Back to Authors

Kobeissi, Hassan

0000-0001-7446-624X

Mayo Clinic

Department of Radiology, Mayo Clinic, Rochester, MN, USA.

Citations 42

Machine learning modeling for outcome prediction of hospitalized patients with aneurysmal subarachnoid hemorrhage
Jabal, Mohamed Sobhi , Wahood, Waseem , Zreik, Jad, Bilgin, Cem , Essibayi, Muhammed Amir , Kobeissi, Hassan , Rinaldo, Lorenzo , Kallmes, David F. , Lanzino, Giuseppe, Brinjikji, Waleed , Ibrahim, Mohamed K. , Essibayi, Muhammed Amir , Kobeissi, Hassan , Kallmes, David F , Bilgin, Cem

Interventional Neuroradiology | September 15, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1177/15910199251375529 Get It

Purpose Aneurysmal rupture and subarachnoid hemorrhage (SAH) have an exceptionally high mortality and morbidity burden. The aim of this study was to develop interpretable machine learning models for predicting short-term poor outcomes defined by the National Inpatient Sample Subarachnoid Hemorrhage Outcome Measure (NIS-SOM). Methods The National Inpatient Sample (NIS) database was queried from 2008 to 2018 to identify patients diagnosed with SAH who had undergone endovascular coiling or clipping for intracranial aneurysm. Demographic, comorbidity, risk factor, and hospital characteristic variables were recorded. Variables were preprocessed, and the feature space was reduced to include the most important features. To predict poor outcomes, machine learning models were trained and cross-validated before being evaluated on a separate testing set. Shapley Additive exPlanations of the best performing model was used for general and local model interpretation. Results Among 18,149 admissions (mean age 55 ± 14 years, 68.8% women), 52.9% had a poor outcome. Test-set AUCs ranged 0.74–0.80; a multilayer perceptron performed best (AUC 0.80, precision 0.74, recall 0.82). SHAP ranked the ten most influential variables: age, neurological comorbidity, paralysis, Medicare insurance, smoking status, Elixhauser burden, fluid-electrolyte disorders, weight loss, arrhythmia, and heart failure. Conclusions The modeling predicted nationwide aSAH prognosis with decent accuracy and highlighted clinical, socioeconomic, and system-level drivers of determinants of poor short-term outcome. These results support the potential of explainable ML tools as complementary tools for early risk stratification, guiding resource allocation, and informing prospective multi-center validation and implementation studies.
The effects of admission hyperglycemia and diabetes mellitus on mechanical thrombectomy outcomes: A systematic review and meta-analysis
Bilgin, Gokce Belge , Bilgin, Cem , Jabal, Mohamed Sobhi , Kobeissi, Hassan , Ghozy, Sherief , Şenol, Yiğit Can , Orscelik, Atakan , Kadirvel, Ramanathan , Brinjikji, Waleed , Kallmes, David F. , Belge Bilgin, Gokce , Ghozy, Sherief , Kobeissi, Hassan , Orscelik, Atakan , Senol, Yigit Can , Bilgin, Cem , Rabinstein, Alejandro A.

Interventional Neuroradiology | January 17, 2025 | Volume: 32 | Issue: 4 | Pages: 1831-1842

10.1177/15910199241306774 Get It

Background The impact of certain comorbidities on mechanical thrombectomy (MT) outcomes remains largely unexplored. Diabetes mellitus (DM) and admission hyperglycemia have been associated with poor clinical outcomes for patients treated with MT. In this study, we sought to investigate the effects of DM and admission hyperglycemia on MT outcomes. Methods Following PRISMA guidelines, a systematic literature search was conducted in Medline, Embase, Scopus, and Web of Science databases. Data regarding successful recanalization (modified Thrombolysis in Cerebral Infarction [mTICI] ≥2b), functional independence (modified Rankin Scale [mRS] 0–2), excellent outcomes (mRS 0–1), symptomatic intracranial hemorrhage (sICH), and mortality were extracted from the included studies. The pooled odds ratios (ORs) and their corresponding 95% confidence intervals (CIs) were calculated using random effects model. Results Twenty-one studies comprising 9708 patients were included. A total of 2311 patients (24%) had a history of DM, and 2026 patients (21%) had admission hyperglycemia. Admission hyperglycemia was associated with significantly lower odds of mTICI ≥2b (OR = 0.7, 95% CI = 0.55–0.89), mRS 0–2 (OR = 0.47, 95% CI = 0.41–0.53), and mRS 0–1 (OR = 0.43, 95% CI = 0.34–0.55) as compared to normoglycemic state. Patients with hyperglycemia had significantly higher rates of sICH (OR = 2.05, 95% CI = 1.66–2.54) and mortality (OR = 1.99, 95% CI = 1.58–2.52) than normoglycemic patients. Diabetes mellitus was associated with significantly high rates of mortality (OR = 1.74, 95% CI = 1.31–2.3) and lower rates of mRS 0–2 (OR = 0.60, 95% CI = 0.48–0.76) in sensitivity analyses. Conclusion Our results indicate that admission blood glucose levels and DM can negatively affect MT outcomes. Further research should focus on optimizing MT outcomes for these patients.
Endovascular thrombectomy for severe cerebral venous thrombosis: A comprehensive meta-analysis assessing safety and efficacy
Ghozy, Sherief , Tolba, Hatem , Abdelghaffar, Mariam , Kobeissi, Hassan , Ghaith, Hazem S. , Abbas, Alzhraa Salah , Kadirvel, Ramanathan , Brinjikji, Waleed , Kallmes, David F. , Kobeissi, Hassan , Abbas, Alzhraa S, Kadirvel, Ram , Kallmes, David F , Ghozy, Sherief , Orscelik, Atakan , Abbas, Alzhraa Salah

Interventional Neuroradiology | September 30, 2024 | Volume: 32 | Issue: 4 | Pages: 1765-1774

10.1177/15910199241285071 Get It

Background Cerebral sinus venous thrombosis (CSVT) has traditionally been treated medically with systemic anticoagulation. Recent advances in endovascular therapy (EVT) may represent an alternative treatment to medical therapy for CSVT. We conducted a systematic review and meta-analysis to evaluate the use of EVT for CSVT. Methods We conducted a systematic literature review using PubMed, Embase, Scopus, and Web of Science. We included studies that reported outcomes following EVT for CSVT. The primary outcome of interest was rate of modified Rankin Scale (mRS) 0–2. Secondary outcomes of interest were rates of complete, partial, and failed recanalization, mortality, and new or expansion of hematoma. We calculated pooled rates (%) and their corresponding 95% confidence intervals (CIs). Results Thirty-eight studies with 682 patients were included. Rate of mRS 0–2 was 82.6% (95% CI, 75.3%–88.0%). Rate of complete recanalization was 60.9% (95% CI, 49.1%–71.5%), rate of partial recanalization was 34.2% (95% CI, 24.1%–45.9%), and rate of failed recanalization was 5.4% (95% CI, 3.1%–9.2%). Rate of mortality was 6.7% (95% CI, 4.1%–10.8%), and rate of new hematoma or expansion of hematoma was 5.1% (2.9%–8.8%). Conclusions In this systematic review and meta-analysis, EVT for CSVT was associated with favorable rates of mRS 0–2 and recanalization. Furthermore, EVT was associated with a promising safety profile. Future prospective, comparative studies are warranted to assess EVT for CSVT.
pRESET thrombectomy device outcomes in patients with acute ischemic stroke: A systematic review and meta-analysis
Cwajna, Mark , Kobeissi, Hassan , Kendall, Nicholas , Elgazzar, Tasnim , Ghozy, Sherief , Brinjikji, Waleed , Kallmes, David F. , Cwajna, Mark , Kobeissi, Hassan , Ghozy, Sherief , Kallmes, David F , Hamouda, Abdelrahman M.

Interventional Neuroradiology | September 27, 2024 | Volume: 32 | Issue: 4 | Pages: 1749-1755

10.1177/15910199241286753 Get It

Background Many devices are used to perform mechanical thrombectomy in the setting of large vessel occlusion acute ischemic stroke. We sought to evaluate the efficacy and safety of pRESET stent-retriever systems. Methods We conducted a comprehensive systematic review and meta-analysis following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. Relevant studies up to March 2024 were retrieved from PubMed, Scopus, Web of Science, and Embase databases. Results A total of 8 papers met the inclusion/exclusion criteria comprising a total of 1140 participants (average age 72.4 ± 11.9, female percentage (50%). Preintervention intravenous thrombolysis was utilized in 46.5% (range 32.9–65.4) of patients, with a median National Institute of Health Stroke Scale at presentation of 15 (range 0–38). The middle cerebral artery was the most commonly affected artery, with a prevalence of 76.4% (range 62.8–100). The pRESET stent-retriever systems demonstrated a first-passing effect rate of 53.4% [95% confidence interval [CI] 44.8; 61.7] and a final thrombolysis in cerebral infarction 2b-3 grade rate of 90.41% [95% CI 82.13; 95.08]. Ninety-day modified Rankin Scale (0–2) rate was 42.2% [95% CI 27.6; 58.4], and 90-day mortality rate was 15.1% [95% CI 9.8; 22.6]. Postintervention hemorrhage occurred at a rate of 28.6% [CI 17.2; 43.6]. Conclusion Our systematic review and meta-analysis describes the efficacy of the pRESET stent retriever system in managing acute ischemic stroke patients. The pRESET device was found to have a similar safety and efficacy profile to other mechanical thrombectomy devices currently in use.
Incidence and clinical outcomes of perforations during mechanical thrombectomy for medium vessel occlusion in acute ischemic stroke: A retrospective, multicenter, and multinational study
Musmar, Basel , Salim, Hamza , Kobeissi, Hassan , Shaikh, Hamza , Khalife, Jane , Abdalkader, Mohamad , Klein, Piers , Heit, Jeremy J. , Regenhardt, Robert W. , Cancelliere, Nicole M , Amllay, Abdelaziz , Dusart, Anne , Bellante, Flavio, Rouchaud, Aymeric , Puri, Ajit S , Dyzmann, Christian , Kan, Peter , Colasurdo, Marco , Berge, Jérôme , Barreau, Xavier , Nedelcu, Simona , Henninger, Nils , Marotta, Thomas R. , Stapleton, Christopher J. , Rabinov, James D. , Dofuku, Shogo , Tan, Benjamin Yong‐Qiang , Salazar‐Marioni, Sergio , Capirossi, Carolina , Chervak, Lina , Adeeb, Nimer , Tjoumakaris, Stavropoula , Khandelwal, Priyank , Biswas, Arundhati , Clarençon, Frédéric , Elhorany, Mahmoud , Premat, Kévin , Valente, Iacopo , Filipe, João Pedro , Varela, Ricardo , Quintero‐Consuegra, Miguel , Gonzalez, Nestor R. , Möhlenbruch, Markus , Costalat, Vincent , Yedavalli, Vivek , Aziz, Yasmin , Stracke, Christian Paul , Kadirvel, Ramanathan , Hsieh, Cheng‐Yang , Liebeskind, David S. , Alexandre, Andrea , Tancredi, Illario , Faizy, Tobias D. , Lubicz, Boris , Patel, Aman B. , Guenego, Adrien , Musmar, Basel , Salim, Hamza , Kobeissi, Hassan , Klein, Piers , Nguyen, Thanh N , Regenhardt, Robert W , Bellante, Flavio , Forestier, Géraud , Marnat, Gaultier , Ota, Takahiro , Dofuku, Shogo , Yeo, Leonard Ll , Salazar-Marioni, Sergio , Jabbour, Pascal , Gonzalez, Nestor R , Möhlenbruch, Markus A , Jesser, Jessica , Aziz, Yasmin , Alexandru Radu, Răzvan , Faizy, Tobias D , Fahed, Robert , Liebeskind, David S. , Heit, Jeremy J , Yedavalli, Vivek S , Cancelliere, Nicole M , Rouchaud, Aymeric , Colasurdo, Marco , Henninger, Nils , Tan, Benjamin Yq , Alexandre, Andrea M , Varela, Ricardo , Dmytriw, Adam A. , Ghozy, Sherief , Siegler, James E. , Nguyen, Thanh N. , Bernstock, Joshua D. , Naamani, Kareem El , Meyer, Lukas , Forestier, Géraud , Saleme, Suzana , Mounayer, Charbel , Fiehler, Jens , Kühn, Anna Luisa , Sibon, Igor , Gopinathan, Anil , Martinez-Gutierrez, Juan Carlos , Sheth, Sunil A , Renieri, Leonardo , Mowla, Ashkan , Vagal, Achala , Cuellar, Hugo , Jabbour, Pascal , Khandelwal, Priyank , Pedicelli, Alessandro , Schiphorst, Adrien ter , Harker, Pablo , Gory, Benjamin , Hecker, Constantin , Killer-Oberpfalzer, Monika , Griessenauer, Christoph J. , Thomas, Ajith J , Radu, Răzvan Alexandru , Fahed, Robert , Weyland, Charlotte S. , Mendes Pereira, Vitor

European Stroke Journal | February 27, 2024 | Volume: 9 | Issue: 2 | Pages: 328-337

10.1177/23969873231219412 Get It

Abstract Background: Mechanical thrombectomy (MT) has revolutionized the treatment of acute ischemic stroke (AIS) due to large vessel occlusion (LVO), but its efficacy and safety in medium vessel occlusion (MeVO) remain less explored. This multicenter, retrospective study aims to investigate the incidence and clinical outcomes of vessel perforations (confirmed by extravasation during an angiographic series) during MT for AIS caused by MeVO. Methods: Data were collected from 37 academic centers across North America, Asia, and Europe between September 2017 and July 2021. A total of 1373 AIS patients with MeVO underwent MT. Baseline characteristics, procedural details, and clinical outcomes were analyzed. Results: The incidence of vessel perforation was 4.8% (66/1373). Notably, our analysis indicates variations in perforation rates across different arterial segments: 8.9% in M3 segments, 4.3% in M2 segments, and 8.3% in A2 segments (p = 0.612). Patients with perforation had significantly worse outcomes, with lower rates of favorable angiographic outcomes (TICI 2c-3: 23% vs 58.9%, p < 0.001; TICI 2b-3: 56.5% vs 88.3%, p < 0.001). Functional outcomes were also worse in the perforation group (mRS 0–1 at 3 months: 22.7% vs 36.6%, p = 0.031; mRS 0–2 at 3 months: 28.8% vs 53.9%, p < 0.001). Mortality was higher in the perforation group (30.3% vs 16.8%, p = 0.008). Conclusion: This study reveals that while the occurrence of vessel perforation in MT for AIS due to MeVO is relatively rare, it is associated with poor functional outcomes and higher mortality. The findings highlight the need for increased caution and specialized training in performing MT for MeVO. Further prospective research is required for risk mitigation strategies.
Mechanical thrombectomy for the treatment of large vessel occlusion due to cancer-related cerebral embolism: A systematic review
Toruno, Michelle A. , Ghozy, Sherief , Şenol, Yiğit Can , Kobeissi, Hassan , Kadirvel, Ramanathan , Ashdown, B C, Kallmes, David F. , Toruno, Michelle , Ghozy, Sherief , Senol, Yigit Can , Kobeissi, Hassan , Kadirvel, Ram , Ashdown, Boyd, Kallmes, David F , Al‐Janabi, Omar , Karaman, İrem

Interventional Neuroradiology | February 9, 2024 | Volume: 32 | Issue: 4 | Pages: 1560-1568

10.1177/15910199241230356 Get It

Background Cancer-related cerebral embolism due to direct tumor embolization results in a rare acute ischemic stroke with large vessel occlusion (LVO). Despite the established status of mechanical thrombectomy (MT) in LVO management, its effectiveness and safety remains inadequately explored in this specific patient group. Methods We conducted a systematic review following Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines, using the Nested Knowledge AutoLit software, encompassing databases like Embase, PubMed, Scopus, and Web of Science, from their inception up to 9 May 2023. Results In the review of 35 studies encompassing 37 cases, mean patient age was 52 years, and 30% were female. Cardiac myxoma (29.7%), cardiac papillary fibroelastoma (16.2%), and squamous cell carcinoma of the lung (8.1%) were the most frequent underlying cancers. The left middle cerebral artery was the most commonly affected occlusion site (24.3%). Of the patients, 67.5% underwent MT alone, while 32.5% received MT combined with intravenous thrombolysis. Successful reperfusion (thrombolysis in cerebral infarction (TICI) 2b–3) was achieved in 89.1% of cases, with 59.4% reaching TICI 3. Functional independence was observed in 29.7% of patients. Conclusion While limitations exist, this comprehensive study highlights the potential benefits of MT in a patient group historically excluded from major trials, warranting further investigation.
Safety and efficacy of the Woven Endo-Bridge-17 device for intracranial aneurysm treatment: A systematic review and meta-analysis
Ghozy, Sherief , Motawei, Ahmed Sallam, Elrefaei, Amro , Kobeissi, Hassan , Abbas, Alzhraa Salah , Dmytriw, Adam A. , Kallmes, David F. , Kadirvel, Ramanathan , Moussalem, Charbel, Kobeissi, Hassan , Abbas, Alzhraa S, Dmytriw, Adam A , Kallmes, David F , Kadirvel, Ram , Ghozy, Sherief , Moussalem, Charbel K. , Abbas, Alzhraa Salah

Interventional Neuroradiology | January 18, 2024 | Volume: 32 | Issue: 3 | Pages: 964-970

10.1177/15910199231226294 Get It

Background The Woven Endo-Bridge (WEB) device revolutionized the treatment of wide-necked bifurcation aneurysms by intrasaccular flow diversion. The latest advancement is the WEB-17 system, offering greater flexibility with fewer wires, enabling treatment of smaller distal aneurysms using smaller microcatheters than the WEB-21 system. Methods We conducted a systematic review following preferred reporting items for systematic reviews and meta-analyses guidelines, analyzing data from seven retrospective cohort studies involving 483 aneurysms treated with the WEB-17 device. Statistical analysis computed pooled prevalence rates and 95% confidence intervals using appropriate models for each outcome and R software version 4.3.1 (R Foundation for Statistical Computing, Vienna, Austria). Results Technical success was achieved in 475 out of 483 aneurysms treated with the WEB-17 device, with a success rate of 98.34% (95% confidence interval (CI) = 96.72–99.17). Among the successful cases, 4.97% (95% CI = 1.60–14.39) required adjunctive devices. Adequate occlusion, defined as complete occlusion or neck remnants, was observed in 94.41% (95% CI = 88.17–97.46) of cases. Periprocedural complications were infrequent, with thromboembolic complications occurring in 4.93% (95% CI = 3.29–7.30) of cases, hemorrhagic complications in 1.28% (95% CI = 0.58–2.83), and postprocedural neurologic complications in 0.99% (95% CI = 0.31–3.14). Procedure-related morbidity was observed in 1.71% (95% CI = 0.86–3.39) of cases, and there was one procedure-related mortality reported at 0.21% (95% CI = .03–1.50). Mortality unrelated to the procedure occurred in 1% (95% CI = 0.23–4.15). Conclusion Our findings suggest that the WEB-17 device is associated with a high rate of technical success, favorable angiographic outcomes, and a low rate of periprocedural complications. Further research, including prospective trials, is needed to confirm these findings and establish its safety and efficacy definitively.
Common design and data elements reported in active mechanical thrombectomy trials focusing on distal medium vessel occlusions and minor strokes: a systematic review
Bilgin, Cem , Bolsegui, Marisabel Linares , Ghozy, Sherief , Hassankhani, Amir , Kobeissi, Hassan , Jabal, Mohamed Sobhi , Gupta, Rishabh , Rubeis, Gianluca De , Kadirvel, Ramanathan , Brinjikji, Waleed , Saba, Luca , Kallmes, David F. , De Rubeis, Gianluca , Ghozy, Sherief , Kobeissi, Hassan , Saba, Luca

Journal of NeuroInterventional Surgery | January 11, 2024 | Volume: 17 | Issue: 5 | Pages: 530-538

10.1136/jnis-2023-021073 Get It

Background Distal medium vessel occlusions (DMVOs) and minor strokes represent emerging frontiers in mechanical thrombectomy (MT). Although several randomized clinical trials (RCTs) are underway, the design characteristics of these trials and the specific questions they aim to address have not been extensively explored. This current study sought to investigate the design and data elements reported in active prospective DMVO and minor stroke studies. Methods The ClinicalTrials.gov database was searched for ongoing prospective studies assessing the role of MT in patients with DMVOs or minor strokes. The Nested Knowledge AutoLit platform was utilized to categorize reported outcomes and inclusion/exclusion criteria. Frequencies of reported data elements were extracted from study protocols. Results A total of 10 (8 DMVO and 2 minor stroke) studies enrolling 3520 patients were included. All DMVO studies employ different criteria regarding target occlusion locations. Five DMVO studies use stent retrievers as the first-line thrombectomy technique (62.5%, 5/8), while three studies allow any MT techniques, generally at the operator’s discretion. Four DMVO studies permit intravenous thrombolysis (IVT) utilization in both intervention and control arms (50%, 4/8). The DISTALS trial excludes patients receiving IVT, while the DUSK trial and Tigertriever registry only enroll patients who are ineligible for IVT or for whom IVT failed to achieve reperfusion. DMVO studies exhibit notable heterogeneity in symptom onset duration thresholds for inclusion (<6 hours: 2 studies; <12 hours: 2 studies; <24 hours: 3 studies). Minor stroke trials employ similar inclusion criteria and outcome measures except for symptom duration thresholds for inclusion (8 hours for ENDOLOW and 23 hours for MOSTE). Conclusions There is considerable heterogeneity among active DMVO trials regarding potential target DMVO locations and time thresholds for inclusion based on the last known well time. Furthermore, our review indicates that the utility of aspiration thrombectomy in DMVOs and the advantages of MT without IVT over IVT alone will remain largely unexplored even after completion of active DMVO trials.
Disability-free outcomes after mechanical thrombectomy: A systematic review and meta-analysis of the randomized controlled trials
Bilgin, Cem , Ghozy, Sherief , Jabal, Mohamed Sobhi , Kobeissi, Hassan , Kadirvel, Ramanathan , Brinjikji, Waleed , Kallmes, David F. , Ibrahim, Mohamed , Ghozy, Sherief , Jabal, Mohamed Sobhi , Kobeissi, Hassan , Kadirvel, Ram , Kallmes, David F , Bilgin, Cem , Ibrahim, Mohamed Nabil , Shehata, Mostafa , Rabinstein, Alejandro A.

Interventional Neuroradiology | January 5, 2024 | Volume: 32 | Issue: 3 | Pages: 898-907

10.1177/15910199231224826 Get It

Background The modified Rankin Scale (mRS) score of ≤2 (functional independence) has been the most common primary endpoint of modern mechanical thrombectomy (MT) trials. However, unlike mRS 0-1, mRS score of 2 indicates disability. An important proportion of the mRS 2 patients are home dependent and report a significant decrease in their quality of life. Purpose To investigate excellent outcome (mRS 0-1) rates after MT. Methods We systematically searched Ovid MEDLINE, Ovid EMBASE, Cochrane Central Register of Controlled Trials, Scopus, and Web of Science databases. Randomized controlled trials (RCTs) investigating the role of modern MT in acute ischemic stroke were screened. Posterior circulation and large-core infarct trials were excluded from the study. The data regarding excellent outcomes (mRS: 0-1), functional independence (mRS: 0-2), and reperfusion were collected. Results Twenty-two RCTs comprising 5692 patients were included in the meta-analysis. The overall mRS 0-1 rate was 31.24% (95% CI = 26.95–36.2). The rate of successful reperfusion was 81.8% (95% CI = 77.93–85.86). MT achieved significantly higher rates of mRS 0-1 compared to standard care alone (OR = 2.04; 95% CI = 1.64–2.55; P-value < 0.001), with no heterogeneity detected among studies (I 2 = 0%; P-value = 0.52). The direct MT and MT plus intravenous thrombolytic treatment groups’ excellent outcome rates were comparable (OR = 0.98; 95% CI = 0.82–1.18; P-value = 0.863). Also, aspiration and stent retriever thrombectomy techniques provided similar excellent outcome rates (OR = 0.76; 95% CI = 0.55–1.05; P-value = 0.141). Conclusions Our results prove the additional benefit of MT over standard care, using a stricter definition for favorable functional outcome. Nearly one-third of patients presenting with large artery occlusion and treated with MT had no disability at 90 days. While this is remarkable, our results also indicate that reperfusion alone is often not enough to prevent disability and underline the need for better neuroprotection strategies.