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Keywords = vascular access learning curve

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8 pages, 449 KB  
Communication
Quantifying the Learning Curve in Ultrasound-Guided Vascular Access: Proficiency Metrics of Self-Taught Axillary Vein Puncture for CIED Implantation
by Dimitrios A. Vrachatis, Konstantinos A. Papathanasiou, Ioannis Anagnostopoulos, Sotiria G. Giotaki, Maria Kousta, Christos Karavasilis, Christos Piperis, Panagiotis Tolios, Andreas Kaoukis, Konstantinos Raisakis, Georgios Giannopoulos, Theodore G. Papaioannou, Gerasimos Siasos and Spyridon Deftereos
Med. Sci. 2026, 14(1), 115; https://doi.org/10.3390/medsci14010115 - 27 Feb 2026
Viewed by 774
Abstract
Background: Ultrasound (US)-guided axillary vein puncture (AVP) is an established technique for cardiac implantable electronic device (CIED) implantation. Yet real-world data concerning shifting from conventional venous access into US-guided AVP are not widely available. Methods: This is a single-center prospective registry reporting safety [...] Read more.
Background: Ultrasound (US)-guided axillary vein puncture (AVP) is an established technique for cardiac implantable electronic device (CIED) implantation. Yet real-world data concerning shifting from conventional venous access into US-guided AVP are not widely available. Methods: This is a single-center prospective registry reporting safety (complications) and efficacy (success rate: i.e., accomplishment of the vein access utilizing only the initially employed approach) of self-taught US-guided AVP integration into the standard workflow of CIED procedures. Results: A total of 539 patients (mean age 71.5 ± 12.4 years old, 78.7% males) were treated in our institution over a three-year period. Regarding CIED type and lead number, 58.3% used an implantable cardioverter defibrillator, 32% used permanent pacemakers, and two leads were involved in 65.8% of the cases and three leads in 8.9%. Before integration of US-guided AVP, the venous access success rate was 93.5%. The US-guided AVP success rate was 377/400 procedures (94.2%). After the first semester of US-guided AVP utilization, a pattern of increased success rate was observed (p = 0.002) and remained stable over the following semesters. No major complication (periprocedural or 30-day mortality, hemothorax, pneumothorax and tamponade) occurred after US AVP integration in our workflow. Conclusions: The integration of US-guided AVP in a self-taught manner is feasible among electrophysiologists with experience in US-guided vascular access. A high success rate can be reached quickly and safely. Full article
(This article belongs to the Section Cardiovascular Disease)
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12 pages, 670 KB  
Article
Development of a Machine Learning-Based Predictive Model for Arteriovenous Fistula Occlusion After Surgery: A Retrospective Cohort Study from 2015 to 2025
by Jae Hoon Lee and Sang Gyu Kwak
Medicina 2025, 61(12), 2150; https://doi.org/10.3390/medicina61122150 - 2 Dec 2025
Cited by 2 | Viewed by 1392
Abstract
Background and Objectives: Arteriovenous fistula (AVF) occlusion remains a major cause of vascular access failure in hemodialysis patients. Early identification of high-risk patients may help prevent complications and improve outcomes. Materials and Methods: This retrospective cohort study included 1498 adult patients [...] Read more.
Background and Objectives: Arteriovenous fistula (AVF) occlusion remains a major cause of vascular access failure in hemodialysis patients. Early identification of high-risk patients may help prevent complications and improve outcomes. Materials and Methods: This retrospective cohort study included 1498 adult patients who underwent AVF creation between 2015 and 2025 at Daegu Catholic University Medical Center. Clinical, surgical, and laboratory variables were used to develop machine learning (ML) models for predicting AVF occlusion. Five algorithms—LightGBM, CatBoost, XGBoost, Random Forest, and Logistic Regression—were trained and evaluated using stratified five-fold cross-validation. Model performance was assessed using area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, specificity, and calibration. SHAP (Shapley Additive Explanations) analysis was used to interpret variable importance. Results: Among the 1498 patients, 381 (25.4%) experienced AVF occlusion. LightGBM achieved the best performance (AUC = 0.887, accuracy = 0.858, specificity = 0.950), followed by CatBoost (AUC = 0.882) and XGBoost (AUC = 0.879). Calibration analysis demonstrated strong agreement between predicted and observed outcomes. SHAP analysis identified ferritin, hemoglobin, neutrophil percentage, and C-reactive protein as the most influential predictors, highlighting the role of inflammation and hematologic status in AVF failure. Conclusions: Gradient boosting-based ML models, particularly LightGBM and CatBoost, accurately predict AVF occlusion using routine clinical data. Explainable AI methods enhance interpretability, enabling early identification of high-risk patients and supporting precision vascular access management in hemodialysis care. Full article
(This article belongs to the Special Issue End-Stage Kidney Disease (ESKD))
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18 pages, 2734 KB  
Article
Learning Curve for Starting a Successful Single-Centre TAVR Programme with Multiple Devices: Early and Mid-Term Follow-Up
by Balázs Magyari, Bálint Kittka, Ilona Goják, Kristóf Schönfeld, László Botond Szapáry, Mihály Simon, Rudolf Kiss, Andrea Bertalan, Edit Várady, András Gyimesi, István Szokodi and Iván Gábor Horváth
J. Clin. Med. 2024, 13(4), 1088; https://doi.org/10.3390/jcm13041088 - 14 Feb 2024
Cited by 2 | Viewed by 2254
Abstract
Aims: We report 30-day, 1-year, and 3-year outcomes for a new TAVR programme that used five different transcatheter heart valve (THV) systems. Methods: From 2014 to 2020, 122 consecutive patients with severe aortic stenosis (AS) received TAVR based on the Heart Team decision. [...] Read more.
Aims: We report 30-day, 1-year, and 3-year outcomes for a new TAVR programme that used five different transcatheter heart valve (THV) systems. Methods: From 2014 to 2020, 122 consecutive patients with severe aortic stenosis (AS) received TAVR based on the Heart Team decision. Outcomes were analysed for the whole study population and in addition the first 63 patients (Cohort A, 2014 to 2019) were compared to the last 59 patients (Cohort B, 2019 to 2020). Outcomes included VARC-2 definitions and device performance assessed via transthoracic echocardiography by independent high-volume investigators. Results: The mean patient age was 77.9 ± 6.1 years old, and 48 (39.3%) were male. The mean logistic Euroscore II was 4.2 ± 4.5, and the mean STS score was 6.9 ± 4.68. The systems used were as follows: Medtronic Corevalve Evolute R/PRO (82 patients—67.2%); Abbott Portico (13—10.6%); Boston Scientific Lotus (10—8.2%); Meril Myval (11—9%); and Boston Scientific Neo Accurate (6—5%). Access was transfemoral (95.9% of patients); surgical cut down (18% vs. percutaneous 77.8%); subclavian (n = 2); trans-axillary (n = 2); and direct aorta (n = 1). VARC-2 outcomes were as follows: device success rate 97.5%; stroke rate 1.6%; major vascular complication 3.3%; permanent pacemaker implantation 12.4%. At discharge, the incidences of grade I and II aortic regurgitation were 39.95 and 55.5%, respectively. At one year, all-cause mortality was 7.4% without admissions for valve-related dysfunction. The 3-year all-cause mortality and all-stroke rates were 22.9% and 4.1%, respectively. Between the 1-year and 3-year follow-ups, valve-related dysfunction was detected in three patients; one had THV system endocarditis that led to death. There was a remarkable but statistically non-significant decrease in mortality from Cohort A to Cohort B [four (6.3%) vs. one patient (1.7%), p = 0.195] and major vascular complications occurred at a significantly higher rate in the Cohort B [zero (0%) vs. four (6.8% patient, p = 0.036)]. Overall, we found that using multiple devices was safe and allowed for a learning team to achieve a high device success rate from the beginning (97.5%). Conclusions: TAVR with different THV systems showed acceptable early and mid-term outcomes for survival, technical success, and valve-related adverse events in high-risk patients with significant AS, even in the learning curve phase. Full article
(This article belongs to the Section Cardiology)
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11 pages, 1068 KB  
Article
Carotid Artery Stenting Using Five-French Distal Radial Vascular Access
by Giuseppe Di Gioia, Luigi Salemme, Marco Ferrone, Angelo Cioppa, Grigore Popusoi, Armando Pucciarelli, Sebastiano Verdoliva, Michele Franzese, Simion Marga, Emanuele Barbato and Tullio Tesorio
Diagnostics 2023, 13(7), 1266; https://doi.org/10.3390/diagnostics13071266 - 27 Mar 2023
Cited by 5 | Viewed by 3085
Abstract
Carotid artery stenting (CAS) is usually performed through a femoral vascular access using 6–9 Fr guiding catheters. We investigated whether a systematic distal radial approach using 5 Fr guiding sheaths was a safe and effective alternative to transfemoral approach for CAS. From July [...] Read more.
Carotid artery stenting (CAS) is usually performed through a femoral vascular access using 6–9 Fr guiding catheters. We investigated whether a systematic distal radial approach using 5 Fr guiding sheaths was a safe and effective alternative to transfemoral approach for CAS. From July 2020 to October 2022, two operators at our center systematically performed CAS using a 5 Fr distal radial approach in consecutive patients. The main endpoints of the study were procedural success via distal radial and via proximal or distal radial access. The learning curve was evaluated by comparing the first half of patients versus the second half of patients enrolled. Procedural data and 30-day clinical outcomes were collected. Fifty-one patients were prospectively enrolled. CAS was effectively performed via distal radial access in 45 patients (88%). Overall radial artery success was 92%. Distal radial CAS was successfully performed in 20 out of the first 25 patients enrolled (80%), and in 25 of the last 26 patients enrolled (96%; p = 0.07). Significantly less contrast was administered in the last 26 patients compared to the first 25 enrolled (110 (70, 140) mL vs. 120 (107, 150) mL; p = 0.045). Radial artery occlusion was reported in 1 patient (2%). Only 1 minor stroke (2%) was reported in-hospital and at 30-day follow-up. In conclusion, distal radial CAS using 5 Fr catheters was a safe procedure with a high success rate. The procedure had a relatively short learning curve in operators familiar with transfemoral CAS. Full article
(This article belongs to the Special Issue New Techniques in Interventional Cardiology)
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11 pages, 945 KB  
Article
Distal Radial Artery Access for Coronary and Peripheral Procedures: A Multicenter Experience
by Alexandru Achim, Kornél Kákonyi, Zoltán Jambrik, Ferenc Nagy, Julia Tóth, Viktor Sasi, Péter Hausinger, Attila Nemes, Albert Varga, Olivier F. Bertrand and Zoltán Ruzsa
J. Clin. Med. 2021, 10(24), 5974; https://doi.org/10.3390/jcm10245974 - 20 Dec 2021
Cited by 41 | Viewed by 4058
Abstract
Introduction: Distal radial access (dRA) has recently gained global popularity as an alternative access route for vascular procedures. Among the benefits of dRA are the low risk of entry site bleeding complications, the low rate of radial artery occlusion, and improved patient and [...] Read more.
Introduction: Distal radial access (dRA) has recently gained global popularity as an alternative access route for vascular procedures. Among the benefits of dRA are the low risk of entry site bleeding complications, the low rate of radial artery occlusion, and improved patient and operator comfort. The aim of this large multicenter registry was to demonstrate the feasibility and safety of dRA in a wide variety of routine procedures in the catheterization laboratory, ranging from coronary angiography and percutaneous coronary intervention to peripheral procedures. Methods: The study comprised 1240 patients who underwent coronary angiography, PCI or noncoronary procedures through dRA in two Hungarian centers from January 2019 to April 2021. Baseline patient characteristics, number and duration of arterial punctures, procedural success rate, crossover rate, postoperative compression time, complications, hospitalization duration, and different learning curves were analyzed. Results: The average patient age was 66.4 years, with 66.8% of patients being male. The majority of patients (74.04%) underwent a coronary procedure, whereas 25.96% were involved in noncoronary interventions. dRA was successfully punctured in 97% of all patients, in all cases with ultrasound guidance. Access site crossover was performed in 2.58% of the patients, mainly via the contralateral dRA. After experiencing 150 cases, the dRA success rate plateaued at >96%. Our dedicated dRA step-by step protocol resulted in high open radial artery (RA) rates: distal and proximal RA pulses were palpable in 99.68% of all patients at hospital discharge. The rate of minor vascular complications was low (1.5%). A threshold of 50 cases was sufficient for already skilled radial operators to establish a reliable procedural method of dRA access. Conclusion: The implementation of distal radial artery access in the everyday routine of a catheterization laboratory for coronary and noncoronary interventions is feasible and safe with an acceptable learning curve. Full article
(This article belongs to the Special Issue Coronary Artery Disease Interventions)
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12 pages, 1568 KB  
Article
Development and Validation of a Machine Learning Model Predicting Arteriovenous Fistula Failure in a Large Network of Dialysis Clinics
by Ricardo Peralta, Mario Garbelli, Francesco Bellocchio, Pedro Ponce, Stefano Stuard, Maddalena Lodigiani, João Fazendeiro Matos, Raquel Ribeiro, Milind Nikam, Max Botler, Erik Schumacher, Diego Brancaccio and Luca Neri
Int. J. Environ. Res. Public Health 2021, 18(23), 12355; https://doi.org/10.3390/ijerph182312355 - 24 Nov 2021
Cited by 27 | Viewed by 6690
Abstract
Background: Vascular access surveillance of dialysis patients is a challenging task for clinicians. We derived and validated an arteriovenous fistula failure model (AVF-FM) based on machine learning. Methods: The AVF-FM is an XG-Boost algorithm aimed at predicting AVF failure within three months among [...] Read more.
Background: Vascular access surveillance of dialysis patients is a challenging task for clinicians. We derived and validated an arteriovenous fistula failure model (AVF-FM) based on machine learning. Methods: The AVF-FM is an XG-Boost algorithm aimed at predicting AVF failure within three months among in-centre dialysis patients. The model was trained in the derivation set (70% of initial cohort) by exploiting the information routinely collected in the Nephrocare European Clinical Database (EuCliD®). Model performance was tested by concordance statistic and calibration charts in the remaining 30% of records. Features importance was computed using the SHAP method. Results: We included 13,369 patients, overall. The Area Under the ROC Curve (AUC-ROC) of AVF-FM was 0.80 (95% CI 0.79–0.81). Model calibration showed excellent representation of observed failure risk. Variables associated with the greatest impact on risk estimates were previous history of AVF complications, followed by access recirculation and other functional parameters including metrics describing temporal pattern of dialysis dose, blood flow, dynamic venous and arterial pressures. Conclusions: The AVF-FM achieved good discrimination and calibration properties by combining routinely collected clinical and sensor data that require no additional effort by healthcare staff. Therefore, it can potentially enable risk-based personalization of AVF surveillance strategies. Full article
(This article belongs to the Special Issue Data Science in Healthcare)
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10 pages, 1170 KB  
Editorial
How to Transform You into a Radialist: Tips and Tricks
by Caroline Frangos and Stéphane Noble
Cardiovasc. Med. 2011, 14(11), 315; https://doi.org/10.4414/cvm.2011.01620 - 23 Nov 2011
Cited by 4 | Viewed by 593
Abstract
The transradial approach increases patient comfort and reduces vascular complications and major bleeding. Although modern equipment has been improved and catheter sizes reduced, there remain specific technical challenges in the practice of the transradial approach. Indeed, the transradial approach requires a longer learning [...] Read more.
The transradial approach increases patient comfort and reduces vascular complications and major bleeding. Although modern equipment has been improved and catheter sizes reduced, there remain specific technical challenges in the practice of the transradial approach. Indeed, the transradial approach requires a longer learning curve than transfemoral access, but the transradial challenges are usually overcome with experience. Nowadays, in view of its benefits, there is no longer any justification for ignoring the transradial approach, the patient’s preferred access route for percutaneous coronary interventions. In this paper we highlight five rules which will transform you into a radialist and provide valuable tips and tricks. Full article
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