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Efficacy and safety of preoperative embolization in surgical treatment of brain arteriovenous malformations: a multicentre study with propensity score matching
Salim, Hamza; Hamdan, Dawoud; Adeeb, Nimer; Kandregula, Sandeep; Aslan, Assala; Musmar, Basel; Ogilvy, Christopher S; Dmytriw, Adam A; Abdelsalam, Ahmed; Ataoglu, Cagdas; Erginoglu, Ufuk; Kondziolka, Douglas; El Naamani, Kareem; Sheehan, Jason; Ironside, Natasha; Kumbhare, Deepak; Gummadi, Sanjeev; Essibayi, Muhammed Amir; Tos, Salem M; Keles, Abdullah; Muram, Sandeep; Sconzo, Daniel; Rezai, Arwin; Alwakaa, Omar; Pöppe, Johannes; Sen, Rajeev D; Baskaya, Mustafa K; Griessenauer, Christoph J; Jabbour, Pascal; Tjoumakaris, Stavropoula I; Atallah, Elias; Riina, Howard; Abushehab, Abdallah; Swaid, Christian; Burkhardt, Jan-Karl; Starke, Robert M; Sekhar, Laligam N; Levitt, Michael R; Altschul, David J; Haranhalli, Neil; McAvoy, Malia; Abla, Adib; Stapleton, Christopher; Koch, Matthew J; Srinivasan, Visish M; Chen, Peng Roc; Blackburn, Spiros; Cochran, Joseph; Choudhri, Omar; Pukenas, Bryan; Orbach, Darren B; Smith, Edward R; Moehlenbruch, Markus; Mosimann, Pascal J; Alaraj, Ali; Aziz-Sultan, Mohammad Ali; Patel, Aman B; Yedavalli, Vivek; Wintermark, Max; Savardekar, Amey; Cuellar, Hugo H; Lawton, Michael T; Morcos, Jacques J; Guthikonda, Bharat
BACKGROUND:Brain arteriovenous malformations (AVMs) are abnormal connections between feeding arteries and draining veins, associated with significant risks of haemorrhage, seizures and other neurological deficits. Preoperative embolization is commonly used as an adjunct to microsurgical resection, with the aim of reducing intraoperative complications and improving outcomes. However, the efficacy and safety of this approach remain controversial. METHODS:This study is a subanalysis of the Multicenter International Study for Treatment of Brain AVMs consortium. We retrospectively analysed 486 patients with brain AVMs treated with microsurgical resection between January 2010 and December 2023. Patients were divided into two groups: those who underwent microsurgery alone (n=245) and those who received preoperative embolization, followed by microsurgery (n=241). Propensity score matching was employed, resulting in 288 matched patients (144 in each group). The primary outcomes were rates of complete AVM obliteration and functional outcomes (measured by the modified Rankin Scale (mRS)). Secondary outcomes included complication rates, mortality, hospital length of stay and postsurgical rupture. RESULTS:After matching, the complete obliteration rate was 97% with no significant difference between the microsurgery-only group and the preoperative embolization group (p=0.12). The proportion of patients with an mRS score of 0-2 at the last follow-up was similar in both groups (83% vs 84%; p=0.67). The median hospital stay was significantly longer for the embolisation group (9 days vs 7 days; p=0.017). Complication rates (24% vs 22%; p=0.57) and mortality rates (4.9% vs 2.1%; p=0.20) were comparable between the two groups. No significant differences were observed in postsurgical rupture, recurrence or retreatment rates. CONCLUSIONS:In this large multicentre study, preoperative embolization did not significantly improve AVM obliteration rates, functional outcomes or reduce complications compared with microsurgery alone.
PMID: 39915091
ISSN: 1468-330x
CID: 5784312
Medical large language models are vulnerable to data-poisoning attacks
Alber, Daniel Alexander; Yang, Zihao; Alyakin, Anton; Yang, Eunice; Rai, Sumedha; Valliani, Aly A; Zhang, Jeff; Rosenbaum, Gabriel R; Amend-Thomas, Ashley K; Kurland, David B; Kremer, Caroline M; Eremiev, Alexander; Negash, Bruck; Wiggan, Daniel D; Nakatsuka, Michelle A; Sangwon, Karl L; Neifert, Sean N; Khan, Hammad A; Save, Akshay Vinod; Palla, Adhith; Grin, Eric A; Hedman, Monika; Nasir-Moin, Mustafa; Liu, Xujin Chris; Jiang, Lavender Yao; Mankowski, Michal A; Segev, Dorry L; Aphinyanaphongs, Yindalon; Riina, Howard A; Golfinos, John G; Orringer, Daniel A; Kondziolka, Douglas; Oermann, Eric Karl
The adoption of large language models (LLMs) in healthcare demands a careful analysis of their potential to spread false medical knowledge. Because LLMs ingest massive volumes of data from the open Internet during training, they are potentially exposed to unverified medical knowledge that may include deliberately planted misinformation. Here, we perform a threat assessment that simulates a data-poisoning attack against The Pile, a popular dataset used for LLM development. We find that replacement of just 0.001% of training tokens with medical misinformation results in harmful models more likely to propagate medical errors. Furthermore, we discover that corrupted models match the performance of their corruption-free counterparts on open-source benchmarks routinely used to evaluate medical LLMs. Using biomedical knowledge graphs to screen medical LLM outputs, we propose a harm mitigation strategy that captures 91.9% of harmful content (F1 = 85.7%). Our algorithm provides a unique method to validate stochastically generated LLM outputs against hard-coded relationships in knowledge graphs. In view of current calls for improved data provenance and transparent LLM development, we hope to raise awareness of emergent risks from LLMs trained indiscriminately on web-scraped data, particularly in healthcare where misinformation can potentially compromise patient safety.
PMID: 39779928
ISSN: 1546-170x
CID: 5782182
Neuroanatomy of the vertebrobasilar perforators: implications for aneurysm treatment
Raz, Eytan; Shapiro, Maksim; Nossek, Erez; Sahlein, Daniel H; Potts, Matthew B; Sharashidze, Vera; Chung, Charlotte; Rutledge, Caleb; Khawaja, Ayaz Mahmood; Riina, Howard A; De Leacy, Reade Andrew; Kvint, Svetlana; Nelson, Peter Kim
The anatomy of vertebrobasilar perforators has been widely studied in human cadavers, with most reports found in the neurosurgical literature. These arterial perforators are extremely hard to visualize consistently with traditional two-dimensional digital subtraction angiography, but are reliably visible with cross sectional cone beam CT techniques. A clear understanding of this specific neurovascular anatomy and pathology is essential for informed treatment decisions. This review analyzes the anatomy of vertebrobasilar perforators with a focus on practical implications for aneurysm treatment, particularly flow diversion.
PMID: 39488337
ISSN: 1759-8486
CID: 5747422
Comparing stand-alone endovascular embolization versus stereotactic radiosurgery in the treatment of arteriovenous malformations with Spetzler-Martin grades I-III: a propensity score matched study
Musmar, Basel; Adeeb, Nimer; Roy, Joanna M; Abdalrazeq, Hammam; Tjoumakaris, Stavropoula I; Atallah, Elias; Salim, Hamza Adel; Kondziolka, Douglas; Sheehan, Jason; Ogilvy, Christopher S; Riina, Howard; Kandregula, Sandeep; Dmytriw, Adam A; El Naamani, Kareem; Abdelsalam, Ahmed; Ironside, Natasha; Kumbhare, Deepak; Ataoglu, Cagdas; Essibayi, Muhammed Amir; Keles, Abdullah; Muram, Sandeep; Sconzo, Daniel; Rezai, Arwin; Erginoglu, Ufuk; Pöppe, Johannes; Sen, Rajeev D; Griessenauer, Christoph J; Burkhardt, Jan-Karl; Starke, Robert M; Baskaya, Mustafa K; Sekhar, Laligam N; Levitt, Michael R; Altschul, David J; McAvoy, Malia; Aslan, Assala; Abushehab, Abdallah; Swaid, Christian; Abla, Adib A; Gooch, M Reid; Rosenwasser, Robert H; Stapleton, Christopher; Koch, Matthew; Srinivasan, Visish M; Chen, Peng R; Blackburn, Spiros; Dannenbaum, Mark J; Choudhri, Omar; Pukenas, Bryan; Orbach, Darren; Smith, Edward; Mosimann, Pascal J; Alaraj, Ali; Aziz-Sultan, Mohammad A; Patel, Aman B; Cuellar, Hugo H; Lawton, Michael T; Morcos, Jacques; Guthikonda, Bharat; Jabbour, Pascal
BACKGROUND:Arteriovenous malformations (AVMs) are uncommon cerebral lesions that can cause significant neurological complications. Surgical resection is the gold standard for treatment, but endovascular embolization and stereotactic radiosurgery (SRS) are viable alternatives. OBJECTIVE:To compare the outcomes of endovascular embolization versus SRS in the treatment of AVMs with Spetzler-Martin grades I-III. METHODS:This study combined retrospective data from 10 academic institutions in North America and Europe. Patients aged 1 to 90 years who underwent endovascular embolization or SRS for AVMs with Spetzler-Martin grades I-III between January 2010 and December 2023 were included. RESULTS:The study included 244 patients, including 84 who had endovascular embolization and 160 who had SRS. Before propensity score matching (PSM), complete obliteration at the last follow-up was achieved in 74.5% of the SRS group compared with 57.8% of the embolization group (OR=0.47; 95% CI 0.26 to 0.48; P=0.01). After propensity score matching, SRS still achieved significantly higher occlusion rates at last follow-up (78.9% vs 55.3%; OR=0.32; 95% CI 0.12 to 0.90; P=0.03).Hemorrhagic complications were higher in the embolization group than in the SRS group, although this difference did not reach statistical significance after PSM (13.2% vs 2.6%; OR=5.6; 95% CI 0.62 to 50.47; P=0.12). Similarly, re-treatment rate was higher in the embolization group (10.5% vs 5.3%; OR=2.11; 95% CI 0.36 to 12.31; P=0.40) compared with the SRS group. CONCLUSION/CONCLUSIONS:Our findings indicate that SRS has a significantly higher obliteration rate at last follow-up compared with endovascular embolization. Also, SRS has a higher tendency for fewer hemorrhagic complications and lower re-treatment rate. Further prospective studies are needed.
PMID: 39366733
ISSN: 1759-8486
CID: 5730072
Femoral versus radial access for middle meningeal artery embolization for chronic subdural hematomas: multicenter propensity score matched study
Salem, Mohamed M; Sioutas, Georgios S; Gajjar, Avi; Khalife, Jane; Kuybu, Okkes; Carroll, Kate T; Hoang, Alex Nguyen; Baig, Ammad A; Salih, Mira; Baker, Cordell; Cortez, Gustavo M; Abecassis, Zack; Ruiz Rodriguez, Juan Francisco; Davies, Jason M; Cawley, C Michael; Riina, Howard; Spiotta, Alejandro M; Khalessi, Alexander; Howard, Brian M; Hanel, Ricardo A; Tanweer, Omar; Tonetti, Daniel; Siddiqui, Adnan H; Lang, Michael; Levy, Elad I; Ogilvy, Christopher S; Srinivasan, Visish M; Kan, Peter; Gross, Bradley A; Jankowitz, Brian; Levitt, Michael R; Thomas, Ajith J; Grandhi, Ramesh; Burkhardt, Jan Karl
BACKGROUND:With transradial access (TRA) being more progressively used in neuroendovascular procedures, we compared TRA with transfemoral access (TFA) in middle meningeal artery embolization (MMAE) for chronic subdural hematoma (cSDH). METHODS:Consecutive patients undergoing MMAE for cSDH at 14 North American centers (2018-23) were included. TRA and TFA groups were compared using propensity score matching (PSM) controlling for: age, sex, concurrent surgery, previous surgery, hematoma thickness and side, midline shift, and pretreatment antithrombotics. The primary outcome was access site and overall complications, and procedure duration; secondary endpoints were surgical rescue, radiographic improvement, and technical success and length of stay. RESULTS:872 patients (median age 73 years, 72.9% men) underwent 1070 MMAE procedures (54% TFA vs 46% TRA). Access site hematoma occurred in three TFA cases (0.5%; none required operative intervention) versus 0% in TRA (P=0.23), and radial-to-femoral conversion occurred in 1% of TRA cases. TRA was more used in right sided cSDH (58.4% vs 44.8%; P<0.001). Particle embolics were significantly higher in TFA while Onyx was higher in TRA (P<0.001). Following PSM, 150 matched pairs were generated. Particles were more utilized in the TFA group (53% vs 29.7%) and Onyx was more utilized in the TRA group (56.1% vs 31.5%) (P=0.001). Procedural duration was longer in the TRA group (median 68.5 min (IQR 43.1-95) vs 59 (42-84); P=0.038), and radiographic success was higher in the TFA group (87.3% vs 77.4%; P=0.036). No differences were noted in surgical rescue (8.4% vs 10.1%, P=0.35) or technical failures (2.4% vs 2%; P=0.67) between TFA and TRA. Sensitivity analysis in the standalone MMAE retained all associations but differences in procedural duration. CONCLUSIONS:In this study, TRA offered comparable outcomes to TFA in MMAE for cSDH in terms of access related and overall complications, technical feasibility, and functional outcomes. Procedural duration was slightly longer in the TRA group, and radiographic success was higher in the TFA group, with no differences in surgical rescue rates.
PMID: 38991734
ISSN: 1759-8486
CID: 5699122
Pipeline embolization device as a standalone curative approach for recurrent sigmoid sinus DAVF
Sharashidze, Vera; Chung, Charlotte; Nelson, Peter Kim; Shapiro, Maksim; Riina, Howard; Nossek, Erez; Raz, Eytan
Dural arteriovenous fistulas (dAVFs) can occur as complications after surgical procedures, especially following the resection of meningiomas near the dural sinus. This case report presents a 74-year-old male who developed a recurrent sigmoid dAVF following meningioma resection. Initially treated with transvenous embolization and middle meningeal artery embolization, the dAVF recurred with worsening clinical symptoms. Conventional treatment options, including sinus sacrifice and transarterial embolization, were unsuitable due to the critical role of the patient's dominant right sigmoid sinus in cerebral venous drainage. Consequently, a reconstructive approach was employed using a pipeline embolization device (PED) construct. The PED successfully occluded the dAVF while preserving the function of the sigmoid sinus. A follow-up angiogram confirmed stable occlusion and normalization of intracranial venous drainage. This case underscores the potential of flow diversion as a viable treatment option for dAVFs, particularly in scenarios where preserving venous sinus function is paramount.
PMCID:11559946
PMID: 39311021
ISSN: 2385-2011
CID: 5802842
Interrupted Versus Running Sutures for Superficial Temporal Artery to Middle Cerebral Artery Cranial Bypass
Grin, Eric A; Wiggan, Daniel D; Sangwon, Karl L; Baranoski, Jacob; Sharashidze, Vera; Shapiro, Maksim; Raz, Eytan; Chung, Charlotte; Nelson, Peter Kim; Riina, Howard A; Rutledge, Caleb; Nossek, Erez
BACKGROUND AND OBJECTIVES/OBJECTIVE:Superficial temporal artery to middle cerebral artery (STA-MCA) bypass is the workhorse for flow augmentation surgery. Although either interrupted or running sutures can be used to complete the anastomosis with high intraoperative patency rates, no previous study in the cranial bypass literature has compared long-term patency and maturity of end-to-side STA-MCA anastomoses. We compared STA-MCA anastomoses performed with running vs interrupted sutures by evaluating bypass flow and anastomotic maturation on follow-up vascular imaging. METHODS:Ninety-six STA-MCA anastomoses were performed from 1/2019 to 6/2024. Forty-seven anastomoses (40 patients) with long-term vascular imaging were retrospectively analyzed. All anastomoses were intraoperatively patent on initial revascularization. Patient demographics, clinical course, and imaging were reviewed. All images were reviewed by a neuroradiologist or a cerebrovascular neurosurgeon. RESULTS:Twenty-five anastomoses were performed with interrupted sutures and compared with 22 anastomoses performed with running sutures. All patients underwent a preoperative perfusion assessment confirming a significant hypoperfusion state. There were no significant differences between cohorts in demographics, bypass indication, or time to follow-up. Formal digital subtraction angiography was performed for 35 anastomoses (21 interrupted, 14 running). On digital subtraction angiography follow-up, there was no difference in STA caliber between cohorts (P = .204), but there was a difference in anastomotic growth (P = .014), with 5/21 (23.8%) anastomoses stable or enlarged in the interrupted cohort vs 9/14 (64.3%) stable or enlarged in the running cohort. Notably, of the 47 total anastomoses, there was no difference in long-term bypass patency between interrupted and running anastomoses (22/25 (88.0%) vs 22/22 (100.0%), respectively, P = .380). CONCLUSION/CONCLUSIONS:No significant differences in patency or STA caliber on follow-up imaging were observed between STA-MCA anastomoses performed with interrupted vs running sutures although a difference in anastomotic maturity was observed, with the running suture cohort having a higher proportion of enlarged or stable anastomoses. Further studies are needed for validation.
PMID: 39641541
ISSN: 2332-4260
CID: 5780202
Transvenous embolization with detachable coils for a hypoglossal canal dural arteriovenous fistula: illustrative case
Hagstrom, Rory; Raz, Eytan; Chung, Charlotte; Save, Akshay V; Khawaja, Ayaz M; Ponchione, Elizabeth; Frome, Spencer; Sharashidze, Vera; Baranoski, Jacob; Rutledge, Caleb W; Nossek, Erez; Shapiro, Maksim; Nelson, Peter K; Riina, Howard A
BACKGROUND:Hypoglossal canal dural arteriovenous fistulas (HCDAVFs) are a relatively rare subtype of dural arteriovenous fistula (dAVF), representing 3%-5% of all dAVFs. The complex angio- and venous architecture predisposed to numerous anastomoses and nearby anatomical structures, including the posterior fossa sinuses and cranial nerves, can complicate both the diagnosis and treatment of these lesions. OBSERVATIONS/METHODS:The authors describe the case of HCDAVF in a 74-year-old male who presented with pulsatile tinnitus (PT) lasting 3 months and significant fatigue, headaches, and dizziness. Diagnostic cerebral angiography demonstrated a left-sided HCDAVF with bilateral supply from the ascending pharyngeal arteries and fistulous connection at the level of the left anterior condylar vein (ACV). This lesion was consistent with a Cognard and Borden type I dAVF. LESSONS/CONCLUSIONS:The authors present a case in which transvenous embolization (TVE) with detachable coils via the ipsilateral internal jugular vein successfully occluded the previously visualized shunt to the left ACV and provided a clinical cure for the patient's PT and headaches without complication. Selecting the appropriate treatment strategy for the successful treatment of HCDAVFs is predicated on a comprehensive understanding of the anatomical features of the lesion, namely arterial feeders, venous drainage pattern, and location of the fistulous connection. TVE is a safe and efficacious treatment option for HCDAVFs. https://thejns.org/doi/10.3171/CASE24606.
PMCID:11579907
PMID: 39556806
ISSN: 2694-1902
CID: 5758172
Embolic Materials' Comparison in Meningeal Artery Embolization for Chronic Subdural Hematomas: Multicenter Propensity Score-Matched Analysis of 1070 Cases
Salem, Mohamed M; Helal, Ahmed; Gajjar, Avi A; Sioutas, Georgios S; Khalife, Jane; Kuybu, Okkes; Caroll, Kate; Nguyen Hoang, Alex; Baig, Ammad A; Salih, Mira; Baker, Cordell; Cortez, Gustavo; Abecassis, Zack; Ruiz Rodriguez, Juan F; Davies, Jason M; Cawley, C Michael; Riina, Howard A; Spiotta, Alejandro M; Khalessi, Alexander A; Howard, Brian M; Hanel, Ricardo; Tanweer, Omar; Tonetti, Daniel A; Siddiqui, Adnan H; Lang, Michael J; Levy, Elad I; Ogilvy, Christopher S; Srinivasan, Visish M; Kan, Peter; Gross, Bradley A; Jankowitz, Brian T; Levitt, Michael R; Thomas, Ajith J; Grandhi, Ramesh; Burkhardt, Jan-Karl
BACKGROUND AND OBJECTIVES/OBJECTIVE:Multiple preferences exist for embolic materials selection in middle meningeal artery embolization (MMAE) for chronic subdural hematoma with limited comparative literature data. Herein, we compare different embolic materials. METHODS:Consecutive patients undergoing MMAE for chronic subdural hematoma at 14 North-American centers (2018-2023) were classified into 3 groups: (a) particles, (b) Onyx, (c) n-butyl cyanoacrylate (n-BCA). The end points were unplanned rescue surgery, radiographic success (≥50% reduction in hematoma thickness at last imaging "minimum of 2 weeks"), and major complications. Initial unmatched analysis compared the 3 groups; subsequent propensity score matching (PSM) compared particles vs liquid embolics (groups b and c combined). Additional subgroup PSM analyses compared particles vs Onyx, particles vs n-BCA, and Onyx vs n-BCA. All matched analyses controlled for age, sex, concurrent surgery, previous surgery, hematoma thickness, midline shift, pretreatment antithrombotics, and baseline modified Rankin Scale. RESULTS:Eight hundred and seventy-two patients (median age 73 years, 72.9% males) underwent 1070 MMAE procedures. Onyx was most used (41.4%), then particles (40.3%) and n-BCA (15.5%). Surgical rescue rates were comparable between particles, Onyx, and n-BCA (9.8% vs 7% vs 11.7%, respectively, P = .14). Similarly, radiographic success (78.8% vs 79.3% vs 77.4%; P = .91) and major complications (2.4% vs 2.3% vs 2.5%; P = .83) were comparable. The PSM comparing particles vs liquid generated 128 matched pairs; general anesthesia and bilateral procedures were significantly higher in particles (37.8% vs 21.3%; P = .004 and 39.8% vs 27.3%; P = .034, respectively). No differences in surgical rescue, radiographic improvement, or major complications were noted (P > .05). Concurrently, PSM comparing particles vs Onyx, particles vs n-BCA, and Onyx vs n-BCA, resulted in 112, 42, and 40 matched pairs, respectively, without differences in surgical rescue, radiographic success, or major complications (P > .05). CONCLUSION/CONCLUSIONS:We found no differences in radiological improvement, surgical rescue, or major complications between embolic materials in MMAE. Current randomized trials are exclusively using liquid embolics, and these data suggest that future trials involving particles are likely to produce similar outcomes.
PMID: 39471085
ISSN: 1524-4040
CID: 5746902
Assessing superficial temporal artery-middle cerebral artery anastomosis patency using FLOW 800 hemodynamics
Sangwon, Karl L; Nguyen, Matthew; Wiggan, Daniel D; Negash, Bruck; Alber, Daniel A; Liu, Xujin Chris; Liu, Albert; Rabbin-Birnbaum, Corinne; Sharashidze, Vera; Baranoski, Jacob; Raz, Eytan; Shapiro, Maksim; Rutledge, Caleb; Nelson, Peter Kim; Riina, Howard; Russin, Jonathan; Oermann, Eric K; Nossek, Erez
OBJECTIVE:The objective of this study was to investigate the use of indocyanine green videoangiography with FLOW 800 hemodynamic parameters intraoperatively during superficial temporal artery-middle cerebral artery (STA-MCA) bypass surgery to predict patency prior to anastomosis performance. METHODS:A retrospective and exploratory data analysis was conducted using FLOW 800 software prior to anastomosis to assess four regions of interest (ROIs; proximal and distal recipients and adjacent and remote gyri) for four hemodynamic parameters (speed, delay, rise time, and time to peak). Medical records were used to classify patients into flow and no-flow groups based on immediate or perioperative anastomosis patency. Hemodynamic parameters were compared using univariate and multivariate analyses. Principal component analysis was used to identify high risk of no flow (HRnf) and low risk of no flow (LRnf) groups, correlated with prospective angiographic follow-ups. Machine learning models were fitted to predict patency using FLOW 800 features, and the a posteriori effect of complication risk of those features was computed. RESULTS:A total of 39 cases underwent STA-MCA bypass surgery with complete FLOW 800 data collection. Thirty-five cases demonstrated flow after anastomosis revascularization and were compared with 4 cases with no flow after revascularization. Proximal and distal recipient speeds were significantly different between the no-flow and flow groups (proximal: 238.3 ± 120.8 and 138.5 ± 93.6, respectively [p < 0.001]; distal: 241.0 ± 117.0 and 142.1 ± 103.8, respectively [p < 0.05]). Based on principal component analysis, the HRnf group (n = 10) was characterized by high-flow speed (> 75th percentile) in all ROIs, whereas the LRnf group (n = 10) had contrasting patterns. In prospective long-term follow-up, 6 of 9 cases in the HRnf group, including the original no-flow cases, had no or low flow, whereas 8 of 8 cases in the LRnf group maintained robust flow. Machine learning models predicted patency failure with a mean F1 score of 0.930 and consistently relied on proximal recipient speed as the most important feature. Computation of posterior likelihood showed a 95.29% chance of patients having long-term patency given a lower proximal speed. CONCLUSIONS:These results suggest that a high proximal speed measured in the recipient vessel prior to anastomosis can elevate the risk of perioperative no flow and long-term reduction of flow. With an increased dataset size, continued FLOW 800-based ROI metric analysis could be used to guide intraoperative anastomosis site selection prior to anastomosis and predict patency outcome.
PMID: 39151199
ISSN: 1933-0693
CID: 5727032