficacy of surgical versus conservative management of SCCMs. METHODS Following PRISMA guidelines, this study included articles published in full-text form comparing the outcomes following conservative and surgical management of SCCMs. Collected variables included the total number of patients, spine level, resection, myelotomy, follow-up duration, bleeding, motor weakness, pain, bladder and/or bowel dysfunction, and neurological improvement or deterioration after discharge. The primary outcome of interest was long-term functional outcome. RESULTS Eleven articles comprising 515 patients were included, of whom 343 (66.6%) underwent resection and 172 (33.4%) were managed conservatively. Patients who underwent surgery were more likely to have preoperative motor deficits, hemorrhagic episodes, and bladder and/or bowel dysfunction, indicating increased disease severity. Resection was associated with significantly improved long-term functional outcomes (OR 3.27, 95% CI 1.72–6.24) compared with conservative management. There was no significant difference between the two groups regarding odds of long-term clinical deterioration (OR 1.03, 95% CI 0.35–3.03). However, the risk of hemorrhagic episodes during follow-up was higher in the conservative group (17.3%) compared with the surgical group (1.69%). The odds of hemorrhage during follow-up were lower in the surgical group, although not statistically significant (OR 0.24, 95% CI 0.05–1.05). CONCLUSIONS This study highlights that while surgical management of SCCMs is associated with better long-term functional outcomes and reduced risk of recurrent hemorrhage, treatment decisions must be carefully tailored to the individual patient, particularly given the potential risks associated with surgery. Conservative management, although less invasive, carries a nonnegligible risk of hemorrhage during follow-up, warranting close monitoring. These findings parallel management strategies used for brainstem cavernomas, for which surgery is reserved for cases with low surgical risk and worsening neurological symptoms. However, the limitations of current data, including selection bias and heterogeneity in reporting, emphasize the need for a multi-institutional registry to better define the natural history of SCCMs and inform future management strategies.
Enhancing outcomes in deep brain stimulation: a comparative study of direct targeting using 7T versus 3T MRI
Middlebrooks, Erik H. , Tipton, Philip W. , Patel, Vishal , Zhou, Xiangzhi , Tao, Shengzhen , Westerhold, Erin , Straub, Sina , Uitti, Ryan J. , Quiñones‐Hinojosa, Alfredo , Middlebrooks, Erik H , Tipton, Philip W , Straub, Sina , Greco, Elena, Okromelidze, Lela , Wszołek, Zbigniew K. , Sandhu, Sukhwinder J.S. , Grewal, Sanjeet S.

Mayo Clinic

Journal of Neurosurgery | April 16, 2024 | Volume: 141 | Issue: 1 | Pages: 252-259

10.3171/2023.12.jns232473 | PMID 38394660 Get It

OBJECTIVE The aim of this study was to compare outcomes of direct targeting in deep brain stimulation (DBS) for essential tremor using 7T MRI versus 3T MRI. The authors hypothesized that 7T MRI direct targeting would be noninferior to 3T MRI in early tremor outcomes. METHODS A retrospective study was conducted on patients undergoing unilateral thalamic DBS for essential tremor between 2021 and 2023. Two matched cohorts were assessed, one using 7T MRI and the other using 3T MRI for surgical planning. The primary endpoint was the percentage improvement in the Fahn-Tolosa-Marin Tremor Rating Scale (TRS) scores. Additionally, the authors assessed optimized programming settings and variance in electrode position on postoperative imaging. Demographic and clinical data were compared using the nonparametric Mann-Whitney U-test. The squared Euclidean distance of each contact from the group mean centroid was calculated and averaged across the entire cohort to provide the variance (i.e., the mean squared distance) of electrode contact position. RESULTS A total of 34 patients were analyzed, with 17 in each cohort. There were no significant differences in demographic information or mean surgical dates between the groups. There were no differences in intraoperative target repositioning or adverse events. The 7T group had a significantly greater TRS improvement than the 3T group (64.9% ± 11.4% vs 50.9% ± 16.4%, p = 0.004). Patients in the 7T cohort also had a lower mean stimulation current compared with those in the 3T cohort (2.0 ± 0.8 mA vs 2.7 ± 0.9 mA, p = 0.01). Image evaluation revealed that although the mean electrode position was comparable between 7T and 3T, the 7T electrode positioning was more clustered, indicating a lower variance in the final electrode location. The mean Euclidean distance between the individual electrode tips and the group centroid was significantly less at 7T than at 3T (1.82 ± 0.68 mm vs 2.75 ± 0.81 mm, p = 0.001). CONCLUSIONS Despite concerns for increased artifacts and distortions at 7T, the authors show that these effects can be mitigated with an appropriate workflow, leading to improved surgical outcomes with direct targeting using 7T MRI. Their results suggest similar accuracy but greater precision in targeting with 7T MRI compared with 3T MRI, resulting in lower stimulation currents and improved tremor reduction. Future studies are needed to assess outcomes related to 7T MRI in targeting other subcortical structures.
Abstract 174: Treatment of Unruptured Saccular Aneurysms with PED: A Systematic Review and Meta‐Analysis of Long‐Term Outcomes
Zermeno, Jorge A. Rios, Ghaith, Abdel Karim, Michaelides, Loizos , RUIZ, OMAR, Faisal, Umme Habiba , Zermeno, Jorge Rios, Greco, Elena, Tawk, Rabih G.

Mayo Clinic

Stroke: Vascular and Interventional Neurology | March 5, 2024 | Volume: 3 | Issue: S2 | Pages: No page available

10.1161/svin.03.suppl_2.174 Get It

Introduction The Pipeline Embolization Device (PED) is commonly used for intracranial aneurysm treatment. While its effectiveness for certain types of aneurysms is well‐established, its efficacy for saccular aneurysms remains debatable. This review and meta‐analysis aimed to assess the long‐term outcomes of PED treatment for unruptured intracranial aneurysms (UIA). Methods A systematic review and meta‐analysis were conducted following PRISMA guidelines. Studies with at least one year of follow‐up after PED treatment for saccular aneurysms were included. The primary endpoint was angiographic complete aneurysm occlusion at long‐term (≥ 12 mo.) follow‐up. Secondary outcomes included long‐term complications. We conducted a meta‐regression analysis to explore the potential sources of heterogeneity across studies. Results Eleven studies on 594 patients with 726 aneurysms were included, of which 5% were previously treated. The mean age was 55.7 years, and 78.3% were women. The mean aneurysm size was 7.72 mm, 8.95% were treated with more than one device, and 2.9% had adjunct coiling. The long‐term complete occlusion rate was 81% (CI 95%: 72% to 88%, p<0.01). Regarding long‐term complications, the rate of symptomatic ischemic stroke was 1% (CI 95%: 0% to 4%, p=0.07), the rate of delayed rupture was 1% (95%, CI 0% to 3%, p=0.02), and the rate of intracranial hemorrhage was 3% (CI 95%: 1% to 6%, p=0.81). The meta‐regression analysis revealed a decreasing trend per year for aneurysmal occlusion, ischemic stroke rate, and aneurysmal rupture rate over time and an increasing trend for ICH over time. Conclusion PED demonstrates high long‐term occlusion and low complication rates, suggesting it is a safe and effective treatment option for unruptured intracranial saccular aneurysms. However, studies with greater than 5‐10 years of follow‐up are needed to evaluate the clinical and radiographical outcomes of incompletely occluded aneurysms Additionally, as newer devices exhibit reduced thrombogenic profiles and ICH rates increase over time, reevaluation of antiplatelet therapy's role, including dosage and DAPT, is warranted.
Flow diversion using the Pipeline embolization device for intracranial and extracranial pseudoaneurysms: a systematic review and meta-analysis of the literature
Greco, Elena , Faisal, Umme Habiba , Miller, David A. , Graepel, Stephen , Bydon, Mohamad , Middlebrooks, Erik H. , Graepel, Stephen P, Middlebrooks, Erik H , Ríos-Zermeño, Jorge , Ghaith, Abdul Karim , Goyal, Anshit , Akinduro, Oluwaseun O. , Kashyap, Samir , Sandhu, Sukhwinder J.S. , Tawk, Rabih G. , Greco, Elena

Mayo Clinic

Neurosurgical Focus | May 1, 2023 | Volume: 54 | Issue: 5 | Pages: E5

10.3171/2023.2.focus22644 | PMID 37127035 Get It

OBJECTIVE Pseudoaneurysms (PSAs) are complex vascular lesions. Flow diversion has been proposed as an alternative treatment to parent artery occlusion that preserves laminar flow. The authors of the present study investigated the safety and short-term (< 1 year) and long-term (≥ 1 year) aneurysm occlusion rates following the treatment of intracranial and extracranial PSAs using the Pipeline embolization device (PED). METHODS An electronic database search for full-text English-language articles in Ovid MEDLINE and Epub Ahead of Print, Ovid Embase, Ovid Cochrane Central Register of Controlled Trials, Ovid Cochrane Database of Systematic Reviews, and Scopus was conducted following the PRISMA guidelines. Studies of any design including at least 4 patients with intracranial or extracranial PSAs treated using a PED were included in this analysis. The primary outcome of interest was the rate of peri- and postprocedural complications. Secondarily, the authors analyzed the incidence of complete aneurysm occlusion. RESULTS A total of 90 patients with 96 PSAs across 9 studies were included. The mean age was 38.2 (SD 15.14) years, and 37.8% of the patients were women. The mean PSA size was 4.9 mm. Most PSAs were unruptured, and the most common etiology was trauma (n = 32, 35.5%), followed by spontaneous formation (n = 21, 23.3%) and iatrogenic injury (n = 19, 21.1%). Among the 51 (53.1%) intracranial and 45 (46.9%) extracranial PSAs were 19 (19.8%) dissecting PSAs. Sixty-six (77.6%) PSAs were in the internal carotid artery and 10 (11.8%) in the vertebral artery. Thirty-three (34.4%) PSAs were treated with ≥ 2 devices, and 8 (8.3%) underwent adjunctive coiling. The mean clinical and angiographic follow-up durations were 10.7 and 12.9 months, respectively. The short-term (< 1 year) and long-term (≥ 1 year) complete occlusion rates were 79% (95% CI 66%–88%, p = 0.82) and 84% (95% CI 70%–92%, p = 0.95), respectively. Complication rates were 8% for iatrogenic dissection (95% CI 3%–16%, p = 0.94), 10% for silent thromboembolism (95% CI 5%–21%, p = 0.77), and 12% for symptomatic thromboembolism (95% CI 6%–23%, p = 0.48). No treatment-related hemorrhage was observed. The overall mortality rate at the last follow-up was 14%. CONCLUSIONS The complete occlusion rate for PSAs treated with the PED was high and increased over time. Although postprocedural complications and mortality were not insignificant, flow diversion represents a reasonably safe option for managing these complex lesions.
Craniovertebral Junction Instability after Oncological Resection: A Narrative Review
Ottenhausen, Malte , Greco, Elena , Bertolini, Giacomo, Gerosa, Andrea , Ippolito, Salvatore, Middlebrooks, Erik H. , Serrao, Graziano , Costa, Francesco , Corte, Emanuele La , La Corte, Emanuele , Middlebrooks, Erik H , Greco, Elena , Ippolito, Salvatore, Bruzzone, Maria Grazia , Ferroli, Paolo

Mayo Clinic

Diagnostics | April 21, 2023 | Volume: 13 | Issue: 8 | Pages: 1502

10.3390/diagnostics13081502 | PMID 37189602 Get It

The craniovertebral junction (CVJ) is a complex transition area between the skull and cervical spine. Pathologies such as chordoma, chondrosarcoma and aneurysmal bone cysts may be encountered in this anatomical area and may predispose individuals to joint instability. An adequate clinical and radiological assessment is mandatory to predict any postoperative instability and the need for fixation. There is no common consensus on the need for, timing and setting of craniovertebral fixation techniques after a craniovertebral oncological surgery. The aim of the present review is to summarize the anatomy, biomechanics and pathology of the craniovertebral junction and to describe the available surgical approaches to and considerations of joint instability after craniovertebral tumor resections. Although a one-size-fits-all approach cannot encompass the extremely challenging pathologies encountered in the CVJ area, including the possible mechanical instability that is a consequence of oncological resections, the optimal surgical strategy (anterior vs posterior vs posterolateral) tailored to the patient’s needs can be assessed preoperatively in many instances. Preserving the intrinsic and extrinsic ligaments, principally the transverse ligament, and the bony structures, namely the C1 anterior arch and occipital condyle, ensures spinal stability in most of the cases. Conversely, in situations that require the removal of those structures, or in cases where they are disrupted by the tumor, a thorough clinical and radiological assessment is needed to timely detect any instability and to plan a surgical stabilization procedure. We hope that this review will help shed light on the current evidence and pave the way for future studies on this topic.
Clinical outcome of imaging-based programming for anterior thalamic nucleus deep brain stimulation
Freund, Brin , Greco, Elena , Mendez, Julio A., Tatum, William O. , Middlebrooks, Erik H. , Middlebrooks, Erik H , Okromelidze, Lela , Grewal, Sanjeet S. , Greco, Elena

Mayo Clinic

Journal of Neurosurgery | September 9, 2022 | Volume: 138 | Issue: 4 | Pages: 1008-1015

10.3171/2022.7.jns221116 | PMID 36087330 Get It

OBJECTIVE The authors hypothesized that the proximity of deep brain stimulator contacts to the anterior thalamic nucleus–mammillothalamic tract (ANT-MMT) junction determines responsiveness to treatment with ANT deep brain stimulation (DBS) in drug-resistant epilepsy and conducted this study to test that hypothesis. METHODS This retrospective study evaluated patients who had undergone ANT DBS electrode implantation and whose devices were programmed to stimulate nearest the ANT-MMT junction based on direct MRI visualization. The proximity of the active electrode to the ANT and the ANT-MMT junction was compared between responders (≥ 50% reduction in seizure frequency) and nonresponders. Linear regression was performed to assess the percentage of seizure reduction and distance to both the ANT and the ANT-MMT junction. RESULTS Four (57.1%) of 7 patients had ≥ 50% reduction in seizures. All 4 responders had at least one contact within 1 mm of the ANT-MMT junction, whereas the 3 patients with < 50% seizure improvement did not have a contact within 1 mm of the ANT-MMT junction. Additionally, the 4 responders demonstrated contact positioning closer to the ANT-MMT junction than the 3 nonresponders (mean distance from MMT: 0.7 mm on the left and 0.6 mm on the right in responders vs 3.0 mm on the left and 2.3 mm on the right in nonresponders). However, proximity of the electrode contact to any point in the ANT nucleus did not correlate with seizure reduction. Greater seizure improvement was correlated with a contact position closer to the ANT-MMT junction (R2 = 0.62, p = 0.04). Seizure improvement was not significantly correlated with proximity of the contact to any ANT border (R2 = 0.24, p = 0.26). CONCLUSIONS Obtained using a combination of direct visualization and targeted programming of the ANT-MMT junction, data in this study support the hypothesis that proximity to the ANT alone does not correlate with seizure reduction in ANT DBS, whereas proximity to the ANT-MMT junction does. These findings support the importance of direct targeting in ANT DBS, as well as imaging-informed programming. Additionally, the authors provide supportive evidence for future prospective trials using ANT-MMT junction for direct surgical targeting.
Deep Brain Stimulation for Tremor: Direct Targeting of a Novel Imaging Biomarker
Middlebrooks, Erik H. , Tipton, Philip W. , Greco, Elena , Mendez, Julio A., Uitti, Ryan J. , Tipton, Philip W , Okromelidze, Lela , Uitti, Ryan, Middlebrooks, Erik H , Grewal, Sanjeet S. , Greco, Elena

Mayo Clinic

Annals of Neurology | May 21, 2022 | Volume: 92 | Issue: 2 | Pages: 341-342

10.1002/ana.26422 | PMID 35596936 Get It